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trainOutput.txt
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1015 lines (1011 loc) · 66.3 KB
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Epoch [17], Step [730/1000], Loss: 0.1597
Individual losses: loss_classifier: 0.0289, loss_box_reg: 0.0375, loss_mask: 0.0912, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0019
GPU Memory: 533.1 MB
Epoch [17], Step [740/1000], Loss: 0.1284
Individual losses: loss_classifier: 0.0207, loss_box_reg: 0.0190, loss_mask: 0.0876, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0011
GPU Memory: 533.1 MB
Epoch [17], Step [750/1000], Loss: 0.1795
Individual losses: loss_classifier: 0.0217, loss_box_reg: 0.0270, loss_mask: 0.1293, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0013
GPU Memory: 532.3 MB
Epoch [17], Step [760/1000], Loss: 0.1732
Individual losses: loss_classifier: 0.0251, loss_box_reg: 0.0359, loss_mask: 0.1090, loss_objectness: 0.0011, loss_rpn_box_reg: 0.0021
GPU Memory: 534.9 MB
Epoch [17], Step [770/1000], Loss: 0.1026
Individual losses: loss_classifier: 0.0114, loss_box_reg: 0.0088, loss_mask: 0.0710, loss_objectness: 0.0017, loss_rpn_box_reg: 0.0097
GPU Memory: 535.4 MB
Epoch [17], Step [780/1000], Loss: 0.1707
Individual losses: loss_classifier: 0.0233, loss_box_reg: 0.0399, loss_mask: 0.0953, loss_objectness: 0.0025, loss_rpn_box_reg: 0.0097
GPU Memory: 535.8 MB
Epoch [17], Step [790/1000], Loss: 0.2740
Individual losses: loss_classifier: 0.0283, loss_box_reg: 0.0545, loss_mask: 0.1897, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0014
GPU Memory: 535.0 MB
Epoch [17], Step [800/1000], Loss: 0.2534
Individual losses: loss_classifier: 0.0865, loss_box_reg: 0.0473, loss_mask: 0.1131, loss_objectness: 0.0026, loss_rpn_box_reg: 0.0040
GPU Memory: 534.8 MB
Epoch [17], Step [810/1000], Loss: 0.1217
Individual losses: loss_classifier: 0.0128, loss_box_reg: 0.0130, loss_mask: 0.0926, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0032
GPU Memory: 533.2 MB
Epoch [17], Step [820/1000], Loss: 0.1634
Individual losses: loss_classifier: 0.0343, loss_box_reg: 0.0371, loss_mask: 0.0905, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0015
GPU Memory: 533.2 MB
Epoch [17], Step [830/1000], Loss: 0.3581
Individual losses: loss_classifier: 0.0841, loss_box_reg: 0.0964, loss_mask: 0.1762, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0011
GPU Memory: 534.0 MB
Epoch [17], Step [840/1000], Loss: 0.1290
Individual losses: loss_classifier: 0.0166, loss_box_reg: 0.0243, loss_mask: 0.0870, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0011
GPU Memory: 533.1 MB
Epoch [17], Step [850/1000], Loss: 0.2239
Individual losses: loss_classifier: 0.0322, loss_box_reg: 0.0418, loss_mask: 0.1445, loss_objectness: 0.0027, loss_rpn_box_reg: 0.0028
GPU Memory: 532.1 MB
Epoch [17], Step [860/1000], Loss: 0.1804
Individual losses: loss_classifier: 0.0236, loss_box_reg: 0.0349, loss_mask: 0.1207, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0011
GPU Memory: 533.3 MB
Epoch [17], Step [870/1000], Loss: 0.1061
Individual losses: loss_classifier: 0.0146, loss_box_reg: 0.0108, loss_mask: 0.0710, loss_objectness: 0.0004, loss_rpn_box_reg: 0.0094
GPU Memory: 534.7 MB
Epoch [17], Step [880/1000], Loss: 0.1837
Individual losses: loss_classifier: 0.0175, loss_box_reg: 0.0241, loss_mask: 0.1413, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0007
GPU Memory: 534.0 MB
Epoch [17], Step [890/1000], Loss: 0.2126
Individual losses: loss_classifier: 0.0393, loss_box_reg: 0.0459, loss_mask: 0.1255, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0017
GPU Memory: 535.1 MB
Epoch [17], Step [900/1000], Loss: 0.0980
Individual losses: loss_classifier: 0.0247, loss_box_reg: 0.0099, loss_mask: 0.0558, loss_objectness: 0.0006, loss_rpn_box_reg: 0.0070
GPU Memory: 536.1 MB
Epoch [17], Step [910/1000], Loss: 0.1449
Individual losses: loss_classifier: 0.0260, loss_box_reg: 0.0290, loss_mask: 0.0889, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0010
GPU Memory: 532.1 MB
Epoch [17], Step [920/1000], Loss: 0.1059
Individual losses: loss_classifier: 0.0177, loss_box_reg: 0.0175, loss_mask: 0.0704, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0003
GPU Memory: 532.5 MB
Epoch [17], Step [930/1000], Loss: 0.2476
Individual losses: loss_classifier: 0.0723, loss_box_reg: 0.0544, loss_mask: 0.1157, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0051
GPU Memory: 534.8 MB
Epoch [17], Step [940/1000], Loss: 0.0647
Individual losses: loss_classifier: 0.0056, loss_box_reg: 0.0081, loss_mask: 0.0350, loss_objectness: 0.0006, loss_rpn_box_reg: 0.0155
GPU Memory: 533.1 MB
Epoch [17], Step [950/1000], Loss: 0.1557
Individual losses: loss_classifier: 0.0132, loss_box_reg: 0.0302, loss_mask: 0.1109, loss_objectness: 0.0004, loss_rpn_box_reg: 0.0010
GPU Memory: 533.6 MB
Epoch [17], Step [960/1000], Loss: 0.2300
Individual losses: loss_classifier: 0.0323, loss_box_reg: 0.0515, loss_mask: 0.1406, loss_objectness: 0.0024, loss_rpn_box_reg: 0.0032
GPU Memory: 532.1 MB
Epoch [17], Step [970/1000], Loss: 0.1282
Individual losses: loss_classifier: 0.0110, loss_box_reg: 0.0189, loss_mask: 0.0931, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0051
GPU Memory: 532.2 MB
Epoch [17], Step [980/1000], Loss: 0.2066
Individual losses: loss_classifier: 0.0401, loss_box_reg: 0.0359, loss_mask: 0.1152, loss_objectness: 0.0030, loss_rpn_box_reg: 0.0125
GPU Memory: 533.5 MB
Epoch [17], Step [990/1000], Loss: 0.1812
Individual losses: loss_classifier: 0.0774, loss_box_reg: 0.0195, loss_mask: 0.0815, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0029
GPU Memory: 534.0 MB
Epoch [17/20] Summary:
Train Loss: 0.1626
Val Loss: 0.1589
Learning Rate: 0.000010
Time: 1674.3s
--------------------------------------------------
Epoch [18], Step [0/1000], Loss: 0.1437
Individual losses: loss_classifier: 0.0278, loss_box_reg: 0.0229, loss_mask: 0.0910, loss_objectness: 0.0004, loss_rpn_box_reg: 0.0015
GPU Memory: 534.0 MB
Epoch [18], Step [10/1000], Loss: 0.1412
Individual losses: loss_classifier: 0.0217, loss_box_reg: 0.0176, loss_mask: 0.1014, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0005
GPU Memory: 536.7 MB
Epoch [18], Step [20/1000], Loss: 0.1323
Individual losses: loss_classifier: 0.0118, loss_box_reg: 0.0189, loss_mask: 0.1001, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0015
GPU Memory: 537.4 MB
Epoch [18], Step [30/1000], Loss: 0.0871
Individual losses: loss_classifier: 0.0105, loss_box_reg: 0.0077, loss_mask: 0.0482, loss_objectness: 0.0015, loss_rpn_box_reg: 0.0192
GPU Memory: 533.1 MB
Epoch [18], Step [40/1000], Loss: 0.1298
Individual losses: loss_classifier: 0.0196, loss_box_reg: 0.0239, loss_mask: 0.0837, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0026
GPU Memory: 538.5 MB
Epoch [18], Step [50/1000], Loss: 0.2558
Individual losses: loss_classifier: 0.0345, loss_box_reg: 0.0441, loss_mask: 0.1739, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0032
GPU Memory: 534.6 MB
Epoch [18], Step [60/1000], Loss: 0.1148
Individual losses: loss_classifier: 0.0062, loss_box_reg: 0.0139, loss_mask: 0.0921, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0024
GPU Memory: 538.0 MB
Epoch [18], Step [70/1000], Loss: 0.1300
Individual losses: loss_classifier: 0.0116, loss_box_reg: 0.0148, loss_mask: 0.0878, loss_objectness: 0.0029, loss_rpn_box_reg: 0.0130
GPU Memory: 536.2 MB
Epoch [18], Step [80/1000], Loss: 0.1213
Individual losses: loss_classifier: 0.0115, loss_box_reg: 0.0138, loss_mask: 0.0825, loss_objectness: 0.0070, loss_rpn_box_reg: 0.0065
GPU Memory: 535.2 MB
Epoch [18], Step [90/1000], Loss: 0.0796
Individual losses: loss_classifier: 0.0046, loss_box_reg: 0.0049, loss_mask: 0.0544, loss_objectness: 0.0014, loss_rpn_box_reg: 0.0143
GPU Memory: 533.8 MB
Epoch [18], Step [100/1000], Loss: 0.3039
Individual losses: loss_classifier: 0.0467, loss_box_reg: 0.0686, loss_mask: 0.1670, loss_objectness: 0.0007, loss_rpn_box_reg: 0.0209
GPU Memory: 534.3 MB
Epoch [18], Step [110/1000], Loss: 0.1927
Individual losses: loss_classifier: 0.0326, loss_box_reg: 0.0351, loss_mask: 0.1233, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0016
GPU Memory: 533.1 MB
Epoch [18], Step [120/1000], Loss: 0.1055
