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msgc_condensenet_noatt_log.txt
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Flops of dydensenet74: original 2049.913552 M, target 528.877696416 M, possible 539.135152 M, main 9.15528 M, dgc 2040.758272 M, mask 19.790304 M
Flops of dydensenet74: original 2049.913552 M, target 528.877696416 M, possible 539.135152 M, main 9.15528 M, dgc 2040.758272 M, mask 19.790304 M
Epoch 000/120: (66.8880 87.8980) | 2068.9446 M (2039.9989 -0.0000) || train (51.5425 74.3620) | 1856.9717 M (1828.1606 -0.1346)| loss 3.0317 || lr 0.075000-0.015000-0.015000 | Time 2021-08-16 00:12:00
Epoch 000/120: (66.8880 87.8980) | 2068.9446 M (2039.9989 -0.0000) || train (51.5519 74.3415) | 1856.9699 M (1828.1586 -0.1344)| loss 3.0303 || lr 0.075000-0.015000-0.015000 | Time 2021-08-16 00:12:00
Epoch 001/120: (69.4880 89.4780) | 2068.8700 M (2039.9243 -0.0000) || train (62.6191 83.7757) | 1895.9003 M (1867.0278 -0.0731)| loss 2.4980 || lr 0.074987-0.014997-0.014997 | Time 2021-08-16 01:00:58
Epoch 001/120: (69.4880 89.4780) | 2068.8700 M (2039.9243 -0.0000) || train (62.5041 83.7145) | 1895.9029 M (1867.0304 -0.0732)| loss 2.4997 || lr 0.074987-0.014997-0.014997 | Time 2021-08-16 01:00:58
Epoch 002/120: (70.7420 90.1980) | 2068.8194 M (2039.8738 -0.0000) || train (65.3974 85.6092) | 1919.1576 M (1890.2568 -0.0449)| loss 2.3803 || lr 0.074949-0.014990-0.014990 | Time 2021-08-16 01:49:51
Epoch 002/120: (70.7420 90.1980) | 2068.8194 M (2039.8738 -0.0000) || train (65.4184 85.5713) | 1919.1554 M (1890.2545 -0.0448)| loss 2.3794 || lr 0.074949-0.014990-0.014990 | Time 2021-08-16 01:49:51
Epoch 003/120: (71.5360 90.4540) | 2068.6325 M (2039.6869 -0.0000) || train (66.8986 86.4631) | 1935.9563 M (1907.0401 -0.0294)| loss 2.3204 || lr 0.074884-0.014977-0.014977 | Time 2021-08-16 02:38:48
Epoch 003/120: (71.5360 90.4540) | 2068.6325 M (2039.6869 -0.0000) || train (66.8773 86.5229) | 1935.9533 M (1907.0369 -0.0293)| loss 2.3183 || lr 0.074884-0.014977-0.014977 | Time 2021-08-16 02:38:48
Epoch 004/120: (71.6240 90.5560) | 2057.2974 M (2028.3518 -0.0000) || train (67.6812 86.9789) | 1934.9192 M (1905.9979 -0.0244)| loss 2.2880 || lr 0.074795-0.014959-0.014959 | Time 2021-08-16 03:27:43
Epoch 004/120: (71.6240 90.5560) | 2057.2974 M (2028.3518 -0.0000) || train (67.8287 87.0240) | 1934.9186 M (1905.9974 -0.0244)| loss 2.2838 || lr 0.074795-0.014959-0.014959 | Time 2021-08-16 03:27:43
Epoch 005/120: (71.6540 90.6340) | 2033.1968 M (2004.2512 -0.0000) || train (68.1561 87.2409) | 1909.8353 M (1880.9191 -0.0295)| loss 2.2677 || lr 0.074679-0.014936-0.014936 | Time 2021-08-16 04:16:35
Epoch 005/120: (71.6540 90.6340) | 2033.1968 M (2004.2512 -0.0000) || train (68.1541 87.2134) | 1909.8349 M (1880.9188 -0.0296)| loss 2.2702 || lr 0.074679-0.014936-0.014936 | Time 2021-08-16 04:16:35
Epoch 006/120: (71.2600 90.6480) | 2002.7406 M (1973.7993 -0.0043) || train (68.5239 87.5226) | 1884.4526 M (1855.5541 -0.0471)| loss 2.2531 || lr 0.074538-0.014908-0.014908 | Time 2021-08-16 05:05:32
Epoch 006/120: (71.2600 90.6480) | 2002.7406 M (1973.7993 -0.0043) || train (68.5710 87.4597) | 1884.4512 M (1855.5528 -0.0472)| loss 2.2518 || lr 0.074538-0.014908-0.014908 | Time 2021-08-16 05:05:32
Epoch 007/120: (71.7620 90.7780) | 1968.2798 M (1939.3893 -0.0552) || train (68.8615 87.6614) | 1859.0462 M (1830.1981 -0.0976)| loss 2.2391 || lr 0.074372-0.014874-0.014874 | Time 2021-08-16 05:54:23
Epoch 007/120: (71.7620 90.7780) | 1968.2798 M (1939.3893 -0.0552) || train (68.8338 87.6619) | 1859.0508 M (1830.2027 -0.0976)| loss 2.2408 || lr 0.074372-0.014874-0.014874 | Time 2021-08-16 05:54:24
Epoch 008/120: (72.1920 90.9880) | 1935.5620 M (1906.8294 -0.2131) || train (69.2142 87.8491) | 1833.6693 M (1804.9282 -0.2046)| loss 2.2262 || lr 0.074181-0.014836-0.014836 | Time 2021-08-16 06:43:39
Epoch 008/120: (72.1920 90.9880) | 1935.5620 M (1906.8294 -0.2131) || train (69.1922 87.9012) | 1833.6720 M (1804.9308 -0.2045)| loss 2.2259 || lr 0.074181-0.014836-0.014836 | Time 2021-08-16 06:43:39
Epoch 009/120: (71.9380 90.8380) | 1901.3248 M (1872.7792 -0.4000) || train (69.3444 87.9527) | 1808.2230 M (1779.6523 -0.3750)| loss 2.2188 || lr 0.073964-0.014793-0.014793 | Time 2021-08-16 07:32:36
Epoch 009/120: (71.9380 90.8380) | 1901.3248 M (1872.7792 -0.4000) || train (69.5364 88.0125) | 1808.2185 M (1779.6479 -0.3750)| loss 2.2157 || lr 0.073964-0.014793-0.014793 | Time 2021-08-16 07:32:36
Epoch 010/120: (72.1640 90.9060) | 1866.5937 M (1838.4189 -0.7709) || train (69.5946 88.1137) | 1782.8908 M (1754.5440 -0.5989)| loss 2.2087 || lr 0.073722-0.014744-0.014744 | Time 2021-08-16 08:21:30
Epoch 010/120: (72.1640 90.9060) | 1866.5937 M (1838.4189 -0.7709) || train (69.6870 88.1691) | 1782.8917 M (1754.5451 -0.5991)| loss 2.2069 || lr 0.073722-0.014744-0.014744 | Time 2021-08-16 08:21:30
