Previous model found, loading HM_model Cuda Found: True Fold 1 Epoch [1/100], train loss: 1.1460, train acc: 0.6802, val loss: 0.6662, val acc: 0.8136 Saving first run as baseline. (inf --> -0.666211). Saving model ... Epoch [2/100], train loss: 0.5293, train acc: 0.8485, val loss: 0.5044, val acc: 0.8636 Validation loss decreased (-0.666211 --> -0.504361). Saving model ... Epoch [3/100], train loss: 0.3988, train acc: 0.8799, val loss: 0.4695, val acc: 0.8591 Validation loss decreased (-0.504361 --> -0.469516). Saving model ... Epoch [4/100], train loss: 0.3501, train acc: 0.8910, val loss: 0.4762, val acc: 0.8273 EarlyStopping counter: 1 out of 7 (-0.476167 is worse than -0.469516) Epoch [5/100], train loss: 0.3398, train acc: 0.8946, val loss: 0.3769, val acc: 0.8727 Validation loss decreased (-0.469516 --> -0.376896). Saving model ... Epoch [6/100], train loss: 0.2883, train acc: 0.9108, val loss: 0.4004, val acc: 0.8636 EarlyStopping counter: 1 out of 7 (-0.400436 is worse than -0.376896) Epoch [7/100], train loss: 0.2587, train acc: 0.9184, val loss: 0.3553, val acc: 0.8773 Validation loss decreased (-0.376896 --> -0.355313). Saving model ... Epoch [8/100], train loss: 0.2363, train acc: 0.9295, val loss: 0.3889, val acc: 0.8682 EarlyStopping counter: 1 out of 7 (-0.388866 is worse than -0.355313) Epoch [9/100], train loss: 0.2301, train acc: 0.9270, val loss: 0.3729, val acc: 0.8682 EarlyStopping counter: 2 out of 7 (-0.372890 is worse than -0.355313) Epoch [10/100], train loss: 0.2092, train acc: 0.9341, val loss: 0.3584, val acc: 0.8591 EarlyStopping counter: 3 out of 7 (-0.358410 is worse than -0.355313) Epoch [11/100], train loss: 0.2005, train acc: 0.9392, val loss: 0.3663, val acc: 0.8636 EarlyStopping counter: 4 out of 7 (-0.366338 is worse than -0.355313) Epoch [12/100], train loss: 0.1904, train acc: 0.9453, val loss: 0.3762, val acc: 0.8591 EarlyStopping counter: 5 out of 7 (-0.376173 is worse than -0.355313) Epoch [13/100], train loss: 0.1792, train acc: 0.9493, val loss: 0.3596, val acc: 0.8818 EarlyStopping counter: 6 out of 7 (-0.359639 is worse than -0.355313) Epoch [14/100], train loss: 0.1707, train acc: 0.9468, val loss: 0.3918, val acc: 0.8682 EarlyStopping counter: 7 out of 7 (-0.391815 is worse than -0.355313) Early Stopping Here Fold 2 Epoch [1/100], train loss: 0.2627, train acc: 0.9209, val loss: 0.1947, val acc: 0.9636 Saving first run as baseline. (inf --> -0.194711). Saving model ... Epoch [2/100], train loss: 0.2545, train acc: 0.9164, val loss: 0.1765, val acc: 0.9636 Validation loss decreased (-0.194711 --> -0.176514). Saving model ... Epoch [3/100], train loss: 0.2331, train acc: 0.9326, val loss: 0.1808, val acc: 0.9591 EarlyStopping counter: 1 out of 7 (-0.180762 is worse than -0.176514) Epoch [4/100], train loss: 0.2156, train acc: 0.9306, val loss: 0.1679, val acc: 0.9545 Validation loss decreased (-0.176514 --> -0.167874). Saving model ... Epoch [5/100], train loss: 0.2092, train acc: 0.9321, val loss: 0.1743, val acc: 0.9545 EarlyStopping counter: 1 out of 7 (-0.174309 is worse than -0.167874) Epoch [6/100], train loss: 0.2037, train acc: 0.9387, val loss: 0.1694, val acc: 0.9591 EarlyStopping counter: 2 out of 7 (-0.169438 is worse than -0.167874) Epoch [7/100], train loss: 0.1871, train acc: 0.9412, val loss: 0.1753, val acc: 0.9409 EarlyStopping counter: 3 out of 7 (-0.175342 is worse than -0.167874) Epoch [8/100], train loss: 0.1715, train acc: 0.9478, val loss: 0.1861, val acc: 0.9455 EarlyStopping counter: 4 out of 7 (-0.186081 is worse than -0.167874) Epoch [9/100], train loss: 0.1742, train acc: 0.9508, val loss: 0.1955, val acc: 0.9409 EarlyStopping counter: 5 out of 7 (-0.195509 is worse than -0.167874) Epoch [10/100], train loss: 0.1719, train acc: 0.9488, val loss: 0.2045, val acc: 0.9364 EarlyStopping counter: 6 out of 7 (-0.204490 is worse than -0.167874) Epoch [11/100], train loss: 0.1609, train acc: 0.9529, val loss: 0.1837, val acc: 0.9409 EarlyStopping counter: 7 out of 7 (-0.183716 is worse than -0.167874) Early Stopping Here Fold 3 Epoch [1/100], train loss: 0.2087, train acc: 0.9366, val loss: 0.1254, val acc: 0.9727 Saving first run as baseline. (inf --> -0.125423). Saving model ... Epoch [2/100], train loss: 0.1946, train acc: 0.9372, val loss: 0.1382, val acc: 0.9636 EarlyStopping counter: 1 out of 7 (-0.138160 is worse than -0.125423) Epoch [3/100], train loss: 0.1907, train acc: 0.9432, val loss: 0.1599, val acc: 0.9455 EarlyStopping counter: 2 out of 7 (-0.159910 is worse than -0.125423) Epoch [4/100], train loss: 0.1787, train acc: 0.9498, val loss: 0.1475, val acc: 0.9545 EarlyStopping counter: 3 out of 7 (-0.147533 is worse than -0.125423) Epoch [5/100], train loss: 0.1645, train acc: 0.9529, val loss: 0.1450, val acc: 0.9545 EarlyStopping counter: 4 out of 7 (-0.145024 is worse than -0.125423) Epoch [6/100], train loss: 0.1678, train acc: 0.9488, val loss: 0.1838, val acc: 0.9364 EarlyStopping counter: 5 out of 7 (-0.183763 is worse than -0.125423) Epoch [7/100], train loss: 0.1752, train acc: 0.9412, val loss: 0.1382, val acc: 0.9682 EarlyStopping counter: 6 out of 7 (-0.138165 is worse than -0.125423) Epoch [8/100], train loss: 0.1499, train acc: 0.9569, val loss: 0.1707, val acc: 0.9409 EarlyStopping counter: 7 out of 7 (-0.170729 is worse than -0.125423) Early Stopping Here Fold 4 Epoch [1/100], train loss: 0.1952, train acc: 0.9422, val loss: 0.1724, val acc: 0.9452 Saving first run as baseline. (inf --> -0.172399). Saving model ... Epoch [2/100], train loss: 0.2013, train acc: 0.9341, val loss: 0.1870, val acc: 0.9315 EarlyStopping counter: 1 out of 7 (-0.187024 is worse than -0.172399) Epoch [3/100], train loss: 0.1840, train acc: 0.9443, val loss: 0.1817, val acc: 0.9406 EarlyStopping counter: 2 out of 7 (-0.181660 is worse than -0.172399) Epoch [4/100], train loss: 0.1575, train acc: 0.9590, val loss: 0.2153, val acc: 0.9315 EarlyStopping counter: 3 out of 7 (-0.215327 is worse than -0.172399) Epoch [5/100], train loss: 0.1851, train acc: 0.9362, val loss: 0.2054, val acc: 0.9406 EarlyStopping counter: 4 out of 7 (-0.205385 is worse than -0.172399) Epoch [6/100], train loss: 0.1624, train acc: 0.9453, val loss: 0.2137, val acc: 0.9361 EarlyStopping counter: 5 out of 7 (-0.213694 is worse than -0.172399) Epoch [7/100], train loss: 0.1539, train acc: 0.9539, val loss: 0.1878, val acc: 0.9361 EarlyStopping counter: 6 out of 7 (-0.187804 is worse than -0.172399) Epoch [8/100], train loss: 0.1416, train acc: 0.9585, val loss: 0.2151, val acc: 0.9178 EarlyStopping counter: 7 out of 7 (-0.215108 is worse than -0.172399) Early Stopping Here Fold 5 Epoch [1/100], train loss: 0.1913, train acc: 0.9407, val loss: 0.1621, val acc: 0.9498 Saving first run as baseline. (inf --> -0.162075). Saving model ... Epoch [2/100], train loss: 0.2438, train acc: 0.9164, val loss: 0.1600, val acc: 0.9543 Validation loss decreased (-0.162075 --> -0.159982). Saving model ... Epoch [3/100], train loss: 0.2077, train acc: 0.9336, val loss: 0.1448, val acc: 0.9635 Validation loss decreased (-0.159982 --> -0.144773). Saving model ... Epoch [4/100], train loss: 0.1583, train acc: 0.9529, val loss: 0.1657, val acc: 0.9589 EarlyStopping counter: 1 out of 7 (-0.165745 is worse than -0.144773) Epoch [5/100], train loss: 0.1475, train acc: 0.9574, val loss: 0.1606, val acc: 0.9543 EarlyStopping counter: 2 out of 7 (-0.160552 is worse than -0.144773) Epoch [6/100], train loss: 0.1519, train acc: 0.9554, val loss: 0.1694, val acc: 0.9452 EarlyStopping counter: 3 out of 7 (-0.169387 is worse than -0.144773) Epoch [7/100], train loss: 0.1423, train acc: 0.9620, val loss: 0.1754, val acc: 0.9269 EarlyStopping counter: 4 out of 7 (-0.175393 is worse than -0.144773) Epoch [8/100], train loss: 0.1435, train acc: 0.9574, val loss: 0.1620, val acc: 0.9498 EarlyStopping counter: 5 out of 7 (-0.161976 is worse than -0.144773) Epoch [9/100], train loss: 0.1250, train acc: 0.9650, val loss: 0.1739, val acc: 0.9498 EarlyStopping counter: 6 out of 7 (-0.173871 is worse than -0.144773) Epoch [10/100], train loss: 0.1251, train acc: 0.9696, val loss: 0.1835, val acc: 0.9498 EarlyStopping counter: 7 out of 7 (-0.183464 is worse than -0.144773) Early Stopping Here Fold 6 Epoch [1/100], train loss: 0.1635, train acc: 0.9478, val loss: 0.1097, val acc: 0.9863 Saving first run as baseline. (inf --> -0.109663). Saving model ... Epoch [2/100], train loss: 0.1654, train acc: 0.9509, val loss: 0.1157, val acc: 0.9680 EarlyStopping counter: 1 out of 7 (-0.115726 is worse than -0.109663) Epoch [3/100], train loss: 0.1526, train acc: 0.9590, val loss: 0.1418, val acc: 0.9589 EarlyStopping counter: 2 out of 7 (-0.141804 is worse than -0.109663) Epoch [4/100], train loss: 0.1510, train acc: 0.9524, val loss: 0.1397, val acc: 0.9543 EarlyStopping counter: 3 out of 7 (-0.139750 is worse than -0.109663) Epoch [5/100], train loss: 0.1492, train acc: 0.9564, val loss: 0.1407, val acc: 0.9726 EarlyStopping counter: 4 out of 7 (-0.140674 is worse than -0.109663) Epoch [6/100], train loss: 0.1362, train acc: 0.9590, val loss: 0.1533, val acc: 0.9680 EarlyStopping counter: 5 out of 7 (-0.153276 is worse than -0.109663) Epoch [7/100], train loss: 0.1458, train acc: 0.9580, val loss: 0.1574, val acc: 0.9635 EarlyStopping counter: 6 out of 7 (-0.157449 is worse than -0.109663) Epoch [8/100], train loss: 0.1337, train acc: 0.9539, val loss: 0.1615, val acc: 0.9635 EarlyStopping counter: 7 out of 7 (-0.161497 is worse than -0.109663) Early Stopping Here Fold 7 Epoch [1/100], train loss: 0.1642, train acc: 0.9483, val loss: 0.1316, val acc: 0.9589 Saving first run as baseline. (inf --> -0.131649). Saving model ... Epoch [2/100], train loss: 0.1653, train acc: 0.9498, val loss: 0.1199, val acc: 0.9817 Validation loss decreased (-0.131649 --> -0.119925). Saving model ... Epoch [3/100], train loss: 0.1717, train acc: 0.9468, val loss: 0.1699, val acc: 0.9315 EarlyStopping counter: 1 out of 7 (-0.169891 is worse than -0.119925) Epoch [4/100], train loss: 0.1510, train acc: 0.9539, val loss: 0.1483, val acc: 0.9543 EarlyStopping counter: 2 out of 7 (-0.148276 is worse than -0.119925) Epoch [5/100], train loss: 0.1360, train acc: 0.9610, val loss: 0.1490, val acc: 0.9498 EarlyStopping counter: 3 out of 7 (-0.148972 is worse than -0.119925) Epoch [6/100], train loss: 0.1305, train acc: 0.9645, val loss: 0.1525, val acc: 0.9452 EarlyStopping counter: 4 out of 7 (-0.152469 is worse than -0.119925) Epoch [7/100], train loss: 0.1339, train acc: 0.9635, val loss: 0.1598, val acc: 0.9406 EarlyStopping counter: 5 out of 7 (-0.159841 is worse than -0.119925) Epoch [8/100], train loss: 0.1278, train acc: 0.9605, val loss: 0.1474, val acc: 0.9498 EarlyStopping counter: 6 out of 7 (-0.147409 is worse than -0.119925) Epoch [9/100], train loss: 0.1222, train acc: 0.9706, val loss: 0.1785, val acc: 0.9361 EarlyStopping counter: 7 out of 7 (-0.178482 is worse than -0.119925) Early Stopping Here Fold 8 Epoch [1/100], train loss: 0.1495, train acc: 0.9564, val loss: 0.1330, val acc: 0.9680 Saving first run as baseline. (inf --> -0.132998). Saving model ... Epoch [2/100], train loss: 0.1443, train acc: 0.9600, val loss: 0.1523, val acc: 0.9635 EarlyStopping counter: 1 out of 7 (-0.152337 is worse than -0.132998) Epoch [3/100], train loss: 0.1352, train acc: 0.9595, val loss: 0.1716, val acc: 0.9315 EarlyStopping counter: 2 out of 7 (-0.171562 is worse than -0.132998) Epoch [4/100], train loss: 0.1297, train acc: 0.9640, val loss: 0.1660, val acc: 0.9361 EarlyStopping counter: 3 out of 7 (-0.166011 is worse than -0.132998) Epoch [5/100], train loss: 0.1201, train acc: 0.9696, val loss: 0.1843, val acc: 0.9361 EarlyStopping counter: 4 out of 7 (-0.184314 is worse than -0.132998) Epoch [6/100], train loss: 0.1210, train acc: 0.9666, val loss: 0.1786, val acc: 0.9406 EarlyStopping counter: 5 out of 7 (-0.178602 is worse than -0.132998) Epoch [7/100], train loss: 0.1169, train acc: 0.9701, val loss: 0.2003, val acc: 0.9224 EarlyStopping counter: 6 out of 7 (-0.200264 is worse than -0.132998) Epoch [8/100], train loss: 0.1216, train acc: 0.9701, val loss: 0.2106, val acc: 0.9315 EarlyStopping counter: 7 out of 7 (-0.210598 is worse than -0.132998) Early Stopping Here Fold 9 Epoch [1/100], train loss: 0.1372, train acc: 0.9630, val loss: 0.1216, val acc: 0.9726 Saving first run as baseline. (inf --> -0.121562). Saving model ... Epoch [2/100], train loss: 0.1427, train acc: 0.9595, val loss: 0.1620, val acc: 0.9498 EarlyStopping counter: 1 out of 7 (-0.161990 is worse than -0.121562) Epoch [3/100], train loss: 0.1480, train acc: 0.9544, val loss: 0.1566, val acc: 0.9498 EarlyStopping counter: 2 out of 7 (-0.156577 is worse than -0.121562) Epoch [4/100], train loss: 0.1275, train acc: 0.9645, val loss: 0.1599, val acc: 0.9726 EarlyStopping counter: 3 out of 7 (-0.159949 is worse than -0.121562) Epoch [5/100], train loss: 0.1253, train acc: 0.9701, val loss: 0.1676, val acc: 0.9635 EarlyStopping counter: 4 out of 7 (-0.167573 is worse than -0.121562) Epoch [6/100], train loss: 0.1171, train acc: 0.9706, val loss: 0.1756, val acc: 0.9589 EarlyStopping counter: 5 out of 7 (-0.175585 is worse than -0.121562) Epoch [7/100], train loss: 0.1088, train acc: 0.9732, val loss: 0.1740, val acc: 0.9543 EarlyStopping counter: 6 out of 7 (-0.174010 is worse than -0.121562) Epoch [8/100], train loss: 0.1112, train acc: 0.9757, val loss: 0.1857, val acc: 0.9452 EarlyStopping counter: 7 out of 7 (-0.185682 is worse than -0.121562) Early Stopping Here Fold 10 Epoch [1/100], train loss: 0.1474, train acc: 0.9564, val loss: 0.1214, val acc: 0.9635 Saving first run as baseline. (inf --> -0.121430). Saving model ... Epoch [2/100], train loss: 0.1247, train acc: 0.9630, val loss: 0.1038, val acc: 0.9726 Validation loss decreased (-0.121430 --> -0.103821). Saving model ... Epoch [3/100], train loss: 0.1170, train acc: 0.9711, val loss: 0.1081, val acc: 0.9680 EarlyStopping counter: 1 out of 7 (-0.108123 is worse than -0.103821) Epoch [4/100], train loss: 0.1316, train acc: 0.9671, val loss: 0.1303, val acc: 0.9498 EarlyStopping counter: 2 out of 7 (-0.130301 is worse than -0.103821) Epoch [5/100], train loss: 0.1161, train acc: 0.9737, val loss: 0.1439, val acc: 0.9543 EarlyStopping counter: 3 out of 7 (-0.143908 is worse than -0.103821) Epoch [6/100], train loss: 0.1213, train acc: 0.9650, val loss: 0.1230, val acc: 0.9680 EarlyStopping counter: 4 out of 7 (-0.122967 is worse than -0.103821) Epoch [7/100], train loss: 0.1358, train acc: 0.9605, val loss: 0.1420, val acc: 0.9543 EarlyStopping counter: 5 out of 7 (-0.142013 is worse than -0.103821) Epoch [8/100], train loss: 0.1266, train acc: 0.9625, val loss: 0.1578, val acc: 0.9452 EarlyStopping counter: 6 out of 7 (-0.157770 is worse than -0.103821) Epoch [9/100], train loss: 0.1120, train acc: 0.9686, val loss: 0.1419, val acc: 0.9589 EarlyStopping counter: 7 out of 7 (-0.141933 is worse than -0.103821) Early Stopping Here Fold 11 Epoch [1/100], train loss: 0.1319, train acc: 0.9696, val loss: 0.1324, val acc: 0.9591 Saving first run as baseline. (inf --> -0.132383). Saving model ... Epoch [2/100], train loss: 0.1218, train acc: 0.9681, val loss: 0.1310, val acc: 0.9773 Validation loss decreased (-0.132383 --> -0.131045). Saving model ... Epoch [3/100], train loss: 0.1200, train acc: 0.9650, val loss: 0.1371, val acc: 0.9682 EarlyStopping counter: 1 out of 7 (-0.137057 is worse than -0.131045) Epoch [4/100], train loss: 0.1161, train acc: 0.9696, val loss: 0.1617, val acc: 0.9500 EarlyStopping counter: 2 out of 7 (-0.161706 is worse than -0.131045) Epoch [5/100], train loss: 0.1271, train acc: 0.9665, val loss: 0.1488, val acc: 0.9636 EarlyStopping counter: 3 out of 7 (-0.148797 is worse than -0.131045) Epoch [6/100], train loss: 0.1224, train acc: 0.9650, val loss: 0.1629, val acc: 0.9500 EarlyStopping counter: 4 out of 7 (-0.162892 is worse than -0.131045) Epoch [7/100], train loss: 0.1086, train acc: 0.9736, val loss: 0.1705, val acc: 0.9545 EarlyStopping counter: 5 out of 7 (-0.170452 is worse than -0.131045) Epoch [8/100], train loss: 0.1018, train acc: 0.9752, val loss: 0.1619, val acc: 0.9591 EarlyStopping counter: 6 out of 7 (-0.161866 is worse than -0.131045) Epoch [9/100], train loss: 0.1065, train acc: 0.9742, val loss: 0.1874, val acc: 0.9500 EarlyStopping counter: 7 out of 7 (-0.187398 is worse than -0.131045) Early Stopping Here Fold 12 Epoch [1/100], train loss: 0.1234, train acc: 0.9676, val loss: 0.0996, val acc: 0.9818 Saving first run as baseline. (inf --> -0.099633). Saving model ... Epoch [2/100], train loss: 0.1145, train acc: 0.9721, val loss: 0.1105, val acc: 0.9818 EarlyStopping counter: 1 out of 7 (-0.110487 is worse than -0.099633) Epoch [3/100], train loss: 0.1024, train acc: 0.9742, val loss: 0.1446, val acc: 0.9636 EarlyStopping counter: 2 out of 7 (-0.144613 is worse than -0.099633) Epoch [4/100], train loss: 0.1161, train acc: 0.9645, val loss: 0.1747, val acc: 0.9500 EarlyStopping counter: 3 out of 7 (-0.174714 is worse than -0.099633) Epoch [5/100], train loss: 0.1039, train acc: 0.9716, val loss: 0.1559, val acc: 0.9636 EarlyStopping counter: 4 out of 