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msgc_resnet18_att_log.txt
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Flops of dyresnet18: original 1814.073344 M, target 885.267791872 M, possible 559.554176 M, main 137.793536 M, dgc 1680.218624 M, mask 1.705984 M
Flops of dyresnet18: original 1814.073344 M, target 885.267791872 M, possible 559.554176 M, main 137.793536 M, dgc 1680.218624 M, mask 1.705984 M
Epoch 000/120: (62.2060 84.6920) | 1819.2853 M (1679.7858 -0.0000) || train (51.2702 74.6463) | 1700.1066 M (1560.6701 -0.0630)| loss 3.0891 || lr 0.075000-0.015000-0.015000 | Time 2021-08-08 13:05:50
Epoch 000/120: (62.2060 84.6920) | 1819.2853 M (1679.7858 -0.0000) || train (51.1922 74.5891) | 1700.1142 M (1560.6776 -0.0629)| loss 3.0898 || lr 0.075000-0.015000-0.015000 | Time 2021-08-08 13:05:50
Epoch 001/120: (63.3660 85.3500) | 1818.9956 M (1679.4961 -0.0000) || train (57.6789 80.0064) | 1763.3548 M (1623.8657 -0.0104)| loss 2.7848 || lr 0.074987-0.014997-0.014997 | Time 2021-08-08 13:22:17
Epoch 001/120: (63.3660 85.3500) | 1818.9956 M (1679.4961 -0.0000) || train (57.7545 79.9492) | 1763.3571 M (1623.8677 -0.0101)| loss 2.7868 || lr 0.074987-0.014997-0.014997 | Time 2021-08-08 13:22:17
Epoch 002/120: (63.7620 85.6480) | 1801.9855 M (1662.4859 -0.0000) || train (59.3271 81.1725) | 1774.4157 M (1634.9202 -0.0040)| loss 2.7064 || lr 0.074949-0.014990-0.014990 | Time 2021-08-08 13:38:47
Epoch 002/120: (63.7620 85.6480) | 1801.9855 M (1662.4859 -0.0000) || train (59.2985 81.0603) | 1774.4172 M (1634.9216 -0.0039)| loss 2.7096 || lr 0.074949-0.014990-0.014990 | Time 2021-08-08 13:38:47
Epoch 003/120: (63.8880 85.6280) | 1782.9961 M (1643.4966 -0.0000) || train (59.9895 81.5632) | 1759.0335 M (1619.5568 -0.0228)| loss 2.6764 || lr 0.074884-0.014977-0.014977 | Time 2021-08-08 13:55:10
Epoch 003/120: (63.8880 85.6280) | 1782.9961 M (1643.4966 -0.0000) || train (59.9525 81.6062) | 1759.0299 M (1619.5531 -0.0228)| loss 2.6747 || lr 0.074884-0.014977-0.014977 | Time 2021-08-08 13:55:10
Epoch 004/120: (64.1560 85.8240) | 1759.8184 M (1620.3583 -0.0394) || train (60.3245 81.8481) | 1743.5075 M (1604.1323 -0.1244)| loss 2.6545 || lr 0.074795-0.014959-0.014959 | Time 2021-08-08 14:11:42
Epoch 004/120: (64.1560 85.8240) | 1759.8184 M (1620.3583 -0.0394) || train (60.4402 81.9719) | 1743.5051 M (1604.1296 -0.1240)| loss 2.6489 || lr 0.074795-0.014959-0.014959 | Time 2021-08-08 14:11:42
Epoch 005/120: (64.3920 86.0720) | 1739.3336 M (1600.3085 -0.4744) || train (60.6898 82.1135) | 1727.9819 M (1588.8678 -0.3854)| loss 2.6338 || lr 0.074679-0.014936-0.014936 | Time 2021-08-08 14:28:26
Epoch 005/120: (64.3920 86.0720) | 1739.3336 M (1600.3085 -0.4744) || train (60.7994 82.1941) | 1727.9829 M (1588.8686 -0.3852)| loss 2.6295 || lr 0.074679-0.014936-0.014936 | Time 2021-08-08 14:28:26
Epoch 006/120: (64.5380 86.0940) | 1714.6611 M (1576.0079 -0.8463) || train (61.0446 82.3728) | 1712.4972 M (1573.7182 -0.7205)| loss 2.6170 || lr 0.074538-0.014908-0.014908 | Time 2021-08-08 14:44:48
Epoch 006/120: (64.5380 86.0940) | 1714.6611 M (1576.0079 -0.8463) || train (60.8935 82.2904) | 1712.5065 M (1573.7262 -0.7193)| loss 2.6222 || lr 0.074538-0.014908-0.014908 | Time 2021-08-08 14:44:48
Epoch 007/120: (63.2080 85.0300) | 1698.2536 M (1560.0106 -1.2565) || train (61.1723 82.4765) | 1697.1408 M (1558.7784 -1.1371)| loss 2.6071 || lr 0.074372-0.014874-0.014874 | Time 2021-08-08 15:01:17
Epoch 007/120: (63.2080 85.0300) | 1698.2536 M (1560.0106 -1.2565) || train (61.1709 82.4729) | 1697.1481 M (1558.7852 -1.1366)| loss 2.6076 || lr 0.074372-0.014874-0.014874 | Time 2021-08-08 15:01:17
Epoch 008/120: (64.6200 85.9400) | 1680.2317 M (1542.5513 -1.8191) || train (61.4157 82.6327) | 1681.7205 M (1543.8586 -1.6376)| loss 2.5963 || lr 0.074181-0.014836-0.014836 | Time 2021-08-08 15:17:44
Epoch 008/120: (64.6200 85.9400) | 1680.2317 M (1542.5513 -1.8191) || train (61.5084 82.5953) | 1681.7223 M (1543.8591 -1.6363)| loss 2.5956 || lr 0.074181-0.014836-0.014836 | Time 2021-08-08 15:17:44
Epoch 009/120: (65.1020 86.3540) | 1664.6664 M (1527.1620 -1.9951) || train (61.6252 82.7749) | 1666.2813 M (1528.9493 -2.1676)| loss 2.5846 || lr 0.073964-0.014793-0.014793 | Time 2021-08-08 15:34:13
Epoch 009/120: (65.1020 86.3540) | 1664.6664 M (1527.1620 -1.9951) || train (61.6205 82.7604) | 1666.2901 M (1528.9565 -2.1659)| loss 2.5859 || lr 0.073964-0.014793-0.014793 | Time 2021-08-08 15:34:13
Epoch 010/120: (64.9740 86.3320) | 1648.4245 M (1511.9521 -3.0271) || train (61.6230 82.7706) | 1650.8810 M (1514.0855 -2.7041)| loss 2.5836 || lr 0.073722-0.014744-0.014744 | Time 2021-08-08 15:50:33
Epoch 010/120: (64.9740 86.3320) | 1648.4245 M (1511.9521 -3.0271) || train (61.7783 82.8592) | 1650.8800 M (1514.0858 -2.7053)| loss 2.5774 || lr 0.073722-0.014744-0.014744 | Time 2021-08-08 15:50:33
Epoch 011/120: (64.5320 86.2800) | 1632.1802 M (1496.9049 -4.2242) || train (61.9959 83.0408) | 1635.4548 M (1499.5581 -3.6028)| loss 2.5662 || lr 0.073456-0.014691-0.014691 | Time 2021-08-08 16:06:54
Epoch 011/120: (64.5320 86.2800) | 1632.1802 M (1496.9049 -4.2242) || train (61.7516 82.8730) | 1635.4552 M (1499.5565 -3.6009)| loss 2.5743 || lr 0.073456-0.014691-0.014691 | Time 2021-08-08 16:06:54
Epoch 012/120: (65.1240 86.3800) | 1616.6573 M (1483.3297 -6.1719) || train (61.9667 82.9684) | 1619.9711 M (1485.3442 -4.8726)| loss 2.5663 || lr 0.073165-0.014633-0.014633 | Time 2021-08-08 16:23:17
Epoch 012/120: (65.1240 86.3800) | 1616.6573 M (1483.3297 -6.1719) || train (61.9597 83.0648) | 1619.9781 M (1485.3497 -4.8711)| loss 2.5641 || lr 0.073165-0.014633-0.014633 | Time 2021-08-08 16:23:17
Epoch 013/120: (64.9220 86.4160) | 1600.7194 M (1468.7933 -7.5735) || train (61.9341 83.0486) | 1604.4786 M (1471.2526 -6.2735)| loss 2.5630 || lr 0.072849-0.014570-0.014570 | Time 2021-08-08 16:39:39
Epoch 013/120: (64.9220 86.4160) | 1600.7194 M (1468.7933 -7.5735) || train (62.0471 83.1188) | 1604.4816 M (1471.2550 -6.2729)| loss 2.5583 || lr 0.072849-0.014570-0.014570 | Time 2021-08-08 16:39:39
