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msgc_resnet18_noatt_tau0_9_log.txt
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msgc_resnet18_noatt_tau0_9_log.txt
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Flops of dyresnet18: original 1817.209344 M, target 1635.4884096 M, possible 560.652512 M, main 139.424256 M, dgc 1677.785088 M, mask 1.781984 M
Flops of dyresnet18: original 1817.209344 M, target 1635.4884096 M, possible 560.652512 M, main 139.424256 M, dgc 1677.785088 M, mask 1.781984 M
Epoch 000/120: (62.1540 84.4460) | 1818.7295 M (1677.5233 -0.0000) || train (50.7902 74.2020) | 1702.8119 M (1561.6660 -0.0604)| loss 3.1226 || lr 0.075000-0.015000-0.015000 | Time 2021-11-14 11:26:17
Epoch 000/120: (62.1540 84.4460) | 1818.7295 M (1677.5233 -0.0000) || train (50.7222 74.1633) | 1702.8194 M (1561.6736 -0.0605)| loss 3.1222 || lr 0.075000-0.015000-0.015000 | Time 2021-11-14 11:26:17
Epoch 001/120: (62.8460 84.8960) | 1818.5492 M (1677.3429 -0.0000) || train (57.3024 79.5988) | 1766.0142 M (1624.8162 -0.0083)| loss 2.8197 || lr 0.074987-0.014997-0.014997 | Time 2021-11-14 11:39:00
Epoch 001/120: (62.8460 84.8960) | 1818.5492 M (1677.3429 -0.0000) || train (57.2549 79.4058) | 1766.0133 M (1624.8153 -0.0082)| loss 2.8262 || lr 0.074987-0.014997-0.014997 | Time 2021-11-14 11:39:00
Epoch 002/120: (63.4200 85.3140) | 1817.5953 M (1676.3891 -0.0000) || train (58.7583 80.5899) | 1788.0739 M (1646.8692 -0.0016)| loss 2.7534 || lr 0.074949-0.014990-0.014990 | Time 2021-11-14 11:51:44
Epoch 002/120: (63.4200 85.3140) | 1817.5953 M (1676.3891 -0.0000) || train (58.6832 80.5412) | 1788.0734 M (1646.8687 -0.0016)| loss 2.7557 || lr 0.074949-0.014990-0.014990 | Time 2021-11-14 11:51:44
Epoch 003/120: (63.0700 85.0660) | 1816.6085 M (1675.4022 -0.0000) || train (59.2216 80.9586) | 1796.6724 M (1655.4673 -0.0011)| loss 2.7276 || lr 0.074884-0.014977-0.014977 | Time 2021-11-14 12:04:26
Epoch 003/120: (63.0700 85.0680) | 1816.6085 M (1675.4022 -0.0000) || train (59.2469 80.9553) | 1796.6689 M (1655.4637 -0.0011)| loss 2.7274 || lr 0.074884-0.014977-0.014977 | Time 2021-11-14 12:04:26
Epoch 004/120: (63.6560 85.3900) | 1815.2245 M (1674.0183 -0.0001) || train (59.6794 81.2413) | 1800.0400 M (1658.8364 -0.0027)| loss 2.7072 || lr 0.074795-0.014959-0.014959 | Time 2021-11-14 12:17:10
Epoch 004/120: (63.6560 85.3900) | 1815.2245 M (1674.0183 -0.0001) || train (59.6058 81.2907) | 1800.0437 M (1658.8401 -0.0027)| loss 2.7061 || lr 0.074795-0.014959-0.014959 | Time 2021-11-14 12:17:10
Epoch 005/120: (63.5620 85.4460) | 1812.8074 M (1671.6238 -0.0227) || train (59.8435 81.3322) | 1799.7424 M (1658.5450 -0.0088)| loss 2.6981 || lr 0.074679-0.014936-0.014936 | Time 2021-11-14 12:29:54
Epoch 005/120: (63.5620 85.4460) | 1812.8074 M (1671.6238 -0.0227) || train (59.9003 81.4116) | 1799.7479 M (1658.5504 -0.0088)| loss 2.6935 || lr 0.074679-0.014936-0.014936 | Time 2021-11-14 12:29:54
Epoch 006/120: (63.3700 85.1580) | 1806.0886 M (1664.9119 -0.0295) || train (60.0522 81.5306) | 1796.6058 M (1655.4215 -0.0220)| loss 2.6836 || lr 0.074538-0.014908-0.014908 | Time 2021-11-14 12:42:37
Epoch 006/120: (63.3700 85.1580) | 1806.0886 M (1664.9119 -0.0295) || train (60.0010 81.4977) | 1796.6066 M (1655.4222 -0.0219)| loss 2.6867 || lr 0.074538-0.014908-0.014908 | Time 2021-11-14 12:42:37
Epoch 007/120: (63.3320 85.3000) | 1801.3615 M (1660.1911 -0.0359) || train (60.1498 81.5851) | 1793.6002 M (1652.4317 -0.0377)| loss 2.6776 || lr 0.074372-0.014874-0.014874 | Time 2021-11-14 12:55:20
Epoch 007/120: (63.3320 85.3000) | 1801.3615 M (1660.1911 -0.0359) || train (60.1482 81.5859) | 1793.6057 M (1652.4372 -0.0378)| loss 2.6769 || lr 0.074372-0.014874-0.014874 | Time 2021-11-14 12:55:20
Epoch 008/120: (63.7640 85.7180) | 1797.5943 M (1656.4295 -0.0414) || train (60.1695 81.6628) | 1790.5285 M (1649.3724 -0.0502)| loss 2.6701 || lr 0.074181-0.014836-0.014836 | Time 2021-11-14 13:08:04
Epoch 008/120: (63.7640 85.7180) | 1797.5943 M (1656.4295 -0.0414) || train (60.2219 81.6889) | 1790.5312 M (1649.3753 -0.0504)| loss 2.6697 || lr 0.074181-0.014836-0.014836 | Time 2021-11-14 13:08:04
Epoch 009/120: (63.9660 85.6020) | 1794.6777 M (1653.5311 -0.0596) || train (60.2407 81.7037) | 1787.5520 M (1646.4240 -0.0782)| loss 2.6662 || lr 0.073964-0.014793-0.014793 | Time 2021-11-14 13:20:47
Epoch 009/120: (63.9660 85.6020) | 1794.6778 M (1653.5311 -0.0596) || train (60.2887 81.6781) | 1787.5480 M (1646.4200 -0.0783)| loss 2.6667 || lr 0.073964-0.014793-0.014793 | Time 2021-11-14 13:20:48
Epoch 010/120: (63.7040 85.6820) | 1790.3879 M (1649.2438 -0.0622) || train (60.4683 81.8480) | 1784.5552 M (1643.4577 -0.1088)| loss 2.6566 || lr 0.073722-0.014744-0.014744 | Time 2021-11-14 13:33:32
Epoch 010/120: (63.7040 85.6820) | 1790.3879 M (1649.2438 -0.0622) || train (60.3367 81.7707) | 1784.5483 M (1643.4503 -0.1083)| loss 2.6614 || lr 0.073722-0.014744-0.014744 | Time 2021-11-14 13:33:33
Epoch 011/120: (64.0180 85.8380) | 1787.2782 M (1646.1532 -0.0812) || train (60.3449 81.7694) | 1781.5216 M (1640.4681 -0.1528)| loss 2.6568 || lr 0.073456-0.014691-0.014691 | Time 2021-11-14 13:46:16
Epoch 011/120: (64.0180 85.8380) | 1787.2782 M (1646.1532 -0.0812) || train (60.5791 81.9468) | 1781.5135 M (1640.4600 -0.1528)| loss 2.6486 || lr 0.073456-0.014691-0.014691 | Time 2021-11-14 13:46:17
Epoch 012/120: (64.0680 85.8320) | 1783.8407 M (1642.8798 -0.2453) || train (60.5215 81.9579) | 1778.5749 M (1637.6079 -0.2393)| loss 2.6474 || lr 0.073165-0.014633-0.014633 | Time 2021-11-14 13:59:00
Epoch 012/120: (64.0680 85.8320) | 1783.8407 M (1642.8798 -0.2453) || train (60.5081 81.8961) | 1778.5707 M (1637.6037 -0.2393)| loss 2.6495 || lr 0.073165-0.014633-0.014633 | Time 2021-11-14 13:59:00
Epoch 013/120: (62.4660 84.5460) | 1781.2617 M (1640.3699 -0.3145) || train (60.6141 81.9661) | 1775.5467 M (1634.6862 -0.3458)| loss 2.6434 || lr 0.072849-0.014570-0.014570 | Time 2021-11-14 14:11:44
Epoch 013/120: (62.4660 84.5460) | 1781.2617 M (1640.3700 -0.3145) || train (60.6270 82.0142) | 1775.5490 M (1634.6886 -0.3458)| loss 2.6416 || lr 0.072849-0.014570-0.014570 | Time 2021-11-14 14:11:45