Epoch 011/120: (72.4600 91.1520) | 1832.0878 M (1804.1543 -1.0121) || train (69.8723 88.1987) | 1757.5261 M (1729.4480 -0.8675)| loss 2.1990 || lr 0.073456-0.014691-0.014691 | Time 2021-08-16 09:10:27
Epoch 011/120: (72.4600 91.1520) | 1832.0878 M (1804.1543 -1.0121) || train (69.7150 88.1583) | 1757.5254 M (1729.4476 -0.8679)| loss 2.2044 || lr 0.073456-0.014691-0.014691 | Time 2021-08-16 09:10:27
Epoch 012/120: (72.4900 91.0340) | 1799.4172 M (1771.8335 -1.3619) || train (69.9393 88.3049) | 1732.1578 M (1704.4011 -1.1889)| loss 2.1947 || lr 0.073165-0.014633-0.014633 | Time 2021-08-16 09:59:25
Epoch 012/120: (72.4900 91.0340) | 1799.4172 M (1771.8335 -1.3619) || train (69.8982 88.2529) | 1732.1567 M (1704.4003 -1.1892)| loss 2.1963 || lr 0.073165-0.014633-0.014633 | Time 2021-08-16 09:59:25
Epoch 013/120: (72.3140 90.9320) | 1766.9608 M (1739.8676 -1.8524) || train (69.9913 88.3445) | 1706.7978 M (1679.3924 -1.5402)| loss 2.1916 || lr 0.072849-0.014570-0.014570 | Time 2021-08-16 10:48:48
Epoch 013/120: (72.3140 90.9320) | 1766.9608 M (1739.8676 -1.8524) || train (70.0842 88.3843) | 1706.7960 M (1679.3911 -1.5407)| loss 2.1885 || lr 0.072849-0.014570-0.014570 | Time 2021-08-16 10:48:48
Epoch 014/120: (72.5200 91.1140) | 1733.8678 M (1707.3512 -2.4290) || train (70.1945 88.4591) | 1681.4369 M (1654.3956 -1.9044)| loss 2.1826 || lr 0.072509-0.014502-0.014502 | Time 2021-08-16 11:38:58
Epoch 014/120: (72.5200 91.1140) | 1733.8678 M (1707.3512 -2.4290) || train (70.2692 88.5347) | 1681.4355 M (1654.3940 -1.9042)| loss 2.1810 || lr 0.072509-0.014502-0.014502 | Time 2021-08-16 11:38:58
Epoch 015/120: (72.5820 91.1400) | 1702.7748 M (1676.6259 -2.7968) || train (70.2688 88.5214) | 1656.1198 M (1629.4709 -2.2967)| loss 2.1789 || lr 0.072145-0.014429-0.014429 | Time 2021-08-16 12:47:05
Epoch 015/120: (72.5820 91.1400) | 1702.7748 M (1676.6259 -2.7968) || train (70.4140 88.5353) | 1656.1157 M (1629.4673 -2.2973)| loss 2.1766 || lr 0.072145-0.014429-0.014429 | Time 2021-08-16 12:47:05
Epoch 016/120: (72.5800 91.1640) | 1671.9802 M (1646.1266 -3.0921) || train (70.3905 88.6149) | 1630.7603 M (1604.4480 -2.6333)| loss 2.1739 || lr 0.071758-0.014352-0.014352 | Time 2021-08-16 14:39:36
Epoch 016/120: (72.5800 91.1640) | 1671.9802 M (1646.1266 -3.0921) || train (70.4821 88.6466) | 1630.7595 M (1604.4471 -2.6332)| loss 2.1709 || lr 0.071758-0.014352-0.014352 | Time 2021-08-16 14:39:36
Epoch 017/120: (72.6280 91.1920) | 1641.3129 M (1615.6373 -3.2700) || train (70.4335 88.5529) | 1605.4256 M (1579.4461 -2.9662)| loss 2.1747 || lr 0.071347-0.014269-0.014269 | Time 2021-08-16 15:44:38
Epoch 017/120: (72.6280 91.1920) | 1641.3129 M (1615.6373 -3.2700) || train (70.5366 88.6357) | 1605.4206 M (1579.4414 -2.9664)| loss 2.1691 || lr 0.071347-0.014269-0.014269 | Time 2021-08-16 15:44:38
Epoch 018/120: (72.5820 91.1380) | 1611.0178 M (1585.6090 -3.5369) || train (70.5576 88.6529) | 1580.0881 M (1554.4589 -3.3164)| loss 2.1671 || lr 0.070913-0.014183-0.014183 | Time 2021-08-16 16:43:28
Epoch 018/120: (72.5820 91.1380) | 1611.0178 M (1585.6090 -3.5369) || train (70.6535 88.6755) | 1580.0907 M (1554.4615 -3.3165)| loss 2.1654 || lr 0.070913-0.014183-0.014183 | Time 2021-08-16 16:43:28
Epoch 019/120: (72.7300 91.2520) | 1580.2740 M (1555.4066 -4.0783) || train (70.7152 88.7406) | 1554.7565 M (1529.5390 -3.7281)| loss 2.1621 || lr 0.070456-0.014091-0.014091 | Time 2021-08-16 17:47:30
Epoch 019/120: (72.7300 91.2520) | 1580.2740 M (1555.4066 -4.0783) || train (70.6154 88.7098) | 1554.7537 M (1529.5370 -3.7290)| loss 2.1639 || lr 0.070456-0.014091-0.014091 | Time 2021-08-16 17:47:30
Epoch 020/120: (72.4180 91.1020) | 1551.4392 M (1527.0956 -4.6021) || train (70.6601 88.7398) | 1529.4046 M (1504.6166 -4.1576)| loss 2.1636 || lr 0.069976-0.013995-0.013995 | Time 2021-08-16 18:51:17
Epoch 020/120: (72.4180 91.1020) | 1551.4392 M (1527.0956 -4.6021) || train (70.6733 88.7094) | 1529.4018 M (1504.6135 -4.1574)| loss 2.1612 || lr 0.069976-0.013995-0.013995 | Time 2021-08-16 18:51:17
Epoch 021/120: (72.2140 90.9300) | 1519.3063 M (1495.5175 -5.1569) || train (70.7589 88.7841) | 1504.0620 M (1479.7322 -4.6159)| loss 2.1581 || lr 0.069474-0.013895-0.013895 | Time 2021-08-16 19:49:31
Epoch 021/120: (72.2140 90.9300) | 1519.3063 M (1495.5175 -5.1569) || train (70.6190 88.7126) | 1504.0681 M (1479.7378 -4.6153)| loss 2.1620 || lr 0.069474-0.013895-0.013895 | Time 2021-08-16 19:49:31
Epoch 022/120: (72.4560 91.0100) | 1491.4140 M (1468.0074 -5.5390) || train (70.7534 88.7340) | 1478.7512 M (1454.8603 -5.0548)| loss 2.1601 || lr 0.068950-0.013790-0.013790 | Time 2021-08-16 21:53:32