Epoch 014/120: (65.1760 86.6960) | 1583.9503 M (1452.3235 -7.8727) || train (62.1503 83.1783) | 1588.9641 M (1456.2920 -6.8274)| loss 2.5527 || lr 0.072509-0.014502-0.014502 | Time 2021-08-08 16:56:02
Epoch 014/120: (65.1760 86.6980) | 1583.9503 M (1452.3235 -7.8727) || train (62.1299 83.1729) | 1588.9584 M (1456.2882 -6.8293)| loss 2.5545 || lr 0.072509-0.014502-0.014502 | Time 2021-08-08 16:56:02
Epoch 015/120: (65.5060 86.6820) | 1568.4010 M (1437.2344 -8.3330) || train (62.1463 83.2189) | 1573.5152 M (1441.5106 -7.4950)| loss 2.5502 || lr 0.072145-0.014429-0.014429 | Time 2021-08-08 17:12:26
Epoch 015/120: (65.5060 86.6820) | 1568.4010 M (1437.2344 -8.3330) || train (62.1317 83.1917) | 1573.5156 M (1441.5119 -7.4958)| loss 2.5522 || lr 0.072145-0.014429-0.014429 | Time 2021-08-08 17:12:26
Epoch 016/120: (64.8260 86.4460) | 1551.9804 M (1422.7006 -10.2197) || train (62.3553 83.3258) | 1558.0476 M (1427.1396 -8.5915)| loss 2.5424 || lr 0.071758-0.014352-0.014352 | Time 2021-08-08 17:28:50
Epoch 016/120: (64.8260 86.4460) | 1551.9804 M (1422.7006 -10.2197) || train (62.2377 83.1818) | 1558.0501 M (1427.1427 -8.5921)| loss 2.5491 || lr 0.071758-0.014352-0.014352 | Time 2021-08-08 17:28:50
Epoch 017/120: (65.2540 86.6440) | 1536.3320 M (1408.7100 -11.8775) || train (62.3444 83.2888) | 1542.6303 M (1413.2806 -10.1498)| loss 2.5433 || lr 0.071347-0.014269-0.014269 | Time 2021-08-08 17:45:04
Epoch 017/120: (65.2540 86.6440) | 1536.3320 M (1408.7100 -11.8775) || train (62.3576 83.4523) | 1542.6233 M (1413.2763 -10.1526)| loss 2.5370 || lr 0.071347-0.014269-0.014269 | Time 2021-08-08 17:45:04
Epoch 018/120: (65.0140 86.5360) | 1519.9232 M (1394.1269 -13.7032) || train (62.3779 83.3393) | 1527.1655 M (1399.5340 -11.8681)| loss 2.5399 || lr 0.070913-0.014183-0.014183 | Time 2021-08-08 18:01:37
Epoch 018/120: (65.0140 86.5360) | 1519.9232 M (1394.1268 -13.7032) || train (62.4475 83.4098) | 1527.1689 M (1399.5366 -11.8672)| loss 2.5375 || lr 0.070913-0.014183-0.014183 | Time 2021-08-08 18:01:37
Epoch 019/120: (64.9940 86.5000) | 1503.6865 M (1380.2061 -16.0191) || train (62.4326 83.4287) | 1511.7126 M (1385.9570 -13.7439)| loss 2.5344 || lr 0.070456-0.014091-0.014091 | Time 2021-08-08 18:18:06
Epoch 019/120: (64.9940 86.5000) | 1503.6865 M (1380.2061 -16.0191) || train (62.5762 83.4943) | 1511.7084 M (1385.9540 -13.7452)| loss 2.5305 || lr 0.070456-0.014091-0.014091 | Time 2021-08-08 18:18:06
Epoch 020/120: (65.6100 86.5960) | 1489.2198 M (1366.6618 -16.9414) || train (62.5473 83.4293) | 1496.2486 M (1371.9997 -15.2507)| loss 2.5330 || lr 0.069976-0.013995-0.013995 | Time 2021-08-08 18:34:48
Epoch 020/120: (65.6100 86.5960) | 1489.2198 M (1366.6617 -16.9414) || train (62.5837 83.4560) | 1496.2463 M (1371.9982 -15.2515)| loss 2.5305 || lr 0.069976-0.013995-0.013995 | Time 2021-08-08 18:34:48
Epoch 021/120: (65.7440 86.7500) | 1472.6098 M (1350.4333 -17.3230) || train (62.5526 83.5208) | 1480.7751 M (1357.2739 -15.9984)| loss 2.5291 || lr 0.069474-0.013895-0.013895 | Time 2021-08-08 18:51:38
Epoch 021/120: (65.7440 86.7500) | 1472.6098 M (1350.4333 -17.3230) || train (62.5771 83.4521) | 1480.7768 M (1357.2756 -15.9983)| loss 2.5313 || lr 0.069474-0.013895-0.013895 | Time 2021-08-08 18:51:38
Epoch 022/120: (65.2580 86.5260) | 1456.0788 M (1334.7658 -18.1866) || train (62.5445 83.4506) | 1465.2974 M (1342.6614 -16.8636)| loss 2.5312 || lr 0.068950-0.013790-0.013790 | Time 2021-08-08 19:08:20
Epoch 022/120: (65.2580 86.5280) | 1456.0788 M (1334.7658 -18.1866) || train (62.7154 83.5252) | 1465.2985 M (1342.6616 -16.8626)| loss 2.5251 || lr 0.068950-0.013790-0.013790 | Time 2021-08-08 19:08:20
Epoch 023/120: (65.4000 86.7220) | 1440.8966 M (1321.5711 -20.1740) || train (62.7857 83.6540) | 1449.8606 M (1328.3976 -18.0365)| loss 2.5207 || lr 0.068405-0.013681-0.013681 | Time 2021-08-08 19:24:55
Epoch 023/120: (65.4000 86.7220) | 1440.8966 M (1321.5711 -20.1740) || train (62.7231 83.5776) | 1449.8553 M (1328.3961 -18.0403)| loss 2.5230 || lr 0.068405-0.013681-0.013681 | Time 2021-08-08 19:24:55
Epoch 024/120: (65.6160 86.8860) | 1426.0058 M (1308.7025 -22.1961) || train (62.7563 83.5600) | 1434.3923 M (1314.9705 -20.0777)| loss 2.5222 || lr 0.067838-0.013568-0.013568 | Time 2021-08-08 19:41:36
Epoch 024/120: (65.6160 86.8860) | 1426.0058 M (1308.7025 -22.1961) || train (62.7947 83.6338) | 1434.3934 M (1314.9719 -20.0780)| loss 2.5196 || lr 0.067838-0.013568-0.013568 | Time 2021-08-08 19:41:36
Epoch 025/120: (65.4340 86.6420) | 1410.1949 M (1295.2063 -24.5109) || train (62.7371 83.6618) | 1418.9143 M (1301.8832 -22.4684)| loss 2.5195 || lr 0.067251-0.013450-0.013450 | Time 2021-08-08 19:58:30
Epoch 025/120: (65.4340 86.6420) | 1410.1949 M (1295.2063 -24.5109) || train (62.7826 83.6089) | 1418.9172 M (1301.8864 -22.4687)| loss 2.5189 || lr 0.067251-0.013450-0.013450 | Time 2021-08-08 19:58:30
Epoch 026/120: (65.2480 86.6760) | 1395.5504 M (1282.7426 -26.6917) || train (62.8664 83.6321) | 1403.4911 M (1288.7807 -24.7892)| loss 2.5170 || lr 0.066643-0.013329-0.013329 | Time 2021-08-08 20:18:41
Epoch 026/120: (65.2480 86.6760) | 1395.5504 M (1282.7426 -26.6917) || train (62.8010 83.6346) | 1403.4891 M (1288.7785 -24.7888)| loss 2.5179 || lr 0.066643-0.013329-0.013329 | Time 2021-08-08 20:18:41
Epoch 027/120: (64.9300 86.7320) | 1380.6097 M (1269.6626 -28.5524) || train (62.7627 83.6396) | 1387.9858 M (1275.3153 -26.8289)| loss 2.5182 || lr 0.066015-0.013203-0.013203 | Time 2021-08-08 20:39:18
Epoch 027/120: (64.9300 86.7320) | 1380.6097 M (1269.6625 -28.5524) || train (62.9185 83.6747) | 1387.9863 M (1275.3165 -26.8297)| loss 2.5152 || lr 0.066015-0.013203-0.013203 | Time 2021-08-08 20:39:18
Epoch 028/120: (65.4720 86.7560) | 1365.1545 M (1255.8299 -30.1749) || train (62.8807 83.6749) | 1372.4773 M (1261.4743 -28.4964)| loss 2.5158 || lr 0.065368-0.013074-0.013074 | Time 2021-08-08 20:58:29
Epoch 028/120: (65.4720 86.7580) | 1365.1545 M (1255.8299 -30.1749) || train (62.8283 83.6836) | 1372.4760 M (1261.4755 -28.4990)| loss 2.5143 || lr 0.065368-0.013074-0.013074 | Time 2021-08-08 20:58:29