Epoch 014/120: (64.3320 85.8520) | 1777.2987 M (1636.6769 -0.5844) || train (60.7024 82.0778) | 1772.4746 M (1631.7397 -0.4714)| loss 2.6375 || lr 0.072509-0.014502-0.014502 | Time 2021-11-14 14:24:27
Epoch 014/120: (64.3320 85.8520) | 1777.2987 M (1636.6769 -0.5844) || train (60.6169 82.0116) | 1772.4772 M (1631.7417 -0.4708)| loss 2.6399 || lr 0.072509-0.014502-0.014502 | Time 2021-11-14 14:24:28
Epoch 015/120: (64.3680 86.0760) | 1774.3216 M (1633.8312 -0.7159) || train (60.6982 82.0693) | 1769.4429 M (1628.7925 -0.5559)| loss 2.6342 || lr 0.072145-0.014429-0.014429 | Time 2021-11-14 14:37:12
Epoch 015/120: (64.3680 86.0760) | 1774.3216 M (1633.8312 -0.7159) || train (60.7730 82.1291) | 1769.4474 M (1628.7967 -0.5556)| loss 2.6323 || lr 0.072145-0.014429-0.014429 | Time 2021-11-14 14:37:12
Epoch 016/120: (64.3160 85.8960) | 1770.2860 M (1629.9283 -0.8486) || train (60.8943 82.1194) | 1766.4220 M (1625.8994 -0.6836)| loss 2.6298 || lr 0.071758-0.014352-0.014352 | Time 2021-11-14 14:49:55
Epoch 016/120: (64.3160 85.8960) | 1770.2860 M (1629.9283 -0.8486) || train (60.9675 82.1753) | 1766.4213 M (1625.8992 -0.6841)| loss 2.6261 || lr 0.071758-0.014352-0.014352 | Time 2021-11-14 14:49:55
Epoch 017/120: (64.4660 86.1080) | 1768.3497 M (1627.9668 -0.8233) || train (60.9781 82.2228) | 1763.4490 M (1623.0010 -0.7583)| loss 2.6233 || lr 0.071347-0.014269-0.014269 | Time 2021-11-14 15:02:40
Epoch 017/120: (64.4660 86.1120) | 1768.3497 M (1627.9668 -0.8233) || train (60.8762 82.1789) | 1763.4516 M (1623.0038 -0.7585)| loss 2.6267 || lr 0.071347-0.014269-0.014269 | Time 2021-11-14 15:02:40
Epoch 018/120: (64.5280 86.0060) | 1763.7141 M (1623.4781 -0.9703) || train (61.0320 82.3584) | 1760.3897 M (1620.0526 -0.8692)| loss 2.6184 || lr 0.070913-0.014183-0.014183 | Time 2021-11-14 15:15:23
Epoch 018/120: (64.5280 86.0060) | 1763.7141 M (1623.4781 -0.9703) || train (61.0285 82.2571) | 1760.3868 M (1620.0489 -0.8684)| loss 2.6187 || lr 0.070913-0.014183-0.014183 | Time 2021-11-14 15:15:23
Epoch 019/120: (64.7940 86.1580) | 1760.8884 M (1620.8111 -1.1289) || train (61.1010 82.3728) | 1757.4209 M (1617.2048 -0.9902)| loss 2.6152 || lr 0.070456-0.014091-0.014091 | Time 2021-11-14 15:28:08
Epoch 019/120: (64.7940 86.1580) | 1760.8884 M (1620.8111 -1.1289) || train (61.1392 82.3881) | 1757.4212 M (1617.2063 -0.9914)| loss 2.6131 || lr 0.070456-0.014091-0.014091 | Time 2021-11-14 15:28:08
Epoch 020/120: (64.5960 85.9860) | 1758.1118 M (1618.2155 -1.3099) || train (61.2196 82.4473) | 1754.3996 M (1614.3819 -1.1886)| loss 2.6098 || lr 0.069976-0.013995-0.013995 | Time 2021-11-14 15:40:52
Epoch 020/120: (64.5960 85.9880) | 1758.1118 M (1618.2155 -1.3099) || train (61.1729 82.4120) | 1754.4029 M (1614.3855 -1.1888)| loss 2.6113 || lr 0.069976-0.013995-0.013995 | Time 2021-11-14 15:40:52
Epoch 021/120: (64.6420 86.1420) | 1754.1755 M (1614.4985 -1.5294) || train (61.2894 82.4281) | 1751.3304 M (1611.4952 -1.3711)| loss 2.6089 || lr 0.069474-0.013895-0.013895 | Time 2021-11-14 15:53:35
Epoch 021/120: (64.6420 86.1420) | 1754.1755 M (1614.4985 -1.5294) || train (61.2944 82.5274) | 1751.3265 M (1611.4918 -1.3716)| loss 2.6027 || lr 0.069474-0.013895-0.013895 | Time 2021-11-14 15:53:36
Epoch 022/120: (64.2560 85.8560) | 1750.9407 M (1611.6455 -1.9111) || train (61.3219 82.4680) | 1748.3033 M (1608.6460 -1.5489)| loss 2.6038 || lr 0.068950-0.013790-0.013790 | Time 2021-11-14 16:06:20
Epoch 022/120: (64.2560 85.8560) | 1750.9407 M (1611.6455 -1.9111) || train (61.4659 82.4986) | 1748.3024 M (1608.6457 -1.5496)| loss 2.5999 || lr 0.068950-0.013790-0.013790 | Time 2021-11-14 16:06:20
Epoch 023/120: (64.8220 86.1520) | 1746.8771 M (1607.5415 -1.8707) || train (61.4127 82.5484) | 1745.2739 M (1605.7437 -1.6761)| loss 2.5979 || lr 0.068405-0.013681-0.013681 | Time 2021-11-14 16:19:04
Epoch 023/120: (64.8220 86.1520) | 1746.8771 M (1607.5415 -1.8707) || train (61.4542 82.5848) | 1745.2698 M (1605.7399 -1.6764)| loss 2.5982 || lr 0.068405-0.013681-0.013681 | Time 2021-11-14 16:19:04
Epoch 024/120: (64.4900 86.1580) | 1743.3565 M (1604.3179 -2.1677) || train (61.4912 82.6800) | 1742.2906 M (1602.8584 -1.7740)| loss 2.5923 || lr 0.067838-0.013568-0.013568 | Time 2021-11-14 16:31:47
Epoch 024/120: (64.4900 86.1580) | 1743.3565 M (1604.3179 -2.1677) || train (61.5749 82.5889) | 1742.2917 M (1602.8595 -1.7741)| loss 2.5941 || lr 0.067838-0.013568-0.013568 | Time 2021-11-14 16:31:48
Epoch 025/120: (65.2460 86.2500) | 1739.7719 M (1600.9827 -2.4170) || train (61.5890 82.7373) | 1739.2123 M (1599.9136 -1.9076)| loss 2.5888 || lr 0.067251-0.013450-0.013450 | Time 2021-11-14 16:44:32
Epoch 025/120: (65.2460 86.2480) | 1739.7719 M (1600.9826 -2.4170) || train (61.5963 82.7423) | 1739.2079 M (1599.9109 -1.9092)| loss 2.5882 || lr 0.067251-0.013450-0.013450 | Time 2021-11-14 16:44:33
Epoch 026/120: (64.4500 85.9300) | 1736.9303 M (1598.1325 -2.4085) || train (61.7794 82.8241) | 1736.2033 M (1597.0899 -2.0928)| loss 2.5821 || lr 0.066643-0.013329-0.013329 | Time 2021-11-14 16:57:16
Epoch 026/120: (64.4500 85.9300) | 1736.9303 M (1598.1325 -2.4085) || train (61.6398 82.7749) | 1736.2034 M (1597.0919 -2.0947)| loss 2.5854 || lr 0.066643-0.013329-0.013329 | Time 2021-11-14 16:57:16
Epoch 027/120: (64.8840 86.4820) | 1734.1020 M (1595.8789 -2.9832) || train (61.8153 82.8339) | 1733.1847 M (1594.3498 -2.3713)| loss 2.5825 || lr 0.066015-0.013203-0.013203 | Time 2021-11-14 17:10:02
Epoch 027/120: (64.8840 86.4820) | 1734.1020 M (1595.8789 -2.9832) || train (61.7466 82.8983) | 1733.1857 M (1594.3512 -2.3717)| loss 2.5784 || lr 0.066015-0.013203-0.013203 | Time 2021-11-14 17:10:02
Epoch 028/120: (65.0640 86.2480) | 1730.7633 M (1592.3778 -2.8207) || train (61.8398 82.8876) | 1730.1479 M (1591.4447 -2.5031)| loss 2.5779 || lr 0.065368-0.013074-0.013074 | Time 2021-11-14 17:22:46
Epoch 028/120: (65.0640 86.2500) | 1730.7633 M (1592.3778 -2.8207) || train (61.9316 82.8745) | 1730.1472 M (1591.4433 -2.5024)| loss 2.5765 || lr 0.065368-0.013074-0.013074 | Time 2021-11-14 17:22:46