7 (-0.155921 is worse than -0.099633) Epoch [6/100], train loss: 0.0991, train acc: 0.9752, val loss: 0.1509, val acc: 0.9545 EarlyStopping counter: 5 out of 7 (-0.150936 is worse than -0.099633) Epoch [7/100], train loss: 0.0979, train acc: 0.9807, val loss: 0.1462, val acc: 0.9636 EarlyStopping counter: 6 out of 7 (-0.146243 is worse than -0.099633) Epoch [8/100], train loss: 0.0964, train acc: 0.9767, val loss: 0.1533, val acc: 0.9682 EarlyStopping counter: 7 out of 7 (-0.153336 is worse than -0.099633) Early Stopping Here Fold 13 Epoch [1/100], train loss: 0.1214, train acc: 0.9686, val loss: 0.0989, val acc: 0.9864 Saving first run as baseline. (inf --> -0.098909). Saving model ... Epoch [2/100], train loss: 0.1294, train acc: 0.9625, val loss: 0.0958, val acc: 0.9727 Validation loss decreased (-0.098909 --> -0.095755). Saving model ... Epoch [3/100], train loss: 0.1056, train acc: 0.9782, val loss: 0.1291, val acc: 0.9682 EarlyStopping counter: 1 out of 7 (-0.129143 is worse than -0.095755) Epoch [4/100], train loss: 0.1110, train acc: 0.9721, val loss: 0.1036, val acc: 0.9727 EarlyStopping counter: 2 out of 7 (-0.103579 is worse than -0.095755) Epoch [5/100], train loss: 0.1105, train acc: 0.9701, val loss: 0.1471, val acc: 0.9591 EarlyStopping counter: 3 out of 7 (-0.147116 is worse than -0.095755) Epoch [6/100], train loss: 0.1087, train acc: 0.9742, val loss: 0.1316, val acc: 0.9682 EarlyStopping counter: 4 out of 7 (-0.131649 is worse than -0.095755) Epoch [7/100], train loss: 0.1053, train acc: 0.9762, val loss: 0.1263, val acc: 0.9636 EarlyStopping counter: 5 out of 7 (-0.126323 is worse than -0.095755) Epoch [8/100], train loss: 0.1013, train acc: 0.9747, val loss: 0.1407, val acc: 0.9591 EarlyStopping counter: 6 out of 7 (-0.140702 is worse than -0.095755) Epoch [9/100], train loss: 0.0955, train acc: 0.9787, val loss: 0.1313, val acc: 0.9682 EarlyStopping counter: 7 out of 7 (-0.131275 is worse than -0.095755) Early Stopping Here Fold 14 Epoch [1/100], train loss: 0.1147, train acc: 0.9711, val loss: 0.0783, val acc: 0.9863 Saving first run as baseline. (inf --> -0.078313). Saving model ... Epoch [2/100], train loss: 0.1222, train acc: 0.9691, val loss: 0.0861, val acc: 0.9726 EarlyStopping counter: 1 out of 7 (-0.086093 is worse than -0.078313) Epoch [3/100], train loss: 0.1311, train acc: 0.9605, val loss: 0.0824, val acc: 0.9817 EarlyStopping counter: 2 out of 7 (-0.082386 is worse than -0.078313) Epoch [4/100], train loss: 0.1052, train acc: 0.9757, val loss: 0.1010, val acc: 0.9589 EarlyStopping counter: 3 out of 7 (-0.101031 is worse than -0.078313) Epoch [5/100], train loss: 0.0940, train acc: 0.9797, val loss: 0.1089, val acc: 0.9543 EarlyStopping counter: 4 out of 7 (-0.108886 is worse than -0.078313) Epoch [6/100], train loss: 0.1006, train acc: 0.9772, val loss: 0.1025, val acc: 0.9543 EarlyStopping counter: 5 out of 7 (-0.102533 is worse than -0.078313) Epoch [7/100], train loss: 0.1023, train acc: 0.9782, val loss: 0.0937, val acc: 0.9680 EarlyStopping counter: 6 out of 7 (-0.093693 is worse than -0.078313) Epoch [8/100], train loss: 0.0907, train acc: 0.9818, val loss: 0.0991, val acc: 0.9589 EarlyStopping counter: 7 out of 7 (-0.099148 is worse than -0.078313) Early Stopping Here Fold 15 Epoch [1/100], train loss: 0.1075, train acc: 0.9742, val loss: 0.0714, val acc: 0.9817 Saving first run as baseline. (inf --> -0.071386). Saving model ... Epoch [2/100], train loss: 0.1262, train acc: 0.9640, val loss: 0.0665, val acc: 0.9817 Validation loss decreased (-0.071386 --> -0.066465). Saving model ... Epoch [3/100], train loss: 0.1109, train acc: 0.9742, val loss: 0.0628, val acc: 0.9909 Validation loss decreased (-0.066465 --> -0.062785). Saving model ... Epoch [4/100], train loss: 0.1176, train acc: 0.9671, val loss: 0.0880, val acc: 0.9909 EarlyStopping counter: 1 out of 7 (-0.088035 is worse than -0.062785) Epoch [5/100], train loss: 0.1087, train acc: 0.9706, val loss: 0.0829, val acc: 0.9817 EarlyStopping counter: 2 out of 7 (-0.082918 is worse than -0.062785) Epoch [6/100], train loss: 0.1066, train acc: 0.9747, val loss: 0.0760, val acc: 0.9817 EarlyStopping counter: 3 out of 7 (-0.075981 is worse than -0.062785) Epoch [7/100], train loss: 0.0979, train acc: 0.9742, val loss: 0.0801, val acc: 0.9817 EarlyStopping counter: 4 out of 7 (-0.080139 is worse than -0.062785) Epoch [8/100], train loss: 0.1186, train acc: 0.9661, val loss: 0.0862, val acc: 0.9772 EarlyStopping counter: 5 out of 7 (-0.086191 is worse than -0.062785) Epoch [9/100], train loss: 0.0911, train acc: 0.9807, val loss: 0.0802, val acc: 0.9680 EarlyStopping counter: 6 out of 7 (-0.080213 is worse than -0.062785) Epoch [10/100], train loss: 0.0920, train acc: 0.9777, val loss: 0.0768, val acc: 0.9772 EarlyStopping counter: 7 out of 7 (-0.076825 is worse than -0.062785) Early Stopping Here Fold 16 Epoch [1/100], train loss: 0.0962, train acc: 0.9772, val loss: 0.0859, val acc: 0.9772 Saving first run as baseline. (inf --> -0.085886). Saving model ... Epoch [2/100], train loss: 0.1013, train acc: 0.9726, val loss: 0.0947, val acc: 0.9726 EarlyStopping counter: 1 out of 7 (-0.094703 is worse than -0.085886) Epoch [3/100], train loss: 0.1052, train acc: 0.9762, val loss: 0.0915, val acc: 0.9772 EarlyStopping counter: 2 out of 7 (-0.091470 is worse than -0.085886) Epoch [4/100], train loss: 0.0954, train acc: 0.9782, val loss: 0.0941, val acc: 0.9772 EarlyStopping counter: 3 out of 7 (-0.094062 is worse than -0.085886) Epoch [5/100], train loss: 0.0986, train acc: 0.9792, val loss: 0.1055, val acc: 0.9772 EarlyStopping counter: 4 out of 7 (-0.105502 is worse than -0.085886) Epoch [6/100], train loss: 0.0933, train acc: 0.9757, val loss: 0.1104, val acc: 0.9543 EarlyStopping counter: 5 out of 7 (-0.110393 is worse than -0.085886) Epoch [7/100], train loss: 0.0892, train acc: 0.9813, val loss: 0.1110, val acc: 0.9680 EarlyStopping counter: 6 out of 7 (-0.110993 is worse than -0.085886) Epoch [8/100], train loss: 0.0857, train acc: 0.9828, val loss: 0.1144, val acc: 0.9726 EarlyStopping counter: 7 out of 7 (-0.114373 is worse than -0.085886) Early Stopping Here Fold 17 Epoch [1/100], train loss: 0.1009, train acc: 0.9802, val loss: 0.0731, val acc: 0.9954 Saving first run as baseline. (inf --> -0.073094). Saving model ... Epoch [2/100], train loss: 0.0950, train acc: 0.9767, val loss: 0.0715, val acc: 0.9954 Validation loss decreased (-0.073094 --> -0.071517). Saving model ... Epoch [3/100], train loss: 0.1006, train acc: 0.9772, val loss: 0.0944, val acc: 0.9863 EarlyStopping counter: 1 out of 7 (-0.094408 is worse than -0.071517) Epoch [4/100], train loss: 0.0970, train acc: 0.9772, val loss: 0.0824, val acc: 0.9817 EarlyStopping counter: 2 out of 7 (-0.082425 is worse than -0.071517) Epoch [5/100], train loss: 0.0992, train acc: 0.9757, val loss: 0.0913, val acc: 0.9863 EarlyStopping counter: 3 out of 7 (-0.091311 is worse than -0.071517) Epoch [6/100], train loss: 0.0943, train acc: 0.9732, val loss: 0.0882, val acc: 0.9909 EarlyStopping counter: 4 out of 7 (-0.088214 is worse than -0.071517) Epoch [7/100], train loss: 0.0895, train acc: 0.9807, val loss: 0.0950, val acc: 0.9863 EarlyStopping counter: 5 out of 7 (-0.094980 is worse than -0.071517) Epoch [8/100], train loss: 0.0865, train acc: 0.9807, val loss: 0.0871, val acc: 0.9772 EarlyStopping counter: 6 out of 7 (-0.087075 is worse than -0.071517) Epoch [9/100], train loss: 0.0879, train acc: 0.9787, val loss: 0.1019, val acc: 0.9680 EarlyStopping counter: 7 out of 7 (-0.101881 is worse than -0.071517) Early Stopping Here Fold 18 Epoch [1/100], train loss: 0.0977, train acc: 0.9767, val loss: 0.0582, val acc: 0.9954 Saving first run as baseline. (inf --> -0.058218). Saving model ... Epoch [2/100], train loss: 0.1106, train acc: 0.9686, val loss: 0.0577, val acc: 0.9954 EarlyStopping counter: 1 out of 7 (-0.057709 is worse than -0.058218) Epoch [3/100], train loss: 0.0972, train acc: 0.9767, val loss: 0.0604, val acc: 0.9909 EarlyStopping counter: 2 out of 7 (-0.060354 is worse than -0.058218) Epoch [4/100], train loss: 0.0947, train acc: 0.9767, val loss: 0.0829, val acc: 0.9772 EarlyStopping counter: 3 out of 7 (-0.082897 is worse than -0.058218) Epoch [5/100], train loss: 0.1044, train acc: 0.9726, val loss: 0.0707, val acc: 0.9909 EarlyStopping counter: 4 out of 7 (-0.070663 is worse than -0.058218) Epoch [6/100], train loss: 0.0942, train acc: 0.9787, val loss: 0.0722, val acc: 0.9909 EarlyStopping counter: 5 out of 7 (-0.072176 is worse than -0.058218) Epoch [7/100], train loss: 0.0897, train acc: 0.9797, val loss: 0.0759, val acc: 0.9817 EarlyStopping counter: 6 out of 7 (-0.075942 is worse than -0.058218) Epoch [8/100], train loss: 0.0829, train acc: 0.9772, val loss: 0.0697, val acc: 0.9909 EarlyStopping counter: 7 out of 7 (-0.069661 is worse than -0.058218) Early Stopping Here Fold 19 Epoch [1/100], train loss: 0.0942, train acc: 0.9772, val loss: 0.0665, val acc: 0.9863 Saving first run as baseline. (inf --> -0.066515). Saving model ... Epoch [2/100], train loss: 0.0903, train acc: 0.9787, val loss: 0.0743, val acc: 0.9863 EarlyStopping counter: 1 out of 7 (-0.074269 is worse than -0.066515) Epoch [3/100], train loss: 0.0972, train acc: 0.9747, val loss: 0.0833, val acc: 0.9863 EarlyStopping counter: 2 out of 7 (-0.083338 is worse than -0.066515) Epoch [4/100], train loss: 0.0887, train acc: 0.9818, val loss: 0.0885, val acc: 0.9863 EarlyStopping counter: 3 out of 7 (-0.088546 is worse than -0.066515) Epoch [5/100], train loss: 0.0891, train acc: 0.9823, val loss: 0.1013, val acc: 0.9817 EarlyStopping counter: 4 out of 7 (-0.101271 is worse than -0.066515) Epoch [6/100], train loss: 0.0901, train acc: 0.9762, val loss: 0.1221, val acc: 0.9498 EarlyStopping counter: 5 out of 7 (-0.122141 is worse than -0.066515) Epoch [7/100], train loss: 0.0799, train acc: 0.9828, val loss: 0.0997, val acc: 0.9589 EarlyStopping counter: 6 out of 7 (-0.099706 is worse than -0.066515) Epoch [8/100], train loss: 0.0901, train acc: 0.9782, val loss: 0.1029, val acc: 0.9726 EarlyStopping counter: 7 out of 7 (-0.102903 is worse than -0.066515) Early Stopping Here Fold 20 Epoch [1/100], train loss: 0.1004, train acc: 0.9757, val loss: 0.0536, val acc: 0.9909 Saving first run as baseline. (inf --> -0.053609). Saving model ... Epoch [2/100], train loss: 0.0963, train acc: 0.9747, val loss: 0.0647, val acc: 0.9863 EarlyStopping counter: 1 out of 7 (-0.064662 is worse than -0.053609) Epoch [3/100], train loss: 0.0981, train acc: 0.9742, val loss: 0.0571, val acc: 0.9909 EarlyStopping counter: 2 out of 7 (-0.057102 is worse than -0.053609) Epoch [4/100], train loss: 0.0878, train acc: 0.9792, val loss: 0.0596, val acc: 0.9863 EarlyStopping counter: 3 out of 7 (-0.059588 is worse than -0.053609) Epoch [5/100], train loss: 0.0901, train acc: 0.9792, val loss: 0.0690, val acc: 0.9817 EarlyStopping counter: 4 out of 7 (-0.069025 is worse than -0.053609) Epoch [6/100], train loss: 0.0966, train acc: 0.9757, val loss: 0.0618, val acc: 0.9909 EarlyStopping counter: 5 out of 7 (-0.061814 is worse than -0.053609) Epoch [7/100], train loss: 0.0801, train acc: 0.9823, val loss: 0.0658, val acc: 0.9909 EarlyStopping counter: 6 out of 7 (-0.065765 is worse than -0.053609) Epoch [8/100], train loss: 0.0870, train acc: 0.9802, val loss: 0.0791, val acc: 0.9817 EarlyStopping counter: 7 out of 7 (-0.079112 is worse than -0.053609) Early Stopping Here Fold 21 Epoch [1/100], train loss: 0.0915, train acc: 0.9812, val loss: 0.0830, val acc: 0.9682 Saving first run as baseline. (inf --> -0.083050). Saving model ... Epoch [2/100], train loss: 0.0922, train acc: 0.9767, val loss: 0.0770, val acc: 0.9818 Validation loss decreased (-0.083050 --> -0.077023). Saving model ... Epoch [3/100], train loss: 0.0903, train acc: 0.9812, val loss: 0.0989, val acc: 0.9591 EarlyStopping counter: 1 out of 7 (-0.098896 is worse than -0.077023) Epoch [4/100], train loss: 0.0911, train acc: 0.9767, val loss: 0.0857, val acc: 0.9773 EarlyStopping counter: 2 out of 7 (-0.085694 is worse than -0.077023) Epoch [5/100], train loss: 0.0867, train acc: 0.9792, val loss: 0.0975, val acc: 0.9636 EarlyStopping counter: 3 out of 7 (-0.097500 is worse than -0.077023) Epoch [6/100], train loss: 0.0885, train acc: 0.9787, val loss: 0.1051, val acc: 0.9682 EarlyStopping counter: 4 out of 7 (-0.105108 is worse than -0.077023) Epoch [7/100], train loss: 0.0882, train acc: 0.9797, val loss: 0.0912, val acc: 0.9682 EarlyStopping counter: 5 out of 7 (-0.091218 is worse than -0.077023) Epoch [8/100], train loss: 0.0747, train acc: 0.9843, val loss: 0.0987, val acc: 0.9682 EarlyStopping counter: 6 out of 7 (-0.098665 is worse than -0.077023) Epoch [9/100], train loss: 0.0731, train acc: 0.9863, val loss: 0.1004, val acc: 0.9591 EarlyStopping counter: 7 out of 7 (-0.100392 is worse than -0.077023) Early Stopping Here Fold 22 Epoch [1/100], train loss: 0.0930, train acc: 0.9777, val loss: 0.0705, val acc: 0.9818 Saving first run as baseline. (inf --> -0.070476). Saving model ... Epoch [2/100], train loss: 0.0825, train acc: 0.9843, val loss: 0.0663, val acc: 0.9909 Validation loss decreased (-0.070476 --> -0.066290). Saving model ... Epoch [3/100], train loss: 0.0843, train acc: 0.9807, val loss: 0.0779, val acc: 0.9773 EarlyStopping counter: 1 out of 7 (-0.077855 is worse than -0.066290) Epoch [4/100], train loss: 0.0865, train acc: 0.9747, val loss: 0.0875, val acc: 0.9682 EarlyStopping counter: 2 out of 7 (-0.087457 is worse than -0.066290) Epoch [5/100], train loss: 0.0769, train acc: 0.9868, val loss: 0.0922, val acc: 0.9727 EarlyStopping counter: 3 out of 7 (-0.092224 is worse than -0.066290) Epoch [6/100], train loss: 0.0774, train acc: 0.9838, val loss: 0.0920, val acc: 0.9773 EarlyStopping counter: 4 out of 7 (-0.092039 is worse than -0.066290) Epoch [7/100], train loss: 0.0758, train acc: 0.9848, val loss: 0.0948, val acc: 0.9682 EarlyStopping counter: 5 out of 7 (-0.094806 is worse than -0.066290) Epoch [8/100], train loss: 0.0721, train acc: 0.9843, val loss: 0.1014, val acc: 0.9636 EarlyStopping counter: 6 out of 7 (-0.101373 is worse than -0.066290) Epoch [9/100], train loss: 0.0751, train acc: 0.9838, val loss: 0.1054, val acc: 0.9636 EarlyStopping counter: 7 out of 7 (-0.105376 is worse than -0.066290) Early Stopping Here Fold 23 Epoch [1/100], train loss: 0.0845, train acc: 0.9802, val loss: 0.0523, val acc: 0.9955 Saving first run as baseline. (inf --> -0.052301). Saving model ... Epoch [2/100], train loss: 0.0859, train acc: 0.9787, val loss: 0.0772, val acc: 0.9909 EarlyStopping counter: 1 out of 7 (-0.077179 is worse than -0.052301) Epoch [3/100], train loss: 0.0860, train acc: 0.9823, val loss: 0.0671, val acc: 0.9818 EarlyStopping counter: 2 out of 7 (-0.067067 is worse than -0.052301) Epoch [4/100], train loss: 0.0852, train acc: 0.9807, val loss: 0.0658, val acc: 0.9955 EarlyStopping counter: 3 out of 7 (-0.065752 is worse than -0.052301) Epoch [5/100], train loss: 0.0824, train acc: 0.9833, val loss: 0.0714, val acc: 0.9909 EarlyStopping counter: 4 out of 7 (-0.071394 is worse than -0.052301) Epoch [6/100], train loss: 0.0782, train acc: 0.9823, val loss: 0.0778, val acc: 0.9818 EarlyStopping counter: 5 out of 7 (-0.077799 is worse than -0.052301) Epoch [7/100], train loss: 0.0729, train acc: 0.9868, val loss: 0.0846, val acc: 0.9864 EarlyStopping counter: 6 out of 7 (-0.084636 is worse than -0.052301) Epoch [8/100], train loss: 0.0837, train acc: 0.9767, val loss: 0.0866, val acc: 0.9727 EarlyStopping counter: 7 out of 7 (-0.086553 is worse than -0.052301) Early Stopping Here Fold 24 Epoch [1/100], train loss: 0.0831, train acc: 0.9818, val loss: 0.0692, val acc: 0.9954 Saving first run as baseline. (inf --> -0.069160). Saving model ... Epoch [2/100], train loss: 0.0817, train acc: 0.9792, val loss: 0.0684, val acc: 0.9909 EarlyStopping counter: 1 out of 7 (-0.068446 is worse than -0.069160) Epoch [3/100], train loss: 0.0900, train acc: 0.9762, val loss: 0.0688, val acc: 0.9954 EarlyStopping counter: 2 out of 7 (-0.068756 is worse than -0.069160) Epoch [4/100], train loss: 0.1013, train acc: 0.9726, val loss: 0.1147, val acc: 0.9589 EarlyStopping counter: 3 out of 7 (-0.114702 is worse than -0.069160) Epoch [5/100], train loss: 0.0843, train acc: 0.9807, val loss: 0.0737, val acc: 0.9909 EarlyStopping counter: 4 out of 7 (-0.073663 is worse than -0.069160) Epoch [6/100], train loss: 0.0816, train acc: 0.9828, val loss: 0.0732, val acc: 0.9954 EarlyStopping counter: 5 out of 7 (-0.073240 is worse than -0.069160) Epoch [7/100], train loss: 0.0785, train acc: 0.9823, val loss: 0.0815, val acc: 0.9817 EarlyStopping counter: 6 out of 7 (-0.081541 is worse than -0.069160) Epoch [8/100], train loss: 0.0767, train acc: 0.9838, val loss: 0.0855, val acc: 0.9863 EarlyStopping counter: 7 out of 7 (-0.085518 is worse than -0.069160) Early Stopping Here Fold 25 Epoch [1/100], train loss: 0.0897, train acc: 0.9792, val loss: 0.0718, val acc: 0.9817 Saving first run as baseline. (inf --> -0.071840). Saving model ... Epoch [2/100], train loss: 0.0828, train acc: 0.9807, val loss: 0.0664, val acc: 0.9817 