Individual losses: loss_classifier: 0.0149, loss_box_reg: 0.0086, loss_mask: 0.0767, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0051
GPU Memory: 532.5 MB
Epoch [18], Step [130/1000], Loss: 0.1485
Individual losses: loss_classifier: 0.0204, loss_box_reg: 0.0332, loss_mask: 0.0934, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0015
GPU Memory: 534.7 MB
Epoch [18], Step [140/1000], Loss: 0.1523
Individual losses: loss_classifier: 0.0118, loss_box_reg: 0.0119, loss_mask: 0.1130, loss_objectness: 0.0004, loss_rpn_box_reg: 0.0153
GPU Memory: 534.5 MB
Epoch [18], Step [150/1000], Loss: 0.0975
Individual losses: loss_classifier: 0.0050, loss_box_reg: 0.0159, loss_mask: 0.0759, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0007
GPU Memory: 534.4 MB
Epoch [18], Step [160/1000], Loss: 0.1615
Individual losses: loss_classifier: 0.0565, loss_box_reg: 0.0195, loss_mask: 0.0731, loss_objectness: 0.0005, loss_rpn_box_reg: 0.0118
GPU Memory: 538.8 MB
Epoch [18], Step [170/1000], Loss: 0.1429
Individual losses: loss_classifier: 0.0107, loss_box_reg: 0.0134, loss_mask: 0.1161, loss_objectness: 0.0017, loss_rpn_box_reg: 0.0012
GPU Memory: 536.2 MB
Epoch [18], Step [180/1000], Loss: 0.1230
Individual losses: loss_classifier: 0.0268, loss_box_reg: 0.0153, loss_mask: 0.0792, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0016
GPU Memory: 533.8 MB
Epoch [18], Step [190/1000], Loss: 0.1342
Individual losses: loss_classifier: 0.0123, loss_box_reg: 0.0390, loss_mask: 0.0805, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0023
GPU Memory: 535.9 MB
Epoch [18], Step [200/1000], Loss: 0.1378
Individual losses: loss_classifier: 0.0147, loss_box_reg: 0.0238, loss_mask: 0.0977, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0015
GPU Memory: 533.8 MB
Epoch [18], Step [210/1000], Loss: 0.1592
Individual losses: loss_classifier: 0.0246, loss_box_reg: 0.0355, loss_mask: 0.0984, loss_objectness: 0.0004, loss_rpn_box_reg: 0.0003
GPU Memory: 537.5 MB
Epoch [18], Step [220/1000], Loss: 0.1127
Individual losses: loss_classifier: 0.0118, loss_box_reg: 0.0274, loss_mask: 0.0715, loss_objectness: 0.0006, loss_rpn_box_reg: 0.0014
GPU Memory: 532.0 MB
Epoch [18], Step [230/1000], Loss: 0.0869
Individual losses: loss_classifier: 0.0019, loss_box_reg: 0.0138, loss_mask: 0.0599, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0111
GPU Memory: 533.8 MB
Epoch [18], Step [240/1000], Loss: 0.1666
Individual losses: loss_classifier: 0.0188, loss_box_reg: 0.0232, loss_mask: 0.1241, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0005
GPU Memory: 535.7 MB
Epoch [18], Step [250/1000], Loss: 0.1109
Individual losses: loss_classifier: 0.0202, loss_box_reg: 0.0113, loss_mask: 0.0668, loss_objectness: 0.0005, loss_rpn_box_reg: 0.0121
GPU Memory: 533.3 MB
Epoch [18], Step [260/1000], Loss: 0.1211
Individual losses: loss_classifier: 0.0075, loss_box_reg: 0.0151, loss_mask: 0.0941, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0043
GPU Memory: 533.8 MB
Epoch [18], Step [270/1000], Loss: 0.1213
Individual losses: loss_classifier: 0.0141, loss_box_reg: 0.0089, loss_mask: 0.0809, loss_objectness: 0.0003, loss_rpn_box_reg: 0.0170
GPU Memory: 532.7 MB
Epoch [18], Step [280/1000], Loss: 0.1247
Individual losses: loss_classifier: 0.0169, loss_box_reg: 0.0149, loss_mask: 0.0687, loss_objectness: 0.0078, loss_rpn_box_reg: 0.0164
GPU Memory: 534.0 MB
Epoch [18], Step [290/1000], Loss: 0.1432
Individual losses: loss_classifier: 0.0210, loss_box_reg: 0.0220, loss_mask: 0.0991, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0010
GPU Memory: 535.8 MB
Epoch [18], Step [300/1000], Loss: 0.1219
Individual losses: loss_classifier: 0.0170, loss_box_reg: 0.0242, loss_mask: 0.0745, loss_objectness: 0.0016, loss_rpn_box_reg: 0.0046
GPU Memory: 534.6 MB
Epoch [18], Step [310/1000], Loss: 0.1567
Individual losses: loss_classifier: 0.0203, loss_box_reg: 0.0301, loss_mask: 0.1054, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0010
GPU Memory: 537.3 MB
Epoch [18], Step [320/1000], Loss: 0.1227
Individual losses: loss_classifier: 0.0137, loss_box_reg: 0.0131, loss_mask: 0.0927, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0031
GPU Memory: 535.1 MB
Epoch [18], Step [330/1000], Loss: 0.1041
Individual losses: loss_classifier: 0.0116, loss_box_reg: 0.0132, loss_mask: 0.0774, loss_objectness: 0.0005, loss_rpn_box_reg: 0.0014
GPU Memory: 531.8 MB
Epoch [18], Step [340/1000], Loss: 0.1340
Individual losses: loss_classifier: 0.0239, loss_box_reg: 0.0090, loss_mask: 0.0996, loss_objectness: 0.0007, loss_rpn_box_reg: 0.0008
GPU Memory: 532.8 MB
Epoch [18], Step [350/1000], Loss: 0.1562
Individual losses: loss_classifier: 0.0228, loss_box_reg: 0.0273, loss_mask: 0.1045, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0015
GPU Memory: 535.0 MB
Epoch [18], Step [360/1000], Loss: 0.1112
Individual losses: loss_classifier: 0.0125, loss_box_reg: 0.0174, loss_mask: 0.0712, loss_objectness: 0.0032, loss_rpn_box_reg: 0.0069
GPU Memory: 534.1 MB
Epoch [18], Step [370/1000], Loss: 0.1501
Individual losses: loss_classifier: 0.0173, loss_box_reg: 0.0267, loss_mask: 0.1039, loss_objectness: 0.0004, loss_rpn_box_reg: 0.0018
GPU Memory: 535.6 MB
Epoch [18], Step [380/1000], Loss: 0.2014
Individual losses: loss_classifier: 0.1001, loss_box_reg: 0.0186, loss_mask: 0.0690, loss_objectness: 0.0004, loss_rpn_box_reg: 0.0134
GPU Memory: 535.7 MB
Epoch [18], Step [390/1000], Loss: 0.2434
Individual losses: loss_classifier: 0.0562, loss_box_reg: 0.0471, loss_mask: 0.1389, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0009
GPU Memory: 535.2 MB
Epoch [18], Step [400/1000], Loss: 0.2195
Individual losses: loss_classifier: 0.0330, loss_box_reg: 0.0554, loss_mask: 0.1280, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0031
GPU Memory: 533.0 MB
Epoch [18], Step [410/1000], Loss: 0.1032
Individual losses: loss_classifier: 0.0143, loss_box_reg: 0.0145, loss_mask: 0.0741, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0002
GPU Memory: 534.3 MB
Epoch [18], Step [420/1000], Loss: 0.1249
Individual losses: loss_classifier: 0.0067, loss_box_reg: 0.0186, loss_mask: 0.0802, loss_objectness: 0.0003, loss_rpn_box_reg: 0.0192
GPU Memory: 533.8 MB
Epoch [18], Step [430/1000], Loss: 0.2009
Individual losses: loss_classifier: 0.0370, loss_box_reg: 0.0359, loss_mask: 0.1150, loss_objectness: 0.0006, loss_rpn_box_reg: 0.0124
GPU Memory: 537.3 MB
Epoch [18], Step [440/1000], Loss: 0.1753
Individual losses: loss_classifier: 0.0265, loss_box_reg: 0.0352, loss_mask: 0.1108, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0029
GPU Memory: 536.9 MB
Epoch [18], Step [450/1000], Loss: 0.1341
Individual losses: loss_classifier: 0.0308, loss_box_reg: 0.0254, loss_mask: 0.0772, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0006
GPU Memory: 534.2 MB
Epoch [18], Step [460/1000], Loss: 0.1481
Individual losses: loss_classifier: 0.0364, loss_box_reg: 0.0235, loss_mask: 0.0861, loss_objectness: 0.0008, loss_rpn_box_reg: 0.0013
GPU Memory: 536.8 MB
Epoch [18], Step [470/1000], Loss: 0.1983
Individual losses: loss_classifier: 0.0250, loss_box_reg: 0.0468, loss_mask: 0.1250, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0013
GPU Memory: 532.9 MB
Epoch [18], Step [480/1000], Loss: 0.3848
Individual losses: loss_classifier: 0.0981, loss_box_reg: 0.0771, loss_mask: 0.1744, loss_objectness: 0.0116, loss_rpn_box_reg: 0.0237
GPU Memory: 535.9 MB
Epoch [18], Step [490/1000], Loss: 0.1844
Individual losses: loss_classifier: 0.0425, loss_box_reg: 0.0302, loss_mask: 0.1089, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0027
GPU Memory: 536.2 MB
Epoch [18], Step [500/1000], Loss: 0.2020
Individual losses: loss_classifier: 0.0217, loss_box_reg: 0.0370, loss_mask: 0.1423, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0009
GPU Memory: 534.1 MB
Epoch [18], Step [510/1000], Loss: 0.2358
Individual losses: loss_classifier: 0.0479, loss_box_reg: 0.0651, loss_mask: 0.1192, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0036
GPU Memory: 534.0 MB
Epoch [18], Step [520/1000], Loss: 0.2139
Individual losses: loss_classifier: 0.0284, loss_box_reg: 0.0361, loss_mask: 0.1379, loss_objectness: 0.0005, loss_rpn_box_reg: 0.0110
GPU Memory: 535.2 MB
Epoch [18], Step [530/1000], Loss: 0.1445
Individual losses: loss_classifier: 0.0179, loss_box_reg: 0.0352, loss_mask: 0.0890, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0024