Epoch 029/120: (65.1580 86.3720) | 1726.7325 M (1588.5499 -3.0237) || train (61.9825 82.9462) | 1727.1334 M (1588.5224 -2.5952)| loss 2.5717 || lr 0.064702-0.012940-0.012940 | Time 2021-11-14 17:35:30
Epoch 029/120: (65.1580 86.3720) | 1726.7325 M (1588.5499 -3.0237) || train (61.8849 82.9317) | 1727.1383 M (1588.5262 -2.5942)| loss 2.5732 || lr 0.064702-0.012940-0.012940 | Time 2021-11-14 17:35:31
Epoch 030/120: (64.5680 86.0660) | 1723.8379 M (1585.8800 -3.2484) || train (62.0963 83.0759) | 1724.1194 M (1585.6382 -2.7250)| loss 2.5669 || lr 0.064017-0.012803-0.012803 | Time 2021-11-14 17:48:14
Epoch 030/120: (64.5680 86.0700) | 1723.8379 M (1585.8800 -3.2484) || train (62.0381 82.9808) | 1724.1216 M (1585.6415 -2.7262)| loss 2.5677 || lr 0.064017-0.012803-0.012803 | Time 2021-11-14 17:48:14
Epoch 031/120: (64.6720 86.4160) | 1720.7104 M (1582.9954 -3.4913) || train (62.1444 83.0787) | 1721.0611 M (1582.7678 -2.9130)| loss 2.5644 || lr 0.063313-0.012663-0.012663 | Time 2021-11-14 18:00:59
Epoch 031/120: (64.6740 86.4160) | 1720.7104 M (1582.9954 -3.4913) || train (62.1219 83.0263) | 1721.0683 M (1582.7750 -2.9129)| loss 2.5656 || lr 0.063313-0.012663-0.012663 | Time 2021-11-14 18:00:59
Epoch 032/120: (65.3760 86.7020) | 1717.6247 M (1579.9617 -3.5433) || train (62.1761 83.1221) | 1718.0507 M (1580.0025 -3.1581)| loss 2.5611 || lr 0.062592-0.012518-0.012518 | Time 2021-11-14 18:13:42
Epoch 032/120: (65.3760 86.7020) | 1717.6248 M (1579.9618 -3.5433) || train (62.1934 83.1482) | 1718.0537 M (1580.0039 -3.1564)| loss 2.5595 || lr 0.062592-0.012518-0.012518 | Time 2021-11-14 18:13:42
Epoch 033/120: (65.5020 86.6280) | 1714.8005 M (1577.6373 -4.0431) || train (62.3206 83.1736) | 1715.0092 M (1577.2449 -3.4420)| loss 2.5557 || lr 0.061854-0.012371-0.012371 | Time 2021-11-14 18:26:27
Epoch 033/120: (65.5020 86.6280) | 1714.8005 M (1577.6373 -4.0431) || train (62.3083 83.1905) | 1715.0116 M (1577.2462 -3.4409)| loss 2.5553 || lr 0.061854-0.012371-0.012371 | Time 2021-11-14 18:26:27
Epoch 034/120: (65.5220 86.7240) | 1710.1065 M (1573.3850 -4.4848) || train (62.3948 83.2373) | 1711.9628 M (1574.4094 -3.6529)| loss 2.5524 || lr 0.061100-0.012220-0.012220 | Time 2021-11-14 18:39:13
Epoch 034/120: (65.5240 86.7240) | 1710.1065 M (1573.3850 -4.4848) || train (62.4330 83.2533) | 1711.9665 M (1574.4130 -3.6527)| loss 2.5504 || lr 0.061100-0.012220-0.012220 | Time 2021-11-14 18:39:13
Epoch 035/120: (65.6220 86.7340) | 1707.3554 M (1571.2934 -5.1443) || train (62.4539 83.2929) | 1708.9077 M (1571.6969 -3.9955)| loss 2.5491 || lr 0.060329-0.012066-0.012066 | Time 2021-11-14 18:51:58
Epoch 035/120: (65.6220 86.7340) | 1707.3553 M (1571.2933 -5.1443) || train (62.4614 83.2687) | 1708.9118 M (1571.6977 -3.9922)| loss 2.5495 || lr 0.060329-0.012066-0.012066 | Time 2021-11-14 18:51:58
Epoch 036/120: (65.9080 87.0640) | 1704.5593 M (1568.1630 -4.8099) || train (62.4920 83.3340) | 1705.9301 M (1569.0173 -4.2935)| loss 2.5458 || lr 0.059542-0.011908-0.011908 | Time 2021-11-14 19:04:42
Epoch 036/120: (65.9080 87.0640) | 1704.5593 M (1568.1629 -4.8099) || train (62.6741 83.4621) | 1705.9283 M (1569.0188 -4.2968)| loss 2.5396 || lr 0.059542-0.011908-0.011908 | Time 2021-11-14 19:04:42
Epoch 037/120: (65.5780 86.7520) | 1700.7626 M (1564.7498 -5.1935) || train (62.6661 83.4501) | 1702.8906 M (1566.1658 -4.4815)| loss 2.5416 || lr 0.058740-0.011748-0.011748 | Time 2021-11-14 19:17:28
Epoch 037/120: (65.5780 86.7520) | 1700.7626 M (1564.7498 -5.1935) || train (62.7730 83.5057) | 1702.8866 M (1566.1634 -4.4831)| loss 2.5363 || lr 0.058740-0.011748-0.011748 | Time 2021-11-14 19:17:28
Epoch 038/120: (66.0820 86.8460) | 1697.8748 M (1562.2912 -5.6227) || train (62.6964 83.4478) | 1699.8678 M (1563.4345 -4.7730)| loss 2.5373 || lr 0.057924-0.011585-0.011585 | Time 2021-11-14 19:30:13
Epoch 038/120: (66.0820 86.8460) | 1697.8747 M (1562.2912 -5.6227) || train (62.7857 83.5449) | 1699.8670 M (1563.4358 -4.7751)| loss 2.5348 || lr 0.057924-0.011585-0.011585 | Time 2021-11-14 19:30:13
Epoch 039/120: (65.8840 86.9260) | 1694.9759 M (1559.6249 -5.8553) || train (62.8987 83.5875) | 1696.8357 M (1560.6575 -5.0281)| loss 2.5299 || lr 0.057094-0.011419-0.011419 | Time 2021-11-14 19:42:56
Epoch 039/120: (65.8840 86.9260) | 1694.9760 M (1559.6250 -5.8553) || train (62.8687 83.5193) | 1696.8399 M (1560.6594 -5.0258)| loss 2.5308 || lr 0.057094-0.011419-0.011419 | Time 2021-11-14 19:42:57
Epoch 040/120: (65.8200 87.1500) | 1691.5651 M (1556.3852 -6.0264) || train (63.0557 83.6641) | 1693.7830 M (1557.9288 -5.3520)| loss 2.5226 || lr 0.056250-0.011250-0.011250 | Time 2021-11-14 19:55:41
Epoch 040/120: (65.8200 87.1500) | 1691.5650 M (1556.3851 -6.0264) || train (62.9869 83.6423) | 1693.7783 M (1557.9254 -5.3533)| loss 2.5264 || lr 0.056250-0.011250-0.011250 | Time 2021-11-14 19:55:41
Epoch 041/120: (66.1920 86.9720) | 1687.8779 M (1552.9885 -6.3168) || train (63.1077 83.7475) | 1690.7730 M (1555.0471 -5.4804)| loss 2.5207 || lr 0.055393-0.011079-0.011079 | Time 2021-11-14 20:08:25
Epoch 041/120: (66.1880 86.9720) | 1687.8779 M (1552.9885 -6.3168) || train (63.0973 83.6763) | 1690.7749 M (1555.0511 -5.4825)| loss 2.5241 || lr 0.055393-0.011079-0.011079 | Time 2021-11-14 20:08:26
Epoch 042/120: (65.8360 86.9200) | 1686.7234 M (1551.8872 -6.3701) || train (63.1710 83.7530) | 1687.7360 M (1552.2384 -5.7087)| loss 2.5176 || lr 0.054525-0.010905-0.010905 | Time 2021-11-14 20:21:11
Epoch 042/120: (65.8360 86.9200) | 1686.7234 M (1551.8872 -6.3701) || train (63.1862 83.8141) | 1687.7345 M (1552.2351 -5.7068)| loss 2.5165 || lr 0.054525-0.010905-0.010905 | Time 2021-11-14 20:21:11
Epoch 043/120: (65.7540 87.0240) | 1682.1224 M (1547.7646 -6.8484) || train (63.2971 83.8023) | 1684.6968 M (1549.3529 -5.8624)| loss 2.5150 || lr 0.053644-0.010729-0.010729 | Time 2021-11-14 20:33:57
Epoch 043/120: (65.7540 87.0240) | 1682.1225 M (1547.7646 -6.8484) || train (63.2755 83.8234) | 1684.6942 M (1549.3537 -5.8658)| loss 2.5148 || lr 0.053644-0.010729-0.010729 | Time 2021-11-14 20:33:57
Epoch 044/120: (66.3020 87.1820) | 1678.0594 M (1543.7993 -6.9462) || train (63.3798 83.8802) | 1681.6784 M (1546.5348 -6.0627)| loss 2.5082 || lr 0.052753-0.010551-0.010551 | Time 2021-11-14 20:46:43