Epoch 022/120: (72.4560 91.0100) | 1491.4140 M (1468.0074 -5.5390) || train (70.8941 88.7812) | 1478.7498 M (1454.8594 -5.0552)| loss 2.1547 || lr 0.068950-0.013790-0.013790 | Time 2021-08-16 21:53:32
Epoch 023/120: (72.7220 91.2760) | 1461.7817 M (1438.6668 -5.8308) || train (70.8466 88.7934) | 1453.3922 M (1429.9302 -5.4836)| loss 2.1552 || lr 0.068405-0.013681-0.013681 | Time 2021-08-17 00:37:35
Epoch 023/120: (72.7220 91.2760) | 1461.7817 M (1438.6668 -5.8308) || train (70.8939 88.8302) | 1453.4023 M (1429.9400 -5.4833)| loss 2.1530 || lr 0.068405-0.013681-0.013681 | Time 2021-08-17 00:37:35
Epoch 024/120: (72.7160 91.2220) | 1432.8714 M (1410.2942 -6.3685) || train (70.8622 88.8044) | 1428.0721 M (1405.0278 -5.9014)| loss 2.1533 || lr 0.067838-0.013568-0.013568 | Time 2021-08-17 02:36:41
Epoch 024/120: (72.7160 91.2220) | 1432.8714 M (1410.2942 -6.3685) || train (70.8567 88.8536) | 1428.0788 M (1405.0350 -5.9018)| loss 2.1535 || lr 0.067838-0.013568-0.013568 | Time 2021-08-17 02:36:41
Epoch 025/120: (72.1880 91.1580) | 1404.0404 M (1381.9830 -6.8882) || train (70.9702 88.9054) | 1402.7395 M (1380.2117 -6.4178)| loss 2.1479 || lr 0.067251-0.013450-0.013450 | Time 2021-08-17 04:27:53
Epoch 025/120: (72.1880 91.1580) | 1404.0404 M (1381.9830 -6.8882) || train (70.8848 88.8553) | 1402.7378 M (1380.2098 -6.4177)| loss 2.1508 || lr 0.067251-0.013450-0.013450 | Time 2021-08-17 04:27:53
Epoch 026/120: (72.5900 91.2140) | 1374.1217 M (1352.9379 -7.7619) || train (70.9720 88.8556) | 1377.3932 M (1355.4788 -7.0312)| loss 2.1492 || lr 0.066643-0.013329-0.013329 | Time 2021-08-17 06:19:32
Epoch 026/120: (72.5900 91.2140) | 1374.1217 M (1352.9379 -7.7619) || train (70.9429 88.9018) | 1377.3881 M (1355.4733 -7.0309)| loss 2.1498 || lr 0.066643-0.013329-0.013329 | Time 2021-08-17 06:19:32
Epoch 027/120: (72.3840 91.0500) | 1348.1574 M (1327.6551 -8.4433) || train (70.9523 88.9334) | 1352.0433 M (1330.8420 -7.7444)| loss 2.1476 || lr 0.066015-0.013203-0.013203 | Time 2021-08-17 08:12:13
Epoch 027/120: (72.3840 91.0500) | 1348.1574 M (1327.6551 -8.4433) || train (71.0350 88.9134) | 1352.0530 M (1330.8508 -7.7434)| loss 2.1476 || lr 0.066015-0.013203-0.013203 | Time 2021-08-17 08:12:13
Epoch 028/120: (72.5120 91.1940) | 1318.7129 M (1298.9159 -9.1486) || train (71.0002 88.9367) | 1326.7339 M (1306.2973 -8.5091)| loss 2.1468 || lr 0.065368-0.013074-0.013074 | Time 2021-08-17 13:47:39
Epoch 028/120: (72.5120 91.1940) | 1318.7129 M (1298.9159 -9.1486) || train (70.9546 88.9228) | 1326.7365 M (1306.2999 -8.5090)| loss 2.1478 || lr 0.065368-0.013074-0.013074 | Time 2021-08-17 13:47:39
Epoch 029/120: (72.3220 91.0180) | 1291.6440 M (1272.7824 -10.0841) || train (70.9439 88.8622) | 1301.3885 M (1281.8206 -9.3778)| loss 2.1498 || lr 0.064702-0.012940-0.012940 | Time 2021-08-17 14:37:06
Epoch 029/120: (72.3220 91.0180) | 1291.6440 M (1272.7824 -10.0841) || train (70.9846 88.8883) | 1301.3802 M (1281.8136 -9.3791)| loss 2.1488 || lr 0.064702-0.012940-0.012940 | Time 2021-08-17 14:37:06
Epoch 030/120: (72.2940 90.8240) | 1265.6373 M (1247.6990 -11.0074) || train (70.9331 88.8506) | 1276.0421 M (1257.4650 -10.3686)| loss 2.1482 || lr 0.064017-0.012803-0.012803 | Time 2021-08-17 15:26:26
Epoch 030/120: (72.2940 90.8240) | 1265.6373 M (1247.6990 -11.0074) || train (70.9521 88.9193) | 1276.0423 M (1257.4653 -10.3686)| loss 2.1470 || lr 0.064017-0.012803-0.012803 | Time 2021-08-17 15:26:26
Epoch 031/120: (72.3240 91.1840) | 1236.6019 M (1219.8019 -12.1457) || train (70.9535 88.8769) | 1250.6950 M (1233.1289 -11.3795)| loss 2.1478 || lr 0.063313-0.012663-0.012663 | Time 2021-08-17 16:15:43
Epoch 031/120: (72.3240 91.1840) | 1236.6019 M (1219.8019 -12.1457) || train (70.9659 88.8756) | 1250.6830 M (1233.1178 -11.3805)| loss 2.1486 || lr 0.063313-0.012663-0.012663 | Time 2021-08-17 16:15:43
Epoch 032/120: (72.6780 91.3100) | 1207.5716 M (1192.2503 -13.6243) || train (70.9031 88.8608) | 1225.3637 M (1208.9808 -12.5627)| loss 2.1489 || lr 0.062592-0.012518-0.012518 | Time 2021-08-17 17:05:11
Epoch 032/120: (72.6780 91.3100) | 1207.5716 M (1192.2503 -13.6243) || train (70.8941 88.8762) | 1225.3685 M (1208.9856 -12.5627)| loss 2.1476 || lr 0.062592-0.012518-0.012518 | Time 2021-08-17 17:05:11
Epoch 033/120: (72.4420 91.1160) | 1181.6708 M (1168.0084 -15.2832) || train (70.9140 88.8895) | 1200.0382 M (1184.9966 -13.9041)| loss 2.1472 || lr 0.061854-0.012371-0.012371 | Time 2021-08-17 17:54:10
Epoch 033/120: (72.4420 91.1160) | 1181.6708 M (1168.0084 -15.2832) || train (70.8925 88.8638) | 1200.0313 M (1184.9906 -13.9049)| loss 2.1502 || lr 0.061854-0.012371-0.012371 | Time 2021-08-17 17:54:10
Epoch 034/120: (72.1820 91.0820) | 1153.0382 M (1140.9828 -16.8903) || train (70.8390 88.7802) | 1174.7101 M (1161.1079 -15.3434)| loss 2.1526 || lr 0.061100-0.012220-0.012220 | Time 2021-08-17 18:43:05