GPU Memory: 537.9 MB
Epoch [18], Step [540/1000], Loss: 0.1330
Individual losses: loss_classifier: 0.0104, loss_box_reg: 0.0236, loss_mask: 0.0973, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0017
GPU Memory: 534.2 MB
Epoch [18], Step [550/1000], Loss: 0.1061
Individual losses: loss_classifier: 0.0110, loss_box_reg: 0.0260, loss_mask: 0.0681, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0010
GPU Memory: 535.1 MB
Epoch [18], Step [560/1000], Loss: 0.2632
Individual losses: loss_classifier: 0.0594, loss_box_reg: 0.0194, loss_mask: 0.1576, loss_objectness: 0.0053, loss_rpn_box_reg: 0.0214
GPU Memory: 536.7 MB
Epoch [18], Step [570/1000], Loss: 0.2159
Individual losses: loss_classifier: 0.0341, loss_box_reg: 0.0705, loss_mask: 0.1084, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0029
GPU Memory: 533.5 MB
Epoch [18], Step [580/1000], Loss: 0.1205
Individual losses: loss_classifier: 0.0089, loss_box_reg: 0.0120, loss_mask: 0.0979, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0018
GPU Memory: 536.3 MB
Epoch [18], Step [590/1000], Loss: 0.2158
Individual losses: loss_classifier: 0.0741, loss_box_reg: 0.0326, loss_mask: 0.0966, loss_objectness: 0.0021, loss_rpn_box_reg: 0.0104
GPU Memory: 535.8 MB
Epoch [18], Step [600/1000], Loss: 0.2239
Individual losses: loss_classifier: 0.0353, loss_box_reg: 0.0453, loss_mask: 0.1163, loss_objectness: 0.0021, loss_rpn_box_reg: 0.0250
GPU Memory: 537.3 MB
Epoch [18], Step [610/1000], Loss: 0.1291
Individual losses: loss_classifier: 0.0122, loss_box_reg: 0.0268, loss_mask: 0.0871, loss_objectness: 0.0005, loss_rpn_box_reg: 0.0026
GPU Memory: 534.4 MB
Epoch [18], Step [620/1000], Loss: 0.2188
Individual losses: loss_classifier: 0.0295, loss_box_reg: 0.0426, loss_mask: 0.1417, loss_objectness: 0.0013, loss_rpn_box_reg: 0.0038
GPU Memory: 534.7 MB
Epoch [18], Step [630/1000], Loss: 0.1375
Individual losses: loss_classifier: 0.0144, loss_box_reg: 0.0216, loss_mask: 0.1011, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0003
GPU Memory: 535.2 MB
Epoch [18], Step [640/1000], Loss: 0.1331
Individual losses: loss_classifier: 0.0099, loss_box_reg: 0.0223, loss_mask: 0.0926, loss_objectness: 0.0039, loss_rpn_box_reg: 0.0045
GPU Memory: 536.4 MB
Epoch [18], Step [650/1000], Loss: 0.1866
Individual losses: loss_classifier: 0.0377, loss_box_reg: 0.0349, loss_mask: 0.1125, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0015
GPU Memory: 534.2 MB
Epoch [18], Step [660/1000], Loss: 0.1105
Individual losses: loss_classifier: 0.0138, loss_box_reg: 0.0136, loss_mask: 0.0819, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0012
GPU Memory: 534.7 MB
Epoch [18], Step [670/1000], Loss: 0.1481
Individual losses: loss_classifier: 0.0171, loss_box_reg: 0.0381, loss_mask: 0.0909, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0020
GPU Memory: 535.3 MB
Epoch [18], Step [680/1000], Loss: 0.1775
Individual losses: loss_classifier: 0.0204, loss_box_reg: 0.0338, loss_mask: 0.1220, loss_objectness: 0.0003, loss_rpn_box_reg: 0.0011
GPU Memory: 534.1 MB
Epoch [18], Step [690/1000], Loss: 0.1243
Individual losses: loss_classifier: 0.0198, loss_box_reg: 0.0250, loss_mask: 0.0771, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0022
GPU Memory: 533.1 MB
Epoch [18], Step [700/1000], Loss: 0.1714
Individual losses: loss_classifier: 0.0252, loss_box_reg: 0.0403, loss_mask: 0.0862, loss_objectness: 0.0003, loss_rpn_box_reg: 0.0194
GPU Memory: 534.9 MB
Epoch [18], Step [710/1000], Loss: 0.0793
Individual losses: loss_classifier: 0.0068, loss_box_reg: 0.0159, loss_mask: 0.0413, loss_objectness: 0.0004, loss_rpn_box_reg: 0.0149
GPU Memory: 532.2 MB
Epoch [18], Step [720/1000], Loss: 0.2025
Individual losses: loss_classifier: 0.0216, loss_box_reg: 0.0314, loss_mask: 0.1489, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0006
GPU Memory: 532.4 MB
Epoch [18], Step [730/1000], Loss: 0.2544
Individual losses: loss_classifier: 0.0600, loss_box_reg: 0.0471, loss_mask: 0.1355, loss_objectness: 0.0004, loss_rpn_box_reg: 0.0113
GPU Memory: 533.9 MB
Epoch [18], Step [740/1000], Loss: 0.0881
Individual losses: loss_classifier: 0.0054, loss_box_reg: 0.0117, loss_mask: 0.0488, loss_objectness: 0.0009, loss_rpn_box_reg: 0.0212
GPU Memory: 536.9 MB
Epoch [18], Step [750/1000], Loss: 0.1480
Individual losses: loss_classifier: 0.0261, loss_box_reg: 0.0272, loss_mask: 0.0940, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0007
GPU Memory: 535.4 MB
Epoch [18], Step [760/1000], Loss: 0.1154
Individual losses: loss_classifier: 0.0062, loss_box_reg: 0.0166, loss_mask: 0.0572, loss_objectness: 0.0004, loss_rpn_box_reg: 0.0349
GPU Memory: 535.5 MB
Epoch [18], Step [770/1000], Loss: 0.1194
Individual losses: loss_classifier: 0.0231, loss_box_reg: 0.0193, loss_mask: 0.0682, loss_objectness: 0.0070, loss_rpn_box_reg: 0.0018
GPU Memory: 536.0 MB
Epoch [18], Step [780/1000], Loss: 0.0961
Individual losses: loss_classifier: 0.0227, loss_box_reg: 0.0133, loss_mask: 0.0576, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0025
GPU Memory: 532.2 MB
Epoch [18], Step [790/1000], Loss: 0.1954
Individual losses: loss_classifier: 0.0315, loss_box_reg: 0.0491, loss_mask: 0.1142, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0006
GPU Memory: 536.2 MB
Epoch [18], Step [800/1000], Loss: 0.1761
Individual losses: loss_classifier: 0.0165, loss_box_reg: 0.0176, loss_mask: 0.1415, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0004
GPU Memory: 536.2 MB
Epoch [18], Step [810/1000], Loss: 0.0984
Individual losses: loss_classifier: 0.0062, loss_box_reg: 0.0071, loss_mask: 0.0815, loss_objectness: 0.0006, loss_rpn_box_reg: 0.0031
GPU Memory: 535.8 MB
Epoch [18], Step [820/1000], Loss: 0.2737
Individual losses: loss_classifier: 0.0296, loss_box_reg: 0.0176, loss_mask: 0.2014, loss_objectness: 0.0006, loss_rpn_box_reg: 0.0244
GPU Memory: 532.3 MB
Epoch [18], Step [830/1000], Loss: 0.1000
Individual losses: loss_classifier: 0.0033, loss_box_reg: 0.0086, loss_mask: 0.0704, loss_objectness: 0.0012, loss_rpn_box_reg: 0.0166
GPU Memory: 537.6 MB
Epoch [18], Step [840/1000], Loss: 0.1705
Individual losses: loss_classifier: 0.0265, loss_box_reg: 0.0339, loss_mask: 0.1095, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0006
GPU Memory: 534.2 MB
Epoch [18], Step [850/1000], Loss: 0.1209
Individual losses: loss_classifier: 0.0129, loss_box_reg: 0.0177, loss_mask: 0.0867, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0035
GPU Memory: 534.0 MB
Epoch [18], Step [860/1000], Loss: 0.1953
Individual losses: loss_classifier: 0.0404, loss_box_reg: 0.0413, loss_mask: 0.1070, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0065
GPU Memory: 535.1 MB
Epoch [18], Step [870/1000], Loss: 0.1623
Individual losses: loss_classifier: 0.0205, loss_box_reg: 0.0217, loss_mask: 0.1156, loss_objectness: 0.0011, loss_rpn_box_reg: 0.0034
GPU Memory: 536.0 MB
Epoch [18], Step [880/1000], Loss: 0.1295
Individual losses: loss_classifier: 0.0179, loss_box_reg: 0.0235, loss_mask: 0.0870, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0010
GPU Memory: 533.2 MB
Epoch [18], Step [890/1000], Loss: 0.2127
Individual losses: loss_classifier: 0.0143, loss_box_reg: 0.0487, loss_mask: 0.1464, loss_objectness: 0.0004, loss_rpn_box_reg: 0.0028
GPU Memory: 535.8 MB
Epoch [18], Step [900/1000], Loss: 0.2219
Individual losses: loss_classifier: 0.0268, loss_box_reg: 0.0391, loss_mask: 0.1511, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0047
GPU Memory: 533.9 MB
Epoch [18], Step [910/1000], Loss: 0.1166
Individual losses: loss_classifier: 0.0109, loss_box_reg: 0.0239, loss_mask: 0.0811, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0005
GPU Memory: 534.7 MB
Epoch [18], Step [920/1000], Loss: 0.1710
Individual losses: loss_classifier: 0.0359, loss_box_reg: 0.0249, loss_mask: 0.1075, loss_objectness: 0.0004, loss_rpn_box_reg: 0.0023
GPU Memory: 533.3 MB
Epoch [18], Step [930/1000], Loss: 0.2742
Individual losses: loss_classifier: 0.0373, loss_box_reg: 0.0446, loss_mask: 0.1772, loss_objectness: 0.0027, loss_rpn_box_reg: 0.0123
GPU Memory: 535.4 MB
Epoch [18], Step [940/1000], Loss: 0.2039
Individual losses: loss_classifier: 0.0315, loss_box_reg: 0.0453, loss_mask: 0.1253, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0017