Epoch 044/120: (66.3020 87.1820) | 1678.0594 M (1543.7993 -6.9462) || train (63.3250 83.9609) | 1681.6852 M (1546.5419 -6.0630)| loss 2.5093 || lr 0.052753-0.010551-0.010551 | Time 2021-11-14 20:46:43
Epoch 045/120: (66.4300 87.3440) | 1675.6097 M (1541.4829 -7.0794) || train (63.5701 84.0180) | 1678.6698 M (1543.6764 -6.2129)| loss 2.5031 || lr 0.051851-0.010370-0.010370 | Time 2021-11-14 20:59:28
Epoch 045/120: (66.4300 87.3440) | 1675.6097 M (1541.4829 -7.0794) || train (63.5256 83.9763) | 1678.6777 M (1543.6836 -6.2122)| loss 2.5029 || lr 0.051851-0.010370-0.010370 | Time 2021-11-14 20:59:28
Epoch 046/120: (66.2600 87.2700) | 1672.8787 M (1538.5382 -6.8657) || train (63.6352 84.0360) | 1675.6100 M (1540.8144 -6.4107)| loss 2.4993 || lr 0.050939-0.010188-0.010188 | Time 2021-11-14 21:12:14
Epoch 046/120: (66.2600 87.2700) | 1672.8787 M (1538.5382 -6.8657) || train (63.5195 84.0599) | 1675.6155 M (1540.8195 -6.4103)| loss 2.4994 || lr 0.050939-0.010188-0.010188 | Time 2021-11-14 21:12:14
Epoch 047/120: (66.7900 87.3380) | 1668.8399 M (1534.7312 -7.0976) || train (63.7311 84.0578) | 1672.6000 M (1537.9707 -6.5770)| loss 2.4977 || lr 0.050018-0.010004-0.010004 | Time 2021-11-14 21:24:58
Epoch 047/120: (66.7900 87.3400) | 1668.8399 M (1534.7312 -7.0976) || train (63.6165 84.1054) | 1672.5937 M (1537.9667 -6.5793)| loss 2.4967 || lr 0.050018-0.010004-0.010004 | Time 2021-11-14 21:24:58
Epoch 048/120: (66.3020 87.1500) | 1666.7080 M (1532.8010 -7.2993) || train (63.7357 84.1713) | 1669.5719 M (1535.1319 -6.7663)| loss 2.4925 || lr 0.049088-0.009818-0.009818 | Time 2021-11-14 21:37:44
Epoch 048/120: (66.3020 87.1500) | 1666.7079 M (1532.8010 -7.2993) || train (63.7654 84.1523) | 1669.5838 M (1535.1417 -6.7641)| loss 2.4927 || lr 0.049088-0.009818-0.009818 | Time 2021-11-14 21:37:44
Epoch 049/120: (66.4280 87.4020) | 1663.4453 M (1529.9686 -7.7295) || train (63.8516 84.2372) | 1666.5456 M (1532.3624 -7.0231)| loss 2.4873 || lr 0.048151-0.009630-0.009630 | Time 2021-11-14 21:50:30
Epoch 049/120: (66.4300 87.4020) | 1663.4453 M (1529.9686 -7.7295) || train (63.9115 84.1922) | 1666.5482 M (1532.3682 -7.0262)| loss 2.4882 || lr 0.048151-0.009630-0.009630 | Time 2021-11-14 21:50:30
Epoch 050/120: (66.5880 87.3580) | 1659.8590 M (1526.9662 -8.3135) || train (64.0105 84.3446) | 1663.5321 M (1529.9238 -7.5979)| loss 2.4813 || lr 0.047206-0.009441-0.009441 | Time 2021-11-14 22:03:17
Epoch 050/120: (66.5880 87.3560) | 1659.8591 M (1526.9663 -8.3134) || train (63.9200 84.3032) | 1663.5362 M (1529.9255 -7.5955)| loss 2.4848 || lr 0.047206-0.009441-0.009441 | Time 2021-11-14 22:03:17
Epoch 051/120: (66.6040 87.5240) | 1656.4066 M (1524.0677 -8.8674) || train (64.0900 84.3067) | 1660.4955 M (1527.3048 -8.0156)| loss 2.4804 || lr 0.046254-0.009251-0.009251 | Time 2021-11-14 22:16:02
Epoch 051/120: (66.6020 87.5240) | 1656.4066 M (1524.0677 -8.8674) || train (64.0925 84.4264) | 1660.5019 M (1527.3056 -8.0100)| loss 2.4774 || lr 0.046254-0.009251-0.009251 | Time 2021-11-14 22:16:02
Epoch 052/120: (66.8460 87.4100) | 1653.3800 M (1521.3956 -9.2219) || train (64.2774 84.5005) | 1657.4495 M (1524.7351 -8.4919)| loss 2.4712 || lr 0.045297-0.009059-0.009059 | Time 2021-11-14 22:28:48
Epoch 052/120: (66.8460 87.4100) | 1653.3799 M (1521.3955 -9.2219) || train (64.2520 84.4486) | 1657.4482 M (1524.7339 -8.4919)| loss 2.4736 || lr 0.045297-0.009059-0.009059 | Time 2021-11-14 22:28:49
Epoch 053/120: (66.6300 87.5180) | 1651.0271 M (1520.2041 -10.3833) || train (64.3394 84.5671) | 1654.3974 M (1522.4148 -9.2236)| loss 2.4686 || lr 0.044334-0.008867-0.008867 | Time 2021-11-14 22:41:35
Epoch 053/120: (66.6280 87.5180) | 1651.0271 M (1520.2041 -10.3833) || train (64.3204 84.5174) | 1654.3939 M (1522.4175 -9.2299)| loss 2.4700 || lr 0.044334-0.008867-0.008867 | Time 2021-11-14 22:41:35
Epoch 054/120: (66.6400 87.3640) | 1646.6964 M (1516.1864 -10.6963) || train (64.4033 84.6256) | 1651.3180 M (1519.8449 -9.7332)| loss 2.4646 || lr 0.043366-0.008673-0.008673 | Time 2021-11-14 22:54:20
Epoch 054/120: (66.6400 87.3640) | 1646.6964 M (1516.1864 -10.6963) || train (64.4752 84.6629) | 1651.3258 M (1519.8526 -9.7331)| loss 2.4637 || lr 0.043366-0.008673-0.008673 | Time 2021-11-14 22:54:20
Epoch 055/120: (67.0160 87.6300) | 1644.2534 M (1514.1835 -11.1364) || train (64.5979 84.6704) | 1648.3626 M (1517.1149 -9.9585)| loss 2.4588 || lr 0.042395-0.008479-0.008479 | Time 2021-11-14 23:07:07
Epoch 055/120: (67.0160 87.6300) | 1644.2534 M (1514.1835 -11.1364) || train (64.5959 84.6890) | 1648.3610 M (1517.1145 -9.9597)| loss 2.4580 || lr 0.042395-0.008479-0.008479 | Time 2021-11-14 23:07:07
Epoch 056/120: (66.9360 87.7300) | 1641.5580 M (1511.6575 -11.3058) || train (64.6896 84.7255) | 1645.3305 M (1514.4953 -10.3712)| loss 2.4541 || lr 0.041420-0.008284-0.008284 | Time 2021-11-14 23:19:54
Epoch 056/120: (66.9360 87.7300) | 1641.5580 M (1511.6575 -11.3058) || train (64.7756 84.8356) | 1645.3332 M (1514.5014 -10.3745)| loss 2.4520 || lr 0.041420-0.008284-0.008284 | Time 2021-11-14 23:19:54
Epoch 057/120: (67.0700 87.7420) | 1637.5219 M (1507.7681 -11.4525) || train (64.7854 84.8065) | 1642.3254 M (1511.7915 -10.6724)| loss 2.4518 || lr 0.040442-0.008088-0.008088 | Time 2021-11-14 23:32:40
Epoch 057/120: (67.0700 87.7420) | 1637.5219 M (1507.7681 -11.4525) || train (64.8471 84.8387) | 1642.3257 M (1511.7907 -10.6713)| loss 2.4484 || lr 0.040442-0.008088-0.008088 | Time 2021-11-14 23:32:40
Epoch 058/120: (67.4420 87.6660) | 1635.0538 M (1505.9013 -12.0538) || train (64.9211 84.9019) | 1639.2992 M (1509.1830 -11.0901)| loss 2.4453 || lr 0.039463-0.007893-0.007893 | Time 2021-11-14 23:45:28
Epoch 058/120: (67.4420 87.6660) | 1635.0538 M (1505.9013 -12.0538) || train (64.8552 84.9096) | 1639.2903 M (1509.1743 -11.0902)| loss 2.4458 || lr 0.039463-0.007893-0.007893 | Time 2021-11-14 23:45:28
Epoch 059/120: (67.1000 87.6280) | 1631.9093 M (1503.4255 -12.7224) || train (65.0986 84.9874) | 1636.2688 M (1506.5184 -11.4558)| loss 2.4370 || lr 0.038482-0.007696-0.007696 | Time 2021-11-14 23:58:15