Validation loss decreased (-0.071840 --> -0.066358). Saving model ... Epoch [3/100], train loss: 0.0829, train acc: 0.9802, val loss: 0.0590, val acc: 0.9863 Validation loss decreased (-0.066358 --> -0.058988). Saving model ... Epoch [4/100], train loss: 0.1007, train acc: 0.9737, val loss: 0.1030, val acc: 0.9589 EarlyStopping counter: 1 out of 7 (-0.103013 is worse than -0.058988) Epoch [5/100], train loss: 0.0872, train acc: 0.9742, val loss: 0.0810, val acc: 0.9772 EarlyStopping counter: 2 out of 7 (-0.080963 is worse than -0.058988) Epoch [6/100], train loss: 0.0861, train acc: 0.9797, val loss: 0.0880, val acc: 0.9726 EarlyStopping counter: 3 out of 7 (-0.087950 is worse than -0.058988) Epoch [7/100], train loss: 0.0678, train acc: 0.9889, val loss: 0.0710, val acc: 0.9863 EarlyStopping counter: 4 out of 7 (-0.070996 is worse than -0.058988) Epoch [8/100], train loss: 0.0763, train acc: 0.9863, val loss: 0.0763, val acc: 0.9772 EarlyStopping counter: 5 out of 7 (-0.076309 is worse than -0.058988) Epoch [9/100], train loss: 0.0689, train acc: 0.9883, val loss: 0.0812, val acc: 0.9909 EarlyStopping counter: 6 out of 7 (-0.081175 is worse than -0.058988) Epoch [10/100], train loss: 0.0780, train acc: 0.9818, val loss: 0.0766, val acc: 0.9817 EarlyStopping counter: 7 out of 7 (-0.076628 is worse than -0.058988) Early Stopping Here Fold 26 Epoch [1/100], train loss: 0.0817, train acc: 0.9833, val loss: 0.0605, val acc: 0.9863 Saving first run as baseline. (inf --> -0.060527). Saving model ... Epoch [2/100], train loss: 0.0724, train acc: 0.9863, val loss: 0.0677, val acc: 0.9863 EarlyStopping counter: 1 out of 7 (-0.067689 is worse than -0.060527) Epoch [3/100], train loss: 0.0834, train acc: 0.9813, val loss: 0.0729, val acc: 0.9817 EarlyStopping counter: 2 out of 7 (-0.072943 is worse than -0.060527) Epoch [4/100], train loss: 0.0715, train acc: 0.9853, val loss: 0.0821, val acc: 0.9817 EarlyStopping counter: 3 out of 7 (-0.082100 is worse than -0.060527) Epoch [5/100], train loss: 0.0744, train acc: 0.9828, val loss: 0.0767, val acc: 0.9863 EarlyStopping counter: 4 out of 7 (-0.076686 is worse than -0.060527) Epoch [6/100], train loss: 0.0799, train acc: 0.9797, val loss: 0.0892, val acc: 0.9817 EarlyStopping counter: 5 out of 7 (-0.089227 is worse than -0.060527) Epoch [7/100], train loss: 0.0703, train acc: 0.9853, val loss: 0.0807, val acc: 0.9863 EarlyStopping counter: 6 out of 7 (-0.080687 is worse than -0.060527) Epoch [8/100], train loss: 0.0739, train acc: 0.9823, val loss: 0.0883, val acc: 0.9817 EarlyStopping counter: 7 out of 7 (-0.088271 is worse than -0.060527) Early Stopping Here Fold 27 Epoch [1/100], train loss: 0.0792, train acc: 0.9863, val loss: 0.0415, val acc: 1.0000 Saving first run as baseline. (inf --> -0.041525). Saving model ... Epoch [2/100], train loss: 0.0711, train acc: 0.9878, val loss: 0.0468, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.046812 is worse than -0.041525) Epoch [3/100], train loss: 0.0781, train acc: 0.9848, val loss: 0.0507, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.050661 is worse than -0.041525) Epoch [4/100], train loss: 0.0781, train acc: 0.9838, val loss: 0.0545, val acc: 0.9863 EarlyStopping counter: 3 out of 7 (-0.054523 is worse than -0.041525) Epoch [5/100], train loss: 0.0897, train acc: 0.9762, val loss: 0.0542, val acc: 0.9954 EarlyStopping counter: 4 out of 7 (-0.054227 is worse than -0.041525) Epoch [6/100], train loss: 0.0829, train acc: 0.9792, val loss: 0.0881, val acc: 0.9726 EarlyStopping counter: 5 out of 7 (-0.088080 is worse than -0.041525) Epoch [7/100], train loss: 0.0831, train acc: 0.9772, val loss: 0.0558, val acc: 0.9909 EarlyStopping counter: 6 out of 7 (-0.055798 is worse than -0.041525) Epoch [8/100], train loss: 0.0722, train acc: 0.9873, val loss: 0.0748, val acc: 0.9817 EarlyStopping counter: 7 out of 7 (-0.074772 is worse than -0.041525) Early Stopping Here Fold 28 Epoch [1/100], train loss: 0.0769, train acc: 0.9828, val loss: 0.0454, val acc: 0.9954 Saving first run as baseline. (inf --> -0.045426). Saving model ... Epoch [2/100], train loss: 0.0731, train acc: 0.9878, val loss: 0.0453, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.045341 is worse than -0.045426) Epoch [3/100], train loss: 0.0730, train acc: 0.9838, val loss: 0.0627, val acc: 0.9954 EarlyStopping counter: 2 out of 7 (-0.062712 is worse than -0.045426) Epoch [4/100], train loss: 0.0707, train acc: 0.9873, val loss: 0.0608, val acc: 0.9954 EarlyStopping counter: 3 out of 7 (-0.060759 is worse than -0.045426) Epoch [5/100], train loss: 0.0856, train acc: 0.9767, val loss: 0.0550, val acc: 0.9909 EarlyStopping counter: 4 out of 7 (-0.055015 is worse than -0.045426) Epoch [6/100], train loss: 0.0816, train acc: 0.9818, val loss: 0.0824, val acc: 0.9817 EarlyStopping counter: 5 out of 7 (-0.082406 is worse than -0.045426) Epoch [7/100], train loss: 0.0779, train acc: 0.9813, val loss: 0.0728, val acc: 0.9817 EarlyStopping counter: 6 out of 7 (-0.072834 is worse than -0.045426) Epoch [8/100], train loss: 0.0754, train acc: 0.9802, val loss: 0.0520, val acc: 0.9909 EarlyStopping counter: 7 out of 7 (-0.052035 is worse than -0.045426) Early Stopping Here Fold 29 Epoch [1/100], train loss: 0.0799, train acc: 0.9818, val loss: 0.0562, val acc: 0.9909 Saving first run as baseline. (inf --> -0.056240). Saving model ... Epoch [2/100], train loss: 0.0794, train acc: 0.9802, val loss: 0.0543, val acc: 0.9909 Validation loss decreased (-0.056240 --> -0.054329). Saving model ... Epoch [3/100], train loss: 0.0728, train acc: 0.9838, val loss: 0.0717, val acc: 0.9817 EarlyStopping counter: 1 out of 7 (-0.071668 is worse than -0.054329) Epoch [4/100], train loss: 0.0841, train acc: 0.9777, val loss: 0.0604, val acc: 0.9954 EarlyStopping counter: 2 out of 7 (-0.060382 is worse than -0.054329) Epoch [5/100], train loss: 0.0694, train acc: 0.9853, val loss: 0.0628, val acc: 0.9954 EarlyStopping counter: 3 out of 7 (-0.062822 is worse than -0.054329) Epoch [6/100], train loss: 0.0674, train acc: 0.9838, val loss: 0.0681, val acc: 0.9863 EarlyStopping counter: 4 out of 7 (-0.068118 is worse than -0.054329) Epoch [7/100], train loss: 0.0696, train acc: 0.9858, val loss: 0.0842, val acc: 0.9726 EarlyStopping counter: 5 out of 7 (-0.084209 is worse than -0.054329) Epoch [8/100], train loss: 0.0708, train acc: 0.9848, val loss: 0.0663, val acc: 0.9909 EarlyStopping counter: 6 out of 7 (-0.066343 is worse than -0.054329) Epoch [9/100], train loss: 0.0670, train acc: 0.9863, val loss: 0.0769, val acc: 0.9817 EarlyStopping counter: 7 out of 7 (-0.076892 is worse than -0.054329) Early Stopping Here Fold 30 Epoch [1/100], train loss: 0.0691, train acc: 0.9873, val loss: 0.0443, val acc: 1.0000 Saving first run as baseline. (inf --> -0.044283). Saving model ... Epoch [2/100], train loss: 0.0691, train acc: 0.9873, val loss: 0.0497, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.049748 is worse than -0.044283) Epoch [3/100], train loss: 0.0787, train acc: 0.9797, val loss: 0.0556, val acc: 0.9954 EarlyStopping counter: 2 out of 7 (-0.055582 is worse than -0.044283) Epoch [4/100], train loss: 0.0722, train acc: 0.9848, val loss: 0.0532, val acc: 0.9909 EarlyStopping counter: 3 out of 7 (-0.053155 is worse than -0.044283) Epoch [5/100], train loss: 0.0784, train acc: 0.9828, val loss: 0.0574, val acc: 0.9909 EarlyStopping counter: 4 out of 7 (-0.057431 is worse than -0.044283) Epoch [6/100], train loss: 0.0709, train acc: 0.9853, val loss: 0.0639, val acc: 0.9817 EarlyStopping counter: 5 out of 7 (-0.063889 is worse than -0.044283) Epoch [7/100], train loss: 0.0751, train acc: 0.9813, val loss: 0.0633, val acc: 0.9817 EarlyStopping counter: 6 out of 7 (-0.063315 is worse than -0.044283) Epoch [8/100], train loss: 0.0616, train acc: 0.9894, val loss: 0.0581, val acc: 0.9909 EarlyStopping counter: 7 out of 7 (-0.058054 is worse than -0.044283) Early Stopping Here Fold 31 Epoch [1/100], train loss: 0.0691, train acc: 0.9863, val loss: 0.0499, val acc: 0.9864 Saving first run as baseline. (inf --> -0.049920). Saving model ... Epoch [2/100], train loss: 0.0722, train acc: 0.9812, val loss: 0.0533, val acc: 0.9955 EarlyStopping counter: 1 out of 7 (-0.053310 is worse than -0.049920) Epoch [3/100], train loss: 0.0769, train acc: 0.9843, val loss: 0.0563, val acc: 0.9955 EarlyStopping counter: 2 out of 7 (-0.056283 is worse than -0.049920) Epoch [4/100], train loss: 0.0719, train acc: 0.9868, val loss: 0.0514, val acc: 0.9955 EarlyStopping counter: 3 out of 7 (-0.051382 is worse than -0.049920) Epoch [5/100], train loss: 0.0769, train acc: 0.9802, val loss: 0.0644, val acc: 0.9818 EarlyStopping counter: 4 out of 7 (-0.064439 is worse than -0.049920) Epoch [6/100], train loss: 0.0665, train acc: 0.9853, val loss: 0.0582, val acc: 0.9773 EarlyStopping counter: 5 out of 7 (-0.058155 is worse than -0.049920) Epoch [7/100], train loss: 0.0733, train acc: 0.9807, val loss: 0.0738, val acc: 0.9818 EarlyStopping counter: 6 out of 7 (-0.073752 is worse than -0.049920) Epoch [8/100], train loss: 0.0719, train acc: 0.9833, val loss: 0.0749, val acc: 0.9818 EarlyStopping counter: 7 out of 7 (-0.074909 is worse than -0.049920) Early Stopping Here Fold 32 Epoch [1/100], train loss: 0.0828, train acc: 0.9807, val loss: 0.0594, val acc: 0.9955 Saving first run as baseline. (inf --> -0.059378). Saving model ... Epoch [2/100], train loss: 0.0805, train acc: 0.9767, val loss: 0.0646, val acc: 0.9955 EarlyStopping counter: 1 out of 7 (-0.064594 is worse than -0.059378) Epoch [3/100], train loss: 0.0750, train acc: 0.9863, val loss: 0.0613, val acc: 0.9909 EarlyStopping counter: 2 out of 7 (-0.061272 is worse than -0.059378) Epoch [4/100], train loss: 0.0707, train acc: 0.9833, val loss: 0.0656, val acc: 0.9955 EarlyStopping counter: 3 out of 7 (-0.065606 is worse than -0.059378) Epoch [5/100], train loss: 0.0774, train acc: 0.9767, val loss: 0.0753, val acc: 0.9864 EarlyStopping counter: 4 out of 7 (-0.075277 is worse than -0.059378) Epoch [6/100], train loss: 0.0628, train acc: 0.9873, val loss: 0.0766, val acc: 0.9909 EarlyStopping counter: 5 out of 7 (-0.076638 is worse than -0.059378) Epoch [7/100], train loss: 0.0621, train acc: 0.9873, val loss: 0.0830, val acc: 0.9773 EarlyStopping counter: 6 out of 7 (-0.082983 is worse than -0.059378) Epoch [8/100], train loss: 0.0606, train acc: 0.9888, val loss: 0.0836, val acc: 0.9818 EarlyStopping counter: 7 out of 7 (-0.083561 is worse than -0.059378) Early Stopping Here Fold 33 Epoch [1/100], train loss: 0.0679, train acc: 0.9888, val loss: 0.0380, val acc: 1.0000 Saving first run as baseline. (inf --> -0.038042). Saving model ... Epoch [2/100], train loss: 0.0694, train acc: 0.9863, val loss: 0.0426, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.042587 is worse than -0.038042) Epoch [3/100], train loss: 0.0740, train acc: 0.9828, val loss: 0.0425, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.042483 is worse than -0.038042) Epoch [4/100], train loss: 0.0706, train acc: 0.9853, val loss: 0.0537, val acc: 0.9955 EarlyStopping counter: 3 out of 7 (-0.053715 is worse than -0.038042) Epoch [5/100], train loss: 0.0651, train acc: 0.9883, val loss: 0.0458, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.045826 is worse than -0.038042) Epoch [6/100], train loss: 0.0649, train acc: 0.9873, val loss: 0.0558, val acc: 0.9955 EarlyStopping counter: 5 out of 7 (-0.055758 is worse than -0.038042) Epoch [7/100], train loss: 0.0675, train acc: 0.9863, val loss: 0.0618, val acc: 0.9818 EarlyStopping counter: 6 out of 7 (-0.061795 is worse than -0.038042) Epoch [8/100], train loss: 0.0624, train acc: 0.9878, val loss: 0.0524, val acc: 0.9955 EarlyStopping counter: 7 out of 7 (-0.052418 is worse than -0.038042) Early Stopping Here Fold 34 Epoch [1/100], train loss: 0.0725, train acc: 0.9863, val loss: 0.0343, val acc: 1.0000 Saving first run as baseline. (inf --> -0.034303). Saving model ... Epoch [2/100], train loss: 0.0748, train acc: 0.9823, val loss: 0.0409, val acc: 0.9954 EarlyStopping counter: 1 out of 7 (-0.040929 is worse than -0.034303) Epoch [3/100], train loss: 0.0713, train acc: 0.9833, val loss: 0.0426, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.042559 is worse than -0.034303) Epoch [4/100], train loss: 0.0632, train acc: 0.9899, val loss: 0.0392, val acc: 0.9954 EarlyStopping counter: 3 out of 7 (-0.039212 is worse than -0.034303) Epoch [5/100], train loss: 0.0685, train acc: 0.9848, val loss: 0.0489, val acc: 0.9954 EarlyStopping counter: 4 out of 7 (-0.048859 is worse than -0.034303) Epoch [6/100], train loss: 0.0717, train acc: 0.9838, val loss: 0.0510, val acc: 0.9909 EarlyStopping counter: 5 out of 7 (-0.051047 is worse than -0.034303) Epoch [7/100], train loss: 0.0751, train acc: 0.9813, val loss: 0.0676, val acc: 0.9817 EarlyStopping counter: 6 out of 7 (-0.067555 is worse than -0.034303) Epoch [8/100], train loss: 0.0715, train acc: 0.9833, val loss: 0.0505, val acc: 0.9954 EarlyStopping counter: 7 out of 7 (-0.050534 is worse than -0.034303) Early Stopping Here Fold 35 Epoch [1/100], train loss: 0.0680, train acc: 0.9883, val loss: 0.0482, val acc: 0.9954 Saving first run as baseline. (inf --> -0.048157). Saving model ... Epoch [2/100], train loss: 0.0724, train acc: 0.9838, val loss: 0.0432, val acc: 0.9909 Validation loss decreased (-0.048157 --> -0.043153). Saving model ... Epoch [3/100], train loss: 0.0644, train acc: 0.9889, val loss: 0.0431, val acc: 0.9909 EarlyStopping counter: 1 out of 7 (-0.043089 is worse than -0.043153) Epoch [4/100], train loss: 0.0727, train acc: 0.9833, val loss: 0.0639, val acc: 0.9863 EarlyStopping counter: 2 out of 7 (-0.063944 is worse than -0.043153) Epoch [5/100], train loss: 0.0716, train acc: 0.9833, val loss: 0.0477, val acc: 0.9909 EarlyStopping counter: 3 out of 7 (-0.047693 is worse than -0.043153) Epoch [6/100], train loss: 0.0670, train acc: 0.9889, val loss: 0.0538, val acc: 0.9817 EarlyStopping counter: 4 out of 7 (-0.053808 is worse than -0.043153) Epoch [7/100], train loss: 0.0583, train acc: 0.9924, val loss: 0.0557, val acc: 0.9909 EarlyStopping counter: 5 out of 7 (-0.055695 is worse than -0.043153) Epoch [8/100], train loss: 0.0603, train acc: 0.9909, val loss: 0.0566, val acc: 0.9909 EarlyStopping counter: 6 out of 7 (-0.056563 is worse than -0.043153) Epoch [9/100], train loss: 0.0644, train acc: 0.9863, val loss: 0.0555, val acc: 0.9863 EarlyStopping counter: 7 out of 7 (-0.055485 is worse than -0.043153) Early Stopping Here Fold 36 Epoch [1/100], train loss: 0.0617, train acc: 0.9899, val loss: 0.0523, val acc: 0.9909 Saving first run as baseline. (inf --> -0.052284). Saving model ... Epoch [2/100], train loss: 0.0724, train acc: 0.9858, val loss: 0.0608, val acc: 0.9909 EarlyStopping counter: 1 out of 7 (-0.060814 is worse than -0.052284) Epoch [3/100], train loss: 0.0600, train acc: 0.9904, val loss: 0.0637, val acc: 0.9909 EarlyStopping counter: 2 out of 7 (-0.063665 is worse than -0.052284) Epoch [4/100], train loss: 0.0636, train acc: 0.9873, val loss: 0.0647, val acc: 0.9909 EarlyStopping counter: 3 out of 7 (-0.064713 is worse than -0.052284) Epoch [5/100], train loss: 0.0590, train acc: 0.9883, val loss: 0.0658, val acc: 0.9954 EarlyStopping counter: 4 out of 7 (-0.065847 is worse than -0.052284) Epoch [6/100], train loss: 0.0649, train acc: 0.9853, val loss: 0.0812, val acc: 0.9909 EarlyStopping counter: 5 out of 7 (-0.081179 is worse than -0.052284) Epoch [7/100], train loss: 0.0623, train acc: 0.9873, val loss: 0.0752, val acc: 0.9909 EarlyStopping counter: 6 out of 7 (-0.075213 is worse than -0.052284) Epoch [8/100], train loss: 0.0634, train acc: 0.9883, val loss: 0.0861, val acc: 0.9863 EarlyStopping counter: 7 out of 7 (-0.086094 is worse than -0.052284) Early Stopping Here Fold 37 Epoch [1/100], train loss: 0.0663, train acc: 0.9868, val loss: 0.0460, val acc: 0.9954 Saving first run as baseline. (inf --> -0.046013). Saving model ... Epoch [2/100], train loss: 0.0731, train acc: 0.9848, val loss: 0.0539, val acc: 0.9909 EarlyStopping counter: 1 out of 7 (-0.053922 is worse than -0.046013) Epoch [3/100], train loss: 0.0813, train acc: 0.9792, val loss: 0.0660, val acc: 0.9863 EarlyStopping counter: 2 out of 7 (-0.066013 is worse than -0.046013) Epoch [4/100], train loss: 0.0640, train acc: 0.9868, val loss: 0.0529, val acc: 0.9909 EarlyStopping counter: 3 out of 7 (-0.052877 is worse than -0.046013) Epoch [5/100], train loss: 0.0576, train acc: 0.9904, val loss: 0.0579, val acc: 0.9909 EarlyStopping counter: 4 out of 7 (-0.057899 is worse than -0.046013) Epoch [6/100], train loss: 0.0693, train acc: 0.9833, val loss: 0.0557, val acc: 0.9909 EarlyStopping counter: 5 out of 7 (-0.055717 is worse than -0.046013) Epoch [7/100], train loss: 0.0640, train acc: 0.9878, val loss: 0.0563, val acc: 0.9909 EarlyStopping counter: 6 out of 7 (-0.056320 is worse than -0.046013) Epoch [8/100], train loss: 0.0593, train acc: 0.9909, val loss: 0.0620, val acc: 0.9863 EarlyStopping counter: 7 out of 7 (-0.062030 is worse than -0.046013) Early Stopping Here Fold 38 Epoch [1/100], train loss: 0.0751, train acc: 0.9807, val loss: 