Epoch 029/120: (65.5700 86.7540) | 1349.4659 M (1242.4237 -32.4574) || train (62.8144 83.6257) | 1357.0128 M (1248.0964 -30.5831)| loss 2.5161 || lr 0.064702-0.012940-0.012940 | Time 2021-08-08 21:15:33
Epoch 029/120: (65.5700 86.7540) | 1349.4659 M (1242.4237 -32.4574) || train (62.9043 83.7163) | 1357.0184 M (1248.1022 -30.5834)| loss 2.5135 || lr 0.064702-0.012940-0.012940 | Time 2021-08-08 21:15:33
Epoch 030/120: (65.3380 86.4460) | 1333.3040 M (1227.8139 -34.0095) || train (62.8857 83.6908) | 1341.5363 M (1234.7715 -32.7347)| loss 2.5155 || lr 0.064017-0.012803-0.012803 | Time 2021-08-08 21:32:51
Epoch 030/120: (65.3380 86.4460) | 1333.3040 M (1227.8139 -34.0095) || train (62.9479 83.7946) | 1341.5367 M (1234.7723 -32.7351)| loss 2.5099 || lr 0.064017-0.012803-0.012803 | Time 2021-08-08 21:32:51
Epoch 031/120: (64.6240 86.1220) | 1318.5027 M (1214.8549 -35.8517) || train (62.8420 83.7542) | 1326.0263 M (1220.6059 -34.0791)| loss 2.5123 || lr 0.063313-0.012663-0.012663 | Time 2021-08-08 21:50:00
Epoch 031/120: (64.6200 86.1220) | 1318.5027 M (1214.8549 -35.8517) || train (63.0209 83.7703) | 1326.0336 M (1220.6115 -34.0775)| loss 2.5084 || lr 0.063313-0.012663-0.012663 | Time 2021-08-08 21:50:00
Epoch 032/120: (65.7000 87.1660) | 1302.7112 M (1201.6898 -38.4782) || train (62.9199 83.6743) | 1310.5495 M (1207.2354 -36.1853)| loss 2.5128 || lr 0.062592-0.012518-0.012518 | Time 2021-08-08 22:07:10
Epoch 032/120: (65.7000 87.1660) | 1302.7111 M (1201.6898 -38.4782) || train (62.9045 83.6992) | 1310.5499 M (1207.2351 -36.1847)| loss 2.5126 || lr 0.062592-0.012518-0.012518 | Time 2021-08-08 22:07:10
Epoch 033/120: (65.1400 86.6400) | 1286.5323 M (1188.3244 -41.2916) || train (62.9468 83.7481) | 1295.0441 M (1194.3329 -38.7884)| loss 2.5106 || lr 0.061854-0.012371-0.012371 | Time 2021-08-08 22:24:31
Epoch 033/120: (65.1400 86.6400) | 1286.5323 M (1188.3244 -41.2916) || train (62.8706 83.6715) | 1295.0417 M (1194.3322 -38.7900)| loss 2.5132 || lr 0.061854-0.012371-0.012371 | Time 2021-08-08 22:24:31
Epoch 034/120: (65.0380 86.7680) | 1271.6406 M (1174.8917 -42.7506) || train (62.9532 83.7323) | 1279.5591 M (1181.2209 -41.1613)| loss 2.5080 || lr 0.061100-0.012220-0.012220 | Time 2021-08-08 22:41:56
Epoch 034/120: (65.0380 86.7680) | 1271.6406 M (1174.8917 -42.7506) || train (63.0216 83.8201) | 1279.5585 M (1181.2201 -41.1612)| loss 2.5058 || lr 0.061100-0.012220-0.012220 | Time 2021-08-08 22:41:56
Epoch 035/120: (65.3580 86.7040) | 1256.1726 M (1160.3907 -43.7176) || train (62.9056 83.7737) | 1264.0860 M (1166.9377 -42.3512)| loss 2.5090 || lr 0.060329-0.012066-0.012066 | Time 2021-08-08 22:59:08
Epoch 035/120: (65.3580 86.7040) | 1256.1726 M (1160.3907 -43.7176) || train (62.9427 83.8137) | 1264.0781 M (1166.9309 -42.3523)| loss 2.5075 || lr 0.060329-0.012066-0.012066 | Time 2021-08-08 22:59:08
Epoch 036/120: (65.8740 86.8980) | 1240.2415 M (1145.3682 -44.6262) || train (62.9394 83.8043) | 1248.6159 M (1152.5142 -43.3979)| loss 2.5076 || lr 0.059542-0.011908-0.011908 | Time 2021-08-08 23:16:21
Epoch 036/120: (65.8740 86.8980) | 1240.2415 M (1145.3683 -44.6262) || train (62.7936 83.7292) | 1248.6152 M (1152.5140 -43.3983)| loss 2.5121 || lr 0.059542-0.011908-0.011908 | Time 2021-08-08 23:16:21
Epoch 037/120: (65.2920 86.5580) | 1224.8024 M (1131.6305 -46.3277) || train (62.9174 83.7500) | 1233.1366 M (1138.2428 -44.6058)| loss 2.5103 || lr 0.058740-0.011748-0.011748 | Time 2021-08-08 23:33:20
Epoch 037/120: (65.2920 86.5580) | 1224.8024 M (1131.6305 -46.3277) || train (62.8196 83.7659) | 1233.1299 M (1138.2361 -44.6057)| loss 2.5120 || lr 0.058740-0.011748-0.011748 | Time 2021-08-08 23:33:20
Epoch 038/120: (64.7780 86.4080) | 1209.5446 M (1118.1272 -48.0821) || train (62.9099 83.6968) | 1217.6041 M (1124.6848 -46.5803)| loss 2.5098 || lr 0.057924-0.011585-0.011585 | Time 2021-08-08 23:50:12
Epoch 038/120: (64.7780 86.4080) | 1209.5446 M (1118.1272 -48.0821) || train (62.9034 83.7386) | 1217.6058 M (1124.6863 -46.5801)| loss 2.5115 || lr 0.057924-0.011585-0.011585 | Time 2021-08-08 23:50:12
Epoch 039/120: (64.7720 86.3920) | 1193.2301 M (1103.4086 -49.6780) || train (62.7022 83.6485) | 1202.1267 M (1111.2916 -48.6644)| loss 2.5148 || lr 0.057094-0.011419-0.011419 | Time 2021-08-09 00:07:05
Epoch 039/120: (64.7720 86.3920) | 1193.2301 M (1103.4086 -49.6780) || train (62.8071 83.6655) | 1202.1274 M (1111.2906 -48.6627)| loss 2.5143 || lr 0.057094-0.011419-0.011419 | Time 2021-08-09 00:07:05
Epoch 040/120: (65.4140 86.6160) | 1178.5929 M (1089.2771 -50.1838) || train (62.8146 83.7155) | 1186.6159 M (1096.5373 -49.4209)| loss 2.5132 || lr 0.056250-0.011250-0.011250 | Time 2021-08-09 00:24:09
Epoch 040/120: (65.4140 86.6160) | 1178.5929 M (1089.2771 -50.1838) || train (62.8452 83.7569) | 1186.6250 M (1096.5444 -49.4189)| loss 2.5106 || lr 0.056250-0.011250-0.011250 | Time 2021-08-09 00:24:09
Epoch 041/120: (65.4280 86.6320) | 1160.6459 M (1072.2181 -51.0717) || train (62.8466 83.7517) | 1171.1130 M (1080.9042 -49.2907)| loss 2.5105 || lr 0.055393-0.011079-0.011079 | Time 2021-08-09 00:41:09
Epoch 041/120: (65.4280 86.6320) | 1160.6459 M (1072.2181 -51.0717) || train (62.8695 83.7199) | 1171.1012 M (1080.8960 -49.2943)| loss 2.5123 || lr 0.055393-0.011079-0.011079 | Time 2021-08-09 00:41:09
Epoch 042/120: (65.5460 86.8180) | 1144.5772 M (1059.7924 -54.7146) || train (62.8881 83.6643) | 1155.5972 M (1067.0292 -50.9314)| loss 2.5122 || lr 0.054525-0.010905-0.010905 | Time 2021-08-09 00:58:02
Epoch 042/120: (65.5480 86.8180) | 1144.5772 M (1059.7924 -54.7146) || train (62.8853 83.7494) | 1155.5979 M (1067.0320 -50.9337)| loss 2.5091 || lr 0.054525-0.010905-0.010905 | Time 2021-08-09 00:58:02
Epoch 043/120: (65.0700 86.4960) | 1130.9209 M (1047.2711 -55.8497) || train (62.8651 83.7017) | 1140.1330 M (1055.1767 -54.5432)| loss 2.5137 || lr 0.053644-0.010729-0.010729 | Time 2021-08-09 01:14:59
Epoch 043/120: (65.0720 86.4960) | 1130.9209 M (1047.2711 -55.8497) || train (62.7741 83.6499) | 1140.1323 M (1055.1767 -54.5440)| loss 2.5145 || lr 0.053644-0.010729-0.010729 | Time 2021-08-09 01:14:59