Epoch 059/120: (67.0980 87.6280) | 1631.9093 M (1503.4255 -12.7224) || train (65.0233 84.9973) | 1636.2591 M (1506.5106 -11.4578)| loss 2.4397 || lr 0.038482-0.007696-0.007696 | Time 2021-11-14 23:58:15
Epoch 060/120: (66.9840 87.8740) | 1631.9122 M (1503.2390 -12.5330) || train (65.1651 85.0825) | 1634.7165 M (1505.3745 -11.8642)| loss 2.4338 || lr 0.037500-0.007500-0.007500 | Time 2021-11-15 00:11:02
Epoch 060/120: (66.9840 87.8740) | 1631.9123 M (1503.2390 -12.5330) || train (65.2025 85.1556) | 1634.7158 M (1505.3730 -11.8635)| loss 2.4317 || lr 0.037500-0.007500-0.007500 | Time 2021-11-15 00:11:02
Epoch 061/120: (67.1880 87.8500) | 1632.0143 M (1503.6155 -12.8076) || train (65.3743 85.1439) | 1634.7087 M (1505.2563 -11.7539)| loss 2.4277 || lr 0.036518-0.007304-0.007304 | Time 2021-11-15 00:23:48
Epoch 061/120: (67.1880 87.8500) | 1632.0143 M (1503.6156 -12.8075) || train (65.3093 85.1434) | 1634.7092 M (1505.2536 -11.7507)| loss 2.4296 || lr 0.036518-0.007304-0.007304 | Time 2021-11-15 00:23:48
Epoch 062/120: (67.9640 88.2200) | 1631.7560 M (1503.1285 -12.5787) || train (65.3599 85.2066) | 1634.6966 M (1505.1776 -11.6872)| loss 2.4252 || lr 0.035537-0.007107-0.007107 | Time 2021-11-15 00:36:35
Epoch 062/120: (67.9640 88.2200) | 1631.7561 M (1503.1285 -12.5787) || train (65.4024 85.2357) | 1634.6962 M (1505.1806 -11.6906)| loss 2.4225 || lr 0.035537-0.007107-0.007107 | Time 2021-11-15 00:36:35
Epoch 063/120: (68.0060 88.1080) | 1631.4116 M (1502.6619 -12.4565) || train (65.6404 85.3607) | 1634.6888 M (1504.9515 -11.4690)| loss 2.4160 || lr 0.034558-0.006912-0.006912 | Time 2021-11-15 00:49:23
Epoch 063/120: (68.0060 88.1100) | 1631.4116 M (1502.6619 -12.4565) || train (65.6147 85.3192) | 1634.6781 M (1504.9441 -11.4723)| loss 2.4166 || lr 0.034558-0.006912-0.006912 | Time 2021-11-15 00:49:23
Epoch 064/120: (67.8440 88.1100) | 1631.8179 M (1502.9608 -12.3491) || train (65.7633 85.4569) | 1634.6574 M (1504.9927 -11.5416)| loss 2.4101 || lr 0.033580-0.006716-0.006716 | Time 2021-11-15 01:02:09
Epoch 064/120: (67.8440 88.1100) | 1631.8179 M (1502.9608 -12.3491) || train (65.8557 85.5199) | 1634.6653 M (1504.9960 -11.5370)| loss 2.4078 || lr 0.033580-0.006716-0.006716 | Time 2021-11-15 01:02:09
Epoch 065/120: (67.6100 88.0920) | 1631.5466 M (1502.4323 -12.0920) || train (66.0001 85.5513) | 1634.6739 M (1504.8080 -11.3404)| loss 2.4019 || lr 0.032605-0.006521-0.006521 | Time 2021-11-15 01:14:55
Epoch 065/120: (67.6100 88.0920) | 1631.5466 M (1502.4323 -12.0919) || train (65.8975 85.5124) | 1634.6644 M (1504.7979 -11.3398)| loss 2.4054 || lr 0.032605-0.006521-0.006521 | Time 2021-11-15 01:14:55
Epoch 066/120: (68.0060 88.2500) | 1631.7138 M (1502.9267 -12.4192) || train (66.1520 85.6626) | 1634.6282 M (1504.8406 -11.4187)| loss 2.3962 || lr 0.031634-0.006327-0.006327 | Time 2021-11-15 01:27:42
Epoch 066/120: (68.0060 88.2500) | 1631.7138 M (1502.9267 -12.4192) || train (66.0783 85.6395) | 1634.6179 M (1504.8353 -11.4236)| loss 2.3980 || lr 0.031634-0.006327-0.006327 | Time 2021-11-15 01:27:42
Epoch 067/120: (68.0700 88.4140) | 1631.4412 M (1502.7078 -12.4729) || train (66.2399 85.6787) | 1634.6194 M (1504.9252 -11.5120)| loss 2.3918 || lr 0.030666-0.006133-0.006133 | Time 2021-11-15 01:40:27
Epoch 067/120: (68.0700 88.4160) | 1631.4412 M (1502.7078 -12.4729) || train (66.2341 85.7872) | 1634.6229 M (1504.9282 -11.5116)| loss 2.3903 || lr 0.030666-0.006133-0.006133 | Time 2021-11-15 01:40:27
Epoch 068/120: (68.3140 88.5620) | 1630.8192 M (1501.8538 -12.2409) || train (66.3914 85.8047) | 1634.6329 M (1504.7870 -11.3603)| loss 2.3858 || lr 0.029703-0.005941-0.005941 | Time 2021-11-15 01:53:13
Epoch 068/120: (68.3140 88.5600) | 1630.8192 M (1501.8538 -12.2409) || train (66.3900 85.8257) | 1634.6390 M (1504.7997 -11.3670)| loss 2.3852 || lr 0.029703-0.005941-0.005941 | Time 2021-11-15 01:53:13
Epoch 069/120: (68.0400 88.3100) | 1631.4498 M (1502.7119 -12.4683) || train (66.4274 85.9118) | 1634.5842 M (1504.7563 -11.3784)| loss 2.3811 || lr 0.028746-0.005749-0.005749 | Time 2021-11-15 02:06:00
Epoch 069/120: (68.0400 88.3120) | 1631.4499 M (1502.7119 -12.4684) || train (66.5357 85.9122) | 1634.5911 M (1504.7633 -11.3785)| loss 2.3806 || lr 0.028746-0.005749-0.005749 | Time 2021-11-15 02:06:00
Epoch 070/120: (68.3680 88.4400) | 1631.6915 M (1502.9254 -12.4402) || train (66.6654 85.9683) | 1634.5889 M (1504.8156 -11.4330)| loss 2.3747 || lr 0.027794-0.005559-0.005559 | Time 2021-11-15 02:18:48
Epoch 070/120: (68.3660 88.4400) | 1631.6916 M (1502.9255 -12.4402) || train (66.6450 85.9302) | 1634.5767 M (1504.8023 -11.4319)| loss 2.3753 || lr 0.027794-0.005559-0.005559 | Time 2021-11-15 02:18:48
Epoch 071/120: (68.6140 88.3720) | 1630.2664 M (1501.6705 -12.6103) || train (66.9232 86.1317) | 1634.6093 M (1504.8825 -11.4795)| loss 2.3661 || lr 0.026849-0.005370-0.005370 | Time 2021-11-15 02:31:35
Epoch 071/120: (68.6120 88.3720) | 1630.2665 M (1501.6705 -12.6103) || train (66.9269 86.1305) | 1634.6047 M (1504.8769 -11.4785)| loss 2.3657 || lr 0.026849-0.005370-0.005370 | Time 2021-11-15 02:31:35
Epoch 072/120: (68.7320 88.7100) | 1630.6638 M (1501.7481 -12.2905) || train (66.9286 86.1821) | 1634.6315 M (1504.8104 -11.3852)| loss 2.3630 || lr 0.025912-0.005182-0.005182 | Time 2021-11-15 02:44:22
Epoch 072/120: (68.7320 88.7100) | 1630.6638 M (1501.7481 -12.2905) || train (66.9892 86.1272) | 1634.6256 M (1504.8007 -11.3814)| loss 2.3628 || lr 0.025912-0.005182-0.005182 | Time 2021-11-15 02:44:22
Epoch 073/120: (68.1760 88.5060) | 1630.8017 M (1502.0455 -12.4500) || train (67.1533 86.3098) | 1634.5927 M (1504.7809 -11.3945)| loss 2.3548 || lr 0.024982-0.004996-0.004996 | Time 2021-11-15 02:57:09
Epoch 073/120: (68.1780 88.5060) | 1630.8017 M (1502.0455 -12.4500) || train (67.1166 86.2571) | 1634.5813 M (1504.7714 -11.3964)| loss 2.3566 || lr 0.024982-0.004996-0.004996 | Time 2021-11-15 02:57:09
Epoch 074/120: (68.8440 88.8000) | 1631.0584 M (1502.1390 -12.2868) || train (67.3084 86.3960) | 1634.6091 M (1504.7414 -11.3386)| loss 2.3499 || lr 0.024061-0.004812-0.004812 | Time 2021-11-15 03:09:56