0.0557, val acc: 0.9817 Saving first run as baseline. (inf --> -0.055666). Saving model ... Epoch [2/100], train loss: 0.0639, train acc: 0.9868, val loss: 0.0521, val acc: 0.9909 Validation loss decreased (-0.055666 --> -0.052066). Saving model ... Epoch [3/100], train loss: 0.0707, train acc: 0.9863, val loss: 0.0648, val acc: 0.9772 EarlyStopping counter: 1 out of 7 (-0.064819 is worse than -0.052066) Epoch [4/100], train loss: 0.0681, train acc: 0.9863, val loss: 0.0735, val acc: 0.9817 EarlyStopping counter: 2 out of 7 (-0.073484 is worse than -0.052066) Epoch [5/100], train loss: 0.0592, train acc: 0.9919, val loss: 0.0582, val acc: 0.9909 EarlyStopping counter: 3 out of 7 (-0.058249 is worse than -0.052066) Epoch [6/100], train loss: 0.0542, train acc: 0.9894, val loss: 0.0676, val acc: 0.9772 EarlyStopping counter: 4 out of 7 (-0.067583 is worse than -0.052066) Epoch [7/100], train loss: 0.0560, train acc: 0.9924, val loss: 0.0669, val acc: 0.9772 EarlyStopping counter: 5 out of 7 (-0.066883 is worse than -0.052066) Epoch [8/100], train loss: 0.0575, train acc: 0.9894, val loss: 0.0682, val acc: 0.9772 EarlyStopping counter: 6 out of 7 (-0.068150 is worse than -0.052066) Epoch [9/100], train loss: 0.0578, train acc: 0.9899, val loss: 0.0714, val acc: 0.9772 EarlyStopping counter: 7 out of 7 (-0.071395 is worse than -0.052066) Early Stopping Here Fold 39 Epoch [1/100], train loss: 0.0670, train acc: 0.9878, val loss: 0.0436, val acc: 1.0000 Saving first run as baseline. (inf --> -0.043643). Saving model ... Epoch [2/100], train loss: 0.0699, train acc: 0.9838, val loss: 0.0401, val acc: 1.0000 Validation loss decreased (-0.043643 --> -0.040133). Saving model ... Epoch [3/100], train loss: 0.0631, train acc: 0.9909, val loss: 0.0426, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.042645 is worse than -0.040133) Epoch [4/100], train loss: 0.0580, train acc: 0.9899, val loss: 0.0446, val acc: 0.9954 EarlyStopping counter: 2 out of 7 (-0.044598 is worse than -0.040133) Epoch [5/100], train loss: 0.0632, train acc: 0.9843, val loss: 0.0516, val acc: 0.9954 EarlyStopping counter: 3 out of 7 (-0.051564 is worse than -0.040133) Epoch [6/100], train loss: 0.0562, train acc: 0.9929, val loss: 0.0435, val acc: 0.9954 EarlyStopping counter: 4 out of 7 (-0.043532 is worse than -0.040133) Epoch [7/100], train loss: 0.0659, train acc: 0.9838, val loss: 0.0462, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.046243 is worse than -0.040133) Epoch [8/100], train loss: 0.0671, train acc: 0.9863, val loss: 0.0527, val acc: 0.9954 EarlyStopping counter: 6 out of 7 (-0.052679 is worse than -0.040133) Epoch [9/100], train loss: 0.0717, train acc: 0.9813, val loss: 0.0619, val acc: 0.9954 EarlyStopping counter: 7 out of 7 (-0.061949 is worse than -0.040133) Early Stopping Here Fold 40 Epoch [1/100], train loss: 0.0815, train acc: 0.9762, val loss: 0.0441, val acc: 0.9954 Saving first run as baseline. (inf --> -0.044109). Saving model ... Epoch [2/100], train loss: 0.0797, train acc: 0.9823, val loss: 0.0407, val acc: 0.9954 Validation loss decreased (-0.044109 --> -0.040689). Saving model ... Epoch [3/100], train loss: 0.0647, train acc: 0.9848, val loss: 0.0480, val acc: 0.9909 EarlyStopping counter: 1 out of 7 (-0.048031 is worse than -0.040689) Epoch [4/100], train loss: 0.0612, train acc: 0.9883, val loss: 0.0367, val acc: 0.9954 Validation loss decreased (-0.040689 --> -0.036679). Saving model ... Epoch [5/100], train loss: 0.0720, train acc: 0.9818, val loss: 0.0416, val acc: 0.9954 EarlyStopping counter: 1 out of 7 (-0.041594 is worse than -0.036679) Epoch [6/100], train loss: 0.0560, train acc: 0.9929, val loss: 0.0412, val acc: 0.9909 EarlyStopping counter: 2 out of 7 (-0.041190 is worse than -0.036679) Epoch [7/100], train loss: 0.0617, train acc: 0.9858, val loss: 0.0394, val acc: 0.9909 EarlyStopping counter: 3 out of 7 (-0.039395 is worse than -0.036679) Epoch [8/100], train loss: 0.0621, train acc: 0.9863, val loss: 0.0403, val acc: 0.9863 EarlyStopping counter: 4 out of 7 (-0.040342 is worse than -0.036679) Epoch [9/100], train loss: 0.0760, train acc: 0.9782, val loss: 0.0416, val acc: 0.9909 EarlyStopping counter: 5 out of 7 (-0.041574 is worse than -0.036679) Epoch [10/100], train loss: 0.0564, train acc: 0.9899, val loss: 0.0480, val acc: 0.9909 EarlyStopping counter: 6 out of 7 (-0.047997 is worse than -0.036679) Epoch [11/100], train loss: 0.0533, train acc: 0.9873, val loss: 0.0497, val acc: 0.9863 EarlyStopping counter: 7 out of 7 (-0.049736 is worse than -0.036679) Early Stopping Here Fold 41 Epoch [1/100], train loss: 0.0640, train acc: 0.9894, val loss: 0.0341, val acc: 0.9955 Saving first run as baseline. (inf --> -0.034051). Saving model ... Epoch [2/100], train loss: 0.0595, train acc: 0.9888, val loss: 0.0410, val acc: 0.9909 EarlyStopping counter: 1 out of 7 (-0.040999 is worse than -0.034051) Epoch [3/100], train loss: 0.0576, train acc: 0.9894, val loss: 0.0379, val acc: 0.9955 EarlyStopping counter: 2 out of 7 (-0.037943 is worse than -0.034051) Epoch [4/100], train loss: 0.0599, train acc: 0.9888, val loss: 0.0384, val acc: 0.9955 EarlyStopping counter: 3 out of 7 (-0.038358 is worse than -0.034051) Epoch [5/100], train loss: 0.0647, train acc: 0.9868, val loss: 0.0436, val acc: 0.9909 EarlyStopping counter: 4 out of 7 (-0.043583 is worse than -0.034051) Epoch [6/100], train loss: 0.0608, train acc: 0.9894, val loss: 0.0486, val acc: 0.9909 EarlyStopping counter: 5 out of 7 (-0.048637 is worse than -0.034051) Epoch [7/100], train loss: 0.0563, train acc: 0.9904, val loss: 0.0511, val acc: 0.9955 EarlyStopping counter: 6 out of 7 (-0.051144 is worse than -0.034051) Epoch [8/100], train loss: 0.0570, train acc: 0.9899, val loss: 0.0462, val acc: 0.9955 EarlyStopping counter: 7 out of 7 (-0.046174 is worse than -0.034051) Early Stopping Here Fold 42 Epoch [1/100], train loss: 0.0661, train acc: 0.9838, val loss: 0.0328, val acc: 0.9955 Saving first run as baseline. (inf --> -0.032760). Saving model ... Epoch [2/100], train loss: 0.0619, train acc: 0.9878, val loss: 0.0363, val acc: 0.9955 EarlyStopping counter: 1 out of 7 (-0.036321 is worse than -0.032760) Epoch [3/100], train loss: 0.0568, train acc: 0.9883, val loss: 0.0358, val acc: 0.9955 EarlyStopping counter: 2 out of 7 (-0.035775 is worse than -0.032760) Epoch [4/100], train loss: 0.0561, train acc: 0.9904, val loss: 0.0393, val acc: 0.9909 EarlyStopping counter: 3 out of 7 (-0.039306 is worse than -0.032760) Epoch [5/100], train loss: 0.0623, train acc: 0.9858, val loss: 0.0424, val acc: 0.9909 EarlyStopping counter: 4 out of 7 (-0.042355 is worse than -0.032760) Epoch [6/100], train loss: 0.0552, train acc: 0.9899, val loss: 0.0422, val acc: 0.9955 EarlyStopping counter: 5 out of 7 (-0.042188 is worse than -0.032760) Epoch [7/100], train loss: 0.0675, train acc: 0.9843, val loss: 0.0617, val acc: 0.9864 EarlyStopping counter: 6 out of 7 (-0.061698 is worse than -0.032760) Epoch [8/100], train loss: 0.0542, train acc: 0.9894, val loss: 0.0469, val acc: 0.9955 EarlyStopping counter: 7 out of 7 (-0.046856 is worse than -0.032760) Early Stopping Here Fold 43 Epoch [1/100], train loss: 0.0689, train acc: 0.9797, val loss: 0.0377, val acc: 0.9955 Saving first run as baseline. (inf --> -0.037713). Saving model ... Epoch [2/100], train loss: 0.0604, train acc: 0.9858, val loss: 0.0405, val acc: 0.9955 EarlyStopping counter: 1 out of 7 (-0.040493 is worse than -0.037713) Epoch [3/100], train loss: 0.0602, train acc: 0.9894, val loss: 0.0378, val acc: 0.9955 EarlyStopping counter: 2 out of 7 (-0.037758 is worse than -0.037713) Epoch [4/100], train loss: 0.0550, train acc: 0.9894, val loss: 0.0362, val acc: 0.9955 Validation loss decreased (-0.037713 --> -0.036150). Saving model ... Epoch [5/100], train loss: 0.0639, train acc: 0.9878, val loss: 0.0424, val acc: 0.9955 EarlyStopping counter: 1 out of 7 (-0.042424 is worse than -0.036150) Epoch [6/100], train loss: 0.0607, train acc: 0.9878, val loss: 0.0480, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.048033 is worse than -0.036150) Epoch [7/100], train loss: 0.0540, train acc: 0.9914, val loss: 0.0474, val acc: 0.9955 EarlyStopping counter: 3 out of 7 (-0.047401 is worse than -0.036150) Epoch [8/100], train loss: 0.0563, train acc: 0.9894, val loss: 0.0471, val acc: 0.9955 EarlyStopping counter: 4 out of 7 (-0.047081 is worse than -0.036150) Epoch [9/100], train loss: 0.0631, train acc: 0.9848, val loss: 0.0635, val acc: 0.9818 EarlyStopping counter: 5 out of 7 (-0.063520 is worse than -0.036150) Epoch [10/100], train loss: 0.0785, train acc: 0.9772, val loss: 0.0760, val acc: 0.9682 EarlyStopping counter: 6 out of 7 (-0.075955 is worse than -0.036150) Epoch [11/100], train loss: 0.0674, train acc: 0.9833, val loss: 0.0641, val acc: 0.9818 EarlyStopping counter: 7 out of 7 (-0.064121 is worse than -0.036150) Early Stopping Here Fold 44 Epoch [1/100], train loss: 0.0625, train acc: 0.9873, val loss: 0.0372, val acc: 0.9954 Saving first run as baseline. (inf --> -0.037235). Saving model ... Epoch [2/100], train loss: 0.0599, train acc: 0.9889, val loss: 0.0382, val acc: 0.9909 EarlyStopping counter: 1 out of 7 (-0.038184 is worse than -0.037235) Epoch [3/100], train loss: 0.0605, train acc: 0.9883, val loss: 0.0486, val acc: 0.9909 EarlyStopping counter: 2 out of 7 (-0.048578 is worse than -0.037235) Epoch [4/100], train loss: 0.0562, train acc: 0.9868, val loss: 0.0396, val acc: 0.9954 EarlyStopping counter: 3 out of 7 (-0.039605 is worse than -0.037235) Epoch [5/100], train loss: 0.0542, train acc: 0.9904, val loss: 0.0399, val acc: 0.9954 EarlyStopping counter: 4 out of 7 (-0.039891 is worse than -0.037235) Epoch [6/100], train loss: 0.0527, train acc: 0.9868, val loss: 0.0424, val acc: 0.9909 EarlyStopping counter: 5 out of 7 (-0.042400 is worse than -0.037235) Epoch [7/100], train loss: 0.0494, train acc: 0.9919, val loss: 0.0508, val acc: 0.9863 EarlyStopping counter: 6 out of 7 (-0.050802 is worse than -0.037235) Epoch [8/100], train loss: 0.0542, train acc: 0.9914, val loss: 0.0414, val acc: 0.9863 EarlyStopping counter: 7 out of 7 (-0.041432 is worse than -0.037235) Early Stopping Here Fold 45 Epoch [1/100], train loss: 0.0517, train acc: 0.9904, val loss: 0.0329, val acc: 1.0000 Saving first run as baseline. (inf --> -0.032852). Saving model ... Epoch [2/100], train loss: 0.0508, train acc: 0.9939, val loss: 0.0399, val acc: 0.9954 EarlyStopping counter: 1 out of 7 (-0.039853 is worse than -0.032852) Epoch [3/100], train loss: 0.0559, train acc: 0.9858, val loss: 0.0395, val acc: 0.9954 EarlyStopping counter: 2 out of 7 (-0.039488 is worse than -0.032852) Epoch [4/100], train loss: 0.0538, train acc: 0.9929, val loss: 0.0467, val acc: 0.9909 EarlyStopping counter: 3 out of 7 (-0.046702 is worse than -0.032852) Epoch [5/100], train loss: 0.0616, train acc: 0.9863, val loss: 0.0445, val acc: 0.9909 EarlyStopping counter: 4 out of 7 (-0.044488 is worse than -0.032852) Epoch [6/100], train loss: 0.0545, train acc: 0.9899, val loss: 0.0437, val acc: 0.9909 EarlyStopping counter: 5 out of 7 (-0.043659 is worse than -0.032852) Epoch [7/100], train loss: 0.0524, train acc: 0.9914, val loss: 0.0442, val acc: 0.9954 EarlyStopping counter: 6 out of 7 (-0.044234 is worse than -0.032852) Epoch [8/100], train loss: 0.0502, train acc: 0.9914, val loss: 0.0421, val acc: 0.9954 EarlyStopping counter: 7 out of 7 (-0.042085 is worse than -0.032852) Early Stopping Here Fold 46 Epoch [1/100], train loss: 0.0615, train acc: 0.9873, val loss: 0.0321, val acc: 0.9954 Saving first run as baseline. (inf --> -0.032113). Saving model ... Epoch [2/100], train loss: 0.0669, train acc: 0.9828, val loss: 0.0463, val acc: 0.9909 EarlyStopping counter: 1 out of 7 (-0.046314 is worse than -0.032113) Epoch [3/100], train loss: 0.0574, train acc: 0.9889, val loss: 0.0374, val acc: 0.9954 EarlyStopping counter: 2 out of 7 (-0.037360 is worse than -0.032113) Epoch [4/100], train loss: 0.0498, train acc: 0.9924, val loss: 0.0378, val acc: 0.9954 EarlyStopping counter: 3 out of 7 (-0.037753 is worse than -0.032113) Epoch [5/100], train loss: 0.0640, train acc: 0.9863, val loss: 0.0460, val acc: 0.9863 EarlyStopping counter: 4 out of 7 (-0.045996 is worse than -0.032113) Epoch [6/100], train loss: 0.0485, train acc: 0.9924, val loss: 0.0384, val acc: 0.9954 EarlyStopping counter: 5 out of 7 (-0.038356 is worse than -0.032113) Epoch [7/100], train loss: 0.0535, train acc: 0.9914, val loss: 0.0421, val acc: 0.9909 EarlyStopping counter: 6 out of 7 (-0.042136 is worse than -0.032113) Epoch [8/100], train loss: 0.0491, train acc: 0.9899, val loss: 0.0455, val acc: 0.9909 EarlyStopping counter: 7 out of 7 (-0.045471 is worse than -0.032113) Early Stopping Here Fold 47 Epoch [1/100], train loss: 0.0506, train acc: 0.9904, val loss: 0.0278, val acc: 1.0000 Saving first run as baseline. (inf --> -0.027843). Saving model ... Epoch [2/100], train loss: 0.0557, train acc: 0.9914, val loss: 0.0273, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.027296 is worse than -0.027843) Epoch [3/100], train loss: 0.0581, train acc: 0.9853, val loss: 0.0273, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.027280 is worse than -0.027843) Epoch [4/100], train loss: 0.0629, train acc: 0.9868, val loss: 0.0327, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.032712 is worse than -0.027843) Epoch [5/100], train loss: 0.0490, train acc: 0.9934, val loss: 0.0330, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.033010 is worse than -0.027843) Epoch [6/100], train loss: 0.0537, train acc: 0.9878, val loss: 0.0329, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.032895 is worse than -0.027843) Epoch [7/100], train loss: 0.0521, train acc: 0.9909, val loss: 0.0332, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.033188 is worse than -0.027843) Epoch [8/100], train loss: 0.0519, train acc: 0.9914, val loss: 0.0308, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.030751 is worse than -0.027843) Early Stopping Here Fold 48 Epoch [1/100], train loss: 0.0602, train acc: 0.9878, val loss: 0.0249, val acc: 1.0000 Saving first run as baseline. (inf --> -0.024860). Saving model ... Epoch [2/100], train loss: 0.0498, train acc: 0.9909, val loss: 0.0277, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.027672 is worse than -0.024860) Epoch [3/100], train loss: 0.0606, train acc: 0.9858, val loss: 0.0288, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.028790 is worse than -0.024860) Epoch [4/100], train loss: 0.0572, train acc: 0.9899, val loss: 0.0272, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.027165 is worse than -0.024860) Epoch [5/100], train loss: 0.0579, train acc: 0.9889, val loss: 0.0376, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.037590 is worse than -0.024860) Epoch [6/100], train loss: 0.0586, train acc: 0.9889, val loss: 0.0302, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.030243 is worse than -0.024860) Epoch [7/100], train loss: 0.0613, train acc: 0.9838, val loss: 0.0351, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.035103 is worse than -0.024860) Epoch [8/100], train loss: 0.0503, train acc: 0.9889, val loss: 0.0339, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.033945 is worse than -0.024860) Early Stopping Here Fold 49 Epoch [1/100], train loss: 0.0457, train acc: 0.9944, val loss: 0.0534, val acc: 0.9954 Saving first run as baseline. (inf --> -0.053402). Saving model ... Epoch [2/100], train loss: 0.0506, train acc: 0.9909, val loss: 0.0509, val acc: 0.9954 Validation loss decreased (-0.053402 --> -0.050939). Saving model ... Epoch [3/100], train loss: 0.0561, train acc: 0.9899, val loss: 0.0600, val acc: 0.9909 EarlyStopping counter: 1 out of 7 (-0.059976 is worse than -0.050939) Epoch [4/100], train loss: 0.0499, train acc: 0.9949, val loss: 0.0634, val acc: 0.9863 EarlyStopping counter: 2 out of 7 (-0.063398 is worse than -0.050939) Epoch [5/100], train loss: 0.0473, train acc: 0.9924, val loss: 0.0833, val acc: 0.9726 EarlyStopping counter: 3 out of 7 (-0.083251 is worse than -0.050939) Epoch [6/100], train loss: 0.0512, train acc: 0.9894, val loss: 0.0681, val acc: 0.9863 EarlyStopping counter: 4 out of 7 (-0.068100 is worse than -0.050939) Epoch [7/100], train loss: 0.0473, train acc: 0.9965, val loss: 0.0640, val acc: 0.9863 EarlyStopping counter: 5 out of 7 (-0.064002 is worse than -0.050939) Epoch [8/100], train loss: 0.0498, train acc: 0.9894, val loss: 0.0636, val acc: 0.9863 EarlyStopping counter: 6 out of 7 (-0.063613 is worse than -0.050939) Epoch [9/100], train loss: 0.0461, train acc: 0.9929, val loss: 0.0810, val acc: 0.9726 EarlyStopping counter: 7 out of 7 (-0.081001 is worse than -0.050939) Early Stopping Here Fold 50 Epoch [1/100], train loss: 0.0515, train acc: 0.9899, val loss: 0.0309, val acc: 1.0000 Saving first run as baseline. (inf --> -0.030931). Saving model ... Epoch [2/100], train loss: 0.0604, train acc: 0.9873, val loss: 0.0300, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.029986 is worse than -0.030931) Epoch [3/100], train loss: 0.0576, train acc: 0.9873, val loss: 0.0350, val