Epoch 044/120: (65.5700 86.7640) | 1114.7530 M (1033.2390 -57.9855) || train (62.6336 83.5634) | 1124.6560 M (1041.3716 -56.2151)| loss 2.5187 || lr 0.052753-0.010551-0.010551 | Time 2021-08-09 01:32:01
Epoch 044/120: (65.5700 86.7640) | 1114.7530 M (1033.2390 -57.9855) || train (62.7797 83.6089) | 1124.6555 M (1041.3724 -56.2164)| loss 2.5169 || lr 0.052753-0.010551-0.010551 | Time 2021-08-09 01:32:01
Epoch 045/120: (65.4420 86.7860) | 1098.6362 M (1018.3725 -59.2358) || train (62.6728 83.6039) | 1109.1865 M (1027.4542 -57.7672)| loss 2.5176 || lr 0.051851-0.010370-0.010370 | Time 2021-08-09 01:49:01
Epoch 045/120: (65.4420 86.7860) | 1098.6362 M (1018.3725 -59.2358) || train (62.5884 83.5672) | 1109.1751 M (1027.4457 -57.7701)| loss 2.5220 || lr 0.051851-0.010370-0.010370 | Time 2021-08-09 01:49:01
Epoch 046/120: (65.2220 86.6480) | 1083.7020 M (1005.3198 -61.1174) || train (62.5295 83.5193) | 1093.7137 M (1013.4780 -59.2638)| loss 2.5246 || lr 0.050939-0.010188-0.010188 | Time 2021-08-09 02:06:05
Epoch 046/120: (65.2220 86.6480) | 1083.7020 M (1005.3198 -61.1174) || train (62.4789 83.4693) | 1093.6977 M (1013.4652 -59.2671)| loss 2.5263 || lr 0.050939-0.010188-0.010188 | Time 2021-08-09 02:06:05
Epoch 047/120: (64.9240 86.4180) | 1067.5583 M (989.5527 -61.4939) || train (62.4880 83.4890) | 1078.1707 M (999.0818 -60.4106)| loss 2.5248 || lr 0.050018-0.010004-0.010004 | Time 2021-08-09 02:23:11
Epoch 047/120: (64.9240 86.4180) | 1067.5583 M (989.5527 -61.4939) || train (62.4168 83.4434) | 1078.1804 M (999.0920 -60.4111)| loss 2.5277 || lr 0.050018-0.010004-0.010004 | Time 2021-08-09 02:23:11
Epoch 048/120: (65.3400 86.4320) | 1050.8837 M (974.4984 -63.1142) || train (62.4752 83.5232) | 1062.7104 M (984.4012 -61.1903)| loss 2.5241 || lr 0.049088-0.009818-0.009818 | Time 2021-08-09 02:40:18
Epoch 048/120: (65.3400 86.4320) | 1050.8837 M (974.4984 -63.1143) || train (62.4269 83.4098) | 1062.7047 M (984.3977 -61.1924)| loss 2.5277 || lr 0.049088-0.009818-0.009818 | Time 2021-08-09 02:40:18
Epoch 049/120: (65.2280 86.6640) | 1036.4631 M (960.1469 -63.1833) || train (62.4577 83.4006) | 1047.2134 M (969.5895 -61.8756)| loss 2.5287 || lr 0.048151-0.009630-0.009630 | Time 2021-08-09 02:57:28
Epoch 049/120: (65.2280 86.6640) | 1036.4631 M (960.1469 -63.1833) || train (62.5347 83.4677) | 1047.2040 M (969.5844 -61.8799)| loss 2.5245 || lr 0.048151-0.009630-0.009630 | Time 2021-08-09 02:57:28
Epoch 050/120: (65.2800 86.6000) | 1021.5507 M (947.9511 -65.8999) || train (62.2585 83.3567) | 1031.7798 M (955.6668 -63.3865)| loss 2.5339 || lr 0.047206-0.009441-0.009441 | Time 2021-08-09 03:14:34
Epoch 050/120: (65.2800 86.6000) | 1021.5507 M (947.9511 -65.8999) || train (62.4699 83.4343) | 1031.7595 M (955.6513 -63.3913)| loss 2.5265 || lr 0.047206-0.009441-0.009441 | Time 2021-08-09 03:14:34
Epoch 051/120: (65.0920 86.4980) | 1004.4803 M (933.1932 -68.2124) || train (62.3066 83.3385) | 1016.3108 M (942.6961 -65.8848)| loss 2.5332 || lr 0.046254-0.009251-0.009251 | Time 2021-08-09 03:31:38
Epoch 051/120: (65.0920 86.4980) | 1004.4803 M (933.1932 -68.2124) || train (62.1953 83.3243) | 1016.3028 M (942.6905 -65.8871)| loss 2.5351 || lr 0.046254-0.009251-0.009251 | Time 2021-08-09 03:31:38
Epoch 052/120: (65.2900 86.5900) | 989.6105 M (921.3537 -71.2428) || train (62.1591 83.3134) | 1000.8552 M (929.6837 -68.3280)| loss 2.5366 || lr 0.045297-0.009059-0.009059 | Time 2021-08-09 03:48:32
Epoch 052/120: (65.2900 86.5900) | 989.6105 M (921.3537 -71.2428) || train (62.2298 83.3020) | 1000.8371 M (929.6712 -68.3337)| loss 2.5368 || lr 0.045297-0.009059-0.009059 | Time 2021-08-09 03:48:32
Epoch 053/120: (65.2840 86.6480) | 973.5525 M (907.9390 -73.8860) || train (62.0426 83.1811) | 985.4187 M (916.9606 -71.0414)| loss 2.5416 || lr 0.044334-0.008867-0.008867 | Time 2021-08-09 04:05:25
Epoch 053/120: (65.2840 86.6480) | 973.5525 M (907.9390 -73.8860) || train (62.0301 83.1838) | 985.4090 M (916.9536 -71.0441)| loss 2.5413 || lr 0.044334-0.008867-0.008867 | Time 2021-08-09 04:05:25
Epoch 054/120: (64.8200 86.2720) | 959.0674 M (895.0402 -75.4723) || train (61.8189 83.1067) | 969.9182 M (903.4812 -73.0625)| loss 2.5499 || lr 0.043366-0.008673-0.008673 | Time 2021-08-09 04:22:20
Epoch 054/120: (64.8200 86.2720) | 959.0675 M (895.0402 -75.4723) || train (61.9635 83.0719) | 969.9128 M (903.4783 -73.0651)| loss 2.5471 || lr 0.043366-0.008673-0.008673 | Time 2021-08-09 04:22:20
Epoch 055/120: (64.6720 86.0800) | 943.1995 M (880.4347 -76.7348) || train (61.9066 83.0823) | 954.4658 M (889.9562 -74.9899)| loss 2.5484 || lr 0.042395-0.008479-0.008479 | Time 2021-08-09 04:39:25
Epoch 055/120: (64.6720 86.0760) | 943.1995 M (880.4347 -76.7348) || train (61.9132 83.0637) | 954.4557 M (889.9502 -74.9940)| loss 2.5485 || lr 0.042395-0.008479-0.008479 | Time 2021-08-09 04:39:25
Epoch 056/120: (64.6240 86.2760) | 928.4600 M (867.2949 -78.3343) || train (61.8489 83.0498) | 939.0102 M (875.6647 -76.1540)| loss 2.5501 || lr 0.041420-0.008284-0.008284 | Time 2021-08-09 04:56:20
Epoch 056/120: (64.6240 86.2760) | 928.4600 M (867.2949 -78.3343) || train (61.8314 82.9980) | 939.0108 M (875.6640 -76.1526)| loss 2.5512 || lr 0.041420-0.008284-0.008284 | Time 2021-08-09 04:56:20
Epoch 057/120: (64.1840 86.1060) | 913.7318 M (855.3192 -81.0869) || train (61.6987 82.9541) | 923.5476 M (862.8424 -78.7943)| loss 2.5545 || lr 0.040442-0.008088-0.008088 | Time 2021-08-09 05:13:17
Epoch 057/120: (64.1840 86.1060) | 913.7318 M (855.3193 -81.0869) || train (61.8042 82.9702) | 923.5539 M (862.8449 -78.7905)| loss 2.5515 || lr 0.040442-0.008088-0.008088 | Time 2021-08-09 05:13:17
Epoch 058/120: (64.6160 86.3660) | 897.3507 M (842.2591 -84.4079) || train (61.6633 82.8583) | 908.1363 M (849.7695 -81.1327)| loss 2.5571 || lr 0.039463-0.007893-0.007893 | Time 2021-08-09 05:30:25
Epoch 058/120: (64.6160 86.3660) | 897.3507 M (842.2591 -84.4079) || train (61.6113 82.8497) | 908.1459 M (849.7784 -81.1321)| loss 2.5607 || lr 0.039463-0.007893-0.007893 | Time 2021-08-09 05:30:25