Epoch 074/120: (68.8440 88.8000) | 1631.0584 M (1502.1390 -12.2868) || train (67.3829 86.4266) | 1634.5995 M (1504.7320 -11.3387)| loss 2.3468 || lr 0.024061-0.004812-0.004812 | Time 2021-11-15 03:09:56
Epoch 075/120: (68.6480 88.6820) | 1631.2735 M (1502.1309 -12.0637) || train (67.4097 86.4285) | 1634.5848 M (1504.7019 -11.3234)| loss 2.3448 || lr 0.023149-0.004630-0.004630 | Time 2021-11-15 03:22:45
Epoch 075/120: (68.6480 88.6840) | 1631.2735 M (1502.1309 -12.0637) || train (67.4937 86.5274) | 1634.5746 M (1504.6981 -11.3297)| loss 2.3416 || lr 0.023149-0.004630-0.004630 | Time 2021-11-15 03:22:45
Epoch 076/120: (68.6780 88.6000) | 1631.2551 M (1502.6525 -12.6036) || train (67.5846 86.6068) | 1634.5880 M (1504.7415 -11.3597)| loss 2.3373 || lr 0.022247-0.004449-0.004449 | Time 2021-11-15 03:35:33
Epoch 076/120: (68.6800 88.6000) | 1631.2552 M (1502.6525 -12.6036) || train (67.6839 86.6263) | 1634.5932 M (1504.7464 -11.3594)| loss 2.3350 || lr 0.022247-0.004449-0.004449 | Time 2021-11-15 03:35:33
Epoch 077/120: (69.2760 88.7920) | 1631.0733 M (1502.2427 -12.3757) || train (67.7967 86.6430) | 1634.5841 M (1504.7547 -11.3769)| loss 2.3310 || lr 0.021356-0.004271-0.004271 | Time 2021-11-15 03:48:20
Epoch 077/120: (69.2760 88.7920) | 1631.0733 M (1502.2427 -12.3757) || train (67.8656 86.6478) | 1634.5772 M (1504.7527 -11.3818)| loss 2.3310 || lr 0.021356-0.004271-0.004271 | Time 2021-11-15 03:48:20
Epoch 078/120: (68.7160 88.5480) | 1631.2935 M (1502.5119 -12.4247) || train (68.0209 86.8142) | 1634.6027 M (1504.7451 -11.3486)| loss 2.3204 || lr 0.020475-0.004095-0.004095 | Time 2021-11-15 04:01:06
Epoch 078/120: (68.7160 88.5480) | 1631.2935 M (1502.5119 -12.4247) || train (67.9433 86.7744) | 1634.6048 M (1504.7463 -11.3478)| loss 2.3236 || lr 0.020475-0.004095-0.004095 | Time 2021-11-15 04:01:06
Epoch 079/120: (69.5560 89.2560) | 1631.0372 M (1502.2168 -12.3859) || train (68.1239 86.8965) | 1634.6059 M (1504.7563 -11.3567)| loss 2.3159 || lr 0.019607-0.003921-0.003921 | Time 2021-11-15 04:13:53
Epoch 079/120: (69.5560 89.2560) | 1631.0371 M (1502.2167 -12.3859) || train (68.2057 86.9255) | 1634.6018 M (1504.7497 -11.3541)| loss 2.3143 || lr 0.019607-0.003921-0.003921 | Time 2021-11-15 04:13:53
Epoch 080/120: (69.4600 88.9960) | 1630.7029 M (1501.7791 -12.2825) || train (68.3804 86.9870) | 1634.5653 M (1504.6964 -11.3374)| loss 2.3073 || lr 0.018750-0.003750-0.003750 | Time 2021-11-15 04:26:39
Epoch 080/120: (69.4600 88.9960) | 1630.7029 M (1501.7791 -12.2825) || train (68.4280 86.9616) | 1634.5805 M (1504.7046 -11.3304)| loss 2.3091 || lr 0.018750-0.003750-0.003750 | Time 2021-11-15 04:26:39
Epoch 081/120: (69.5280 89.2020) | 1631.2012 M (1502.3424 -12.3475) || train (68.5448 87.0784) | 1634.5690 M (1504.6674 -11.3047)| loss 2.3018 || lr 0.017906-0.003581-0.003581 | Time 2021-11-15 04:39:25
Epoch 081/120: (69.5300 89.2020) | 1631.2012 M (1502.3424 -12.3475) || train (68.4680 87.0651) | 1634.5726 M (1504.6682 -11.3019)| loss 2.3039 || lr 0.017906-0.003581-0.003581 | Time 2021-11-15 04:39:25
Epoch 082/120: (69.7920 89.0800) | 1630.9456 M (1502.1063 -12.3669) || train (68.7118 87.2101) | 1634.5872 M (1504.6544 -11.2735)| loss 2.2954 || lr 0.017076-0.003415-0.003415 | Time 2021-11-15 04:52:13
Epoch 082/120: (69.7920 89.0800) | 1630.9456 M (1502.1063 -12.3669) || train (68.7587 87.2452) | 1634.5814 M (1504.6498 -11.2746)| loss 2.2941 || lr 0.017076-0.003415-0.003415 | Time 2021-11-15 04:52:13
Epoch 083/120: (69.9720 89.1380) | 1630.2337 M (1501.4105 -12.3831) || train (68.8793 87.3089) | 1634.5922 M (1504.6772 -11.2913)| loss 2.2882 || lr 0.016260-0.003252-0.003252 | Time 2021-11-15 05:05:00
Epoch 083/120: (69.9720 89.1380) | 1630.2337 M (1501.4105 -12.3831) || train (68.8723 87.2726) | 1634.5880 M (1504.6744 -11.2927)| loss 2.2896 || lr 0.016260-0.003252-0.003252 | Time 2021-11-15 05:05:00
Epoch 084/120: (69.8280 89.1360) | 1630.9679 M (1502.1677 -12.4061) || train (68.9888 87.4764) | 1634.5840 M (1504.7110 -11.3333)| loss 2.2804 || lr 0.015458-0.003092-0.003092 | Time 2021-11-15 05:17:47
Epoch 084/120: (69.8280 89.1360) | 1630.9679 M (1502.1677 -12.4061) || train (69.0319 87.4302) | 1634.5737 M (1504.7056 -11.3382)| loss 2.2824 || lr 0.015458-0.003092-0.003092 | Time 2021-11-15 05:17:47
Epoch 085/120: (70.2280 89.4200) | 1631.2674 M (1502.4851 -12.4240) || train (69.3152 87.5034) | 1634.5496 M (1504.7297 -11.3863)| loss 2.2741 || lr 0.014671-0.002934-0.002934 | Time 2021-11-15 05:30:35
Epoch 085/120: (70.2280 89.4200) | 1631.2673 M (1502.4851 -12.4240) || train (69.1887 87.4638) | 1634.5472 M (1504.7255 -11.3846)| loss 2.2764 || lr 0.014671-0.002934-0.002934 | Time 2021-11-15 05:30:35
Epoch 086/120: (69.9940 89.2780) | 1630.5147 M (1501.8315 -12.5231) || train (69.4415 87.6410) | 1634.5962 M (1504.8316 -11.4416)| loss 2.2667 || lr 0.013900-0.002780-0.002780 | Time 2021-11-15 05:43:22
Epoch 086/120: (69.9940 89.2780) | 1630.5147 M (1501.8315 -12.5231) || train (69.2851 87.5197) | 1634.5818 M (1504.8243 -11.4488)| loss 2.2737 || lr 0.013900-0.002780-0.002780 | Time 2021-11-15 05:43:22
Epoch 087/120: (70.1380 89.3040) | 1631.0600 M (1502.2504 -12.3966) || train (69.5011 87.6800) | 1634.5877 M (1504.8168 -11.4355)| loss 2.2640 || lr 0.013146-0.002629-0.002629 | Time 2021-11-15 05:56:09
Epoch 087/120: (70.1380 89.3040) | 1631.0600 M (1502.2504 -12.3967) || train (69.5971 87.6934) | 1634.5919 M (1504.8203 -11.4347)| loss 2.2620 || lr 0.013146-0.002629-0.002629 | Time 2021-11-15 05:56:09
Epoch 088/120: (70.2240 89.6100) | 1630.3727 M (1501.7274 -12.5610) || train (69.7147 87.8222) | 1634.6005 M (1504.8216 -11.4274)| loss 2.2552 || lr 0.012408-0.002482-0.002482 | Time 2021-11-15 06:08:56
Epoch 088/120: (70.2280 89.6100) | 1630.3727 M (1501.7274 -12.5610) || train (69.7762 87.8013) | 1634.5988 M (1504.8235 -11.4309)| loss 2.2537 || lr 0.012408-0.002482-0.002482 | Time 2021-11-15 06:08:56
Epoch 089/120: (70.7340 89.4320) | 1631.6358 M (1502.8284 -12.3989) || train (69.9705 87.9039) | 1634.5707 M (1504.7603 -11.3959)| loss 2.2478 || lr 0.011687-0.002337-0.002337 | Time 2021-11-15 06:21:44
Epoch 089/120: (70.7340 89.4320) | 1631.6358 M (1502.8284 -12.3989) || train (69.9896 87.9541) | 1634.5720 M (1504.7592 -11.3935)| loss 2.2459 || lr 0.011687-0.002337-0.002337 | Time 2021-11-15 06:21:44