GPU Memory: 535.1 MB
Epoch [18], Step [950/1000], Loss: 0.2215
Individual losses: loss_classifier: 0.0501, loss_box_reg: 0.0369, loss_mask: 0.1320, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0024
GPU Memory: 534.7 MB
Epoch [18], Step [960/1000], Loss: 0.1922
Individual losses: loss_classifier: 0.0254, loss_box_reg: 0.0365, loss_mask: 0.1268, loss_objectness: 0.0011, loss_rpn_box_reg: 0.0024
GPU Memory: 535.2 MB
Epoch [18], Step [970/1000], Loss: 0.1609
Individual losses: loss_classifier: 0.0184, loss_box_reg: 0.0349, loss_mask: 0.1039, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0035
GPU Memory: 534.1 MB
Epoch [18], Step [980/1000], Loss: 0.2675
Individual losses: loss_classifier: 0.0163, loss_box_reg: 0.0513, loss_mask: 0.1805, loss_objectness: 0.0006, loss_rpn_box_reg: 0.0187
GPU Memory: 537.0 MB
Epoch [18], Step [990/1000], Loss: 0.1414
Individual losses: loss_classifier: 0.0183, loss_box_reg: 0.0136, loss_mask: 0.0705, loss_objectness: 0.0065, loss_rpn_box_reg: 0.0325
GPU Memory: 533.1 MB
Epoch [18/20] Summary:
Train Loss: 0.1622
Val Loss: 0.1589
Learning Rate: 0.000010
Time: 1707.2s
--------------------------------------------------
Epoch [19], Step [0/1000], Loss: 0.2020
Individual losses: loss_classifier: 0.0363, loss_box_reg: 0.0357, loss_mask: 0.1196, loss_objectness: 0.0009, loss_rpn_box_reg: 0.0095
GPU Memory: 536.2 MB
Epoch [19], Step [10/1000], Loss: 0.0959
Individual losses: loss_classifier: 0.0130, loss_box_reg: 0.0086, loss_mask: 0.0668, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0073
GPU Memory: 533.4 MB
Epoch [19], Step [20/1000], Loss: 0.1904
Individual losses: loss_classifier: 0.0680, loss_box_reg: 0.0216, loss_mask: 0.0927, loss_objectness: 0.0009, loss_rpn_box_reg: 0.0072
GPU Memory: 534.5 MB
Epoch [19], Step [30/1000], Loss: 0.1872
Individual losses: loss_classifier: 0.0169, loss_box_reg: 0.0324, loss_mask: 0.1134, loss_objectness: 0.0224, loss_rpn_box_reg: 0.0021
GPU Memory: 534.4 MB
Epoch [19], Step [40/1000], Loss: 0.2269
Individual losses: loss_classifier: 0.0399, loss_box_reg: 0.0638, loss_mask: 0.1196, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0037
GPU Memory: 533.2 MB
Epoch [19], Step [50/1000], Loss: 0.0889
Individual losses: loss_classifier: 0.0084, loss_box_reg: 0.0149, loss_mask: 0.0638, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0017
GPU Memory: 533.3 MB
Epoch [19], Step [60/1000], Loss: 0.2026
Individual losses: loss_classifier: 0.0290, loss_box_reg: 0.0455, loss_mask: 0.1261, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0019
GPU Memory: 532.2 MB
Epoch [19], Step [70/1000], Loss: 0.2114
Individual losses: loss_classifier: 0.0181, loss_box_reg: 0.0418, loss_mask: 0.1316, loss_objectness: 0.0005, loss_rpn_box_reg: 0.0193
GPU Memory: 532.8 MB
Epoch [19], Step [80/1000], Loss: 0.0889
Individual losses: loss_classifier: 0.0047, loss_box_reg: 0.0127, loss_mask: 0.0707, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0008
GPU Memory: 533.4 MB
Epoch [19], Step [90/1000], Loss: 0.1216
Individual losses: loss_classifier: 0.0129, loss_box_reg: 0.0178, loss_mask: 0.0891, loss_objectness: 0.0012, loss_rpn_box_reg: 0.0006
GPU Memory: 533.4 MB
Epoch [19], Step [100/1000], Loss: 0.1668
Individual losses: loss_classifier: 0.0332, loss_box_reg: 0.0291, loss_mask: 0.1033, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0013
GPU Memory: 532.3 MB
Epoch [19], Step [110/1000], Loss: 0.1493
Individual losses: loss_classifier: 0.0257, loss_box_reg: 0.0216, loss_mask: 0.1009, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0010
GPU Memory: 533.3 MB
Epoch [19], Step [120/1000], Loss: 0.0917
Individual losses: loss_classifier: 0.0101, loss_box_reg: 0.0147, loss_mask: 0.0658, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0010
GPU Memory: 534.5 MB
Epoch [19], Step [130/1000], Loss: 0.2001
Individual losses: loss_classifier: 0.0352, loss_box_reg: 0.0343, loss_mask: 0.1151, loss_objectness: 0.0029, loss_rpn_box_reg: 0.0125
GPU Memory: 533.8 MB
Epoch [19], Step [140/1000], Loss: 0.1690
Individual losses: loss_classifier: 0.0254, loss_box_reg: 0.0173, loss_mask: 0.1254, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0008
GPU Memory: 533.4 MB
Epoch [19], Step [150/1000], Loss: 0.1264
Individual losses: loss_classifier: 0.0170, loss_box_reg: 0.0103, loss_mask: 0.0953, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0037
GPU Memory: 532.7 MB
Epoch [19], Step [160/1000], Loss: 0.2074
Individual losses: loss_classifier: 0.0339, loss_box_reg: 0.0462, loss_mask: 0.1259, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0013
GPU Memory: 532.3 MB
Epoch [19], Step [170/1000], Loss: 0.1298
Individual losses: loss_classifier: 0.0183, loss_box_reg: 0.0215, loss_mask: 0.0880, loss_objectness: 0.0007, loss_rpn_box_reg: 0.0013
GPU Memory: 532.3 MB
Epoch [19], Step [180/1000], Loss: 0.1090
Individual losses: loss_classifier: 0.0150, loss_box_reg: 0.0227, loss_mask: 0.0692, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0018
GPU Memory: 534.4 MB
Epoch [19], Step [190/1000], Loss: 0.1380
Individual losses: loss_classifier: 0.0172, loss_box_reg: 0.0316, loss_mask: 0.0880, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0012
GPU Memory: 534.9 MB
Epoch [19], Step [200/1000], Loss: 0.2335
Individual losses: loss_classifier: 0.0267, loss_box_reg: 0.0483, loss_mask: 0.1457, loss_objectness: 0.0050, loss_rpn_box_reg: 0.0078
GPU Memory: 533.0 MB
Epoch [19], Step [210/1000], Loss: 0.1008
Individual losses: loss_classifier: 0.0074, loss_box_reg: 0.0134, loss_mask: 0.0786, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0012
GPU Memory: 533.0 MB
Epoch [19], Step [220/1000], Loss: 0.1606
Individual losses: loss_classifier: 0.0252, loss_box_reg: 0.0357, loss_mask: 0.0993, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0003
GPU Memory: 532.3 MB
Epoch [19], Step [230/1000], Loss: 0.1550
Individual losses: loss_classifier: 0.0192, loss_box_reg: 0.0185, loss_mask: 0.1146, loss_objectness: 0.0008, loss_rpn_box_reg: 0.0018
GPU Memory: 535.4 MB
Epoch [19], Step [240/1000], Loss: 0.1686
Individual losses: loss_classifier: 0.0263, loss_box_reg: 0.0372, loss_mask: 0.0852, loss_objectness: 0.0005, loss_rpn_box_reg: 0.0194
GPU Memory: 534.6 MB
Epoch [19], Step [250/1000], Loss: 0.1891
Individual losses: loss_classifier: 0.0282, loss_box_reg: 0.0476, loss_mask: 0.1073, loss_objectness: 0.0004, loss_rpn_box_reg: 0.0056
GPU Memory: 533.0 MB
Epoch [19], Step [260/1000], Loss: 0.1642
Individual losses: loss_classifier: 0.0187, loss_box_reg: 0.0258, loss_mask: 0.1189, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0007
GPU Memory: 534.6 MB
Epoch [19], Step [270/1000], Loss: 0.1356
Individual losses: loss_classifier: 0.0119, loss_box_reg: 0.0216, loss_mask: 0.1016, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0003
GPU Memory: 534.6 MB
Epoch [19], Step [280/1000], Loss: 0.1583
Individual losses: loss_classifier: 0.0109, loss_box_reg: 0.0149, loss_mask: 0.1322, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0004
GPU Memory: 535.7 MB
Epoch [19], Step [290/1000], Loss: 0.1613
Individual losses: loss_classifier: 0.0207, loss_box_reg: 0.0254, loss_mask: 0.1141, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0011
GPU Memory: 534.8 MB
Epoch [19], Step [300/1000], Loss: 0.1572
Individual losses: loss_classifier: 0.0571, loss_box_reg: 0.0180, loss_mask: 0.0698, loss_objectness: 0.0005, loss_rpn_box_reg: 0.0119
GPU Memory: 533.1 MB
Epoch [19], Step [310/1000], Loss: 0.1217
Individual losses: loss_classifier: 0.0109, loss_box_reg: 0.0182, loss_mask: 0.0904, loss_objectness: 0.0003, loss_rpn_box_reg: 0.0019
GPU Memory: 534.3 MB
Epoch [19], Step [320/1000], Loss: 0.2903
Individual losses: loss_classifier: 0.0632, loss_box_reg: 0.0580, loss_mask: 0.1436, loss_objectness: 0.0009, loss_rpn_box_reg: 0.0246
GPU Memory: 533.0 MB
Epoch [19], Step [330/1000], Loss: 0.1619
Individual losses: loss_classifier: 0.0161, loss_box_reg: 0.0306, loss_mask: 0.1120, loss_objectness: 0.0011, loss_rpn_box_reg: 0.0021
GPU Memory: 533.0 MB
Epoch [19], Step [340/1000], Loss: 0.2067
Individual losses: loss_classifier: 0.0147, loss_box_reg: 0.0371, loss_mask: 0.1500, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0047
GPU Memory: 532.3 MB
Epoch [19], Step [350/1000], Loss: 0.1164