Epoch 059/120: (63.8080 85.7800) | 882.0571 M (829.3016 -86.7440) || train (61.5782 82.7824) | 892.6912 M (837.5756 -84.3839)| loss 2.5621 || lr 0.038482-0.007696-0.007696 | Time 2021-08-09 05:47:19
Epoch 059/120: (63.8080 85.7800) | 882.0571 M (829.3016 -86.7440) || train (61.4135 82.8002) | 892.6942 M (837.5760 -84.3813)| loss 2.5664 || lr 0.038482-0.007696-0.007696 | Time 2021-08-09 05:47:19
Epoch 060/120: (65.0060 86.3080) | 881.1653 M (826.8116 -85.1458) || train (61.6778 82.9843) | 884.8437 M (830.0076 -84.6634)| loss 2.5548 || lr 0.037500-0.007500-0.007500 | Time 2021-08-09 06:04:10
Epoch 060/120: (65.0060 86.3080) | 881.1653 M (826.8115 -85.1458) || train (61.8005 82.9292) | 884.8443 M (830.0085 -84.6637)| loss 2.5549 || lr 0.037500-0.007500-0.007500 | Time 2021-08-09 06:04:10
Epoch 061/120: (65.0660 86.6100) | 881.2256 M (825.6330 -83.9069) || train (62.2293 83.3383) | 884.6965 M (828.6012 -83.4043)| loss 2.5332 || lr 0.036518-0.007304-0.007304 | Time 2021-08-09 06:21:00
Epoch 061/120: (65.0660 86.6100) | 881.2256 M (825.6330 -83.9069) || train (62.2897 83.3207) | 884.6879 M (828.5928 -83.4044)| loss 2.5309 || lr 0.036518-0.007304-0.007304 | Time 2021-08-09 06:21:00
Epoch 062/120: (65.1740 86.7860) | 880.9854 M (824.7291 -83.2432) || train (62.7370 83.4988) | 884.6048 M (827.4951 -82.3898)| loss 2.5152 || lr 0.035537-0.007107-0.007107 | Time 2021-08-09 06:37:54
Epoch 062/120: (65.1740 86.7860) | 880.9854 M (824.7291 -83.2432) || train (62.6411 83.5854) | 884.6065 M (827.4989 -82.3919)| loss 2.5145 || lr 0.035537-0.007107-0.007107 | Time 2021-08-09 06:37:54
Epoch 063/120: (65.9340 86.9100) | 880.7662 M (823.8795 -82.6128) || train (63.0342 83.8148) | 884.5836 M (826.9018 -81.8177)| loss 2.4988 || lr 0.034558-0.006912-0.006912 | Time 2021-08-09 06:54:49
Epoch 063/120: (65.9340 86.9100) | 880.7663 M (823.8795 -82.6128) || train (62.9963 83.7697) | 884.5657 M (826.8896 -81.8235)| loss 2.5004 || lr 0.034558-0.006912-0.006912 | Time 2021-08-09 06:54:49
Epoch 064/120: (66.1040 86.9620) | 881.2893 M (824.2693 -82.4796) || train (63.3712 83.9838) | 884.5463 M (826.5235 -81.4767)| loss 2.4866 || lr 0.033580-0.006716-0.006716 | Time 2021-08-09 07:11:47
Epoch 064/120: (66.1040 86.9620) | 881.2892 M (824.2693 -82.4796) || train (63.2755 83.9756) | 884.5517 M (826.5253 -81.4732)| loss 2.4908 || lr 0.033580-0.006716-0.006716 | Time 2021-08-09 07:11:47
Epoch 065/120: (65.8120 87.0800) | 881.1290 M (823.1058 -81.4763) || train (63.5670 84.1413) | 884.5211 M (825.9774 -80.9558)| loss 2.4793 || lr 0.032605-0.006521-0.006521 | Time 2021-08-09 07:28:47
Epoch 065/120: (65.8120 87.0800) | 881.1290 M (823.1058 -81.4763) || train (63.6124 84.1762) | 884.5105 M (825.9720 -80.9610)| loss 2.4768 || lr 0.032605-0.006521-0.006521 | Time 2021-08-09 07:28:47
Epoch 066/120: (65.6500 86.8640) | 881.3160 M (823.1699 -81.3534) || train (63.7949 84.2918) | 884.4833 M (825.4252 -80.4415)| loss 2.4684 || lr 0.031634-0.006327-0.006327 | Time 2021-08-09 07:45:57
Epoch 066/120: (65.6500 86.8660) | 881.3160 M (823.1699 -81.3534) || train (63.8797 84.2929) | 884.4910 M (825.4317 -80.4402)| loss 2.4675 || lr 0.031634-0.006327-0.006327 | Time 2021-08-09 07:45:57
Epoch 067/120: (66.4160 87.3860) | 880.9294 M (822.7741 -81.3443) || train (64.2214 84.5001) | 884.4892 M (825.3478 -80.3582)| loss 2.4546 || lr 0.030666-0.006133-0.006133 | Time 2021-08-09 08:02:58
Epoch 067/120: (66.4160 87.3860) | 880.9294 M (822.7741 -81.3443) || train (64.0236 84.4952) | 884.4978 M (825.3519 -80.3536)| loss 2.4581 || lr 0.030666-0.006133-0.006133 | Time 2021-08-09 08:02:58
Epoch 068/120: (66.9140 87.5380) | 881.3731 M (823.0256 -81.1520) || train (64.3191 84.6262) | 884.4840 M (825.2068 -80.2223)| loss 2.4493 || lr 0.029703-0.005941-0.005941 | Time 2021-08-09 08:20:01
Epoch 068/120: (66.9140 87.5380) | 881.3731 M (823.0256 -81.1520) || train (64.3713 84.5892) | 884.4851 M (825.2124 -80.2269)| loss 2.4487 || lr 0.029703-0.005941-0.005941 | Time 2021-08-09 08:20:01
Epoch 069/120: (66.8240 87.6020) | 881.1854 M (822.8965 -81.2106) || train (64.5928 84.8404) | 884.4621 M (825.1498 -80.1872)| loss 2.4378 || lr 0.028746-0.005749-0.005749 | Time 2021-08-09 08:37:17
Epoch 069/120: (66.8240 87.6020) | 881.1854 M (822.8965 -81.2106) || train (64.5589 84.7499) | 884.4643 M (825.1494 -80.1847)| loss 2.4402 || lr 0.028746-0.005749-0.005749 | Time 2021-08-09 08:37:17
Epoch 070/120: (67.0800 87.7700) | 880.6215 M (822.5847 -81.4627) || train (64.7192 84.9423) | 884.4590 M (825.1641 -80.2046)| loss 2.4308 || lr 0.027794-0.005559-0.005559 | Time 2021-08-09 08:54:22
Epoch 070/120: (67.0800 87.7700) | 880.6215 M (822.5847 -81.4627) || train (64.6562 84.8751) | 884.4378 M (825.1486 -80.2103)| loss 2.4329 || lr 0.027794-0.005559-0.005559 | Time 2021-08-09 08:54:22
Epoch 071/120: (66.9800 87.7680) | 881.2271 M (822.6509 -80.9234) || train (64.8324 85.0207) | 884.4690 M (825.0920 -80.1225)| loss 2.4243 || lr 0.026849-0.005370-0.005370 | Time 2021-08-09 09:11:16
Epoch 071/120: (66.9800 87.7680) | 881.2271 M (822.6509 -80.9234) || train (64.8845 84.9611) | 884.4705 M (825.0924 -80.1214)| loss 2.4249 || lr 0.026849-0.005370-0.005370 | Time 2021-08-09 09:11:16
Epoch 072/120: (67.3980 88.0180) | 881.8454 M (823.1945 -80.8486) || train (65.0758 85.1081) | 884.4537 M (824.9648 -80.0106)| loss 2.4155 || lr 0.025912-0.005182-0.005182 | Time 2021-08-09 09:28:32
Epoch 072/120: (67.3980 88.0180) | 881.8454 M (823.1945 -80.8486) || train (65.1026 85.1459) | 884.4517 M (824.9618 -80.0096)| loss 2.4166 || lr 0.025912-0.005182-0.005182 | Time 2021-08-09 09:28:32
Epoch 073/120: (67.0720 87.6920) | 880.7720 M (822.4776 -81.2050) || train (65.3630 85.2861) | 884.4448 M (824.9623 -80.0170)| loss 2.4062 || lr 0.024982-0.004996-0.004996 | Time 2021-08-09 09:45:44
Epoch 073/120: (67.0720 87.6920) | 880.7720 M (822.4775 -81.2050) || train (65.3298 85.3143) | 884.4515 M (824.9643 -80.0123)| loss 2.4053 || lr 0.024982-0.004996-0.004996 | Time 2021-08-09 09:45:44
Epoch 074/120: (66.8940 87.7780) | 881.3488 M (822.7333 -80.8840) || train (65.5694 85.4270) | 884.4203 M (824.9085 -79.9877)| loss 2.3981 || lr 0.024061-0.004812-0.004812 | Time 2021-08-09 10:03:00