Epoch 090/120: (70.5600 89.6320) | 1630.5376 M (1501.8290 -12.4976) || train (70.2231 88.0425) | 1634.5705 M (1504.7680 -11.4037)| loss 2.2386 || lr 0.010983-0.002197-0.002197 | Time 2021-11-15 06:34:30
Epoch 090/120: (70.5600 89.6320) | 1630.5376 M (1501.8290 -12.4976) || train (70.0967 88.0103) | 1634.5775 M (1504.7764 -11.4052)| loss 2.2424 || lr 0.010983-0.002197-0.002197 | Time 2021-11-15 06:34:31
Epoch 091/120: (70.5260 89.6180) | 1630.8634 M (1502.1538 -12.4967) || train (70.3556 88.1425) | 1634.5458 M (1504.7521 -11.4126)| loss 2.2333 || lr 0.010298-0.002060-0.002060 | Time 2021-11-15 06:47:16
Epoch 091/120: (70.5260 89.6200) | 1630.8634 M (1502.1538 -12.4967) || train (70.3368 88.1158) | 1634.5469 M (1504.7518 -11.4112)| loss 2.2335 || lr 0.010298-0.002060-0.002060 | Time 2021-11-15 06:47:16
Epoch 092/120: (70.7140 89.7280) | 1630.9725 M (1502.3567 -12.5905) || train (70.4802 88.2443) | 1634.5486 M (1504.8192 -11.4769)| loss 2.2262 || lr 0.009632-0.001926-0.001926 | Time 2021-11-15 07:00:03
Epoch 092/120: (70.7140 89.7280) | 1630.9725 M (1502.3568 -12.5906) || train (70.5408 88.2487) | 1634.5484 M (1504.8182 -11.4761)| loss 2.2257 || lr 0.009632-0.001926-0.001926 | Time 2021-11-15 07:00:03
Epoch 093/120: (70.7880 89.6580) | 1630.6264 M (1501.9999 -12.5797) || train (70.6708 88.2673) | 1634.5674 M (1504.8974 -11.5363)| loss 2.2208 || lr 0.008985-0.001797-0.001797 | Time 2021-11-15 07:12:50
Epoch 093/120: (70.7900 89.6560) | 1630.6264 M (1501.9998 -12.5797) || train (70.7442 88.4174) | 1634.5678 M (1504.9018 -11.5403)| loss 2.2175 || lr 0.008985-0.001797-0.001797 | Time 2021-11-15 07:12:50
Epoch 094/120: (70.8440 89.8000) | 1631.1939 M (1502.6095 -12.6219) || train (70.8594 88.4974) | 1634.5627 M (1504.8805 -11.5241)| loss 2.2115 || lr 0.008357-0.001671-0.001671 | Time 2021-11-15 07:25:36
Epoch 094/120: (70.8440 89.7980) | 1631.1939 M (1502.6095 -12.6219) || train (70.8191 88.3996) | 1634.5654 M (1504.8800 -11.5209)| loss 2.2144 || lr 0.008357-0.001671-0.001671 | Time 2021-11-15 07:25:37
Epoch 095/120: (71.0300 89.8100) | 1630.5236 M (1501.8757 -12.5584) || train (71.0745 88.5522) | 1634.5372 M (1504.8589 -11.5280)| loss 2.2048 || lr 0.007749-0.001550-0.001550 | Time 2021-11-15 07:38:24
Epoch 095/120: (71.0300 89.8100) | 1630.5236 M (1501.8758 -12.5584) || train (70.9952 88.5281) | 1634.5262 M (1504.8477 -11.5277)| loss 2.2079 || lr 0.007749-0.001550-0.001550 | Time 2021-11-15 07:38:24
Epoch 096/120: (71.1640 89.9520) | 1630.5108 M (1501.9220 -12.6175) || train (71.2519 88.6749) | 1634.5323 M (1504.8349 -11.5089)| loss 2.1983 || lr 0.007162-0.001432-0.001432 | Time 2021-11-15 07:51:10
Epoch 096/120: (71.1640 89.9520) | 1630.5107 M (1501.9219 -12.6175) || train (71.1902 88.6082) | 1634.5370 M (1504.8387 -11.5080)| loss 2.1995 || lr 0.007162-0.001432-0.001432 | Time 2021-11-15 07:51:10
Epoch 097/120: (71.2100 89.9840) | 1630.6559 M (1502.0407 -12.5910) || train (71.4328 88.7693) | 1634.5638 M (1504.8187 -11.4611)| loss 2.1902 || lr 0.006595-0.001319-0.001319 | Time 2021-11-15 08:03:59
Epoch 097/120: (71.2120 89.9840) | 1630.6559 M (1502.0407 -12.5910) || train (71.4122 88.6536) | 1634.5619 M (1504.8210 -11.4654)| loss 2.1950 || lr 0.006595-0.001319-0.001319 | Time 2021-11-15 08:03:59
Epoch 098/120: (71.4120 90.0260) | 1630.5332 M (1502.0020 -12.6750) || train (71.6190 88.8041) | 1634.5867 M (1504.8726 -11.4921)| loss 2.1860 || lr 0.006050-0.001210-0.001210 | Time 2021-11-15 08:16:46
Epoch 098/120: (71.4120 90.0260) | 1630.5332 M (1502.0020 -12.6750) || train (71.5717 88.7979) | 1634.5861 M (1504.8693 -11.4895)| loss 2.1864 || lr 0.006050-0.001210-0.001210 | Time 2021-11-15 08:16:46
Epoch 099/120: (71.4040 90.2160) | 1630.8354 M (1502.2889 -12.6597) || train (71.7453 88.9317) | 1634.5540 M (1504.8675 -11.5198)| loss 2.1783 || lr 0.005526-0.001105-0.001105 | Time 2021-11-15 08:29:33
Epoch 099/120: (71.4060 90.2160) | 1630.8354 M (1502.2889 -12.6597) || train (71.7281 88.8834) | 1634.5567 M (1504.8695 -11.5191)| loss 2.1813 || lr 0.005526-0.001105-0.001105 | Time 2021-11-15 08:29:33
Epoch 100/120: (71.6140 90.1460) | 1630.5092 M (1501.9105 -12.6076) || train (71.8574 89.0230) | 1634.5596 M (1504.8704 -11.5171)| loss 2.1744 || lr 0.005024-0.001005-0.001005 | Time 2021-11-15 08:42:20
Epoch 100/120: (71.6140 90.1460) | 1630.5092 M (1501.9105 -12.6076) || train (71.9877 89.0380) | 1634.5591 M (1504.8721 -11.5192)| loss 2.1706 || lr 0.005024-0.001005-0.001005 | Time 2021-11-15 08:42:20
Epoch 101/120: (71.4960 90.1440) | 1630.1094 M (1501.5906 -12.6875) || train (72.1509 89.0831) | 1634.5851 M (1504.8737 -11.4949)| loss 2.1675 || lr 0.004544-0.000909-0.000909 | Time 2021-11-15 08:55:07
Epoch 101/120: (71.4960 90.1440) | 1630.1094 M (1501.5906 -12.6875) || train (72.0338 89.0138) | 1634.5862 M (1504.8737 -11.4938)| loss 2.1720 || lr 0.004544-0.000909-0.000909 | Time 2021-11-15 08:55:07
Epoch 102/120: (71.6540 90.1320) | 1630.4972 M (1501.8536 -12.5626) || train (72.1440 89.1304) | 1634.5658 M (1504.8771 -11.5176)| loss 2.1653 || lr 0.004087-0.000817-0.000817 | Time 2021-11-15 09:07:52
Epoch 102/120: (71.6540 90.1320) | 1630.4972 M (1501.8536 -12.5626) || train (72.3285 89.2536) | 1634.5614 M (1504.8708 -11.5157)| loss 2.1568 || lr 0.004087-0.000817-0.000817 | Time 2021-11-15 09:07:52
Epoch 103/120: (71.6780 90.2340) | 1630.6879 M (1501.9900 -12.5084) || train (72.3702 89.2431) | 1634.5954 M (1504.8774 -11.4883)| loss 2.1565 || lr 0.003653-0.000731-0.000731 | Time 2021-11-15 09:20:41
Epoch 103/120: (71.6780 90.2340) | 1630.6879 M (1501.9900 -12.5084) || train (72.3825 89.2458) | 1634.6024 M (1504.8879 -11.4917)| loss 2.1571 || lr 0.003653-0.000731-0.000731 | Time 2021-11-15 09:20:41
Epoch 104/120: (71.8100 90.2200) | 1630.6469 M (1501.9901 -12.5495) || train (72.5805 89.3675) | 1634.5819 M (1504.8330 -11.4574)| loss 2.1481 || lr 0.003242-0.000648-0.000648 | Time 2021-11-15 09:33:27
Epoch 104/120: (71.8120 90.2200) | 1630.6469 M (1501.9901 -12.5495) || train (72.5433 89.3368) | 1634.5837 M (1504.8326 -11.4552)| loss 2.1513 || lr 0.003242-0.000648-0.000648 | Time 2021-11-15 09:33:27