Individual losses: loss_classifier: 0.0034, loss_box_reg: 0.0148, loss_mask: 0.0938, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0043
GPU Memory: 533.7 MB
Epoch [19], Step [360/1000], Loss: 0.2209
Individual losses: loss_classifier: 0.0455, loss_box_reg: 0.0484, loss_mask: 0.1256, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0013
GPU Memory: 532.8 MB
Epoch [19], Step [370/1000], Loss: 0.3873
Individual losses: loss_classifier: 0.0710, loss_box_reg: 0.0880, loss_mask: 0.2129, loss_objectness: 0.0023, loss_rpn_box_reg: 0.0132
GPU Memory: 534.3 MB
Epoch [19], Step [380/1000], Loss: 0.1269
Individual losses: loss_classifier: 0.0091, loss_box_reg: 0.0118, loss_mask: 0.1000, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0058
GPU Memory: 533.5 MB
Epoch [19], Step [390/1000], Loss: 0.1774
Individual losses: loss_classifier: 0.0206, loss_box_reg: 0.0358, loss_mask: 0.1200, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0011
GPU Memory: 533.8 MB
Epoch [19], Step [400/1000], Loss: 0.1058
Individual losses: loss_classifier: 0.0094, loss_box_reg: 0.0222, loss_mask: 0.0680, loss_objectness: 0.0059, loss_rpn_box_reg: 0.0003
GPU Memory: 537.9 MB
Epoch [19], Step [410/1000], Loss: 0.1596
Individual losses: loss_classifier: 0.0128, loss_box_reg: 0.0234, loss_mask: 0.1201, loss_objectness: 0.0003, loss_rpn_box_reg: 0.0031
GPU Memory: 534.6 MB
Epoch [19], Step [420/1000], Loss: 0.2314
Individual losses: loss_classifier: 0.0309, loss_box_reg: 0.0384, loss_mask: 0.1547, loss_objectness: 0.0055, loss_rpn_box_reg: 0.0019
GPU Memory: 533.9 MB
Epoch [19], Step [430/1000], Loss: 0.1437
Individual losses: loss_classifier: 0.0038, loss_box_reg: 0.0173, loss_mask: 0.1065, loss_objectness: 0.0021, loss_rpn_box_reg: 0.0140
GPU Memory: 534.8 MB
Epoch [19], Step [440/1000], Loss: 0.1907
Individual losses: loss_classifier: 0.0702, loss_box_reg: 0.0054, loss_mask: 0.0882, loss_objectness: 0.0003, loss_rpn_box_reg: 0.0266
GPU Memory: 533.3 MB
Epoch [19], Step [450/1000], Loss: 0.1025
Individual losses: loss_classifier: 0.0082, loss_box_reg: 0.0100, loss_mask: 0.0681, loss_objectness: 0.0007, loss_rpn_box_reg: 0.0155
GPU Memory: 534.6 MB
Epoch [19], Step [460/1000], Loss: 0.1047
Individual losses: loss_classifier: 0.0157, loss_box_reg: 0.0098, loss_mask: 0.0661, loss_objectness: 0.0006, loss_rpn_box_reg: 0.0124
GPU Memory: 531.9 MB
Epoch [19], Step [470/1000], Loss: 0.1754
Individual losses: loss_classifier: 0.0270, loss_box_reg: 0.0392, loss_mask: 0.1055, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0035
GPU Memory: 534.2 MB
Epoch [19], Step [480/1000], Loss: 0.1784
Individual losses: loss_classifier: 0.0288, loss_box_reg: 0.0306, loss_mask: 0.1173, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0015
GPU Memory: 534.5 MB
Epoch [19], Step [490/1000], Loss: 0.1770
Individual losses: loss_classifier: 0.0560, loss_box_reg: 0.0125, loss_mask: 0.1007, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0075
GPU Memory: 534.4 MB
Epoch [19], Step [500/1000], Loss: 0.0986
Individual losses: loss_classifier: 0.0087, loss_box_reg: 0.0237, loss_mask: 0.0535, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0124
GPU Memory: 534.5 MB
Epoch [19], Step [510/1000], Loss: 0.1604
Individual losses: loss_classifier: 0.0070, loss_box_reg: 0.0253, loss_mask: 0.1264, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0017
GPU Memory: 532.7 MB
Epoch [19], Step [520/1000], Loss: 0.1014
Individual losses: loss_classifier: 0.0075, loss_box_reg: 0.0138, loss_mask: 0.0777, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0023
GPU Memory: 533.0 MB
Epoch [19], Step [530/1000], Loss: 0.2002
Individual losses: loss_classifier: 0.0980, loss_box_reg: 0.0187, loss_mask: 0.0695, loss_objectness: 0.0004, loss_rpn_box_reg: 0.0136
GPU Memory: 533.3 MB
Epoch [19], Step [540/1000], Loss: 0.1313
Individual losses: loss_classifier: 0.0117, loss_box_reg: 0.0176, loss_mask: 0.1015, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0005
GPU Memory: 533.9 MB
Epoch [19], Step [550/1000], Loss: 0.1660
Individual losses: loss_classifier: 0.0266, loss_box_reg: 0.0265, loss_mask: 0.1127, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0003
GPU Memory: 532.7 MB
Epoch [19], Step [560/1000], Loss: 0.1112
Individual losses: loss_classifier: 0.0146, loss_box_reg: 0.0061, loss_mask: 0.0824, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0081
GPU Memory: 531.9 MB
Epoch [19], Step [570/1000], Loss: 0.1231
Individual losses: loss_classifier: 0.0158, loss_box_reg: 0.0223, loss_mask: 0.0844, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0007
GPU Memory: 537.1 MB
Epoch [19], Step [580/1000], Loss: 0.1887
Individual losses: loss_classifier: 0.0247, loss_box_reg: 0.0479, loss_mask: 0.1145, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0015
GPU Memory: 532.3 MB
Epoch [19], Step [590/1000], Loss: 0.1467
Individual losses: loss_classifier: 0.0147, loss_box_reg: 0.0278, loss_mask: 0.1001, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0040
GPU Memory: 532.3 MB
Epoch [19], Step [600/1000], Loss: 0.2266
Individual losses: loss_classifier: 0.0302, loss_box_reg: 0.0510, loss_mask: 0.1399, loss_objectness: 0.0024, loss_rpn_box_reg: 0.0031
GPU Memory: 533.4 MB
Epoch [19], Step [610/1000], Loss: 0.2584
Individual losses: loss_classifier: 0.0317, loss_box_reg: 0.0777, loss_mask: 0.1438, loss_objectness: 0.0014, loss_rpn_box_reg: 0.0038
GPU Memory: 534.3 MB
Epoch [19], Step [620/1000], Loss: 0.3293
Individual losses: loss_classifier: 0.0995, loss_box_reg: 0.0724, loss_mask: 0.1520, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0053
GPU Memory: 534.7 MB
Epoch [19], Step [630/1000], Loss: 0.2432
Individual losses: loss_classifier: 0.0282, loss_box_reg: 0.0214, loss_mask: 0.1819, loss_objectness: 0.0113, loss_rpn_box_reg: 0.0004
GPU Memory: 534.7 MB
Epoch [19], Step [640/1000], Loss: 0.2024
Individual losses: loss_classifier: 0.0299, loss_box_reg: 0.0450, loss_mask: 0.1256, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0017
GPU Memory: 535.0 MB
Epoch [19], Step [650/1000], Loss: 0.1157
Individual losses: loss_classifier: 0.0089, loss_box_reg: 0.0134, loss_mask: 0.0890, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0043
GPU Memory: 533.4 MB
Epoch [19], Step [660/1000], Loss: 0.2097
Individual losses: loss_classifier: 0.0330, loss_box_reg: 0.0483, loss_mask: 0.1258, loss_objectness: 0.0008, loss_rpn_box_reg: 0.0018
GPU Memory: 536.2 MB
Epoch [19], Step [670/1000], Loss: 0.1021
Individual losses: loss_classifier: 0.0131, loss_box_reg: 0.0073, loss_mask: 0.0721, loss_objectness: 0.0003, loss_rpn_box_reg: 0.0094
GPU Memory: 534.4 MB
Epoch [19], Step [680/1000], Loss: 0.1578
Individual losses: loss_classifier: 0.0162, loss_box_reg: 0.0204, loss_mask: 0.1177, loss_objectness: 0.0016, loss_rpn_box_reg: 0.0018
GPU Memory: 532.1 MB
Epoch [19], Step [690/1000], Loss: 0.2699
Individual losses: loss_classifier: 0.0346, loss_box_reg: 0.0449, loss_mask: 0.1767, loss_objectness: 0.0013, loss_rpn_box_reg: 0.0123
GPU Memory: 532.6 MB
Epoch [19], Step [700/1000], Loss: 0.0899
Individual losses: loss_classifier: 0.0098, loss_box_reg: 0.0105, loss_mask: 0.0661, loss_objectness: 0.0015, loss_rpn_box_reg: 0.0019
GPU Memory: 534.2 MB
Epoch [19], Step [710/1000], Loss: 0.1501
Individual losses: loss_classifier: 0.0168, loss_box_reg: 0.0390, loss_mask: 0.0930, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0013
GPU Memory: 532.1 MB
Epoch [19], Step [720/1000], Loss: 0.1256
Individual losses: loss_classifier: 0.0052, loss_box_reg: 0.0249, loss_mask: 0.0764, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0189
GPU Memory: 534.1 MB
Epoch [19], Step [730/1000], Loss: 0.1623
Individual losses: loss_classifier: 0.0239, loss_box_reg: 0.0273, loss_mask: 0.1100, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0010
GPU Memory: 532.5 MB
Epoch [19], Step [740/1000], Loss: 0.1012
Individual losses: loss_classifier: 0.0090, loss_box_reg: 0.0216, loss_mask: 0.0701, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0004
GPU Memory: 532.3 MB
Epoch [19], Step [750/1000], Loss: 0.1120
Individual losses: loss_classifier: 0.0148, loss_box_reg: 0.0105, loss_mask: 0.0838, loss_objectness: 0.0004, loss_rpn_box_reg: 0.0024
GPU Memory: 535.9 MB
Epoch [19], Step [760/1000], Loss: 0.1447