acc: 0.9954 EarlyStopping counter: 2 out of 7 (-0.034976 is worse than -0.030931) Epoch [4/100], train loss: 0.0722, train acc: 0.9807, val loss: 0.0317, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.031701 is worse than -0.030931) Epoch [5/100], train loss: 0.0596, train acc: 0.9894, val loss: 0.0326, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.032648 is worse than -0.030931) Epoch [6/100], train loss: 0.0534, train acc: 0.9889, val loss: 0.0341, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.034104 is worse than -0.030931) Epoch [7/100], train loss: 0.0512, train acc: 0.9899, val loss: 0.0342, val acc: 0.9954 EarlyStopping counter: 6 out of 7 (-0.034158 is worse than -0.030931) Epoch [8/100], train loss: 0.0504, train acc: 0.9924, val loss: 0.0401, val acc: 0.9954 EarlyStopping counter: 7 out of 7 (-0.040117 is worse than -0.030931) Early Stopping Here Fold 1 Epoch [1/100], train loss: 0.0570, train acc: 0.9868, val loss: 0.0309, val acc: 0.9955 Saving first run as baseline. (inf --> -0.030905). Saving model ... Epoch [2/100], train loss: 0.0747, train acc: 0.9802, val loss: 0.0343, val acc: 0.9955 EarlyStopping counter: 1 out of 7 (-0.034347 is worse than -0.030905) Epoch [3/100], train loss: 0.0556, train acc: 0.9888, val loss: 0.0393, val acc: 0.9909 EarlyStopping counter: 2 out of 7 (-0.039301 is worse than -0.030905) Epoch [4/100], train loss: 0.0521, train acc: 0.9924, val loss: 0.0342, val acc: 0.9909 EarlyStopping counter: 3 out of 7 (-0.034214 is worse than -0.030905) Epoch [5/100], train loss: 0.0521, train acc: 0.9924, val loss: 0.0352, val acc: 0.9955 EarlyStopping counter: 4 out of 7 (-0.035210 is worse than -0.030905) Epoch [6/100], train loss: 0.0535, train acc: 0.9863, val loss: 0.0494, val acc: 0.9909 EarlyStopping counter: 5 out of 7 (-0.049380 is worse than -0.030905) Epoch [7/100], train loss: 0.0455, train acc: 0.9929, val loss: 0.0429, val acc: 0.9818 EarlyStopping counter: 6 out of 7 (-0.042892 is worse than -0.030905) Epoch [8/100], train loss: 0.0437, train acc: 0.9965, val loss: 0.0435, val acc: 0.9909 EarlyStopping counter: 7 out of 7 (-0.043528 is worse than -0.030905) Early Stopping Here Fold 2 Epoch [1/100], train loss: 0.0522, train acc: 0.9904, val loss: 0.0347, val acc: 1.0000 Saving first run as baseline. (inf --> -0.034725). Saving model ... Epoch [2/100], train loss: 0.0492, train acc: 0.9914, val loss: 0.0403, val acc: 0.9955 EarlyStopping counter: 1 out of 7 (-0.040269 is worse than -0.034725) Epoch [3/100], train loss: 0.0540, train acc: 0.9878, val loss: 0.0380, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.037980 is worse than -0.034725) Epoch [4/100], train loss: 0.0545, train acc: 0.9909, val loss: 0.0415, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.041488 is worse than -0.034725) Epoch [5/100], train loss: 0.0504, train acc: 0.9919, val loss: 0.0438, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.043756 is worse than -0.034725) Epoch [6/100], train loss: 0.0535, train acc: 0.9853, val loss: 0.0430, val acc: 0.9955 EarlyStopping counter: 5 out of 7 (-0.043036 is worse than -0.034725) Epoch [7/100], train loss: 0.0542, train acc: 0.9914, val loss: 0.0436, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.043584 is worse than -0.034725) Epoch [8/100], train loss: 0.0487, train acc: 0.9899, val loss: 0.0503, val acc: 0.9909 EarlyStopping counter: 7 out of 7 (-0.050311 is worse than -0.034725) Early Stopping Here Fold 3 Epoch [1/100], train loss: 0.0542, train acc: 0.9904, val loss: 0.0275, val acc: 1.0000 Saving first run as baseline. (inf --> -0.027486). Saving model ... Epoch [2/100], train loss: 0.0506, train acc: 0.9934, val loss: 0.0330, val acc: 0.9955 EarlyStopping counter: 1 out of 7 (-0.032972 is worse than -0.027486) Epoch [3/100], train loss: 0.0566, train acc: 0.9888, val loss: 0.0312, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.031186 is worse than -0.027486) Epoch [4/100], train loss: 0.0572, train acc: 0.9853, val loss: 0.0292, val acc: 0.9955 EarlyStopping counter: 3 out of 7 (-0.029158 is worse than -0.027486) Epoch [5/100], train loss: 0.0498, train acc: 0.9919, val loss: 0.0317, val acc: 0.9955 EarlyStopping counter: 4 out of 7 (-0.031715 is worse than -0.027486) Epoch [6/100], train loss: 0.0566, train acc: 0.9848, val loss: 0.0283, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.028338 is worse than -0.027486) Epoch [7/100], train loss: 0.0530, train acc: 0.9888, val loss: 0.0329, val acc: 0.9955 EarlyStopping counter: 6 out of 7 (-0.032869 is worse than -0.027486) Epoch [8/100], train loss: 0.0503, train acc: 0.9924, val loss: 0.0293, val acc: 0.9955 EarlyStopping counter: 7 out of 7 (-0.029252 is worse than -0.027486) Early Stopping Here Fold 4 Epoch [1/100], train loss: 0.0540, train acc: 0.9868, val loss: 0.0291, val acc: 1.0000 Saving first run as baseline. (inf --> -0.029112). Saving model ... Epoch [2/100], train loss: 0.0471, train acc: 0.9929, val loss: 0.0350, val acc: 0.9954 EarlyStopping counter: 1 out of 7 (-0.035032 is worse than -0.029112) Epoch [3/100], train loss: 0.0502, train acc: 0.9894, val loss: 0.0377, val acc: 0.9954 EarlyStopping counter: 2 out of 7 (-0.037702 is worse than -0.029112) Epoch [4/100], train loss: 0.0496, train acc: 0.9914, val loss: 0.0431, val acc: 0.9954 EarlyStopping counter: 3 out of 7 (-0.043081 is worse than -0.029112) Epoch [5/100], train loss: 0.0763, train acc: 0.9792, val loss: 0.0433, val acc: 0.9909 EarlyStopping counter: 4 out of 7 (-0.043303 is worse than -0.029112) Epoch [6/100], train loss: 0.0518, train acc: 0.9899, val loss: 0.0411, val acc: 0.9954 EarlyStopping counter: 5 out of 7 (-0.041131 is worse than -0.029112) Epoch [7/100], train loss: 0.0416, train acc: 0.9939, val loss: 0.0407, val acc: 0.9954 EarlyStopping counter: 6 out of 7 (-0.040723 is worse than -0.029112) Epoch [8/100], train loss: 0.0524, train acc: 0.9889, val loss: 0.0445, val acc: 0.9954 EarlyStopping counter: 7 out of 7 (-0.044542 is worse than -0.029112) Early Stopping Here Fold 5 Epoch [1/100], train loss: 0.0543, train acc: 0.9868, val loss: 0.0303, val acc: 0.9954 Saving first run as baseline. (inf --> -0.030258). Saving model ... Epoch [2/100], train loss: 0.0518, train acc: 0.9919, val loss: 0.0320, val acc: 0.9954 EarlyStopping counter: 1 out of 7 (-0.032001 is worse than -0.030258) Epoch [3/100], train loss: 0.0529, train acc: 0.9899, val loss: 0.0350, val acc: 0.9909 EarlyStopping counter: 2 out of 7 (-0.035044 is worse than -0.030258) Epoch [4/100], train loss: 0.0471, train acc: 0.9904, val loss: 0.0322, val acc: 0.9954 EarlyStopping counter: 3 out of 7 (-0.032222 is worse than -0.030258) Epoch [5/100], train loss: 0.0621, train acc: 0.9853, val loss: 0.0353, val acc: 0.9954 EarlyStopping counter: 4 out of 7 (-0.035315 is worse than -0.030258) Epoch [6/100], train loss: 0.0572, train acc: 0.9894, val loss: 0.0504, val acc: 0.9909 EarlyStopping counter: 5 out of 7 (-0.050367 is worse than -0.030258) Epoch [7/100], train loss: 0.0486, train acc: 0.9904, val loss: 0.0417, val acc: 0.9909 EarlyStopping counter: 6 out of 7 (-0.041675 is worse than -0.030258) Epoch [8/100], train loss: 0.0512, train acc: 0.9904, val loss: 0.0379, val acc: 0.9909 EarlyStopping counter: 7 out of 7 (-0.037878 is worse than -0.030258) Early Stopping Here Fold 6 Epoch [1/100], train loss: 0.0550, train acc: 0.9878, val loss: 0.0368, val acc: 0.9954 Saving first run as baseline. (inf --> -0.036840). Saving model ... Epoch [2/100], train loss: 0.0518, train acc: 0.9889, val loss: 0.0368, val acc: 0.9954 EarlyStopping counter: 1 out of 7 (-0.036792 is worse than -0.036840) Epoch [3/100], train loss: 0.0490, train acc: 0.9929, val loss: 0.0373, val acc: 0.9954 EarlyStopping counter: 2 out of 7 (-0.037297 is worse than -0.036840) Epoch [4/100], train loss: 0.0542, train acc: 0.9883, val loss: 0.0434, val acc: 0.9909 EarlyStopping counter: 3 out of 7 (-0.043399 is worse than -0.036840) Epoch [5/100], train loss: 0.0450, train acc: 0.9934, val loss: 0.0430, val acc: 0.9909 EarlyStopping counter: 4 out of 7 (-0.042973 is worse than -0.036840) Epoch [6/100], train loss: 0.0543, train acc: 0.9889, val loss: 0.0437, val acc: 0.9954 EarlyStopping counter: 5 out of 7 (-0.043695 is worse than -0.036840) Epoch [7/100], train loss: 0.0473, train acc: 0.9904, val loss: 0.0450, val acc: 0.9909 EarlyStopping counter: 6 out of 7 (-0.045025 is worse than -0.036840) Epoch [8/100], train loss: 0.0595, train acc: 0.9863, val loss: 0.0409, val acc: 0.9954 EarlyStopping counter: 7 out of 7 (-0.040928 is worse than -0.036840) Early Stopping Here Fold 7 Epoch [1/100], train loss: 0.0496, train acc: 0.9924, val loss: 0.0311, val acc: 1.0000 Saving first run as baseline. (inf --> -0.031059). Saving model ... Epoch [2/100], train loss: 0.0483, train acc: 0.9899, val loss: 0.0320, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.032024 is worse than -0.031059) Epoch [3/100], train loss: 0.0435, train acc: 0.9929, val loss: 0.0366, val acc: 0.9954 EarlyStopping counter: 2 out of 7 (-0.036579 is worse than -0.031059) Epoch [4/100], train loss: 0.0473, train acc: 0.9944, val loss: 0.0394, val acc: 0.9909 EarlyStopping counter: 3 out of 7 (-0.039432 is worse than -0.031059) Epoch [5/100], train loss: 0.0513, train acc: 0.9894, val loss: 0.0377, val acc: 0.9909 EarlyStopping counter: 4 out of 7 (-0.037700 is worse than -0.031059) Epoch [6/100], train loss: 0.0424, train acc: 0.9954, val loss: 0.0373, val acc: 0.9954 EarlyStopping counter: 5 out of 7 (-0.037286 is worse than -0.031059) Epoch [7/100], train loss: 0.0455, train acc: 0.9934, val loss: 0.0349, val acc: 0.9954 EarlyStopping counter: 6 out of 7 (-0.034867 is worse than -0.031059) Epoch [8/100], train loss: 0.0455, train acc: 0.9914, val loss: 0.0358, val acc: 0.9954 EarlyStopping counter: 7 out of 7 (-0.035800 is worse than -0.031059) Early Stopping Here Fold 8 Epoch [1/100], train loss: 0.0491, train acc: 0.9924, val loss: 0.0345, val acc: 0.9954 Saving first run as baseline. (inf --> -0.034468). Saving model ... Epoch [2/100], train loss: 0.0467, train acc: 0.9919, val loss: 0.0326, val acc: 1.0000 Validation loss decreased (-0.034468 --> -0.032635). Saving model ... Epoch [3/100], train loss: 0.0482, train acc: 0.9899, val loss: 0.0345, val acc: 0.9954 EarlyStopping counter: 1 out of 7 (-0.034497 is worse than -0.032635) Epoch [4/100], train loss: 0.0433, train acc: 0.9944, val loss: 0.0396, val acc: 0.9954 EarlyStopping counter: 2 out of 7 (-0.039570 is worse than -0.032635) Epoch [5/100], train loss: 0.0497, train acc: 0.9914, val loss: 0.0504, val acc: 0.9817 EarlyStopping counter: 3 out of 7 (-0.050386 is worse than -0.032635) Epoch [6/100], train loss: 0.0513, train acc: 0.9909, val loss: 0.0463, val acc: 0.9909 EarlyStopping counter: 4 out of 7 (-0.046254 is worse than -0.032635) Epoch [7/100], train loss: 0.0487, train acc: 0.9894, val loss: 0.0613, val acc: 0.9772 EarlyStopping counter: 5 out of 7 (-0.061291 is worse than -0.032635) Epoch [8/100], train loss: 0.0645, train acc: 0.9813, val loss: 0.0838, val acc: 0.9863 EarlyStopping counter: 6 out of 7 (-0.083791 is worse than -0.032635) Epoch [9/100], train loss: 0.0624, train acc: 0.9802, val loss: 0.0520, val acc: 0.9909 EarlyStopping counter: 7 out of 7 (-0.052012 is worse than -0.032635) Early Stopping Here Fold 9 Epoch [1/100], train loss: 0.0589, train acc: 0.9868, val loss: 0.0295, val acc: 1.0000 Saving first run as baseline. (inf --> -0.029522). Saving model ... Epoch [2/100], train loss: 0.0448, train acc: 0.9929, val loss: 0.0307, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.030656 is worse than -0.029522) Epoch [3/100], train loss: 0.0502, train acc: 0.9868, val loss: 0.0319, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.031895 is worse than -0.029522) Epoch [4/100], train loss: 0.0553, train acc: 0.9883, val loss: 0.0310, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.031030 is worse than -0.029522) Epoch [5/100], train loss: 0.0481, train acc: 0.9899, val loss: 0.0341, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.034096 is worse than -0.029522) Epoch [6/100], train loss: 0.0466, train acc: 0.9909, val loss: 0.0348, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.034779 is worse than -0.029522) Epoch [7/100], train loss: 0.0527, train acc: 0.9883, val loss: 0.0375, val acc: 0.9954 EarlyStopping counter: 6 out of 7 (-0.037530 is worse than -0.029522) Epoch [8/100], train loss: 0.0543, train acc: 0.9873, val loss: 0.0406, val acc: 0.9909 EarlyStopping counter: 7 out of 7 (-0.040596 is worse than -0.029522) Early Stopping Here Fold 10 Epoch [1/100], train loss: 0.0500, train acc: 0.9899, val loss: 0.0214, val acc: 1.0000 Saving first run as baseline. (inf --> -0.021428). Saving model ... Epoch [2/100], train loss: 0.0519, train acc: 0.9889, val loss: 0.0227, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.022650 is worse than -0.021428) Epoch [3/100], train loss: 0.0494, train acc: 0.9919, val loss: 0.0311, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.031124 is worse than -0.021428) Epoch [4/100], train loss: 0.0478, train acc: 0.9914, val loss: 0.0247, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.024656 is worse than -0.021428) Epoch [5/100], train loss: 0.0475, train acc: 0.9904, val loss: 0.0278, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.027808 is worse than -0.021428) Epoch [6/100], train loss: 0.0530, train acc: 0.9883, val loss: 0.0375, val acc: 0.9954 EarlyStopping counter: 5 out of 7 (-0.037483 is worse than -0.021428) Epoch [7/100], train loss: 0.0460, train acc: 0.9939, val loss: 0.0308, val acc: 0.9954 EarlyStopping counter: 6 out of 7 (-0.030840 is worse than -0.021428) Epoch [8/100], train loss: 0.0534, train acc: 0.9878, val loss: 0.0419, val acc: 0.9909 EarlyStopping counter: 7 out of 7 (-0.041896 is worse than -0.021428) Early Stopping Here Fold 11 Epoch [1/100], train loss: 0.0528, train acc: 0.9858, val loss: 0.0200, val acc: 1.0000 Saving first run as baseline. (inf --> -0.019976). Saving model ... Epoch [2/100], train loss: 0.0508, train acc: 0.9909, val loss: 0.0222, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.022180 is worse than -0.019976) Epoch [3/100], train loss: 0.0500, train acc: 0.9878, val loss: 0.0237, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.023671 is worse than -0.019976) Epoch [4/100], train loss: 0.0482, train acc: 0.9899, val loss: 0.0326, val acc: 0.9909 EarlyStopping counter: 3 out of 7 (-0.032583 is worse than -0.019976) Epoch [5/100], train loss: 0.0563, train acc: 0.9848, val loss: 0.0260, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.025992 is worse than -0.019976) Epoch [6/100], train loss: 0.0433, train acc: 0.9949, val loss: 0.0234, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.023419 is worse than -0.019976) Epoch [7/100], train loss: 0.0486, train acc: 0.9929, val loss: 0.0310, val acc: 0.9955 EarlyStopping counter: 6 out of 7 (-0.031042 is worse than -0.019976) Epoch [8/100], train loss: 0.0458, train acc: 0.9939, val loss: 0.0292, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.029158 is worse than -0.019976) Early Stopping Here Fold 12 Epoch [1/100], train loss: 0.0502, train acc: 0.9919, val loss: 0.0308, val acc: 1.0000 Saving first run as baseline. (inf --> -0.030833). Saving model ... Epoch [2/100], train loss: 0.0507, train acc: 0.9909, val loss: 0.0396, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.039603 is worse than -0.030833) Epoch [3/100], train loss: 0.0467, train acc: 0.9919, val loss: 0.0282, val acc: 1.0000 Validation loss decreased (-0.030833 --> -0.028227). Saving model ... Epoch [4/100], train loss: 0.0512, train acc: 0.9883, val loss: 0.0317, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.031662 is worse than -0.028227) Epoch [5/100], train loss: 0.0454, train acc: 0.9919, val loss: 0.0461, val acc: 0.9909 EarlyStopping counter: 2 out of 7 (-0.046120 is worse than -0.028227) Epoch [6/100], train loss: 0.0472, train acc: 0.9919, val loss: 0.0335, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.033527 is worse than -0.028227) Epoch [7/100], train loss: 0.0413, train acc: 0.9949, val loss: 0.0450, val acc: 0.9909 EarlyStopping counter: 4 out of 7 (-0.045002 is worse than -0.028227) Epoch [8/100], train loss: 0.0401, train acc: 0.9939, val loss: 0.0418, val acc: 0.9909 EarlyStopping counter: 5 out of 7 (-0.041832 is worse than -0.028227) Epoch [9/100], train loss: 0.0470, train acc: 0.9904, val loss: 0.0498, val acc: 0.9864 EarlyStopping counter: 6 out of 7 (-0.049824 is worse than -0.028227) Epoch [10/100], train loss: 0.0479, train acc: 0.9904, val loss: 0.0568, val acc: 0.9773 EarlyStopping counter: 7 out of 7 (-0.056821 is worse than -0.028227) Early Stopping Here Fold 13 Epoch [1/100], train loss: 0.0497, train acc: 0.9899, val loss: 0.0258, val acc: 1.0000 Saving first run as baseline. (inf --> -0.025833). Saving model ... Epoch [2/100], train loss: 0.0501, train acc: 0.9894, val loss: 0.0299, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.029907 is worse than -0.025833) Epoch [3/100], train loss: 0.0574, train acc: 0.9833, val loss: 