Epoch 105/120: (71.9380 90.2540) | 1630.5281 M (1501.8585 -12.5367) || train (72.7389 89.4209) | 1634.5853 M (1504.8315 -11.4525)| loss 2.1434 || lr 0.002855-0.000571-0.000571 | Time 2021-11-15 09:46:15
Epoch 105/120: (71.9360 90.2540) | 1630.5280 M (1501.8584 -12.5367) || train (72.6297 89.3778) | 1634.5818 M (1504.8335 -11.4580)| loss 2.1475 || lr 0.002855-0.000571-0.000571 | Time 2021-11-15 09:46:15
Epoch 106/120: (71.8780 90.3160) | 1630.5009 M (1501.8480 -12.5533) || train (72.8175 89.4273) | 1634.5768 M (1504.8345 -11.4640)| loss 2.1412 || lr 0.002491-0.000498-0.000498 | Time 2021-11-15 09:59:07
Epoch 106/120: (71.8780 90.3160) | 1630.5009 M (1501.8480 -12.5533) || train (72.6943 89.3903) | 1634.5699 M (1504.8331 -11.4695)| loss 2.1451 || lr 0.002491-0.000498-0.000498 | Time 2021-11-15 09:59:07
Epoch 107/120: (71.9160 90.3220) | 1630.7522 M (1502.0551 -12.5092) || train (72.8309 89.5311) | 1634.5577 M (1504.8303 -11.4788)| loss 2.1369 || lr 0.002151-0.000430-0.000430 | Time 2021-11-15 10:12:07
Epoch 107/120: (71.9160 90.3220) | 1630.7522 M (1502.0552 -12.5092) || train (72.8897 89.4907) | 1634.5862 M (1504.8525 -11.4726)| loss 2.1388 || lr 0.002151-0.000430-0.000430 | Time 2021-11-15 10:12:07
Epoch 108/120: (72.0480 90.3740) | 1630.5740 M (1501.9714 -12.6037) || train (73.0702 89.6123) | 1634.5769 M (1504.8417 -11.4711)| loss 2.1319 || lr 0.001835-0.000367-0.000367 | Time 2021-11-15 10:24:54
Epoch 108/120: (72.0460 90.3740) | 1630.5740 M (1501.9714 -12.6037) || train (73.0908 89.5745) | 1634.5791 M (1504.8421 -11.4692)| loss 2.1323 || lr 0.001835-0.000367-0.000367 | Time 2021-11-15 10:24:54
Epoch 109/120: (72.1020 90.4140) | 1630.5374 M (1501.8540 -12.5229) || train (73.0930 89.6332) | 1634.6081 M (1504.8585 -11.4567)| loss 2.1307 || lr 0.001544-0.000309-0.000309 | Time 2021-11-15 10:37:43
Epoch 109/120: (72.1040 90.4140) | 1630.5374 M (1501.8540 -12.5229) || train (73.1234 89.6774) | 1634.6049 M (1504.8553 -11.4567)| loss 2.1279 || lr 0.001544-0.000309-0.000309 | Time 2021-11-15 10:37:43
Epoch 110/120: (72.0500 90.4160) | 1630.7367 M (1502.0421 -12.5116) || train (73.2283 89.6516) | 1634.5729 M (1504.8188 -11.4522)| loss 2.1270 || lr 0.001278-0.000256-0.000256 | Time 2021-11-15 10:50:29
Epoch 110/120: (72.0500 90.4160) | 1630.7367 M (1502.0420 -12.5116) || train (73.3200 89.6551) | 1634.5656 M (1504.8082 -11.4488)| loss 2.1256 || lr 0.001278-0.000256-0.000256 | Time 2021-11-15 10:50:29
Epoch 111/120: (72.1780 90.4100) | 1630.4159 M (1501.7645 -12.5549) || train (73.3712 89.7081) | 1634.5531 M (1504.8001 -11.4532)| loss 2.1218 || lr 0.001036-0.000207-0.000207 | Time 2021-11-15 11:03:16
Epoch 111/120: (72.1780 90.4120) | 1630.4159 M (1501.7646 -12.5549) || train (73.3659 89.7829) | 1634.5541 M (1504.7992 -11.4513)| loss 2.1191 || lr 0.001036-0.000207-0.000207 | Time 2021-11-15 11:03:16
Epoch 112/120: (72.0900 90.4920) | 1630.6771 M (1501.9875 -12.5167) || train (73.4214 89.8038) | 1634.5585 M (1504.7992 -11.4470)| loss 2.1166 || lr 0.000819-0.000164-0.000164 | Time 2021-11-15 11:16:05
Epoch 112/120: (72.0900 90.4920) | 1630.6771 M (1501.9875 -12.5167) || train (73.4439 89.7475) | 1634.5553 M (1504.7980 -11.4490)| loss 2.1200 || lr 0.000819-0.000164-0.000164 | Time 2021-11-15 11:16:05
Epoch 113/120: (72.2680 90.4980) | 1630.6985 M (1501.9513 -12.4591) || train (73.4509 89.7105) | 1634.5553 M (1504.7945 -11.4454)| loss 2.1202 || lr 0.000628-0.000126-0.000126 | Time 2021-11-15 11:28:53
Epoch 113/120: (72.2680 90.4980) | 1630.6984 M (1501.9512 -12.4591) || train (73.4461 89.8093) | 1634.5623 M (1504.8015 -11.4454)| loss 2.1168 || lr 0.000628-0.000126-0.000126 | Time 2021-11-15 11:28:53
Epoch 114/120: (72.1920 90.5360) | 1630.6829 M (1501.9918 -12.5152) || train (73.5905 89.8853) | 1634.5620 M (1504.8026 -11.4469)| loss 2.1115 || lr 0.000462-0.000092-0.000092 | Time 2021-11-15 11:41:40
Epoch 114/120: (72.1940 90.5360) | 1630.6829 M (1501.9918 -12.5152) || train (73.5974 89.8817) | 1634.5728 M (1504.8090 -11.4425)| loss 2.1126 || lr 0.000462-0.000092-0.000092 | Time 2021-11-15 11:41:41
Epoch 115/120: (72.3300 90.5320) | 1630.6683 M (1501.9135 -12.4515) || train (73.5930 89.8322) | 1634.5617 M (1504.8007 -11.4453)| loss 2.1122 || lr 0.000321-0.000064-0.000064 | Time 2021-11-15 11:54:28
Epoch 115/120: (72.3280 90.5320) | 1630.6683 M (1501.9135 -12.4515) || train (73.5156 89.8235) | 1634.5541 M (1504.7941 -11.4463)| loss 2.1156 || lr 0.000321-0.000064-0.000064 | Time 2021-11-15 11:54:28
Epoch 116/120: (72.2060 90.4520) | 1630.6298 M (1501.9591 -12.5357) || train (73.5571 89.8888) | 1634.5776 M (1504.8153 -11.4440)| loss 2.1136 || lr 0.000205-0.000041-0.000041 | Time 2021-11-15 12:07:16
Epoch 116/120: (72.2060 90.4520) | 1630.6297 M (1501.9591 -12.5357) || train (73.5148 89.8427) | 1634.5665 M (1504.8076 -11.4474)| loss 2.1151 || lr 0.000205-0.000041-0.000041 | Time 2021-11-15 12:07:16
Epoch 117/120: (72.3040 90.5700) | 1630.6720 M (1502.0035 -12.5378) || train (73.6476 89.8894) | 1634.5793 M (1504.8125 -11.4395)| loss 2.1100 || lr 0.000116-0.000023-0.000023 | Time 2021-11-15 12:20:03
Epoch 117/120: (72.3020 90.5700) | 1630.6720 M (1502.0035 -12.5378) || train (73.5396 89.8494) | 1634.5817 M (1504.8192 -11.4438)| loss 2.1132 || lr 0.000116-0.000023-0.000023 | Time 2021-11-15 12:20:03
Epoch 118/120: (72.2560 90.5640) | 1630.5152 M (1501.8674 -12.5584) || train (73.7249 89.9176) | 1634.5756 M (1504.8152 -11.4459)| loss 2.1086 || lr 0.000051-0.000010-0.000010 | Time 2021-11-15 12:32:51
Epoch 118/120: (72.2560 90.5640) | 1630.5152 M (1501.8673 -12.5584) || train (73.5978 89.9181) | 1634.5788 M (1504.8142 -11.4416)| loss 2.1110 || lr 0.000051-0.000010-0.000010 | Time 2021-11-15 12:32:51
Epoch 119/120: (72.2420 90.5560) | 1630.6249 M (1501.9652 -12.5465) || train (73.6081 89.9386) | 1634.5804 M (1504.8156 -11.4415)| loss 2.1108 || lr 0.000013-0.000003-0.000003 | Time 2021-11-15 12:45:38
Epoch 119/120: (72.2420 90.5560) | 1630.6249 M (1501.9651 -12.5465) || train (73.6428 89.8352) | 1634.5750 M (1504.8141 -11.4454)| loss 2.1128 || lr 0.000013-0.000003-0.000003 | Time 2021-11-15 12:45:38