Individual losses: loss_classifier: 0.0118, loss_box_reg: 0.0184, loss_mask: 0.1103, loss_objectness: 0.0004, loss_rpn_box_reg: 0.0037
GPU Memory: 536.4 MB
Epoch [19], Step [770/1000], Loss: 0.1977
Individual losses: loss_classifier: 0.0369, loss_box_reg: 0.0393, loss_mask: 0.1181, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0033
GPU Memory: 532.7 MB
Epoch [19], Step [780/1000], Loss: 0.1255
Individual losses: loss_classifier: 0.0145, loss_box_reg: 0.0133, loss_mask: 0.0969, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0007
GPU Memory: 535.4 MB
Epoch [19], Step [790/1000], Loss: 0.2441
Individual losses: loss_classifier: 0.0406, loss_box_reg: 0.0774, loss_mask: 0.1246, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0014
GPU Memory: 532.3 MB
Epoch [19], Step [800/1000], Loss: 0.1413
Individual losses: loss_classifier: 0.0148, loss_box_reg: 0.0307, loss_mask: 0.0919, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0037
GPU Memory: 534.3 MB
Epoch [19], Step [810/1000], Loss: 0.1573
Individual losses: loss_classifier: 0.0153, loss_box_reg: 0.0414, loss_mask: 0.0975, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0030
GPU Memory: 533.0 MB
Epoch [19], Step [820/1000], Loss: 0.1316
Individual losses: loss_classifier: 0.0133, loss_box_reg: 0.0125, loss_mask: 0.1027, loss_objectness: 0.0013, loss_rpn_box_reg: 0.0019
GPU Memory: 533.8 MB
Epoch [19], Step [830/1000], Loss: 0.1310
Individual losses: loss_classifier: 0.0086, loss_box_reg: 0.0260, loss_mask: 0.0961, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0002
GPU Memory: 533.9 MB
Epoch [19], Step [840/1000], Loss: 0.1345
Individual losses: loss_classifier: 0.0118, loss_box_reg: 0.0269, loss_mask: 0.0938, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0017
GPU Memory: 533.4 MB
Epoch [19], Step [850/1000], Loss: 0.1104
Individual losses: loss_classifier: 0.0146, loss_box_reg: 0.0092, loss_mask: 0.0723, loss_objectness: 0.0010, loss_rpn_box_reg: 0.0133
GPU Memory: 535.8 MB
Epoch [19], Step [860/1000], Loss: 0.2535
Individual losses: loss_classifier: 0.0478, loss_box_reg: 0.0495, loss_mask: 0.1546, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0016
GPU Memory: 534.3 MB
Epoch [19], Step [870/1000], Loss: 0.1564
Individual losses: loss_classifier: 0.0198, loss_box_reg: 0.0347, loss_mask: 0.1005, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0012
GPU Memory: 533.8 MB
Epoch [19], Step [880/1000], Loss: 0.1594
Individual losses: loss_classifier: 0.0153, loss_box_reg: 0.0330, loss_mask: 0.1093, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0015
GPU Memory: 533.4 MB
Epoch [19], Step [890/1000], Loss: 0.4151
Individual losses: loss_classifier: 0.0337, loss_box_reg: 0.0491, loss_mask: 0.2897, loss_objectness: 0.0020, loss_rpn_box_reg: 0.0405
GPU Memory: 533.1 MB
Epoch [19], Step [900/1000], Loss: 0.1805
Individual losses: loss_classifier: 0.0138, loss_box_reg: 0.0369, loss_mask: 0.1258, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0038
GPU Memory: 531.8 MB
Epoch [19], Step [910/1000], Loss: 0.1916
Individual losses: loss_classifier: 0.0258, loss_box_reg: 0.0417, loss_mask: 0.1147, loss_objectness: 0.0004, loss_rpn_box_reg: 0.0090
GPU Memory: 535.5 MB
Epoch [19], Step [920/1000], Loss: 0.3313
Individual losses: loss_classifier: 0.0868, loss_box_reg: 0.0702, loss_mask: 0.1724, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0018
GPU Memory: 533.9 MB
Epoch [19], Step [930/1000], Loss: 0.1563
Individual losses: loss_classifier: 0.0249, loss_box_reg: 0.0456, loss_mask: 0.0804, loss_objectness: 0.0012, loss_rpn_box_reg: 0.0042
GPU Memory: 532.9 MB
Epoch [19], Step [940/1000], Loss: 0.2486
Individual losses: loss_classifier: 0.0284, loss_box_reg: 0.0577, loss_mask: 0.1582, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0042
GPU Memory: 533.0 MB
Epoch [19], Step [950/1000], Loss: 0.4414
Individual losses: loss_classifier: 0.1686, loss_box_reg: 0.0995, loss_mask: 0.1713, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0018
GPU Memory: 532.7 MB
Epoch [19], Step [960/1000], Loss: 0.1325
Individual losses: loss_classifier: 0.0118, loss_box_reg: 0.0237, loss_mask: 0.0925, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0044
GPU Memory: 534.6 MB
Epoch [19], Step [970/1000], Loss: 0.1324
Individual losses: loss_classifier: 0.0081, loss_box_reg: 0.0244, loss_mask: 0.0988, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0011
GPU Memory: 536.3 MB
Epoch [19], Step [980/1000], Loss: 0.1342
Individual losses: loss_classifier: 0.0135, loss_box_reg: 0.0215, loss_mask: 0.0894, loss_objectness: 0.0009, loss_rpn_box_reg: 0.0090
GPU Memory: 533.3 MB
Epoch [19], Step [990/1000], Loss: 0.1208
Individual losses: loss_classifier: 0.0219, loss_box_reg: 0.0299, loss_mask: 0.0681, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0008
GPU Memory: 534.3 MB
Epoch [19/20] Summary:
Train Loss: 0.1618
Val Loss: 0.1583
Learning Rate: 0.000010
Time: 1718.5s
New best model saved! Val Loss: 0.1583
--------------------------------------------------
Epoch [20], Step [0/1000], Loss: 0.1640
Individual losses: loss_classifier: 0.0290, loss_box_reg: 0.0298, loss_mask: 0.1035, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0016
GPU Memory: 533.6 MB
Epoch [20], Step [10/1000], Loss: 0.1264
Individual losses: loss_classifier: 0.0061, loss_box_reg: 0.0066, loss_mask: 0.1028, loss_objectness: 0.0022, loss_rpn_box_reg: 0.0087
GPU Memory: 532.7 MB
Epoch [20], Step [20/1000], Loss: 0.1647
Individual losses: loss_classifier: 0.0247, loss_box_reg: 0.0324, loss_mask: 0.1048, loss_objectness: 0.0006, loss_rpn_box_reg: 0.0022
GPU Memory: 533.2 MB
Epoch [20], Step [30/1000], Loss: 0.1739
Individual losses: loss_classifier: 0.0245, loss_box_reg: 0.0262, loss_mask: 0.1228, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0003
GPU Memory: 535.8 MB
Epoch [20], Step [40/1000], Loss: 0.2204
Individual losses: loss_classifier: 0.0370, loss_box_reg: 0.0512, loss_mask: 0.1301, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0020
GPU Memory: 534.1 MB
Epoch [20], Step [50/1000], Loss: 0.1508
Individual losses: loss_classifier: 0.0120, loss_box_reg: 0.0150, loss_mask: 0.1074, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0161
GPU Memory: 533.7 MB
Epoch [20], Step [60/1000], Loss: 0.1373
Individual losses: loss_classifier: 0.0170, loss_box_reg: 0.0375, loss_mask: 0.0805, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0023
GPU Memory: 533.1 MB
Epoch [20], Step [70/1000], Loss: 0.1234
Individual losses: loss_classifier: 0.0185, loss_box_reg: 0.0254, loss_mask: 0.0774, loss_objectness: 0.0004, loss_rpn_box_reg: 0.0019
GPU Memory: 534.9 MB
Epoch [20], Step [80/1000], Loss: 0.2316
Individual losses: loss_classifier: 0.0223, loss_box_reg: 0.0325, loss_mask: 0.1621, loss_objectness: 0.0010, loss_rpn_box_reg: 0.0136
GPU Memory: 533.5 MB
Epoch [20], Step [90/1000], Loss: 0.2009
Individual losses: loss_classifier: 0.0265, loss_box_reg: 0.0408, loss_mask: 0.1228, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0106
GPU Memory: 534.4 MB
Epoch [20], Step [100/1000], Loss: 0.2331
Individual losses: loss_classifier: 0.0357, loss_box_reg: 0.0266, loss_mask: 0.1516, loss_objectness: 0.0105, loss_rpn_box_reg: 0.0086
GPU Memory: 533.4 MB
Epoch [20], Step [110/1000], Loss: 0.1758
Individual losses: loss_classifier: 0.0146, loss_box_reg: 0.0306, loss_mask: 0.1195, loss_objectness: 0.0087, loss_rpn_box_reg: 0.0024
GPU Memory: 533.8 MB
Epoch [20], Step [120/1000], Loss: 0.1626
Individual losses: loss_classifier: 0.0267, loss_box_reg: 0.0328, loss_mask: 0.1024, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0006
GPU Memory: 535.2 MB
Epoch [20], Step [130/1000], Loss: 0.1407
Individual losses: loss_classifier: 0.0067, loss_box_reg: 0.0239, loss_mask: 0.1082, loss_objectness: 0.0003, loss_rpn_box_reg: 0.0015
GPU Memory: 532.7 MB
Epoch [20], Step [140/1000], Loss: 0.1641
Individual losses: loss_classifier: 0.0199, loss_box_reg: 0.0356, loss_mask: 0.0946, loss_objectness: 0.0061, loss_rpn_box_reg: 0.0080
GPU Memory: 533.1 MB
Epoch [20], Step [150/1000], Loss: 0.1673
Individual losses: loss_classifier: 0.0204, loss_box_reg: 0.0405, loss_mask: 0.1057, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0005
GPU Memory: 534.1 MB
Epoch [20], Step [160/1000], Loss: 0.1242
Individual losses: loss_classifier: 0.0177, loss_box_reg: 0.0148, loss_mask: 0.0906, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0010