0.0303, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.030325 is worse than -0.025833) Epoch [4/100], train loss: 0.0472, train acc: 0.9904, val loss: 0.0338, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.033818 is worse than -0.025833) Epoch [5/100], train loss: 0.0397, train acc: 0.9924, val loss: 0.0337, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.033667 is worse than -0.025833) Epoch [6/100], train loss: 0.0469, train acc: 0.9924, val loss: 0.0383, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.038288 is worse than -0.025833) Epoch [7/100], train loss: 0.0457, train acc: 0.9899, val loss: 0.0369, val acc: 0.9955 EarlyStopping counter: 6 out of 7 (-0.036912 is worse than -0.025833) Epoch [8/100], train loss: 0.0421, train acc: 0.9949, val loss: 0.0319, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.031934 is worse than -0.025833) Early Stopping Here Fold 14 Epoch [1/100], train loss: 0.0474, train acc: 0.9934, val loss: 0.0196, val acc: 1.0000 Saving first run as baseline. (inf --> -0.019638). Saving model ... Epoch [2/100], train loss: 0.0482, train acc: 0.9894, val loss: 0.0232, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.023156 is worse than -0.019638) Epoch [3/100], train loss: 0.0434, train acc: 0.9924, val loss: 0.0234, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.023372 is worse than -0.019638) Epoch [4/100], train loss: 0.0439, train acc: 0.9919, val loss: 0.0234, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.023398 is worse than -0.019638) Epoch [5/100], train loss: 0.0490, train acc: 0.9889, val loss: 0.0210, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.020963 is worse than -0.019638) Epoch [6/100], train loss: 0.0480, train acc: 0.9894, val loss: 0.0282, val acc: 0.9954 EarlyStopping counter: 5 out of 7 (-0.028214 is worse than -0.019638) Epoch [7/100], train loss: 0.0516, train acc: 0.9873, val loss: 0.0221, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.022091 is worse than -0.019638) Epoch [8/100], train loss: 0.0422, train acc: 0.9909, val loss: 0.0268, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.026773 is worse than -0.019638) Early Stopping Here Fold 15 Epoch [1/100], train loss: 0.0409, train acc: 0.9934, val loss: 0.0284, val acc: 1.0000 Saving first run as baseline. (inf --> -0.028414). Saving model ... Epoch [2/100], train loss: 0.0476, train acc: 0.9914, val loss: 0.0272, val acc: 1.0000 Validation loss decreased (-0.028414 --> -0.027155). Saving model ... Epoch [3/100], train loss: 0.0454, train acc: 0.9914, val loss: 0.0308, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.030848 is worse than -0.027155) Epoch [4/100], train loss: 0.0637, train acc: 0.9838, val loss: 0.0283, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.028295 is worse than -0.027155) Epoch [5/100], train loss: 0.0537, train acc: 0.9883, val loss: 0.0392, val acc: 0.9909 EarlyStopping counter: 3 out of 7 (-0.039158 is worse than -0.027155) Epoch [6/100], train loss: 0.0507, train acc: 0.9883, val loss: 0.0331, val acc: 0.9954 EarlyStopping counter: 4 out of 7 (-0.033081 is worse than -0.027155) Epoch [7/100], train loss: 0.0475, train acc: 0.9904, val loss: 0.0338, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.033808 is worse than -0.027155) Epoch [8/100], train loss: 0.0401, train acc: 0.9924, val loss: 0.0414, val acc: 0.9909 EarlyStopping counter: 6 out of 7 (-0.041376 is worse than -0.027155) Epoch [9/100], train loss: 0.0411, train acc: 0.9944, val loss: 0.0361, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.036078 is worse than -0.027155) Early Stopping Here Fold 16 Epoch [1/100], train loss: 0.0554, train acc: 0.9883, val loss: 0.0367, val acc: 0.9954 Saving first run as baseline. (inf --> -0.036651). Saving model ... Epoch [2/100], train loss: 0.0478, train acc: 0.9904, val loss: 0.0329, val acc: 0.9954 Validation loss decreased (-0.036651 --> -0.032897). Saving model ... Epoch [3/100], train loss: 0.0527, train acc: 0.9894, val loss: 0.0363, val acc: 0.9909 EarlyStopping counter: 1 out of 7 (-0.036297 is worse than -0.032897) Epoch [4/100], train loss: 0.0400, train acc: 0.9965, val loss: 0.0406, val acc: 0.9909 EarlyStopping counter: 2 out of 7 (-0.040623 is worse than -0.032897) Epoch [5/100], train loss: 0.0445, train acc: 0.9924, val loss: 0.0362, val acc: 0.9954 EarlyStopping counter: 3 out of 7 (-0.036237 is worse than -0.032897) Epoch [6/100], train loss: 0.0481, train acc: 0.9904, val loss: 0.0395, val acc: 0.9954 EarlyStopping counter: 4 out of 7 (-0.039546 is worse than -0.032897) Epoch [7/100], train loss: 0.0487, train acc: 0.9909, val loss: 0.0420, val acc: 0.9909 EarlyStopping counter: 5 out of 7 (-0.041966 is worse than -0.032897) Epoch [8/100], train loss: 0.0429, train acc: 0.9919, val loss: 0.0619, val acc: 0.9909 EarlyStopping counter: 6 out of 7 (-0.061859 is worse than -0.032897) Epoch [9/100], train loss: 0.0446, train acc: 0.9919, val loss: 0.0449, val acc: 0.9909 EarlyStopping counter: 7 out of 7 (-0.044931 is worse than -0.032897) Early Stopping Here Fold 17 Epoch [1/100], train loss: 0.0505, train acc: 0.9899, val loss: 0.0211, val acc: 1.0000 Saving first run as baseline. (inf --> -0.021073). Saving model ... Epoch [2/100], train loss: 0.0445, train acc: 0.9944, val loss: 0.0225, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.022494 is worse than -0.021073) Epoch [3/100], train loss: 0.0420, train acc: 0.9919, val loss: 0.0223, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.022269 is worse than -0.021073) Epoch [4/100], train loss: 0.0473, train acc: 0.9904, val loss: 0.0254, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.025419 is worse than -0.021073) Epoch [5/100], train loss: 0.0490, train acc: 0.9919, val loss: 0.0264, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.026426 is worse than -0.021073) Epoch [6/100], train loss: 0.0393, train acc: 0.9954, val loss: 0.0249, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.024916 is worse than -0.021073) Epoch [7/100], train loss: 0.0460, train acc: 0.9919, val loss: 0.0291, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.029094 is worse than -0.021073) Epoch [8/100], train loss: 0.0431, train acc: 0.9904, val loss: 0.0302, val acc: 0.9954 EarlyStopping counter: 7 out of 7 (-0.030201 is worse than -0.021073) Early Stopping Here Fold 18 Epoch [1/100], train loss: 0.0438, train acc: 0.9929, val loss: 0.0262, val acc: 0.9954 Saving first run as baseline. (inf --> -0.026196). Saving model ... Epoch [2/100], train loss: 0.0405, train acc: 0.9959, val loss: 0.0270, val acc: 0.9954 EarlyStopping counter: 1 out of 7 (-0.027031 is worse than -0.026196) Epoch [3/100], train loss: 0.0433, train acc: 0.9904, val loss: 0.0283, val acc: 0.9954 EarlyStopping counter: 2 out of 7 (-0.028294 is worse than -0.026196) Epoch [4/100], train loss: 0.0489, train acc: 0.9904, val loss: 0.0309, val acc: 0.9954 EarlyStopping counter: 3 out of 7 (-0.030859 is worse than -0.026196) Epoch [5/100], train loss: 0.0456, train acc: 0.9878, val loss: 0.0329, val acc: 0.9954 EarlyStopping counter: 4 out of 7 (-0.032866 is worse than -0.026196) Epoch [6/100], train loss: 0.0432, train acc: 0.9934, val loss: 0.0341, val acc: 0.9954 EarlyStopping counter: 5 out of 7 (-0.034131 is worse than -0.026196) Epoch [7/100], train loss: 0.0453, train acc: 0.9944, val loss: 0.0360, val acc: 0.9909 EarlyStopping counter: 6 out of 7 (-0.035986 is worse than -0.026196) Epoch [8/100], train loss: 0.0410, train acc: 0.9909, val loss: 0.0355, val acc: 0.9909 EarlyStopping counter: 7 out of 7 (-0.035532 is worse than -0.026196) Early Stopping Here Fold 19 Epoch [1/100], train loss: 0.0488, train acc: 0.9889, val loss: 0.0282, val acc: 1.0000 Saving first run as baseline. (inf --> -0.028175). Saving model ... Epoch [2/100], train loss: 0.0485, train acc: 0.9894, val loss: 0.0274, val acc: 0.9954 EarlyStopping counter: 1 out of 7 (-0.027393 is worse than -0.028175) Epoch [3/100], train loss: 0.0497, train acc: 0.9894, val loss: 0.0401, val acc: 0.9909 EarlyStopping counter: 2 out of 7 (-0.040148 is worse than -0.028175) Epoch [4/100], train loss: 0.0473, train acc: 0.9909, val loss: 0.0326, val acc: 0.9954 EarlyStopping counter: 3 out of 7 (-0.032625 is worse than -0.028175) Epoch [5/100], train loss: 0.0479, train acc: 0.9899, val loss: 0.0475, val acc: 0.9954 EarlyStopping counter: 4 out of 7 (-0.047525 is worse than -0.028175) Epoch [6/100], train loss: 0.0493, train acc: 0.9914, val loss: 0.0395, val acc: 0.9954 EarlyStopping counter: 5 out of 7 (-0.039539 is worse than -0.028175) Epoch [7/100], train loss: 0.0444, train acc: 0.9924, val loss: 0.0427, val acc: 0.9954 EarlyStopping counter: 6 out of 7 (-0.042715 is worse than -0.028175) Epoch [8/100], train loss: 0.0437, train acc: 0.9914, val loss: 0.0460, val acc: 0.9954 EarlyStopping counter: 7 out of 7 (-0.046007 is worse than -0.028175) Early Stopping Here Fold 20 Epoch [1/100], train loss: 0.0475, train acc: 0.9914, val loss: 0.0217, val acc: 1.0000 Saving first run as baseline. (inf --> -0.021704). Saving model ... Epoch [2/100], train loss: 0.0467, train acc: 0.9914, val loss: 0.0194, val acc: 1.0000 Validation loss decreased (-0.021704 --> -0.019443). Saving model ... Epoch [3/100], train loss: 0.0435, train acc: 0.9914, val loss: 0.0270, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.026957 is worse than -0.019443) Epoch [4/100], train loss: 0.0460, train acc: 0.9914, val loss: 0.0248, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.024839 is worse than -0.019443) Epoch [5/100], train loss: 0.0412, train acc: 0.9929, val loss: 0.0227, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.022728 is worse than -0.019443) Epoch [6/100], train loss: 0.0407, train acc: 0.9954, val loss: 0.0262, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.026189 is worse than -0.019443) Epoch [7/100], train loss: 0.0443, train acc: 0.9914, val loss: 0.0302, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.030240 is worse than -0.019443) Epoch [8/100], train loss: 0.0383, train acc: 0.9939, val loss: 0.0244, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.024446 is worse than -0.019443) Epoch [9/100], train loss: 0.0441, train acc: 0.9949, val loss: 0.0241, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.024092 is worse than -0.019443) Early Stopping Here Fold 21 Epoch [1/100], train loss: 0.0483, train acc: 0.9909, val loss: 0.0179, val acc: 1.0000 Saving first run as baseline. (inf --> -0.017933). Saving model ... Epoch [2/100], train loss: 0.0473, train acc: 0.9914, val loss: 0.0187, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.018695 is worse than -0.017933) Epoch [3/100], train loss: 0.0497, train acc: 0.9899, val loss: 0.0170, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.016952 is worse than -0.017933) Epoch [4/100], train loss: 0.0402, train acc: 0.9919, val loss: 0.0171, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.017124 is worse than -0.017933) Epoch [5/100], train loss: 0.0416, train acc: 0.9924, val loss: 0.0221, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.022074 is worse than -0.017933) Epoch [6/100], train loss: 0.0499, train acc: 0.9899, val loss: 0.0252, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.025174 is worse than -0.017933) Epoch [7/100], train loss: 0.0464, train acc: 0.9888, val loss: 0.0220, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.022025 is worse than -0.017933) Epoch [8/100], train loss: 0.0388, train acc: 0.9944, val loss: 0.0215, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.021463 is worse than -0.017933) Early Stopping Here Fold 22 Epoch [1/100], train loss: 0.0434, train acc: 0.9939, val loss: 0.0228, val acc: 1.0000 Saving first run as baseline. (inf --> -0.022848). Saving model ... Epoch [2/100], train loss: 0.0436, train acc: 0.9904, val loss: 0.0242, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.024234 is worse than -0.022848) Epoch [3/100], train loss: 0.0468, train acc: 0.9914, val loss: 0.0252, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.025242 is worse than -0.022848) Epoch [4/100], train loss: 0.0428, train acc: 0.9939, val loss: 0.0250, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.024964 is worse than -0.022848) Epoch [5/100], train loss: 0.0540, train acc: 0.9853, val loss: 0.0283, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.028282 is worse than -0.022848) Epoch [6/100], train loss: 0.0466, train acc: 0.9894, val loss: 0.0299, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.029860 is worse than -0.022848) Epoch [7/100], train loss: 0.0501, train acc: 0.9888, val loss: 0.0295, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.029454 is worse than -0.022848) Epoch [8/100], train loss: 0.0365, train acc: 0.9954, val loss: 0.0281, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.028092 is worse than -0.022848) Early Stopping Here Fold 23 Epoch [1/100], train loss: 0.0387, train acc: 0.9929, val loss: 0.0254, val acc: 0.9955 Saving first run as baseline. (inf --> -0.025406). Saving model ... Epoch [2/100], train loss: 0.0415, train acc: 0.9909, val loss: 0.0245, val acc: 0.9955 EarlyStopping counter: 1 out of 7 (-0.024524 is worse than -0.025406) Epoch [3/100], train loss: 0.0391, train acc: 0.9954, val loss: 0.0284, val acc: 0.9955 EarlyStopping counter: 2 out of 7 (-0.028430 is worse than -0.025406) Epoch [4/100], train loss: 0.0426, train acc: 0.9929, val loss: 0.0283, val acc: 0.9955 EarlyStopping counter: 3 out of 7 (-0.028330 is worse than -0.025406) Epoch [5/100], train loss: 0.0430, train acc: 0.9929, val loss: 0.0302, val acc: 0.9909 EarlyStopping counter: 4 out of 7 (-0.030182 is worse than -0.025406) Epoch [6/100], train loss: 0.0414, train acc: 0.9949, val loss: 0.0334, val acc: 0.9955 EarlyStopping counter: 5 out of 7 (-0.033376 is worse than -0.025406) Epoch [7/100], train loss: 0.0412, train acc: 0.9929, val loss: 0.0314, val acc: 0.9955 EarlyStopping counter: 6 out of 7 (-0.031392 is worse than -0.025406) Epoch [8/100], train loss: 0.0435, train acc: 0.9924, val loss: 0.0336, val acc: 0.9909 EarlyStopping counter: 7 out of 7 (-0.033636 is worse than -0.025406) Early Stopping Here Fold 24 Epoch [1/100], train loss: 0.0437, train acc: 0.9924, val loss: 0.0228, val acc: 1.0000 Saving first run as baseline. (inf --> -0.022813). Saving model ... Epoch [2/100], train loss: 0.0407, train acc: 0.9939, val loss: 0.0210, val acc: 1.0000 Validation loss decreased (-0.022813 --> -0.021028). Saving model ... Epoch [3/100], train loss: 0.0438, train acc: 0.9904, val loss: 0.0230, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.022951 is worse than -0.021028) Epoch [4/100], train loss: 0.0431, train acc: 0.9919, val loss: 0.0261, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.026088 is worse than -0.021028) Epoch [5/100], train loss: 0.0485, train acc: 0.9919, val loss: 0.0282, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.028182 is worse than -0.021028) Epoch [6/100], train loss: 0.0421, train acc: 0.9919, val loss: 0.0247, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.024737 is worse than -0.021028) Epoch [7/100], train loss: 0.0441, train acc: 0.9934, val loss: 0.0298, val acc: 0.9954 EarlyStopping counter: 5 out of 7 (-0.029767 is worse than -0.021028) Epoch [8/100], train loss: 0.0465, train acc: 0.9894, val loss: 0.0279, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.027861 is worse than -0.021028) Epoch [9/100], train loss: 0.0464, train acc: 0.9899, val loss: 0.0295, val acc: 0.9954 EarlyStopping counter: 7 out of 7 (-0.029524 is worse than -0.021028) Early Stopping Here Fold 25 Epoch [1/100], train loss: 0.0479, train acc: 0.9904, val loss: 0.0270, val acc: 0.9954 Saving first run as baseline. (inf --> -0.027008). Saving model ... Epoch [2/100], train loss: 0.0420, train acc: 0.9929, val loss: 0.0320, val acc: 0.9954 EarlyStopping counter: 1 out of 7 (-0.032049 is worse than -0.027008) Epoch [3/100], train loss: 0.0437, train acc: 0.9929, val loss: 0.0323, val acc: 0.9954 EarlyStopping counter: 2 out of 7 (-0.032328 is worse than -0.027008) Epoch [4/100], train loss: 0.0483, train acc: 0.9899, val loss: 0.0349, val acc: 0.9954 EarlyStopping counter: 3 out of 7 (-0.034909 is worse than -0.027008) Epoch [5/100], train loss: 0.0378, train acc: 0.9939, val loss: 0.0363, val acc: 0.9954 EarlyStopping counter: 4 out of 7 (-0.036286 is worse than -0.027008) Epoch [6/100], train loss: 0.0346, train acc: 0.9970, val loss: 0.0399, val acc: 0.9954 EarlyStopping counter: 5 out of 7 (-0.039899 is worse than -0.027008) Epoch [7/100], train loss: 0.0429, train acc: 0.9904, val loss: 0.0466, val acc: 0.9954 EarlyStopping counter: 6 out of 7 (-0.046597 is worse than -0.027008) Epoch [8/100], train loss: 0.0401, train acc: 0.9939, val loss: 0.0454, val acc: 0.9954 EarlyStopping counter: 7 out of 7 (-0.045418 is worse than -0.027008) Early Stopping Here Fold 26 Epoch [1/100], train loss: 0.0376, train acc: 0.9954, val loss: 0.0294, val acc: 0.9954 Saving first run as baseline. (inf --> -0.029443). Saving model ... Epoch [2/100], train loss: 0.0425, train acc: 0.9914, val loss: 0.0395, val acc: 0.9954 EarlyStopping