Epoch 074/120: (66.8960 87.7800) | 881.3488 M (822.7333 -80.8840) || train (65.5346 85.4422) | 884.4346 M (824.9203 -79.9852)| loss 2.3967 || lr 0.024061-0.004812-0.004812 | Time 2021-08-09 10:03:00
Epoch 075/120: (67.6300 87.8400) | 880.5568 M (822.0845 -81.0273) || train (65.7523 85.5266) | 884.4307 M (824.8664 -79.9352)| loss 2.3905 || lr 0.023149-0.004630-0.004630 | Time 2021-08-09 10:20:12
Epoch 075/120: (67.6280 87.8400) | 880.5568 M (822.0845 -81.0273) || train (65.7826 85.5418) | 884.4399 M (824.8714 -79.9311)| loss 2.3901 || lr 0.023149-0.004630-0.004630 | Time 2021-08-09 10:20:12
Epoch 076/120: (67.8160 88.0240) | 880.9884 M (822.5284 -81.0395) || train (65.9262 85.6504) | 884.4144 M (824.8059 -79.8910)| loss 2.3826 || lr 0.022247-0.004449-0.004449 | Time 2021-08-09 10:37:31
Epoch 076/120: (67.8160 88.0240) | 880.9884 M (822.5284 -81.0395) || train (65.9637 85.6679) | 884.4419 M (824.8277 -79.8853)| loss 2.3813 || lr 0.022247-0.004449-0.004449 | Time 2021-08-09 10:37:31
Epoch 077/120: (67.7860 88.1720) | 881.4669 M (822.7918 -80.8244) || train (66.1909 85.8290) | 884.4188 M (824.7681 -79.8487)| loss 2.3717 || lr 0.021356-0.004271-0.004271 | Time 2021-08-09 10:54:41
Epoch 077/120: (67.7860 88.1720) | 881.4669 M (822.7917 -80.8244) || train (66.1646 85.7858) | 884.4338 M (824.7806 -79.8463)| loss 2.3737 || lr 0.021356-0.004271-0.004271 | Time 2021-08-09 10:54:41
Epoch 078/120: (67.7920 88.0720) | 881.2287 M (822.6208 -80.8916) || train (66.3863 86.0410) | 884.4200 M (824.7003 -79.7798)| loss 2.3626 || lr 0.020475-0.004095-0.004095 | Time 2021-08-09 11:11:52
Epoch 078/120: (67.7900 88.0720) | 881.2287 M (822.6208 -80.8916) || train (66.3246 85.9264) | 884.4203 M (824.7005 -79.7797)| loss 2.3663 || lr 0.020475-0.004095-0.004095 | Time 2021-08-09 11:11:52
Epoch 079/120: (68.0020 88.1460) | 880.7295 M (822.1233 -80.8934) || train (66.4811 85.9773) | 884.4019 M (824.6680 -79.7656)| loss 2.3601 || lr 0.019607-0.003921-0.003921 | Time 2021-08-09 11:29:07
Epoch 079/120: (68.0020 88.1460) | 880.7295 M (822.1234 -80.8934) || train (66.5807 86.0493) | 884.3987 M (824.6648 -79.7656)| loss 2.3568 || lr 0.019607-0.003921-0.003921 | Time 2021-08-09 11:29:07
Epoch 080/120: (67.7700 88.1800) | 881.0491 M (822.3069 -80.7574) || train (66.7269 86.1214) | 884.4206 M (824.6408 -79.7197)| loss 2.3521 || lr 0.018750-0.003750-0.003750 | Time 2021-08-09 11:46:27
Epoch 080/120: (67.7700 88.1800) | 881.0491 M (822.3069 -80.7574) || train (66.8165 86.1859) | 884.4038 M (824.6291 -79.7248)| loss 2.3487 || lr 0.018750-0.003750-0.003750 | Time 2021-08-09 11:46:27
Epoch 081/120: (68.3100 88.4400) | 880.8390 M (821.9820 -80.6425) || train (67.0078 86.2955) | 884.3782 M (824.5598 -79.6812)| loss 2.3416 || lr 0.017906-0.003581-0.003581 | Time 2021-08-09 12:03:41
Epoch 081/120: (68.3100 88.4380) | 880.8390 M (821.9820 -80.6425) || train (66.9773 86.2547) | 884.3736 M (824.5577 -79.6836)| loss 2.3434 || lr 0.017906-0.003581-0.003581 | Time 2021-08-09 12:03:41
Epoch 082/120: (68.2380 88.4020) | 880.1769 M (821.4865 -80.8092) || train (67.1893 86.3905) | 884.4011 M (824.5054 -79.6039)| loss 2.3346 || lr 0.017076-0.003415-0.003415 | Time 2021-08-09 12:20:57
Epoch 082/120: (68.2380 88.4020) | 880.1769 M (821.4865 -80.8092) || train (67.1718 86.3798) | 884.4085 M (824.5093 -79.6003)| loss 2.3333 || lr 0.017076-0.003415-0.003415 | Time 2021-08-09 12:20:57
Epoch 083/120: (68.4360 88.6520) | 881.0709 M (822.1789 -80.6075) || train (67.4175 86.5393) | 884.3813 M (824.4650 -79.5833)| loss 2.3256 || lr 0.016260-0.003252-0.003252 | Time 2021-08-09 12:38:19
Epoch 083/120: (68.4380 88.6520) | 881.0709 M (822.1789 -80.6075) || train (67.3820 86.5353) | 884.3974 M (824.4775 -79.5796)| loss 2.3252 || lr 0.016260-0.003252-0.003252 | Time 2021-08-09 12:38:19
Epoch 084/120: (68.3920 88.5420) | 880.7269 M (821.8770 -80.6496) || train (67.5899 86.6317) | 884.3988 M (824.4474 -79.5481)| loss 2.3184 || lr 0.015458-0.003092-0.003092 | Time 2021-08-09 12:55:46
Epoch 084/120: (68.3880 88.5420) | 880.7269 M (821.8770 -80.6496) || train (67.4848 86.6433) | 884.4036 M (824.4507 -79.5467)| loss 2.3202 || lr 0.015458-0.003092-0.003092 | Time 2021-08-09 12:55:46
Epoch 085/120: (68.6440 88.6620) | 880.6215 M (821.7692 -80.6472) || train (67.7844 86.7410) | 884.3928 M (824.4114 -79.5181)| loss 2.3112 || lr 0.014671-0.002934-0.002934 | Time 2021-08-09 13:13:06
Epoch 085/120: (68.6420 88.6620) | 880.6215 M (821.7692 -80.6472) || train (67.7160 86.7240) | 884.3710 M (824.3928 -79.5214)| loss 2.3119 || lr 0.014671-0.002934-0.002934 | Time 2021-08-09 13:13:06
Epoch 086/120: (68.2860 88.4140) | 880.7967 M (821.9687 -80.6716) || train (68.0187 86.9183) | 884.3743 M (824.4237 -79.5489)| loss 2.3010 || lr 0.013900-0.002780-0.002780 | Time 2021-08-09 19:38:50
Epoch 086/120: (68.2860 88.4140) | 880.7967 M (821.9687 -80.6716) || train (67.9246 86.8547) | 884.3744 M (824.4212 -79.5463)| loss 2.3035 || lr 0.013900-0.002780-0.002780 | Time 2021-08-09 19:38:50
Epoch 087/120: (68.9560 88.8400) | 880.8803 M (821.9116 -80.5308) || train (68.1770 87.0234) | 884.3897 M (824.4279 -79.5377)| loss 2.2951 || lr 0.013146-0.002629-0.002629 | Time 2021-08-09 19:57:22
Epoch 087/120: (68.9560 88.8380) | 880.8803 M (821.9116 -80.5308) || train (68.1726 86.9970) | 884.3807 M (824.4220 -79.5409)| loss 2.2948 || lr 0.013146-0.002629-0.002629 | Time 2021-08-09 19:57:22
Epoch 088/120: (68.9580 88.8160) | 881.0954 M (822.0875 -80.4916) || train (68.4947 87.1436) | 884.3719 M (824.3866 -79.5142)| loss 2.2822 || lr 0.012408-0.002482-0.002482 | Time 2021-08-09 20:16:01
Epoch 088/120: (68.9580 88.8160) | 881.0954 M (822.0875 -80.4916) || train (68.3854 87.1631) | 884.3828 M (824.3931 -79.5098)| loss 2.2858 || lr 0.012408-0.002482-0.002482 | Time 2021-08-09 20:16:01
Epoch 089/120: (69.4580 89.0280) | 880.9575 M (821.9800 -80.5221) || train (68.5598 87.2619) | 884.3722 M (824.3723 -79.4996)| loss 2.2783 || lr 0.011687-0.002337-0.002337 | Time 2021-08-09 20:35:26