Epoch 034/120: (72.1820 91.0820) | 1153.0382 M (1140.9828 -16.8903) || train (70.9371 88.8786) | 1174.6965 M (1161.0939 -15.3430)| loss 2.1466 || lr 0.061100-0.012220-0.012220 | Time 2021-08-17 18:43:05
Epoch 035/120: (72.1800 90.9680) | 1125.6014 M (1115.2609 -18.6051) || train (70.8892 88.8388) | 1149.3360 M (1137.2730 -16.8827)| loss 2.1499 || lr 0.060329-0.012066-0.012066 | Time 2021-08-17 19:31:58
Epoch 035/120: (72.1800 90.9680) | 1125.6014 M (1115.2609 -18.6051) || train (70.8981 88.8759) | 1149.3366 M (1137.2741 -16.8832)| loss 2.1484 || lr 0.060329-0.012066-0.012066 | Time 2021-08-17 19:31:58
Epoch 036/120: (72.0520 90.7660) | 1097.9145 M (1089.4832 -20.5144) || train (70.7739 88.7993) | 1124.0150 M (1113.5297 -18.4604)| loss 2.1540 || lr 0.059542-0.011908-0.011908 | Time 2021-08-17 20:20:50
Epoch 036/120: (72.0520 90.7660) | 1097.9145 M (1089.4832 -20.5144) || train (70.8613 88.8363) | 1124.0142 M (1113.5292 -18.4606)| loss 2.1511 || lr 0.059542-0.011908-0.011908 | Time 2021-08-17 20:20:50
Epoch 037/120: (71.9320 91.0080) | 1072.3998 M (1065.5013 -22.0471) || train (70.8077 88.7812) | 1098.6408 M (1089.9299 -20.2348)| loss 2.1541 || lr 0.058740-0.011748-0.011748 | Time 2021-08-17 21:09:44
Epoch 037/120: (71.9320 91.0080) | 1072.3998 M (1065.5013 -22.0471) || train (70.8055 88.8934) | 1098.6332 M (1089.9237 -20.2361)| loss 2.1511 || lr 0.058740-0.011748-0.011748 | Time 2021-08-17 21:09:44
Epoch 038/120: (72.3580 90.9460) | 1046.0702 M (1041.4248 -24.3002) || train (70.7180 88.7543) | 1073.2920 M (1066.4180 -22.0716)| loss 2.1566 || lr 0.057924-0.011585-0.011585 | Time 2021-08-17 21:58:36
Epoch 038/120: (72.3580 90.9460) | 1046.0702 M (1041.4248 -24.3002) || train (70.6911 88.7161) | 1073.2955 M (1066.4220 -22.0721)| loss 2.1577 || lr 0.057924-0.011585-0.011585 | Time 2021-08-17 21:58:36
Epoch 039/120: (71.9340 90.9900) | 1017.3257 M (1014.9044 -26.5243) || train (70.6391 88.7793) | 1047.9594 M (1043.1240 -24.1102)| loss 2.1571 || lr 0.057094-0.011419-0.011419 | Time 2021-08-17 22:47:29
Epoch 039/120: (71.9340 90.9900) | 1017.3257 M (1014.9044 -26.5243) || train (70.6668 88.7832) | 1047.9808 M (1043.1458 -24.1106)| loss 2.1569 || lr 0.057094-0.011419-0.011419 | Time 2021-08-17 22:47:29
Epoch 040/120: (71.9800 90.8840) | 988.5829 M (988.9074 -29.2700) || train (70.6714 88.7495) | 1022.6230 M (1020.0632 -26.3857)| loss 2.1575 || lr 0.056250-0.011250-0.011250 | Time 2021-08-17 23:36:20
Epoch 040/120: (71.9800 90.8840) | 988.5829 M (988.9074 -29.2700) || train (70.7639 88.7559) | 1022.6140 M (1020.0522 -26.3838)| loss 2.1560 || lr 0.056250-0.011250-0.011250 | Time 2021-08-17 23:36:20
Epoch 041/120: (72.0240 91.0040) | 962.9410 M (966.1198 -32.1243) || train (70.5283 88.6636) | 997.2721 M (997.2471 -28.9205)| loss 2.1642 || lr 0.055393-0.011079-0.011079 | Time 2021-08-18 00:25:13
Epoch 041/120: (72.0240 91.0040) | 962.9410 M (966.1198 -32.1243) || train (70.5684 88.7117) | 997.2814 M (997.2585 -28.9227)| loss 2.1612 || lr 0.055393-0.011079-0.011079 | Time 2021-08-18 00:25:13
Epoch 042/120: (72.1120 91.0580) | 935.5174 M (941.7604 -35.1886) || train (70.4910 88.6090) | 971.9271 M (974.6427 -31.6613)| loss 2.1668 || lr 0.054525-0.010905-0.010905 | Time 2021-08-18 01:14:10
Epoch 042/120: (72.1120 91.0580) | 935.5174 M (941.7604 -35.1886) || train (70.5121 88.6727) | 971.9242 M (974.6412 -31.6626)| loss 2.1643 || lr 0.054525-0.010905-0.010905 | Time 2021-08-18 01:14:10
Epoch 043/120: (71.7520 90.9900) | 908.2829 M (917.7098 -38.3724) || train (70.3296 88.5592) | 946.5612 M (952.1083 -34.4927)| loss 2.1709 || lr 0.053644-0.010729-0.010729 | Time 2021-08-18 02:03:04
Epoch 043/120: (71.7520 90.9900) | 908.2829 M (917.7098 -38.3724) || train (70.3945 88.5743) | 946.5612 M (952.1082 -34.4925)| loss 2.1698 || lr 0.053644-0.010729-0.010729 | Time 2021-08-18 02:03:04
Epoch 044/120: (71.7700 90.8620) | 883.3600 M (895.6713 -41.2569) || train (70.1549 88.4964) | 921.1961 M (929.7438 -37.4932)| loss 2.1764 || lr 0.052753-0.010551-0.010551 | Time 2021-08-18 02:51:57
Epoch 044/120: (71.7700 90.8620) | 883.3600 M (895.6713 -41.2569) || train (70.2258 88.5002) | 921.2147 M (929.7617 -37.4926)| loss 2.1753 || lr 0.052753-0.010551-0.010551 | Time 2021-08-18 02:51:57
Epoch 045/120: (71.7600 90.6880) | 857.3979 M (873.1383 -44.6860) || train (70.1209 88.4387) | 895.8751 M (907.6792 -40.7496)| loss 2.1798 || lr 0.051851-0.010370-0.010370 | Time 2021-08-18 03:40:49
Epoch 045/120: (71.7600 90.6880) | 857.3979 M (873.1383 -44.6860) || train (70.1268 88.4498) | 895.8669 M (907.6706 -40.7492)| loss 2.1793 || lr 0.051851-0.010370-0.010370 | Time 2021-08-18 03:40:49
Epoch 046/120: (71.7080 90.7080) | 829.9879 M (850.2610 -49.2187) || train (70.1062 88.3778) | 870.5367 M (885.9141 -44.3230)| loss 2.1834 || lr 0.050939-0.010188-0.010188 | Time 2021-08-18 04:29:43