counter: 1 out of 7 (-0.039526 is worse than -0.029443) Epoch [3/100], train loss: 0.0402, train acc: 0.9934, val loss: 0.0337, val acc: 0.9954 EarlyStopping counter: 2 out of 7 (-0.033717 is worse than -0.029443) Epoch [4/100], train loss: 0.0411, train acc: 0.9949, val loss: 0.0472, val acc: 0.9909 EarlyStopping counter: 3 out of 7 (-0.047159 is worse than -0.029443) Epoch [5/100], train loss: 0.0479, train acc: 0.9883, val loss: 0.0413, val acc: 0.9909 EarlyStopping counter: 4 out of 7 (-0.041309 is worse than -0.029443) Epoch [6/100], train loss: 0.0395, train acc: 0.9939, val loss: 0.0404, val acc: 0.9909 EarlyStopping counter: 5 out of 7 (-0.040431 is worse than -0.029443) Epoch [7/100], train loss: 0.0424, train acc: 0.9924, val loss: 0.0395, val acc: 0.9954 EarlyStopping counter: 6 out of 7 (-0.039461 is worse than -0.029443) Epoch [8/100], train loss: 0.0456, train acc: 0.9899, val loss: 0.0753, val acc: 0.9726 EarlyStopping counter: 7 out of 7 (-0.075292 is worse than -0.029443) Early Stopping Here Fold 27 Epoch [1/100], train loss: 0.0414, train acc: 0.9924, val loss: 0.0270, val acc: 1.0000 Saving first run as baseline. (inf --> -0.027016). Saving model ... Epoch [2/100], train loss: 0.0422, train acc: 0.9909, val loss: 0.0234, val acc: 1.0000 Validation loss decreased (-0.027016 --> -0.023425). Saving model ... Epoch [3/100], train loss: 0.0388, train acc: 0.9934, val loss: 0.0272, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.027230 is worse than -0.023425) Epoch [4/100], train loss: 0.0413, train acc: 0.9914, val loss: 0.0278, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.027792 is worse than -0.023425) Epoch [5/100], train loss: 0.0368, train acc: 0.9959, val loss: 0.0278, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.027795 is worse than -0.023425) Epoch [6/100], train loss: 0.0418, train acc: 0.9909, val loss: 0.0286, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.028565 is worse than -0.023425) Epoch [7/100], train loss: 0.0437, train acc: 0.9909, val loss: 0.0314, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.031420 is worse than -0.023425) Epoch [8/100], train loss: 0.0392, train acc: 0.9919, val loss: 0.0300, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.030014 is worse than -0.023425) Epoch [9/100], train loss: 0.0474, train acc: 0.9894, val loss: 0.0360, val acc: 0.9954 EarlyStopping counter: 7 out of 7 (-0.035980 is worse than -0.023425) Early Stopping Here Fold 28 Epoch [1/100], train loss: 0.0430, train acc: 0.9944, val loss: 0.0252, val acc: 0.9909 Saving first run as baseline. (inf --> -0.025227). Saving model ... Epoch [2/100], train loss: 0.0393, train acc: 0.9919, val loss: 0.0295, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.029546 is worse than -0.025227) Epoch [3/100], train loss: 0.0413, train acc: 0.9944, val loss: 0.0254, val acc: 0.9909 EarlyStopping counter: 2 out of 7 (-0.025352 is worse than -0.025227) Epoch [4/100], train loss: 0.0408, train acc: 0.9944, val loss: 0.0227, val acc: 1.0000 Validation loss decreased (-0.025227 --> -0.022739). Saving model ... Epoch [5/100], train loss: 0.0396, train acc: 0.9929, val loss: 0.0258, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.025758 is worse than -0.022739) Epoch [6/100], train loss: 0.0359, train acc: 0.9975, val loss: 0.0276, val acc: 0.9909 EarlyStopping counter: 2 out of 7 (-0.027632 is worse than -0.022739) Epoch [7/100], train loss: 0.0456, train acc: 0.9909, val loss: 0.0261, val acc: 0.9954 EarlyStopping counter: 3 out of 7 (-0.026054 is worse than -0.022739) Epoch [8/100], train loss: 0.0430, train acc: 0.9919, val loss: 0.0299, val acc: 0.9954 EarlyStopping counter: 4 out of 7 (-0.029932 is worse than -0.022739) Epoch [9/100], train loss: 0.0396, train acc: 0.9954, val loss: 0.0269, val acc: 0.9909 EarlyStopping counter: 5 out of 7 (-0.026876 is worse than -0.022739) Epoch [10/100], train loss: 0.0369, train acc: 0.9939, val loss: 0.0317, val acc: 0.9909 EarlyStopping counter: 6 out of 7 (-0.031727 is worse than -0.022739) Epoch [11/100], train loss: 0.0326, train acc: 0.9949, val loss: 0.0322, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.032181 is worse than -0.022739) Early Stopping Here Fold 29 Epoch [1/100], train loss: 0.0448, train acc: 0.9919, val loss: 0.0169, val acc: 1.0000 Saving first run as baseline. (inf --> -0.016900). Saving model ... Epoch [2/100], train loss: 0.0412, train acc: 0.9924, val loss: 0.0196, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.019558 is worse than -0.016900) Epoch [3/100], train loss: 0.0466, train acc: 0.9878, val loss: 0.0158, val acc: 1.0000 Validation loss decreased (-0.016900 --> -0.015794). Saving model ... Epoch [4/100], train loss: 0.0403, train acc: 0.9909, val loss: 0.0176, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.017563 is worse than -0.015794) Epoch [5/100], train loss: 0.0430, train acc: 0.9934, val loss: 0.0173, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.017342 is worse than -0.015794) Epoch [6/100], train loss: 0.0428, train acc: 0.9909, val loss: 0.0181, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.018056 is worse than -0.015794) Epoch [7/100], train loss: 0.0334, train acc: 0.9965, val loss: 0.0196, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.019577 is worse than -0.015794) Epoch [8/100], train loss: 0.0393, train acc: 0.9954, val loss: 0.0221, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.022129 is worse than -0.015794) Epoch [9/100], train loss: 0.0410, train acc: 0.9919, val loss: 0.0195, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.019455 is worse than -0.015794) Epoch [10/100], train loss: 0.0384, train acc: 0.9929, val loss: 0.0222, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.022189 is worse than -0.015794) Early Stopping Here Fold 30 Epoch [1/100], train loss: 0.0404, train acc: 0.9929, val loss: 0.0205, val acc: 1.0000 Saving first run as baseline. (inf --> -0.020487). Saving model ... Epoch [2/100], train loss: 0.0421, train acc: 0.9919, val loss: 0.0251, val acc: 0.9954 EarlyStopping counter: 1 out of 7 (-0.025122 is worse than -0.020487) Epoch [3/100], train loss: 0.0401, train acc: 0.9934, val loss: 0.0244, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.024384 is worse than -0.020487) Epoch [4/100], train loss: 0.0399, train acc: 0.9924, val loss: 0.0225, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.022513 is worse than -0.020487) Epoch [5/100], train loss: 0.0336, train acc: 0.9959, val loss: 0.0219, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.021864 is worse than -0.020487) Epoch [6/100], train loss: 0.0391, train acc: 0.9914, val loss: 0.0274, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.027364 is worse than -0.020487) Epoch [7/100], train loss: 0.0387, train acc: 0.9919, val loss: 0.0237, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.023660 is worse than -0.020487) Epoch [8/100], train loss: 0.0393, train acc: 0.9904, val loss: 0.0247, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.024717 is worse than -0.020487) Early Stopping Here Fold 31 Epoch [1/100], train loss: 0.0368, train acc: 0.9939, val loss: 0.0281, val acc: 0.9955 Saving first run as baseline. (inf --> -0.028147). Saving model ... Epoch [2/100], train loss: 0.0382, train acc: 0.9949, val loss: 0.0281, val acc: 0.9955 EarlyStopping counter: 1 out of 7 (-0.028112 is worse than -0.028147) Epoch [3/100], train loss: 0.0377, train acc: 0.9934, val loss: 0.0322, val acc: 0.9955 EarlyStopping counter: 2 out of 7 (-0.032168 is worse than -0.028147) Epoch [4/100], train loss: 0.0410, train acc: 0.9934, val loss: 0.0295, val acc: 0.9955 EarlyStopping counter: 3 out of 7 (-0.029542 is worse than -0.028147) Epoch [5/100], train loss: 0.0419, train acc: 0.9914, val loss: 0.0312, val acc: 0.9909 EarlyStopping counter: 4 out of 7 (-0.031195 is worse than -0.028147) Epoch [6/100], train loss: 0.0378, train acc: 0.9939, val loss: 0.0362, val acc: 0.9955 EarlyStopping counter: 5 out of 7 (-0.036162 is worse than -0.028147) Epoch [7/100], train loss: 0.0309, train acc: 0.9980, val loss: 0.0355, val acc: 0.9909 EarlyStopping counter: 6 out of 7 (-0.035549 is worse than -0.028147) Epoch [8/100], train loss: 0.0370, train acc: 0.9949, val loss: 0.0327, val acc: 0.9909 EarlyStopping counter: 7 out of 7 (-0.032692 is worse than -0.028147) Early Stopping Here Fold 32 Epoch [1/100], train loss: 0.0374, train acc: 0.9949, val loss: 0.0218, val acc: 1.0000 Saving first run as baseline. (inf --> -0.021794). Saving model ... Epoch [2/100], train loss: 0.0372, train acc: 0.9939, val loss: 0.0244, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.024390 is worse than -0.021794) Epoch [3/100], train loss: 0.0504, train acc: 0.9858, val loss: 0.0326, val acc: 0.9909 EarlyStopping counter: 2 out of 7 (-0.032581 is worse than -0.021794) Epoch [4/100], train loss: 0.0408, train acc: 0.9924, val loss: 0.0302, val acc: 0.9955 EarlyStopping counter: 3 out of 7 (-0.030234 is worse than -0.021794) Epoch [5/100], train loss: 0.0453, train acc: 0.9914, val loss: 0.0309, val acc: 0.9955 EarlyStopping counter: 4 out of 7 (-0.030944 is worse than -0.021794) Epoch [6/100], train loss: 0.0407, train acc: 0.9929, val loss: 0.0347, val acc: 0.9909 EarlyStopping counter: 5 out of 7 (-0.034715 is worse than -0.021794) Epoch [7/100], train loss: 0.0464, train acc: 0.9904, val loss: 0.0401, val acc: 0.9955 EarlyStopping counter: 6 out of 7 (-0.040117 is worse than -0.021794) Epoch [8/100], train loss: 0.0470, train acc: 0.9899, val loss: 0.0318, val acc: 0.9955 EarlyStopping counter: 7 out of 7 (-0.031770 is worse than -0.021794) Early Stopping Here Fold 33 Epoch [1/100], train loss: 0.0392, train acc: 0.9944, val loss: 0.0264, val acc: 1.0000 Saving first run as baseline. (inf --> -0.026372). Saving model ... Epoch [2/100], train loss: 0.0380, train acc: 0.9919, val loss: 0.0226, val acc: 1.0000 Validation loss decreased (-0.026372 --> -0.022581). Saving model ... Epoch [3/100], train loss: 0.0449, train acc: 0.9909, val loss: 0.0260, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.026004 is worse than -0.022581) Epoch [4/100], train loss: 0.0362, train acc: 0.9944, val loss: 0.0252, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.025208 is worse than -0.022581) Epoch [5/100], train loss: 0.0340, train acc: 0.9944, val loss: 0.0250, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.024955 is worse than -0.022581) Epoch [6/100], train loss: 0.0395, train acc: 0.9924, val loss: 0.0353, val acc: 0.9955 EarlyStopping counter: 4 out of 7 (-0.035294 is worse than -0.022581) Epoch [7/100], train loss: 0.0441, train acc: 0.9919, val loss: 0.0281, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.028058 is worse than -0.022581) Epoch [8/100], train loss: 0.0373, train acc: 0.9924, val loss: 0.0298, val acc: 0.9955 EarlyStopping counter: 6 out of 7 (-0.029786 is worse than -0.022581) Epoch [9/100], train loss: 0.0372, train acc: 0.9934, val loss: 0.0284, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.028409 is worse than -0.022581) Early Stopping Here Fold 34 Epoch [1/100], train loss: 0.0367, train acc: 0.9939, val loss: 0.0228, val acc: 1.0000 Saving first run as baseline. (inf --> -0.022809). Saving model ... Epoch [2/100], train loss: 0.0392, train acc: 0.9939, val loss: 0.0332, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.033236 is worse than -0.022809) Epoch [3/100], train loss: 0.0390, train acc: 0.9924, val loss: 0.0374, val acc: 0.9909 EarlyStopping counter: 2 out of 7 (-0.037420 is worse than -0.022809) Epoch [4/100], train loss: 0.0406, train acc: 0.9904, val loss: 0.0334, val acc: 0.9954 EarlyStopping counter: 3 out of 7 (-0.033413 is worse than -0.022809) Epoch [5/100], train loss: 0.0353, train acc: 0.9954, val loss: 0.0319, val acc: 0.9954 EarlyStopping counter: 4 out of 7 (-0.031880 is worse than -0.022809) Epoch [6/100], train loss: 0.0320, train acc: 0.9934, val loss: 0.0354, val acc: 0.9954 EarlyStopping counter: 5 out of 7 (-0.035429 is worse than -0.022809) Epoch [7/100], train loss: 0.0373, train acc: 0.9924, val loss: 0.0323, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.032322 is worse than -0.022809) Epoch [8/100], train loss: 0.0339, train acc: 0.9944, val loss: 0.0354, val acc: 0.9954 EarlyStopping counter: 7 out of 7 (-0.035432 is worse than -0.022809) Early Stopping Here Fold 35 Epoch [1/100], train loss: 0.0343, train acc: 0.9965, val loss: 0.0127, val acc: 1.0000 Saving first run as baseline. (inf --> -0.012743). Saving model ... Epoch [2/100], train loss: 0.0370, train acc: 0.9944, val loss: 0.0160, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.016043 is worse than -0.012743) Epoch [3/100], train loss: 0.0386, train acc: 0.9929, val loss: 0.0201, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.020057 is worse than -0.012743) Epoch [4/100], train loss: 0.0424, train acc: 0.9924, val loss: 0.0144, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.014410 is worse than -0.012743) Epoch [5/100], train loss: 0.0414, train acc: 0.9919, val loss: 0.0156, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.015570 is worse than -0.012743) Epoch [6/100], train loss: 0.0416, train acc: 0.9919, val loss: 0.0150, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.015008 is worse than -0.012743) Epoch [7/100], train loss: 0.0420, train acc: 0.9889, val loss: 0.0191, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.019116 is worse than -0.012743) Epoch [8/100], train loss: 0.0395, train acc: 0.9924, val loss: 0.0222, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.022165 is worse than -0.012743) Early Stopping Here Fold 36 Epoch [1/100], train loss: 0.0350, train acc: 0.9949, val loss: 0.0156, val acc: 1.0000 Saving first run as baseline. (inf --> -0.015636). Saving model ... Epoch [2/100], train loss: 0.0385, train acc: 0.9949, val loss: 0.0248, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.024783 is worse than -0.015636) Epoch [3/100], train loss: 0.0374, train acc: 0.9929, val loss: 0.0193, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.019294 is worse than -0.015636) Epoch [4/100], train loss: 0.0376, train acc: 0.9929, val loss: 0.0187, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.018730 is worse than -0.015636) Epoch [5/100], train loss: 0.0355, train acc: 0.9959, val loss: 0.0189, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.018867 is worse than -0.015636) Epoch [6/100], train loss: 0.0343, train acc: 0.9959, val loss: 0.0195, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.019508 is worse than -0.015636) Epoch [7/100], train loss: 0.0385, train acc: 0.9939, val loss: 0.0204, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.020420 is worse than -0.015636) Epoch [8/100], train loss: 0.0399, train acc: 0.9909, val loss: 0.0215, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.021479 is worse than -0.015636) Early Stopping Here Fold 37 Epoch [1/100], train loss: 0.0382, train acc: 0.9924, val loss: 0.0130, val acc: 1.0000 Saving first run as baseline. (inf --> -0.013012). Saving model ... Epoch [2/100], train loss: 0.0344, train acc: 0.9965, val loss: 0.0160, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.015975 is worse than -0.013012) Epoch [3/100], train loss: 0.0365, train acc: 0.9949, val loss: 0.0195, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.019539 is worse than -0.013012) Epoch [4/100], train loss: 0.0462, train acc: 0.9889, val loss: 0.0190, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.018986 is worse than -0.013012) Epoch [5/100], train loss: 0.0410, train acc: 0.9919, val loss: 0.0159, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.015934 is worse than -0.013012) Epoch [6/100], train loss: 0.0366, train acc: 0.9949, val loss: 0.0166, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.016565 is worse than -0.013012) Epoch [7/100], train loss: 0.0310, train acc: 0.9970, val loss: 0.0168, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.016812 is worse than -0.013012) Epoch [8/100], train loss: 0.0342, train acc: 0.9929, val loss: 0.0191, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.019075 is worse than -0.013012) Early Stopping Here Fold 38 Epoch [1/100], train loss: 0.0375, train acc: 0.9944, val loss: 0.0321, val acc: 1.0000 Saving first run as baseline. (inf --> -0.032114). Saving model ... Epoch [2/100], train loss: 0.0337, train acc: 0.9970, val loss: 0.0176, val acc: 1.0000 Validation loss decreased (-0.032114 --> -0.017570). Saving model ... Epoch [3/100], train loss: 0.0393, train acc: 0.9944, val loss: 0.0262, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.026170 is worse than -0.017570) Epoch [4/100], train loss: 0.0337, train acc: 0.9959, val loss: 0.0182, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.018158 is worse than -0.017570) Epoch [5/100], train loss: 0.0345, train acc: 0.9949, val loss: 0.0224, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.022425 is worse than -0.017570) Epoch [6/100], train loss: 0.0343, train acc: 0.9944, val loss: 0.0213, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.021318 is worse than -0.017570) Epoch [7/100], train loss: 0.0349, train acc: 0.9970, val loss: 0.0214, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.021384 is worse than -0.017570) Epoch [8/100], train loss: 0.0331, train acc: 0.9975, val loss: 0.0237, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.023719 is worse than -0.017570) Epoch [9/100], train loss: 0.0366, train acc: 0.9939, val loss: 0.0236, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.023616 is worse than -0.017570) Early Stopping Here Fold 39 Epoch [1/100], train loss: 0.0397, train acc: 0.9914, val loss: 0.0231, val acc: 1.0000 Saving first run as baseline. (inf --> -0.023135). Saving model ... Epoch [2/100], train loss: 0.0402, train acc: 0.9899, val loss: 0.0178, val acc: 1.0000 Validation loss decreased (-0.023135 --> -0.017826). Saving model ... Epoch [3/100], train loss: 0.0392, train acc: 0.9934, val loss: 0.0205, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.020505 is worse than -0.017826) Epoch [4/100], train loss: 0.0379, train acc: 0.9914, val loss: 0.0203, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.020290 is worse than -0.017826) Epoch [5/100], train loss: 0.0346, train acc: 0.9954, val loss: 0.0245, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.024514 is worse than -0.017826) Epoch [6/100], train loss: 0.0355, train acc: 0.9929, val loss: 0.0194, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.019361 is worse than -0.017826) Epoch [7/100], train loss: 0.0331, train acc: 0.9970, val loss: 0.0234, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.023413 is worse than -0.017826) Epoch [8/100], train loss: 0.0399, train acc: 0.9924, val loss: 0.0275, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.027543 is worse than -0.017826) Epoch [9/100], train loss: 0.0369, train acc: 0.9934, val loss: 0.0212, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.021238 is worse than -0.017826) Early Stopping Here Fold 40 Epoch [1/100], train loss: 0.0379, train acc: 0.9954, val loss: 0.0254, val acc: 0.9954 Saving first run as baseline. (inf --> -0.025443). Saving model ... Epoch [2/100], train loss: 0.0414, train acc: 0.9914, val loss: 0.0267, val acc: 0.9954 EarlyStopping counter: 1 out of 7 (-0.026740 is worse than -0.025443) Epoch [3/100], train loss: 0.0390, train acc: 0.9919, val loss: 0.0265, val acc: 0.9954 EarlyStopping counter: 2 out of 7 (-0.026451 is worse than -0.025443) Epoch [4/100], train loss: 0.0466, train acc: 0.9909, val loss: 0.0332, val acc: 0.9954 EarlyStopping counter: 3 out of 7 (-0.033219 is worse than -0.025443) Epoch [5/100], train loss: 0.0380, train acc: 0.9929, val loss: 0.0275, val acc: 0.9954 EarlyStopping counter: 4 out of 7 (-0.027514 is worse than -0.025443) Epoch [6/100], train loss: 0.0309, train acc: 0.9975, val loss: 0.0286, val acc: 0.9954 EarlyStopping counter: 5 out of 7 (-0.028564 is worse than -0.025443) Epoch [7/100], train loss: 0.0314, train acc: 0.9949, val loss: 0.0291, val acc: 0.9954 EarlyStopping counter: 6 out of 7 (-0.029082 is worse than -0.025443) Epoch [8/100], train loss: 0.0358, train acc: 0.9944, val loss: 0.0421, val acc: 0.9954 EarlyStopping counter: 7 out of 7 (-0.042142 is worse than -0.025443) Early Stopping Here Fold 41 Epoch [1/100], train loss: 0.0381, train acc: 0.9929, val loss: 0.0136, val acc: 1.0000 Saving first run as baseline. (inf --> -0.013631). Saving model ... Epoch [2/100], train loss: 0.0451, train acc: 0.9888, val loss: 0.0143, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.014291 is worse than -0.013631) Epoch [3/100], train loss: 0.0366, train acc: 0.9929, val loss: 0.0169, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.016880 is worse than -0.013631) Epoch [4/100], train loss: 0.0379, train acc: 0.9934, val loss: 0.0148, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.014798 is worse than -0.013631) Epoch [5/100], train loss: 0.0441, train acc: 0.9914, val loss: 0.0184, val acc: 0.9955 EarlyStopping counter: 4 out of 7 (-0.018409 is worse than -0.013631) Epoch [6/100], train loss: 0.0366, train acc: 0.9944, val loss: 0.0168, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.016777 is worse than -0.013631) Epoch [7/100], train loss: 0.0347, train acc: 0.9949, val loss: 0.0166, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.016586 is worse than -0.013631) Epoch [8/100], train loss: 0.0389, train acc: 0.9929, val loss: 0.0183, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.018276 is worse than -0.013631) Early Stopping Here Fold 42 Epoch [1/100], train loss: 0.0375, train acc: 0.9934, val loss: 0.0187, val acc: 1.0000 Saving first run as baseline. (inf --> -0.018746). Saving model ... Epoch [2/100], train loss: 0.0368, train acc: 0.9934, val loss: 0.0185, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.018536 is worse than -0.018746) Epoch [3/100], train loss: 0.0386, train acc: 0.9924, val loss: 0.0192, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.019152 is worse than -0.018746) Epoch [4/100], train loss: 0.0313, train acc: 0.9980, val loss: 0.0231, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.023092 is worse than -0.018746) Epoch [5/100], train loss: 0.0373, train acc: 0.9939, val loss: 0.0266, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.026614 is worse than -0.018746) Epoch [6/100], train loss: 0.0351, train acc: 0.9934, val loss: 0.0282, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.028238 is worse than -0.018746) Epoch [7/100], train loss: 0.0340, train acc: 0.9965, val loss: 0.0215, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.021544 is worse than -0.018746) Epoch [8/100], train loss: 0.0339, train acc: 0.9944, val loss: 0.0212, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.021226 is worse than -0.018746) Early Stopping Here Fold 43 Epoch [1/100], train loss: 0.0373, train acc: 0.9924, val loss: 0.0262, val acc: 0.9955 Saving first run as baseline. (inf --> -0.026191). Saving model ... Epoch [2/100], train loss: 0.0359, train acc: 0.9944, val loss: 0.0307, val acc: 0.9955 EarlyStopping counter: 1 out of 7 (-0.030707 is worse than -0.026191) Epoch [3/100], train loss: 0.0373, train acc: 0.9919, val loss: 0.0270, val acc: 0.9955 EarlyStopping counter: 2 out of 7 (-0.026955 is worse than -0.026191) Epoch [4/100], train loss: 0.0323, train acc: 0.9959, val loss: 0.0322, val acc: 0.9955 EarlyStopping counter: 3 out of 7 (-0.032168 is worse than -0.026191) Epoch [5/100], train loss: 0.0393, train acc: 0.9888, val loss: 0.0388, val acc: 0.9955 EarlyStopping counter: 4 out of 7 (-0.038793 is worse than -0.026191) Epoch [6/100], train loss: 0.0375, train acc: 0.9904, val loss: 0.0397, val acc: 0.9955 EarlyStopping counter: 5 out of 7 (-0.039700 is worse than -0.026191) Epoch [7/100], train loss: 0.0320, train acc: 0.9929, val loss: 0.0367, val acc: 0.9955 EarlyStopping counter: 6 out of 7 (-0.036713 is worse than -0.026191) Epoch [8/100], train loss: 0.0370, train acc: 0.9934, val loss: 0.0407, val acc: 0.9955 EarlyStopping counter: 7 out of 7 (-0.040742 is worse than -0.026191) Early Stopping Here Fold 44 Epoch [1/100], train loss: 0.0318, train acc: 0.9970, val loss: 0.0143, val acc: 1.0000 Saving first run as baseline. (inf --> -0.014302). Saving model ... Epoch [2/100], train loss: 0.0359, train acc: 0.9949, val loss: 0.0139, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.013870 is worse than -0.014302) Epoch [3/100], train loss: 0.0367, train acc: 0.9944, val loss: 0.0179, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.017850 is worse than -0.014302) Epoch [4/100], train loss: 0.0378, train acc: 0.9934, val loss: 0.0281, val acc: 0.9954 EarlyStopping counter: 3 out of 7 (-0.028081 is worse than -0.014302) Epoch [5/100], train loss: 0.0387, train acc: 0.9929, val loss: 0.0204, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.020360 is worse than -0.014302) Epoch [6/100], train loss: 0.0359, train acc: 0.9949, val loss: 0.0174, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.017388 is worse than -0.014302) Epoch [7/100], train loss: 0.0273, train acc: 0.9970, val loss: 0.0160, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.016024 is worse than -0.014302) Epoch [8/100], train loss: 0.0368, train acc: 0.9924, val loss: 0.0171, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.017127 is worse than -0.014302) Early Stopping Here Fold 45 Epoch [1/100], train loss: 0.0436, train acc: 0.9904, val loss: 0.0183, val acc: 1.0000 Saving first run as baseline. (inf --> -0.018329). Saving model ... Epoch [2/100], train loss: 0.0434, train acc: 0.9909, val loss: 0.0188, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.018783 is worse than -0.018329) Epoch [3/100], train loss: 0.0344, train acc: 0.9944, val loss: 0.0170, val acc: 1.0000 Validation loss decreased (-0.018329 --> -0.016996). Saving model ... Epoch [4/100], train loss: 0.0299, train acc: 0.9975, val loss: 0.0218, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.021844 is worse than -0.016996) Epoch [5/100], train loss: 0.0336, train acc: 0.9949, val loss: 0.0213, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.021340 is worse than -0.016996) Epoch [6/100], train loss: 0.0364, train acc: 0.9939, val loss: 0.0200, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.019951 is worse than -0.016996) Epoch [7/100], train loss: 0.0360, train acc: 0.9944, val loss: 0.0221, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.022060 is worse than -0.016996) Epoch [8/100], train loss: 0.0462, train acc: 0.9883, val loss: 0.0245, val acc: 0.9954 EarlyStopping counter: 5 out of 7 (-0.024459 is worse than -0.016996) Epoch [9/100], train loss: 0.0351, train acc: 0.9965, val loss: 0.0216, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.021598 is worse than -0.016996) Epoch [10/100], train loss: 0.0337, train acc: 0.9939, val loss: 0.0222, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.022175 is worse than -0.016996) Early Stopping Here Fold 46 Epoch [1/100], train loss: 0.0425, train acc: 0.9909, val loss: 0.0159, val acc: 1.0000 Saving first run as baseline. (inf --> -0.015885). Saving model ... Epoch [2/100], train loss: 0.0338, train acc: 0.9944, val loss: 0.0145, val acc: 1.0000 Validation loss decreased (-0.015885 --> -0.014453). Saving model ... Epoch [3/100], train loss: 0.0388, train acc: 0.9924, val loss: 0.0148, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.014845 is worse than -0.014453) Epoch [4/100], train loss: 0.0381, train acc: 0.9919, val loss: 0.0240, val acc: 0.9954 EarlyStopping counter: 2 out of 7 (-0.023977 is worse than -0.014453) Epoch [5/100], train loss: 0.0356, train acc: 0.9949, val loss: 0.0176, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.017582 is worse than -0.014453) Epoch [6/100], train loss: 0.0363, train acc: 0.9929, val loss: 0.0180, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.017979 is worse than -0.014453) Epoch [7/100], train loss: 0.0344, train acc: 0.9954, val loss: 0.0177, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.017737 is worse than -0.014453) Epoch [8/100], train loss: 0.0361, train acc: 0.9934, val loss: 0.0174, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.017426 is worse than -0.014453) Epoch [9/100], train loss: 0.0352, train acc: 0.9939, val loss: 0.0298, val acc: 0.9909 EarlyStopping counter: 7 out of 7 (-0.029782 is worse than -0.014453) Early Stopping Here Fold 47 Epoch [1/100], train loss: 0.0401, train acc: 0.9924, val loss: 0.0263, val acc: 0.9954 Saving first run as baseline. (inf --> -0.026336). Saving model ... Epoch [2/100], train loss: 0.0382, train acc: 0.9929, val loss: 0.0244, val acc: 1.0000 Validation loss decreased (-0.026336 --> -0.024448). Saving model ... Epoch [3/100], train loss: 0.0338, train acc: 0.9939, val loss: 0.0181, val acc: 1.0000 Validation loss decreased (-0.024448 --> -0.018071). Saving model ... Epoch [4/100], train loss: 0.0332, train acc: 0.9944, val loss: 0.0224, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.022388 is worse than -0.018071) Epoch [5/100], train loss: 0.0297, train acc: 0.9970, val loss: 0.0247, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.024737 is worse than -0.018071) Epoch [6/100], train loss: 0.0365, train acc: 0.9924, val loss: 0.0229, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.022893 is worse than -0.018071) Epoch [7/100], train loss: 0.0387, train acc: 0.9924, val loss: 0.0229, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.022898 is worse than -0.018071) Epoch [8/100], train loss: 0.0363, train acc: 0.9929, val loss: 0.0211, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.021054 is worse than -0.018071) Epoch [9/100], train loss: 0.0303, train acc: 0.9970, val loss: 0.0230, val acc: 1.0000 EarlyStopping counter: 6 out of 7 (-0.023002 is worse than -0.018071) Epoch [10/100], train loss: 0.0318, train acc: 0.9959, val loss: 0.0235, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.023508 is worse than -0.018071) Early Stopping Here Fold 48 Epoch [1/100], train loss: 0.0375, train acc: 0.9944, val loss: 0.0251, val acc: 0.9954 Saving first run as baseline. (inf --> -0.025061). Saving model ... Epoch [2/100], train loss: 0.0339, train acc: 0.9919, val loss: 0.0283, val acc: 0.9954 EarlyStopping counter: 1 out of 7 (-0.028258 is worse than -0.025061) Epoch [3/100], train loss: 0.0395, train acc: 0.9883, val loss: 0.0197, val acc: 0.9954 Validation loss decreased (-0.025061 --> -0.019724). Saving model ... Epoch [4/100], train loss: 0.0312, train acc: 0.9970, val loss: 0.0200, val acc: 0.9954 EarlyStopping counter: 1 out of 7 (-0.020015 is worse than -0.019724) Epoch [5/100], train loss: 0.0311, train acc: 0.9959, val loss: 0.0214, val acc: 0.9954 EarlyStopping counter: 2 out of 7 (-0.021419 is worse than -0.019724) Epoch [6/100], train loss: 0.0316, train acc: 0.9944, val loss: 0.0229, val acc: 0.9954 EarlyStopping counter: 3 out of 7 (-0.022871 is worse than -0.019724) Epoch [7/100], train loss: 0.0323, train acc: 0.9954, val loss: 0.0240, val acc: 0.9954 EarlyStopping counter: 4 out of 7 (-0.024020 is worse than -0.019724) Epoch [8/100], train loss: 0.0328, train acc: 0.9949, val loss: 0.0257, val acc: 0.9954 EarlyStopping counter: 5 out of 7 (-0.025674 is worse than -0.019724) Epoch [9/100], train loss: 0.0373, train acc: 0.9929, val loss: 0.0274, val acc: 0.9954 EarlyStopping counter: 6 out of 7 (-0.027418 is worse than -0.019724) Epoch [10/100], train loss: 0.0333, train acc: 0.9944, val loss: 0.0291, val acc: 0.9954 EarlyStopping counter: 7 out of 7 (-0.029107 is worse than -0.019724) Early Stopping Here Fold 49 Epoch [1/100], train loss: 0.0413, train acc: 0.9924, val loss: 0.0204, val acc: 0.9954 Saving first run as baseline. (inf --> -0.020378). Saving model ... Epoch [2/100], train loss: 0.0340, train acc: 0.9939, val loss: 0.0198, val acc: 0.9954 EarlyStopping counter: 1 out of 7 (-0.019769 is worse than -0.020378) Epoch [3/100], train loss: 0.0299, train acc: 0.9959, val loss: 0.0229, val acc: 0.9954 EarlyStopping counter: 2 out of 7 (-0.022934 is worse than -0.020378) Epoch [4/100], train loss: 0.0321, train acc: 0.9934, val loss: 0.0266, val acc: 0.9954 EarlyStopping counter: 3 out of 7 (-0.026602 is worse than -0.020378) Epoch [5/100], train loss: 0.0320, train acc: 0.9965, val loss: 0.0235, val acc: 0.9954 EarlyStopping counter: 4 out of 7 (-0.023481 is worse than -0.020378) Epoch [6/100], train loss: 0.0319, train acc: 0.9965, val loss: 0.0234, val acc: 0.9954 EarlyStopping counter: 5 out of 7 (-0.023383 is worse than -0.020378) Epoch [7/100], train loss: 0.0323, train acc: 0.9934, val loss: 0.0247, val acc: 0.9954 EarlyStopping counter: 6 out of 7 (-0.024693 is worse than -0.020378) Epoch [8/100], train loss: 0.0284, train acc: 0.9965, val loss: 0.0268, val acc: 0.9954 EarlyStopping counter: 7 out of 7 (-0.026757 is worse than -0.020378) Early Stopping Here Fold 50 Epoch [1/100], train loss: 0.0398, train acc: 0.9919, val loss: 0.0182, val acc: 1.0000 Saving first run as baseline. (inf --> -0.018213). Saving model ... Epoch [2/100], train loss: 0.0360, train acc: 0.9939, val loss: 0.0202, val acc: 1.0000 EarlyStopping counter: 1 out of 7 (-0.020246 is worse than -0.018213) Epoch [3/100], train loss: 0.0382, train acc: 0.9914, val loss: 0.0212, val acc: 1.0000 EarlyStopping counter: 2 out of 7 (-0.021241 is worse than -0.018213) Epoch [4/100], train loss: 0.0359, train acc: 0.9939, val loss: 0.0210, val acc: 1.0000 EarlyStopping counter: 3 out of 7 (-0.020987 is worse than -0.018213) Epoch [5/100], train loss: 0.0315, train acc: 0.9954, val loss: 0.0223, val acc: 1.0000 EarlyStopping counter: 4 out of 7 (-0.022338 is worse than -0.018213) Epoch [6/100], train loss: 0.0339, train acc: 0.9965, val loss: 0.0242, val acc: 1.0000 EarlyStopping counter: 5 out of 7 (-0.024192 is worse than -0.018213) Epoch [7/100], train loss: 0.0288, train acc: 0.9959, val loss: 0.0238, val acc: 0.9954 EarlyStopping counter: 6 out of 7 (-0.023801 is worse than -0.018213) Epoch [8/100], train loss: 0.0297, train acc: 0.9954, val loss: 0.0266, val acc: 1.0000 EarlyStopping counter: 7 out of 7 (-0.026557 is worse than -0.018213) Early Stopping Here Saving CSV