Epoch 089/120: (69.4580 89.0280) | 880.9574 M (821.9800 -80.5221) || train (68.6138 87.2385) | 884.3703 M (824.3712 -79.5004)| loss 2.2768 || lr 0.011687-0.002337-0.002337 | Time 2021-08-09 20:35:26
Epoch 090/120: (69.3180 89.0660) | 880.3153 M (821.4689 -80.6530) || train (68.7445 87.4057) | 884.3395 M (824.3205 -79.4805)| loss 2.2698 || lr 0.010983-0.002197-0.002197 | Time 2021-08-09 20:54:08
Epoch 090/120: (69.3180 89.0660) | 880.3154 M (821.4689 -80.6530) || train (68.8850 87.3476) | 884.3336 M (824.3169 -79.4828)| loss 2.2693 || lr 0.010983-0.002197-0.002197 | Time 2021-08-09 20:54:08
Epoch 091/120: (69.3940 89.2780) | 880.5376 M (821.5609 -80.5228) || train (68.9579 87.4674) | 884.3647 M (824.2906 -79.4254)| loss 2.2631 || lr 0.010298-0.002060-0.002060 | Time 2021-08-09 21:12:47
Epoch 091/120: (69.3940 89.2780) | 880.5376 M (821.5609 -80.5228) || train (69.0717 87.5194) | 884.3489 M (824.2793 -79.4300)| loss 2.2617 || lr 0.010298-0.002060-0.002060 | Time 2021-08-09 21:12:47
Epoch 092/120: (69.7180 89.2000) | 881.3733 M (822.1243 -80.2505) || train (69.1352 87.5523) | 884.3564 M (824.2561 -79.3992)| loss 2.2560 || lr 0.009632-0.001926-0.001926 | Time 2021-08-09 21:31:10
Epoch 092/120: (69.7180 89.2000) | 881.3733 M (822.1243 -80.2505) || train (69.1744 87.5752) | 884.3370 M (824.2416 -79.4041)| loss 2.2556 || lr 0.009632-0.001926-0.001926 | Time 2021-08-09 21:31:10
Epoch 093/120: (69.4020 89.1180) | 879.2478 M (820.5252 -80.7769) || train (69.4736 87.7401) | 884.3385 M (824.1681 -79.3291)| loss 2.2455 || lr 0.008985-0.001797-0.001797 | Time 2021-08-09 21:49:19
Epoch 093/120: (69.4020 89.1180) | 879.2478 M (820.5252 -80.7769) || train (69.4562 87.7284) | 884.3532 M (824.1811 -79.3274)| loss 2.2448 || lr 0.008985-0.001797-0.001797 | Time 2021-08-09 21:49:19
Epoch 094/120: (69.9260 89.3720) | 880.6937 M (821.4667 -80.2725) || train (69.6560 87.8573) | 884.3288 M (824.1141 -79.2848)| loss 2.2369 || lr 0.008357-0.001671-0.001671 | Time 2021-08-09 22:07:31
Epoch 094/120: (69.9260 89.3720) | 880.6937 M (821.4667 -80.2725) || train (69.6457 87.8132) | 884.3533 M (824.1340 -79.2802)| loss 2.2381 || lr 0.008357-0.001671-0.001671 | Time 2021-08-09 22:07:31
Epoch 095/120: (70.1160 89.4440) | 880.3177 M (821.1288 -80.3106) || train (69.9109 88.0276) | 884.3594 M (824.0674 -79.2075)| loss 2.2285 || lr 0.007749-0.001550-0.001550 | Time 2021-08-09 22:25:59
Epoch 095/120: (70.1160 89.4440) | 880.3177 M (821.1288 -80.3106) || train (69.8012 87.8697) | 884.3746 M (824.0756 -79.2005)| loss 2.2327 || lr 0.007749-0.001550-0.001550 | Time 2021-08-09 22:25:59
Epoch 096/120: (70.0680 89.4560) | 880.8468 M (821.4983 -80.1511) || train (69.9977 88.0458) | 884.3393 M (824.0124 -79.1725)| loss 2.2236 || lr 0.007162-0.001432-0.001432 | Time 2021-08-09 22:44:36
Epoch 096/120: (70.0680 89.4560) | 880.8468 M (821.4983 -80.1511) || train (70.0831 88.0675) | 884.3400 M (824.0134 -79.1729)| loss 2.2220 || lr 0.007162-0.001432-0.001432 | Time 2021-08-09 22:44:36
Epoch 097/120: (70.0240 89.5140) | 880.8839 M (821.5704 -80.1860) || train (70.2482 88.1407) | 884.3001 M (823.9617 -79.1611)| loss 2.2170 || lr 0.006595-0.001319-0.001319 | Time 2021-08-09 23:03:12
Epoch 097/120: (70.0240 89.5140) | 880.8839 M (821.5704 -80.1860) || train (70.1986 88.1694) | 884.3118 M (823.9697 -79.1574)| loss 2.2177 || lr 0.006595-0.001319-0.001319 | Time 2021-08-09 23:03:12
Epoch 098/120: (70.2180 89.7000) | 879.9543 M (820.8298 -80.3750) || train (70.3508 88.2818) | 884.3481 M (823.9612 -79.1126)| loss 2.2093 || lr 0.006050-0.001210-0.001210 | Time 2021-08-09 23:22:01
Epoch 098/120: (70.2180 89.7000) | 879.9543 M (820.8298 -80.3750) || train (70.3745 88.2659) | 884.3260 M (823.9454 -79.1189)| loss 2.2095 || lr 0.006050-0.001210-0.001210 | Time 2021-08-09 23:22:01
Epoch 099/120: (70.2520 89.6100) | 880.9913 M (821.4743 -79.9825) || train (70.6295 88.4288) | 884.3381 M (823.9170 -79.0784)| loss 2.1992 || lr 0.005526-0.001105-0.001105 | Time 2021-08-09 23:40:56
Epoch 099/120: (70.2520 89.6100) | 880.9913 M (821.4743 -79.9825) || train (70.6192 88.3562) | 884.3470 M (823.9233 -79.0759)| loss 2.2026 || lr 0.005526-0.001105-0.001105 | Time 2021-08-09 23:40:56
Epoch 100/120: (70.3400 89.7800) | 880.6598 M (821.3078 -80.1475) || train (70.7486 88.4173) | 884.3058 M (823.8622 -79.0559)| loss 2.1974 || lr 0.005024-0.001005-0.001005 | Time 2021-08-09 23:59:23
Epoch 100/120: (70.3400 89.7800) | 880.6598 M (821.3078 -80.1475) || train (70.7283 88.4683) | 884.3252 M (823.8777 -79.0520)| loss 2.1953 || lr 0.005024-0.001005-0.001005 | Time 2021-08-09 23:59:23
Epoch 101/120: (70.4140 89.7240) | 880.7161 M (821.3704 -80.1539) || train (70.9303 88.5625) | 884.3438 M (823.8958 -79.0515)| loss 2.1905 || lr 0.004544-0.000909-0.000909 | Time 2021-08-10 00:17:56
Epoch 101/120: (70.4140 89.7240) | 880.7161 M (821.3704 -80.1539) || train (70.9677 88.5849) | 884.3472 M (823.8947 -79.0470)| loss 2.1881 || lr 0.004544-0.000909-0.000909 | Time 2021-08-10 00:17:56
Epoch 102/120: (70.7480 89.8420) | 880.7492 M (821.3527 -80.1030) || train (71.1729 88.6380) | 884.3513 M (823.8777 -79.0259)| loss 2.1822 || lr 0.004087-0.000817-0.000817 | Time 2021-08-10 00:36:24
Epoch 102/120: (70.7480 89.8420) | 880.7492 M (821.3527 -80.1030) || train (71.0307 88.5896) | 884.3338 M (823.8657 -79.0314)| loss 2.1862 || lr 0.004087-0.000817-0.000817 | Time 2021-08-10 00:36:24
Epoch 103/120: (70.7660 89.8400) | 879.7951 M (820.7058 -80.4102) || train (71.2534 88.6917) | 884.3457 M (823.8929 -79.0466)| loss 2.1792 || lr 0.003653-0.000731-0.000731 | Time 2021-08-10 00:54:48
Epoch 103/120: (70.7660 89.8400) | 879.7951 M (820.7058 -80.4102) || train (71.2063 88.7407) | 884.3333 M (823.8822 -79.0484)| loss 2.1779 || lr 0.003653-0.000731-0.000731 | Time 2021-08-10 00:54:48
Epoch 104/120: (70.7380 89.9240) | 880.9555 M (821.5126 -80.0566) || train (71.4097 88.7919) | 884.3277 M (823.8812 -79.0531)| loss 2.1715 || lr 0.003242-0.000648-0.000648 | Time 2021-08-10 01:13:25
Epoch 104/120: (70.7380 89.9240) | 880.9555 M (821.5126 -80.0566) || train (71.3774 88.7798) | 884.3190 M (823.8775 -79.0580)| loss 2.1722 || lr 0.003242-0.000648-0.000648 | Time 2021-08-10 01:13:25