GPU Memory: 534.9 MB
Epoch [20], Step [170/1000], Loss: 0.1328
Individual losses: loss_classifier: 0.0300, loss_box_reg: 0.0184, loss_mask: 0.0682, loss_objectness: 0.0144, loss_rpn_box_reg: 0.0018
GPU Memory: 534.4 MB
Epoch [20], Step [180/1000], Loss: 0.1466
Individual losses: loss_classifier: 0.0186, loss_box_reg: 0.0349, loss_mask: 0.0896, loss_objectness: 0.0020, loss_rpn_box_reg: 0.0016
GPU Memory: 536.1 MB
Epoch [20], Step [190/1000], Loss: 0.1458
Individual losses: loss_classifier: 0.0097, loss_box_reg: 0.0234, loss_mask: 0.1115, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0013
GPU Memory: 533.7 MB
Epoch [20], Step [200/1000], Loss: 0.1222
Individual losses: loss_classifier: 0.0125, loss_box_reg: 0.0120, loss_mask: 0.0971, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0007
GPU Memory: 534.7 MB
Epoch [20], Step [210/1000], Loss: 0.1982
Individual losses: loss_classifier: 0.0323, loss_box_reg: 0.0383, loss_mask: 0.1084, loss_objectness: 0.0029, loss_rpn_box_reg: 0.0163
GPU Memory: 532.8 MB
Epoch [20], Step [220/1000], Loss: 0.1814
Individual losses: loss_classifier: 0.0773, loss_box_reg: 0.0195, loss_mask: 0.0817, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0028
GPU Memory: 533.8 MB
Epoch [20], Step [230/1000], Loss: 0.1054
Individual losses: loss_classifier: 0.0187, loss_box_reg: 0.0070, loss_mask: 0.0749, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0046
GPU Memory: 532.8 MB
Epoch [20], Step [240/1000], Loss: 0.1994
Individual losses: loss_classifier: 0.0342, loss_box_reg: 0.0490, loss_mask: 0.1148, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0014
GPU Memory: 533.5 MB
Epoch [20], Step [250/1000], Loss: 0.2095
Individual losses: loss_classifier: 0.0392, loss_box_reg: 0.0268, loss_mask: 0.1418, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0016
GPU Memory: 532.9 MB
Epoch [20], Step [260/1000], Loss: 0.1093
Individual losses: loss_classifier: 0.0163, loss_box_reg: 0.0136, loss_mask: 0.0781, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0012
GPU Memory: 533.8 MB
Epoch [20], Step [270/1000], Loss: 0.2015
Individual losses: loss_classifier: 0.0304, loss_box_reg: 0.0461, loss_mask: 0.1170, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0079
GPU Memory: 532.9 MB
Epoch [20], Step [280/1000], Loss: 0.1787
Individual losses: loss_classifier: 0.0330, loss_box_reg: 0.0203, loss_mask: 0.1094, loss_objectness: 0.0004, loss_rpn_box_reg: 0.0155
GPU Memory: 532.8 MB
Epoch [20], Step [290/1000], Loss: 0.2121
Individual losses: loss_classifier: 0.0401, loss_box_reg: 0.0303, loss_mask: 0.1389, loss_objectness: 0.0013, loss_rpn_box_reg: 0.0014
GPU Memory: 532.9 MB
Epoch [20], Step [300/1000], Loss: 0.2516
Individual losses: loss_classifier: 0.0425, loss_box_reg: 0.0455, loss_mask: 0.1518, loss_objectness: 0.0023, loss_rpn_box_reg: 0.0095
GPU Memory: 534.5 MB
Epoch [20], Step [310/1000], Loss: 0.2022
Individual losses: loss_classifier: 0.0283, loss_box_reg: 0.0402, loss_mask: 0.1211, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0125
GPU Memory: 533.3 MB
Epoch [20], Step [320/1000], Loss: 0.1710
Individual losses: loss_classifier: 0.0263, loss_box_reg: 0.0370, loss_mask: 0.1040, loss_objectness: 0.0005, loss_rpn_box_reg: 0.0031
GPU Memory: 533.1 MB
Epoch [20], Step [330/1000], Loss: 0.1518
Individual losses: loss_classifier: 0.0360, loss_box_reg: 0.0183, loss_mask: 0.0968, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0007
GPU Memory: 534.8 MB
Epoch [20], Step [340/1000], Loss: 0.1635
Individual losses: loss_classifier: 0.0200, loss_box_reg: 0.0356, loss_mask: 0.1058, loss_objectness: 0.0007, loss_rpn_box_reg: 0.0014
GPU Memory: 534.5 MB
Epoch [20], Step [350/1000], Loss: 0.1946
Individual losses: loss_classifier: 0.0543, loss_box_reg: 0.0380, loss_mask: 0.0969, loss_objectness: 0.0013, loss_rpn_box_reg: 0.0042
GPU Memory: 534.6 MB
Epoch [20], Step [360/1000], Loss: 0.1978
Individual losses: loss_classifier: 0.0344, loss_box_reg: 0.0470, loss_mask: 0.1131, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0032
GPU Memory: 533.7 MB
Epoch [20], Step [370/1000], Loss: 0.1881
Individual losses: loss_classifier: 0.0192, loss_box_reg: 0.0401, loss_mask: 0.1207, loss_objectness: 0.0018, loss_rpn_box_reg: 0.0063
GPU Memory: 535.2 MB
Epoch [20], Step [380/1000], Loss: 0.1061
Individual losses: loss_classifier: 0.0229, loss_box_reg: 0.0147, loss_mask: 0.0677, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0006
GPU Memory: 533.4 MB
Epoch [20], Step [390/1000], Loss: 0.2210
Individual losses: loss_classifier: 0.0251, loss_box_reg: 0.0507, loss_mask: 0.1411, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0040
GPU Memory: 533.7 MB
Epoch [20], Step [400/1000], Loss: 0.1485
Individual losses: loss_classifier: 0.0198, loss_box_reg: 0.0357, loss_mask: 0.0911, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0019
GPU Memory: 533.3 MB
Epoch [20], Step [410/1000], Loss: 0.2164
Individual losses: loss_classifier: 0.0357, loss_box_reg: 0.0417, loss_mask: 0.1286, loss_objectness: 0.0006, loss_rpn_box_reg: 0.0098
GPU Memory: 536.3 MB
Epoch [20], Step [420/1000], Loss: 0.1373
Individual losses: loss_classifier: 0.0124, loss_box_reg: 0.0298, loss_mask: 0.0941, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0011
GPU Memory: 534.0 MB
Epoch [20], Step [430/1000], Loss: 0.0993
Individual losses: loss_classifier: 0.0081, loss_box_reg: 0.0177, loss_mask: 0.0688, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0047
GPU Memory: 533.1 MB
Epoch [20], Step [440/1000], Loss: 0.2019
Individual losses: loss_classifier: 0.0368, loss_box_reg: 0.0333, loss_mask: 0.1203, loss_objectness: 0.0032, loss_rpn_box_reg: 0.0083
GPU Memory: 534.5 MB
Epoch [20], Step [450/1000], Loss: 0.1526
Individual losses: loss_classifier: 0.0119, loss_box_reg: 0.0247, loss_mask: 0.1125, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0035
GPU Memory: 532.5 MB
Epoch [20], Step [460/1000], Loss: 0.2997
Individual losses: loss_classifier: 0.0382, loss_box_reg: 0.0823, loss_mask: 0.1583, loss_objectness: 0.0007, loss_rpn_box_reg: 0.0201
GPU Memory: 534.9 MB
Epoch [20], Step [470/1000], Loss: 0.1065
Individual losses: loss_classifier: 0.0158, loss_box_reg: 0.0087, loss_mask: 0.0757, loss_objectness: 0.0013, loss_rpn_box_reg: 0.0051
GPU Memory: 532.8 MB
Epoch [20], Step [480/1000], Loss: 0.2114
Individual losses: loss_classifier: 0.0174, loss_box_reg: 0.0362, loss_mask: 0.1563, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0015
GPU Memory: 532.7 MB
Epoch [20], Step [490/1000], Loss: 0.1228
Individual losses: loss_classifier: 0.0098, loss_box_reg: 0.0215, loss_mask: 0.0861, loss_objectness: 0.0045, loss_rpn_box_reg: 0.0008
GPU Memory: 532.9 MB
Epoch [20], Step [500/1000], Loss: 0.1050
Individual losses: loss_classifier: 0.0101, loss_box_reg: 0.0179, loss_mask: 0.0762, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0008
GPU Memory: 534.6 MB
Epoch [20], Step [510/1000], Loss: 0.2610
Individual losses: loss_classifier: 0.0535, loss_box_reg: 0.0706, loss_mask: 0.1334, loss_objectness: 0.0006, loss_rpn_box_reg: 0.0030
GPU Memory: 535.6 MB
Epoch [20], Step [520/1000], Loss: 0.1984
Individual losses: loss_classifier: 0.0296, loss_box_reg: 0.0432, loss_mask: 0.1236, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0018
GPU Memory: 534.7 MB
Epoch [20], Step [530/1000], Loss: 0.1644
Individual losses: loss_classifier: 0.0250, loss_box_reg: 0.0245, loss_mask: 0.1139, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0011
GPU Memory: 536.0 MB
Epoch [20], Step [540/1000], Loss: 0.1401
Individual losses: loss_classifier: 0.0097, loss_box_reg: 0.0096, loss_mask: 0.0912, loss_objectness: 0.0003, loss_rpn_box_reg: 0.0292
GPU Memory: 533.9 MB
Epoch [20], Step [550/1000], Loss: 0.2536
Individual losses: loss_classifier: 0.0266, loss_box_reg: 0.0511, loss_mask: 0.1747, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0012
GPU Memory: 533.9 MB
Epoch [20], Step [560/1000], Loss: 0.0960
Individual losses: loss_classifier: 0.0103, loss_box_reg: 0.0050, loss_mask: 0.0542, loss_objectness: 0.0124, loss_rpn_box_reg: 0.0142
GPU Memory: 532.2 MB
Epoch [20], Step [570/1000], Loss: 0.2319
Individual losses: loss_classifier: 0.0270, loss_box_reg: 0.0511, loss_mask: 0.1503, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0033