Epoch 046/120: (71.7080 90.7080) | 829.9879 M (850.2610 -49.2187) || train (69.9819 88.3330) | 870.5430 M (885.9185 -44.3210)| loss 2.1856 || lr 0.050939-0.010188-0.010188 | Time 2021-08-18 04:29:43
Epoch 047/120: (71.8120 90.7060) | 804.3339 M (828.8844 -53.4961) || train (69.8533 88.1914) | 845.1783 M (864.4523 -48.2195)| loss 2.1930 || lr 0.050018-0.010004-0.010004 | Time 2021-08-18 05:18:36
Epoch 047/120: (71.8120 90.7060) | 804.3339 M (828.8844 -53.4961) || train (69.8232 88.2618) | 845.1985 M (864.4751 -48.2221)| loss 2.1925 || lr 0.050018-0.010004-0.010004 | Time 2021-08-18 05:18:36
Epoch 048/120: (71.1920 90.5160) | 777.2574 M (806.6862 -58.3744) || train (69.5767 88.1332) | 819.8230 M (843.2152 -52.3377)| loss 2.2006 || lr 0.049088-0.009818-0.009818 | Time 2021-08-18 06:07:31
Epoch 048/120: (71.1920 90.5160) | 777.2574 M (806.6862 -58.3744) || train (69.6369 88.1491) | 819.8225 M (843.2139 -52.3370)| loss 2.1999 || lr 0.049088-0.009818-0.009818 | Time 2021-08-18 06:07:31
Epoch 049/120: (71.2220 90.6320) | 753.3303 M (787.2494 -62.8647) || train (69.2741 87.9685) | 794.4914 M (822.2464 -56.7005)| loss 2.2110 || lr 0.048151-0.009630-0.009630 | Time 2021-08-18 06:56:23
Epoch 049/120: (71.2220 90.6320) | 753.3303 M (787.2494 -62.8647) || train (69.4922 88.0267) | 794.4888 M (822.2429 -56.6997)| loss 2.2061 || lr 0.048151-0.009630-0.009630 | Time 2021-08-18 06:56:23
Epoch 050/120: (70.9600 90.1000) | 729.3681 M (767.7428 -67.3203) || train (69.2980 87.8781) | 769.1426 M (801.5053 -61.3082)| loss 2.2130 || lr 0.047206-0.009441-0.009441 | Time 2021-08-18 07:45:19
Epoch 050/120: (70.9600 90.1000) | 729.3681 M (767.7428 -67.3203) || train (69.2104 87.9466) | 769.1520 M (801.5157 -61.3093)| loss 2.2163 || lr 0.047206-0.009441-0.009441 | Time 2021-08-18 07:45:19
Epoch 051/120: (70.6720 90.1860) | 704.5078 M (747.5980 -72.0358) || train (69.1236 87.8133) | 743.8154 M (780.7578 -65.8880)| loss 2.2223 || lr 0.046254-0.009251-0.009251 | Time 2021-08-18 08:34:11
Epoch 051/120: (70.6720 90.1860) | 704.5078 M (747.5980 -72.0358) || train (69.0358 87.7885) | 743.8134 M (780.7575 -65.8897)| loss 2.2232 || lr 0.046254-0.009251-0.009251 | Time 2021-08-18 08:34:11
Epoch 052/120: (70.6720 90.2280) | 680.8884 M (727.8541 -75.9113) || train (68.7416 87.6463) | 718.4890 M (759.8987 -70.3553)| loss 2.2356 || lr 0.045297-0.009059-0.009059 | Time 2021-08-18 09:23:09
Epoch 052/120: (70.6720 90.2280) | 680.8884 M (727.8541 -75.9113) || train (68.7335 87.6113) | 718.5035 M (759.9090 -70.3511)| loss 2.2362 || lr 0.045297-0.009059-0.009059 | Time 2021-08-18 09:23:09
Epoch 053/120: (70.4260 90.1980) | 656.8364 M (707.7849 -79.8941) || train (68.3960 87.3931) | 693.2034 M (738.8231 -74.5652)| loss 2.2505 || lr 0.044334-0.008867-0.008867 | Time 2021-08-18 10:12:02
Epoch 053/120: (70.4260 90.1980) | 656.8364 M (707.7849 -79.8941) || train (68.2866 87.3217) | 693.2072 M (738.8293 -74.5677)| loss 2.2543 || lr 0.044334-0.008867-0.008867 | Time 2021-08-18 10:12:02
Epoch 054/120: (70.2640 89.9940) | 634.8241 M (689.0961 -83.2175) || train (67.9577 87.1450) | 667.9188 M (717.5627 -78.5895)| loss 2.2673 || lr 0.043366-0.008673-0.008673 | Time 2021-08-18 11:00:55
Epoch 054/120: (70.2640 89.9940) | 634.8241 M (689.0961 -83.2175) || train (68.0295 87.1797) | 667.9184 M (717.5645 -78.5916)| loss 2.2657 || lr 0.043366-0.008673-0.008673 | Time 2021-08-18 11:00:55
Epoch 055/120: (69.9240 89.8040) | 611.3495 M (669.1656 -86.7616) || train (67.6344 86.8498) | 642.6324 M (696.4911 -82.8044)| loss 2.2850 || lr 0.042395-0.008479-0.008479 | Time 2021-08-18 11:49:48
Epoch 055/120: (69.9240 89.8040) | 611.3495 M (669.1656 -86.7616) || train (67.5416 86.7924) | 642.6523 M (696.5087 -82.8020)| loss 2.2872 || lr 0.042395-0.008479-0.008479 | Time 2021-08-18 11:49:48
Epoch 056/120: (69.3000 89.3920) | 588.4999 M (649.5748 -90.0205) || train (67.1192 86.5510) | 617.3605 M (675.1299 -86.7150)| loss 2.3057 || lr 0.041420-0.008284-0.008284 | Time 2021-08-18 12:38:45
Epoch 056/120: (69.3000 89.3920) | 588.4999 M (649.5748 -90.0205) || train (66.9856 86.4236) | 617.3659 M (675.1321 -86.7118)| loss 2.3124 || lr 0.041420-0.008284-0.008284 | Time 2021-08-18 12:38:45
Epoch 057/120: (69.2580 89.1560) | 566.3783 M (629.9764 -92.5437) || train (66.3223 86.0788) | 592.1097 M (653.0836 -89.9195)| loss 2.3385 || lr 0.040442-0.008088-0.008088 | Time 2021-08-18 13:27:42
Epoch 057/120: (69.2580 89.1560) | 566.3783 M (629.9764 -92.5437) || train (66.3890 86.0190) | 592.1008 M (653.0788 -89.9235)| loss 2.3383 || lr 0.040442-0.008088-0.008088 | Time 2021-08-18 13:27:42
Epoch 058/120: (68.4700 88.6480) | 544.1996 M (610.4410 -95.1870) || train (65.5980 85.4854) | 566.8506 M (630.9185 -93.0135)| loss 2.3718 || lr 0.039463-0.007893-0.007893 | Time 2021-08-18 14:16:45