Epoch 105/120: (70.8480 90.0340) | 880.6178 M (821.2649 -80.1466) || train (71.5600 88.9334) | 884.3237 M (823.8885 -79.0643)| loss 2.1660 || lr 0.002855-0.000571-0.000571 | Time 2021-08-10 01:32:04
Epoch 105/120: (70.8480 90.0340) | 880.6178 M (821.2649 -80.1466) || train (71.6682 88.9801) | 884.3051 M (823.8767 -79.0711)| loss 2.1621 || lr 0.002855-0.000571-0.000571 | Time 2021-08-10 01:32:04
Epoch 106/120: (70.9480 89.9400) | 881.2351 M (821.7340 -79.9984) || train (71.8024 89.0491) | 884.3182 M (823.8758 -79.0572)| loss 2.1565 || lr 0.002491-0.000498-0.000498 | Time 2021-08-10 01:50:23
Epoch 106/120: (70.9480 89.9380) | 881.2351 M (821.7340 -79.9984) || train (71.6822 88.9574) | 884.3232 M (823.8777 -79.0540)| loss 2.1607 || lr 0.002491-0.000498-0.000498 | Time 2021-08-10 01:50:23
Epoch 107/120: (70.9220 89.9640) | 880.4678 M (821.1633 -80.1950) || train (71.8766 89.0634) | 884.3156 M (823.8745 -79.0585)| loss 2.1538 || lr 0.002151-0.000430-0.000430 | Time 2021-08-10 02:08:22
Epoch 107/120: (70.9220 89.9640) | 880.4678 M (821.1633 -80.1950) || train (71.6915 88.9760) | 884.3051 M (823.8623 -79.0567)| loss 2.1596 || lr 0.002151-0.000430-0.000430 | Time 2021-08-10 02:08:22
Epoch 108/120: (71.1420 89.9880) | 880.4612 M (821.1424 -80.1807) || train (72.0767 89.1521) | 884.3128 M (823.8672 -79.0539)| loss 2.1475 || lr 0.001835-0.000367-0.000367 | Time 2021-08-10 02:26:24
Epoch 108/120: (71.1420 89.9880) | 880.4612 M (821.1424 -80.1807) || train (72.0460 89.1519) | 884.3163 M (823.8666 -79.0498)| loss 2.1482 || lr 0.001835-0.000367-0.000367 | Time 2021-08-10 02:26:24
Epoch 109/120: (71.2920 90.1260) | 880.4116 M (821.1162 -80.2042) || train (72.1632 89.1903) | 884.3122 M (823.8663 -79.0535)| loss 2.1444 || lr 0.001544-0.000309-0.000309 | Time 2021-08-10 02:44:13
Epoch 109/120: (71.2920 90.1260) | 880.4116 M (821.1162 -80.2042) || train (72.0680 89.1844) | 884.3229 M (823.8741 -79.0507)| loss 2.1475 || lr 0.001544-0.000309-0.000309 | Time 2021-08-10 02:44:13
Epoch 110/120: (71.2600 90.1540) | 880.7798 M (821.3897 -80.1094) || train (72.2180 89.2097) | 884.3007 M (823.8560 -79.0548)| loss 2.1418 || lr 0.001278-0.000256-0.000256 | Time 2021-08-10 03:02:06
Epoch 110/120: (71.2600 90.1540) | 880.7798 M (821.3897 -80.1094) || train (72.1924 89.2283) | 884.3050 M (823.8565 -79.0510)| loss 2.1421 || lr 0.001278-0.000256-0.000256 | Time 2021-08-10 03:02:06
Epoch 111/120: (71.1660 90.1260) | 880.5534 M (821.2358 -80.1818) || train (72.2367 89.2209) | 884.3243 M (823.8738 -79.0490)| loss 2.1414 || lr 0.001036-0.000207-0.000207 | Time 2021-08-10 03:19:47
Epoch 111/120: (71.1660 90.1260) | 880.5534 M (821.2357 -80.1818) || train (72.3329 89.2740) | 884.3258 M (823.8742 -79.0479)| loss 2.1374 || lr 0.001036-0.000207-0.000207 | Time 2021-08-10 03:19:47
Epoch 112/120: (71.3080 90.1700) | 881.3649 M (821.7807 -79.9154) || train (72.3935 89.2926) | 884.3046 M (823.8552 -79.0501)| loss 2.1370 || lr 0.000819-0.000164-0.000164 | Time 2021-08-10 03:37:35
Epoch 112/120: (71.3080 90.1700) | 881.3649 M (821.7807 -79.9153) || train (72.4420 89.3563) | 884.3089 M (823.8561 -79.0467)| loss 2.1341 || lr 0.000819-0.000164-0.000164 | Time 2021-08-10 03:37:35
Epoch 113/120: (71.3480 90.1800) | 880.3818 M (821.0762 -80.1939) || train (72.5121 89.3552) | 884.3001 M (823.8457 -79.0451)| loss 2.1325 || lr 0.000628-0.000126-0.000126 | Time 2021-08-10 03:55:13
Epoch 113/120: (71.3500 90.1800) | 880.3818 M (821.0762 -80.1939) || train (72.5193 89.4229) | 884.3033 M (823.8501 -79.0464)| loss 2.1301 || lr 0.000628-0.000126-0.000126 | Time 2021-08-10 03:55:13
Epoch 114/120: (71.3680 90.2080) | 880.6740 M (821.2798 -80.1054) || train (72.5349 89.3764) | 884.3225 M (823.8654 -79.0424)| loss 2.1306 || lr 0.000462-0.000092-0.000092 | Time 2021-08-10 04:12:54
Epoch 114/120: (71.3680 90.2080) | 880.6739 M (821.2798 -80.1054) || train (72.4562 89.3649) | 884.3367 M (823.8740 -79.0369)| loss 2.1316 || lr 0.000462-0.000092-0.000092 | Time 2021-08-10 04:12:54
Epoch 115/120: (71.3660 90.2440) | 880.6476 M (821.2734 -80.1253) || train (72.6020 89.4549) | 884.3301 M (823.8666 -79.0360)| loss 2.1284 || lr 0.000321-0.000064-0.000064 | Time 2021-08-10 04:30:38
Epoch 115/120: (71.3660 90.2440) | 880.6476 M (821.2734 -80.1253) || train (72.5653 89.3837) | 884.3285 M (823.8632 -79.0341)| loss 2.1294 || lr 0.000321-0.000064-0.000064 | Time 2021-08-10 04:30:38
Epoch 116/120: (71.4120 90.2340) | 880.6813 M (821.3064 -80.1247) || train (72.6283 89.4211) | 884.3165 M (823.8523 -79.0354)| loss 2.1272 || lr 0.000205-0.000041-0.000041 | Time 2021-08-10 04:48:16
Epoch 116/120: (71.4120 90.2340) | 880.6813 M (821.3064 -80.1247) || train (72.5742 89.4407) | 884.3360 M (823.8671 -79.0306)| loss 2.1288 || lr 0.000205-0.000041-0.000041 | Time 2021-08-10 04:48:16
Epoch 117/120: (71.5040 90.2020) | 881.4224 M (821.8044 -79.8815) || train (72.5917 89.4151) | 884.3291 M (823.8607 -79.0312)| loss 2.1292 || lr 0.000116-0.000023-0.000023 | Time 2021-08-10 05:05:57
Epoch 117/120: (71.5040 90.2020) | 881.4224 M (821.8044 -79.8815) || train (72.6654 89.4774) | 884.3078 M (823.8473 -79.0390)| loss 2.1247 || lr 0.000116-0.000023-0.000023 | Time 2021-08-10 05:05:57
Epoch 118/120: (71.4500 90.2400) | 881.1058 M (821.6119 -80.0056) || train (72.7502 89.4559) | 884.3115 M (823.8502 -79.0383)| loss 2.1247 || lr 0.000051-0.000010-0.000010 | Time 2021-08-10 05:23:32
Epoch 118/120: (71.4520 90.2400) | 881.1058 M (821.6119 -80.0056) || train (72.5758 89.4916) | 884.3200 M (823.8530 -79.0325)| loss 2.1266 || lr 0.000051-0.000010-0.000010 | Time 2021-08-10 05:23:32
Epoch 119/120: (71.4620 90.2420) | 880.6930 M (821.3069 -80.1134) || train (72.7455 89.4720) | 884.3115 M (823.8495 -79.0375)| loss 2.1245 || lr 0.000013-0.000003-0.000003 | Time 2021-08-10 05:41:07
Epoch 119/120: (71.4620 90.2420) | 880.6930 M (821.3069 -80.1134) || train (72.6757 89.4804) | 884.3165 M (823.8503 -79.0333)| loss 2.1251 || lr 0.000013-0.000003-0.000003 | Time 2021-08-10 05:41:07