GPU Memory: 534.3 MB
Epoch [20], Step [580/1000], Loss: 0.1715
Individual losses: loss_classifier: 0.0220, loss_box_reg: 0.0413, loss_mask: 0.1033, loss_objectness: 0.0007, loss_rpn_box_reg: 0.0042
GPU Memory: 534.1 MB
Epoch [20], Step [590/1000], Loss: 0.1856
Individual losses: loss_classifier: 0.0267, loss_box_reg: 0.0326, loss_mask: 0.1253, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0009
GPU Memory: 532.7 MB
Epoch [20], Step [600/1000], Loss: 0.2283
Individual losses: loss_classifier: 0.0295, loss_box_reg: 0.0513, loss_mask: 0.1437, loss_objectness: 0.0009, loss_rpn_box_reg: 0.0028
GPU Memory: 533.3 MB
Epoch [20], Step [610/1000], Loss: 0.1350
Individual losses: loss_classifier: 0.0218, loss_box_reg: 0.0090, loss_mask: 0.0916, loss_objectness: 0.0006, loss_rpn_box_reg: 0.0119
GPU Memory: 532.2 MB
Epoch [20], Step [620/1000], Loss: 0.0953
Individual losses: loss_classifier: 0.0051, loss_box_reg: 0.0118, loss_mask: 0.0711, loss_objectness: 0.0009, loss_rpn_box_reg: 0.0065
GPU Memory: 533.0 MB
Epoch [20], Step [630/1000], Loss: 0.1704
Individual losses: loss_classifier: 0.0297, loss_box_reg: 0.0304, loss_mask: 0.1090, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0011
GPU Memory: 535.5 MB
Epoch [20], Step [640/1000], Loss: 0.1705
Individual losses: loss_classifier: 0.0252, loss_box_reg: 0.0253, loss_mask: 0.1192, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0007
GPU Memory: 533.3 MB
Epoch [20], Step [650/1000], Loss: 0.1418
Individual losses: loss_classifier: 0.0478, loss_box_reg: 0.0182, loss_mask: 0.0744, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0015
GPU Memory: 532.9 MB
Epoch [20], Step [660/1000], Loss: 0.1683
Individual losses: loss_classifier: 0.0156, loss_box_reg: 0.0291, loss_mask: 0.1232, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0004
GPU Memory: 534.5 MB
Epoch [20], Step [670/1000], Loss: 0.0855
Individual losses: loss_classifier: 0.0088, loss_box_reg: 0.0176, loss_mask: 0.0574, loss_objectness: 0.0007, loss_rpn_box_reg: 0.0010
GPU Memory: 535.0 MB
Epoch [20], Step [680/1000], Loss: 0.1312
Individual losses: loss_classifier: 0.0148, loss_box_reg: 0.0292, loss_mask: 0.0764, loss_objectness: 0.0059, loss_rpn_box_reg: 0.0049
GPU Memory: 534.8 MB
Epoch [20], Step [690/1000], Loss: 0.1584
Individual losses: loss_classifier: 0.0271, loss_box_reg: 0.0269, loss_mask: 0.1028, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0015
GPU Memory: 536.7 MB
Epoch [20], Step [700/1000], Loss: 0.1377
Individual losses: loss_classifier: 0.0235, loss_box_reg: 0.0139, loss_mask: 0.0990, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0012
GPU Memory: 534.7 MB
Epoch [20], Step [710/1000], Loss: 0.1927
Individual losses: loss_classifier: 0.0262, loss_box_reg: 0.0324, loss_mask: 0.1328, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0012
GPU Memory: 535.8 MB
Epoch [20], Step [720/1000], Loss: 0.1231
Individual losses: loss_classifier: 0.0150, loss_box_reg: 0.0098, loss_mask: 0.0917, loss_objectness: 0.0011, loss_rpn_box_reg: 0.0055
GPU Memory: 533.0 MB
Epoch [20], Step [730/1000], Loss: 0.1906
Individual losses: loss_classifier: 0.0250, loss_box_reg: 0.0309, loss_mask: 0.1304, loss_objectness: 0.0010, loss_rpn_box_reg: 0.0033
GPU Memory: 534.6 MB
Epoch [20], Step [740/1000], Loss: 0.2326
Individual losses: loss_classifier: 0.0269, loss_box_reg: 0.0668, loss_mask: 0.1370, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0019
GPU Memory: 532.2 MB
Epoch [20], Step [750/1000], Loss: 0.1177
Individual losses: loss_classifier: 0.0130, loss_box_reg: 0.0263, loss_mask: 0.0778, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0003
GPU Memory: 534.3 MB
Epoch [20], Step [760/1000], Loss: 0.1298
Individual losses: loss_classifier: 0.0215, loss_box_reg: 0.0188, loss_mask: 0.0877, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0015
GPU Memory: 532.9 MB
Epoch [20], Step [770/1000], Loss: 0.1425
Individual losses: loss_classifier: 0.0134, loss_box_reg: 0.0159, loss_mask: 0.1122, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0007
GPU Memory: 535.2 MB
Epoch [20], Step [780/1000], Loss: 0.0984
Individual losses: loss_classifier: 0.0100, loss_box_reg: 0.0168, loss_mask: 0.0656, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0057
GPU Memory: 534.4 MB
Epoch [20], Step [790/1000], Loss: 0.1931
Individual losses: loss_classifier: 0.0282, loss_box_reg: 0.0425, loss_mask: 0.0999, loss_objectness: 0.0008, loss_rpn_box_reg: 0.0217
GPU Memory: 535.0 MB
Epoch [20], Step [800/1000], Loss: 0.1782
Individual losses: loss_classifier: 0.0248, loss_box_reg: 0.0332, loss_mask: 0.1192, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0009
GPU Memory: 534.1 MB
Epoch [20], Step [810/1000], Loss: 0.1693
Individual losses: loss_classifier: 0.0198, loss_box_reg: 0.0394, loss_mask: 0.1032, loss_objectness: 0.0042, loss_rpn_box_reg: 0.0028
GPU Memory: 533.7 MB
Epoch [20], Step [820/1000], Loss: 0.1727
Individual losses: loss_classifier: 0.0257, loss_box_reg: 0.0390, loss_mask: 0.1038, loss_objectness: 0.0007, loss_rpn_box_reg: 0.0035
GPU Memory: 534.0 MB
Epoch [20], Step [830/1000], Loss: 0.1353
Individual losses: loss_classifier: 0.0088, loss_box_reg: 0.0275, loss_mask: 0.0982, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0007
GPU Memory: 532.4 MB
Epoch [20], Step [840/1000], Loss: 0.1213
Individual losses: loss_classifier: 0.0237, loss_box_reg: 0.0273, loss_mask: 0.0701, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0002
GPU Memory: 532.5 MB
Epoch [20], Step [850/1000], Loss: 0.1001
Individual losses: loss_classifier: 0.0095, loss_box_reg: 0.0202, loss_mask: 0.0702, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0002
GPU Memory: 533.0 MB
Epoch [20], Step [860/1000], Loss: 0.1271
Individual losses: loss_classifier: 0.0129, loss_box_reg: 0.0282, loss_mask: 0.0812, loss_objectness: 0.0028, loss_rpn_box_reg: 0.0020
GPU Memory: 533.9 MB
Epoch [20], Step [870/1000], Loss: 0.2045
Individual losses: loss_classifier: 0.0433, loss_box_reg: 0.0394, loss_mask: 0.1182, loss_objectness: 0.0003, loss_rpn_box_reg: 0.0034
GPU Memory: 534.9 MB
Epoch [20], Step [880/1000], Loss: 0.2841
Individual losses: loss_classifier: 0.0641, loss_box_reg: 0.0654, loss_mask: 0.1499, loss_objectness: 0.0011, loss_rpn_box_reg: 0.0035
GPU Memory: 533.7 MB
Epoch [20], Step [890/1000], Loss: 0.1146
Individual losses: loss_classifier: 0.0067, loss_box_reg: 0.0101, loss_mask: 0.0969, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0009
GPU Memory: 532.6 MB
Epoch [20], Step [900/1000], Loss: 0.2513
Individual losses: loss_classifier: 0.0726, loss_box_reg: 0.0583, loss_mask: 0.1152, loss_objectness: 0.0003, loss_rpn_box_reg: 0.0050
GPU Memory: 535.1 MB
Epoch [20], Step [910/1000], Loss: 0.0872
Individual losses: loss_classifier: 0.0086, loss_box_reg: 0.0123, loss_mask: 0.0577, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0085
GPU Memory: 535.0 MB
Epoch [20], Step [920/1000], Loss: 0.1273
Individual losses: loss_classifier: 0.0192, loss_box_reg: 0.0307, loss_mask: 0.0761, loss_objectness: 0.0001, loss_rpn_box_reg: 0.0012
GPU Memory: 534.5 MB
Epoch [20], Step [930/1000], Loss: 0.2519
Individual losses: loss_classifier: 0.0401, loss_box_reg: 0.0388, loss_mask: 0.1718, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0011
GPU Memory: 533.9 MB
Epoch [20], Step [940/1000], Loss: 0.1631
Individual losses: loss_classifier: 0.0249, loss_box_reg: 0.0306, loss_mask: 0.1069, loss_objectness: 0.0000, loss_rpn_box_reg: 0.0007
GPU Memory: 535.1 MB
Epoch [20], Step [950/1000], Loss: 0.1958
Individual losses: loss_classifier: 0.0349, loss_box_reg: 0.0354, loss_mask: 0.1192, loss_objectness: 0.0018, loss_rpn_box_reg: 0.0045
GPU Memory: 533.8 MB
Epoch [20], Step [960/1000], Loss: 0.1137
Individual losses: loss_classifier: 0.0106, loss_box_reg: 0.0167, loss_mask: 0.0817, loss_objectness: 0.0003, loss_rpn_box_reg: 0.0043
GPU Memory: 532.8 MB
Epoch [20], Step [970/1000], Loss: 0.0701
Individual losses: loss_classifier: 0.0061, loss_box_reg: 0.0054, loss_mask: 0.0529, loss_objectness: 0.0008, loss_rpn_box_reg: 0.0050
GPU Memory: 533.2 MB
Epoch [20], Step [980/1000], Loss: 0.2207
Individual losses: loss_classifier: 0.0580, loss_box_reg: 0.0320, loss_mask: 0.1176, loss_objectness: 0.0002, loss_rpn_box_reg: 0.0128
GPU Memory: 533.1 MB