Epoch 058/120: (68.4700 88.6480) | 544.1996 M (610.4410 -95.1870) || train (65.5789 85.5085) | 566.8429 M (630.9115 -93.0142)| loss 2.3718 || lr 0.039463-0.007893-0.007893 | Time 2021-08-18 14:16:45
Epoch 059/120: (68.1280 88.5900) | 520.9000 M (590.1964 -98.2419) || train (64.9584 84.9628) | 541.5681 M (608.6327 -96.0102)| loss 2.4039 || lr 0.038482-0.007696-0.007696 | Time 2021-08-18 15:05:43
Epoch 059/120: (68.1280 88.5900) | 520.9000 M (590.1964 -98.2419) || train (64.8263 85.0664) | 541.5755 M (608.6392 -96.0092)| loss 2.4037 || lr 0.038482-0.007696-0.007696 | Time 2021-08-18 15:05:43
Epoch 060/120: (69.0660 89.3100) | 519.2288 M (589.0367 -98.7535) || train (65.5474 85.3702) | 528.7342 M (597.5745 -97.7859)| loss 2.3789 || lr 0.037500-0.007500-0.007500 | Time 2021-08-18 15:54:35
Epoch 060/120: (69.0660 89.3100) | 519.2288 M (589.0367 -98.7535) || train (65.5099 85.4767) | 528.7330 M (597.5754 -97.7879)| loss 2.3768 || lr 0.037500-0.007500-0.007500 | Time 2021-08-18 15:54:35
Epoch 061/120: (70.0120 89.6720) | 518.3791 M (588.3916 -98.9581) || train (66.6098 86.1380) | 528.6261 M (597.9674 -98.2869)| loss 2.3285 || lr 0.036518-0.007304-0.007304 | Time 2021-08-18 16:43:28
Epoch 061/120: (70.0120 89.6720) | 518.3791 M (588.3916 -98.9581) || train (66.5563 86.0441) | 528.6300 M (597.9698 -98.2855)| loss 2.3335 || lr 0.036518-0.007304-0.007304 | Time 2021-08-18 16:43:28
Epoch 062/120: (70.1820 89.7740) | 517.4345 M (587.6847 -99.1958) || train (67.2480 86.5295) | 528.5654 M (598.1580 -98.5381)| loss 2.3021 || lr 0.035537-0.007107-0.007107 | Time 2021-08-18 17:32:14
Epoch 062/120: (70.1820 89.7740) | 517.4345 M (587.6847 -99.1958) || train (67.1495 86.4940) | 528.5685 M (598.1609 -98.5379)| loss 2.3046 || lr 0.035537-0.007107-0.007107 | Time 2021-08-18 17:32:14
Epoch 063/120: (70.6100 89.9200) | 517.0996 M (587.2103 -99.0563) || train (67.7590 86.7839) | 528.5234 M (598.2400 -98.6622)| loss 2.2820 || lr 0.034558-0.006912-0.006912 | Time 2021-08-18 18:21:03
Epoch 063/120: (70.6100 89.9200) | 517.0996 M (587.2103 -99.0563) || train (67.7165 86.8921) | 528.5279 M (598.2383 -98.6560)| loss 2.2809 || lr 0.034558-0.006912-0.006912 | Time 2021-08-18 18:21:03
Epoch 064/120: (70.5660 89.9400) | 516.8346 M (587.4100 -99.5210) || train (68.0584 87.0741) | 528.4976 M (598.4602 -98.9081)| loss 2.2651 || lr 0.033580-0.006716-0.006716 | Time 2021-08-18 19:09:52
Epoch 064/120: (70.5660 89.9400) | 516.8346 M (587.4100 -99.5210) || train (68.1961 87.1033) | 528.4889 M (598.4570 -98.9136)| loss 2.2621 || lr 0.033580-0.006716-0.006716 | Time 2021-08-18 19:09:52
Epoch 065/120: (70.6720 90.0860) | 516.9873 M (587.6284 -99.5866) || train (68.5062 87.2889) | 528.4672 M (598.6882 -99.1665)| loss 2.2490 || lr 0.032605-0.006521-0.006521 | Time 2021-08-18 20:31:37
Epoch 065/120: (70.6720 90.0860) | 516.9873 M (587.6284 -99.5866) || train (68.5287 87.3662) | 528.4543 M (598.6735 -99.1647)| loss 2.2462 || lr 0.032605-0.006521-0.006521 | Time 2021-08-18 20:31:37
Epoch 066/120: (71.0080 90.2940) | 516.7441 M (587.5952 -99.7967) || train (68.7974 87.4894) | 528.4506 M (598.8469 -99.3419)| loss 2.2355 || lr 0.031634-0.006327-0.006327 | Time 2021-08-18 21:22:47
Epoch 066/120: (71.0080 90.2940) | 516.7441 M (587.5952 -99.7967) || train (68.7655 87.5504) | 528.4432 M (598.8403 -99.3427)| loss 2.2352 || lr 0.031634-0.006327-0.006327 | Time 2021-08-18 21:22:47
Epoch 067/120: (70.8040 90.2540) | 515.9640 M (586.9589 -99.9404) || train (69.1180 87.6737) | 528.4307 M (598.9465 -99.4614)| loss 2.2237 || lr 0.030666-0.006133-0.006133 | Time 2021-08-18 22:14:42
Epoch 067/120: (70.8040 90.2540) | 515.9640 M (586.9589 -99.9404) || train (69.0899 87.6739) | 528.4256 M (598.9364 -99.4563)| loss 2.2243 || lr 0.030666-0.006133-0.006133 | Time 2021-08-18 22:14:42
Epoch 068/120: (71.3500 90.3380) | 515.7037 M (586.9207 -100.1626) || train (69.3873 87.8758) | 528.4019 M (599.1721 -99.7158)| loss 2.2107 || lr 0.029703-0.005941-0.005941 | Time 2021-08-18 23:09:13
Epoch 068/120: (71.3500 90.3380) | 515.7037 M (586.9207 -100.1626) || train (69.3932 87.9015) | 528.3926 M (599.1658 -99.7187)| loss 2.2116 || lr 0.029703-0.005941-0.005941 | Time 2021-08-18 23:09:13
Epoch 069/120: (71.4080 90.4380) | 515.2758 M (586.4914 -100.1612) || train (69.6802 88.0571) | 528.3801 M (599.3914 -99.9569)| loss 2.1990 || lr 0.028746-0.005749-0.005749 | Time 2021-08-19 00:00:14
Epoch 069/120: (71.4080 90.4380) | 515.2758 M (586.4914 -100.1612) || train (69.6499 88.0014) | 528.3655 M (599.3809 -99.9609)| loss 2.2011 || lr 0.028746-0.005749-0.005749 | Time 2021-08-19 00:00:14
Epoch 070/120: (71.8240 90.6760) | 515.6496 M (587.2677 -100.5637) || train (69.9012 88.1329) | 528.3530 M (599.5016 -100.0941)| loss 2.1891 || lr 0.027794-0.005559-0.005559 | Time 2021-08-19 00:50:40
Epoch 070/120: (71.8240 90.6760) | 515.6496 M (587.2677 -100.5637) || train (69.8561 88.1310) | 528.3697 M (599.5121 -100.0880)| loss 2.1922 || lr 0.027794-0.005559-0.005559 | Time 2021-08-19 00:50:40
Epoch 071/120: (71.6780 90.6840) | 515.5636 M (587.1061 -100.4881) || train (70.0881 88.3122) | 528.3516 M (599.6872 -100.2811)| loss 2.1795 || lr 0.026849-0.005370-0.005370 | Time 2021-08-19 14:07:45
Epoch 071/120: (71.6780 90.6840) | 515.5636 M (587.1061 -100.4881) || train (70.1945 88.3722) | 528.3486 M (599.6833 -100.2802)| loss 2.1777 || lr 0.026849-0.005370-0.005370 | Time 2021-08-19 14:07:45
Epoch 072/120: (71.7700 90.6120) | 515.0914 M (586.6557 -100.5098) || train (70.3001 88.3911) | 528.3581 M (599.8245 -100.4120)| loss 2.1730 || lr 0.025912-0.005182-0.005182 | Time 2021-08-19 14:57:34
Epoch 072/120: (71.7700 90.6120) | 515.0914 M (586.6557 -100.5098) || train (70.3987 88.3909) | 528.3616 M (599.8325 -100.4164)| loss 2.1725 || lr 0.025912-0.005182-0.005182 | Time 2021-08-19 14:57:34
Epoch 073/120: (71.8360 90.7260) | 515.2443 M (586.9381 -100.6393) || train (70.5601 88.5854) | 528.3430 M (599.8893 -100.4919)| loss 2.1623 || lr 0.024982-0.004996-0.004996 | Time 2021-08-19 15:48:06
Epoch 073/120: (71.8360 90.7260) | 515.2443 M (586.9381 -100.6393) || train (70.5729 88.5305) | 528.3337 M (599.8830 -100.4949)| loss 2.1644 || lr 0.024982-0.004996-0.004996 | Time 2021-08-19 15:48:06
Epoch 074/120: (72.0300 91.0120) | 515.5038 M (587.2641 -100.7058) || train (70.8547 88.7086) | 528.3263 M (600.0317 -100.6509)| loss 2.1522 || lr 0.024061-0.004812-0.004812 | Time 2021-08-19 16:38:29
Epoch 074/120: (72.0300 91.0120) | 515.5038 M (587.2641 -100.7058) || train (70.8344 88.7250) | 528.3217 M (600.0282 -100.6521)| loss 2.1505 || lr 0.024061-0.004812-0.004812 | Time 2021-08-19 16:38:29
Epoch 075/120: (72.1060 90.9260) | 514.4231 M (586.3469 -100.8693) || train (70.9425 88.7254) | 528.3297 M (600.1815 -100.7974)| loss 2.1483 || lr 0.023149-0.004630-0.004630 | Time 2021-08-19 17:30:51
Epoch 075/120: (72.1060 90.9260) | 514.4231 M (586.3469 -100.8693) || train (71.0333 88.8374) | 528.3220 M (600.1760 -100.7996)| loss 2.1443 || lr 0.023149-0.004630-0.004630 | Time 2021-08-19 17:30:51
Epoch 076/120: (72.4380 90.9640) | 514.9254 M (587.2339 -101.2541) || train (71.2097 88.9248) | 528.2978 M (600.3210 -100.9688)| loss 2.1366 || lr 0.022247-0.004449-0.004449 | Time 2021-08-19 18:20:49
Epoch 076/120: (72.4380 90.9640) | 514.9254 M (587.2339 -101.2541) || train (71.1290 88.8983) | 528.3095 M (600.3242 -100.9603)| loss 2.1368 || lr 0.022247-0.004449-0.004449 | Time 2021-08-19 18:20:49
Epoch 077/120: (72.4840 91.0680) | 515.0593 M (587.2009 -101.0871) || train (71.4350 89.0369) | 528.3023 M (600.4543 -101.0976)| loss 2.1294 || lr 0.021356-0.004271-0.004271 | Time 2021-08-19 19:12:38
Epoch 077/120: (72.4840 91.0680) | 515.0593 M (587.2009 -101.0871) || train (71.4354 89.0030) | 528.2980 M (600.4467 -101.0943)| loss 2.1280 || lr 0.021356-0.004271-0.004271 | Time 2021-08-19 19:12:38
Epoch 078/120: (72.4380 91.0380) | 515.2583 M (587.7215 -101.4087) || train (71.6318 89.1176) | 528.2935 M (600.5729 -101.2249)| loss 2.1218 || lr 0.020475-0.004095-0.004095 | Time 2021-08-19 20:05:59
Epoch 078/120: (72.4380 91.0380) | 515.2583 M (587.7215 -101.4087) || train (71.5981 89.1839) | 528.2955 M (600.5626 -101.2127)| loss 2.1187 || lr 0.020475-0.004095-0.004095 | Time 2021-08-19 20:06:00
Epoch 079/120: (72.6480 91.0640) | 515.1542 M (587.5948 -101.3862) || train (71.7572 89.2561) | 528.3056 M (600.6580 -101.2980)| loss 2.1130 || lr 0.019607-0.003921-0.003921 | Time 2021-08-19 20:55:21
Epoch 079/120: (72.6480 91.0640) | 515.1542 M (587.5948 -101.3862) || train (71.7634 89.2305) | 528.3028 M (600.6545 -101.2973)| loss 2.1146 || lr 0.019607-0.003921-0.003921 | Time 2021-08-19 20:55:21
Epoch 080/120: (72.6520 91.1340) | 515.3355 M (587.8407 -101.4508) || train (72.1083 89.3814) | 528.2899 M (600.7356 -101.3912)| loss 2.1028 || lr 0.018750-0.003750-0.003750 | Time 2021-08-19 21:47:06
Epoch 080/120: (72.6520 91.1340) | 515.3355 M (587.8407 -101.4508) || train (71.9548 89.3616) | 528.2806 M (600.7316 -101.3966)| loss 2.1061 || lr 0.018750-0.003750-0.003750 | Time 2021-08-19 21:47:06
Epoch 081/120: (72.5700 91.2200) | 515.3307 M (587.8180 -101.4329) || train (72.1857 89.4409) | 528.2847 M (600.7830 -101.4439)| loss 2.0980 || lr 0.017906-0.003581-0.003581 | Time 2021-08-19 22:39:08
Epoch 081/120: (72.5700 91.2200) | 515.3307 M (587.8180 -101.4329) || train (72.2524 89.5146) | 528.2840 M (600.7819 -101.4435)| loss 2.0950 || lr 0.017906-0.003581-0.003581 | Time 2021-08-19 22:39:08
Epoch 082/120: (72.7720 91.3240) | 514.7424 M (587.4461 -101.6492) || train (72.3429 89.4696) | 528.2683 M (600.8565 -101.5338)| loss 2.0925 || lr 0.017076-0.003415-0.003415 | Time 2021-08-19 23:32:43
Epoch 082/120: (72.7720 91.3240) | 514.7424 M (587.4461 -101.6492) || train (72.3223 89.5072) | 528.2752 M (600.8594 -101.5298)| loss 2.0918 || lr 0.017076-0.003415-0.003415 | Time 2021-08-19 23:32:44
Epoch 083/120: (72.9280 91.2240) | 514.6887 M (587.3096 -101.5665) || train (72.5163 89.6252) | 528.2711 M (600.9512 -101.6256)| loss 2.0841 || lr 0.016260-0.003252-0.003252 | Time 2021-08-20 00:21:52
Epoch 083/120: (72.9280 91.2240) | 514.6887 M (587.3096 -101.5665) || train (72.5835 89.6769) | 528.2651 M (600.9426 -101.6231)| loss 2.0823 || lr 0.016260-0.003252-0.003252 | Time 2021-08-20 00:21:52
Epoch 084/120: (73.1140 91.3060) | 515.1625 M (588.0359 -101.8189) || train (72.6628 89.7562) | 528.2641 M (601.0080 -101.6895)| loss 2.0772 || lr 0.015458-0.003092-0.003092 | Time 2021-08-20 01:11:41
Epoch 084/120: (73.1140 91.3060) | 515.1625 M (588.0359 -101.8189) || train (72.8343 89.6980) | 528.2521 M (600.9931 -101.6866)| loss 2.0769 || lr 0.015458-0.003092-0.003092 | Time 2021-08-20 01:11:41
Epoch 085/120: (72.9160 91.3300) | 514.5791 M (587.3696 -101.7360) || train (72.9584 89.8207) | 528.2700 M (601.0662 -101.7417)| loss 2.0691 || lr 0.014671-0.002934-0.002934 | Time 2021-08-20 02:25:52
Epoch 085/120: (72.9160 91.3300) | 514.5791 M (587.3696 -101.7360) || train (72.8640 89.7623) | 528.2586 M (601.0591 -101.7460)| loss 2.0721 || lr 0.014671-0.002934-0.002934 | Time 2021-08-20 02:25:52
Epoch 086/120: (73.1860 91.4660) | 514.3439 M (587.2347 -101.8364) || train (73.0880 89.9423) | 528.2516 M (601.1335 -101.8275)| loss 2.0630 || lr 0.013900-0.002780-0.002780 | Time 2021-08-20 03:15:18
Epoch 086/120: (73.1860 91.4660) | 514.3439 M (587.2347 -101.8364) || train (73.1292 89.9893) | 528.2531 M (601.1346 -101.8271)| loss 2.0602 || lr 0.013900-0.002780-0.002780 | Time 2021-08-20 03:15:18
Epoch 087/120: (73.3120 91.3300) | 514.6106 M (587.4504 -101.7853) || train (73.3198 90.1034) | 528.2552 M (601.2244 -101.9147)| loss 2.0517 || lr 0.013146-0.002629-0.002629 | Time 2021-08-20 04:04:23
Epoch 087/120: (73.3120 91.3300) | 514.6106 M (587.4504 -101.7853) || train (73.3465 90.0936) | 528.2444 M (601.2127 -101.9138)| loss 2.0522 || lr 0.013146-0.002629-0.002629 | Time 2021-08-20 04:04:23
Epoch 088/120: (73.2120 91.3420) | 514.6781 M (587.5774 -101.8449) || train (73.4616 90.1324) | 528.2535 M (601.2760 -101.9680)| loss 2.0483 || lr 0.012408-0.002482-0.002482 | Time 2021-08-20 04:53:56
Epoch 088/120: (73.2120 91.3420) | 514.6781 M (587.5774 -101.8449) || train (73.5632 90.1826) | 528.2530 M (601.2788 -101.9714)| loss 2.0454 || lr 0.012408-0.002482-0.002482 | Time 2021-08-20 04:53:56
Epoch 089/120: (73.4960 91.4820) | 515.1937 M (588.2972 -102.0490) || train (73.6839 90.2512) | 528.2554 M (601.3218 -102.0120)| loss 2.0397 || lr 0.011687-0.002337-0.002337 | Time 2021-08-20 05:44:14
Epoch 089/120: (73.4960 91.4820) | 515.1937 M (588.2972 -102.0490) || train (73.6704 90.2854) | 528.2534 M (601.3193 -102.0115)| loss 2.0385 || lr 0.011687-0.002337-0.002337 | Time 2021-08-20 05:44:14
Epoch 090/120: (73.5720 91.5560) | 515.0114 M (588.0303 -101.9644) || train (73.8757 90.3344) | 528.2396 M (601.3643 -102.0703)| loss 2.0326 || lr 0.010983-0.002197-0.002197 | Time 2021-08-20 06:34:07
Epoch 090/120: (73.5720 91.5560) | 515.0114 M (588.0303 -101.9644) || train (73.8429 90.3697) | 528.2443 M (601.3682 -102.0695)| loss 2.0332 || lr 0.010983-0.002197-0.002197 | Time 2021-08-20 06:34:07
Epoch 091/120: (73.6240 91.5060) | 515.2121 M (588.3540 -102.0875) || train (74.0958 90.4456) | 528.2611 M (601.4140 -102.0985)| loss 2.0264 || lr 0.010298-0.002060-0.002060 | Time 2021-08-20 07:23:01
Epoch 091/120: (73.6240 91.5060) | 515.2121 M (588.3540 -102.0875) || train (73.9675 90.3938) | 528.2423 M (601.3956 -102.0989)| loss 2.0272 || lr 0.010298-0.002060-0.002060 | Time 2021-08-20 07:23:01
Epoch 092/120: (73.7000 91.5300) | 515.1611 M (588.2827 -102.0671) || train (74.1431 90.4824) | 528.2487 M (601.4153 -102.1122)| loss 2.0222 || lr 0.009632-0.001926-0.001926 | Time 2021-08-20 08:13:40
Epoch 092/120: (73.7000 91.5300) | 515.1611 M (588.2827 -102.0671) || train (74.2323 90.5029) | 528.2529 M (601.4176 -102.1103)| loss 2.0206 || lr 0.009632-0.001926-0.001926 | Time 2021-08-20 08:13:40
Epoch 093/120: (73.7680 91.6580) | 514.8684 M (587.9894 -102.0666) || train (74.3333 90.5964) | 528.2170 M (601.4351 -102.1637)| loss 2.0145 || lr 0.008985-0.001797-0.001797 | Time 2021-08-20 09:04:49
Epoch 093/120: (73.7680 91.6580) | 514.8684 M (587.9894 -102.0666) || train (74.2911 90.5553) | 528.2345 M (601.4475 -102.1585)| loss 2.0166 || lr 0.008985-0.001797-0.001797 | Time 2021-08-20 09:04:49
Epoch 094/120: (73.7640 91.6580) | 514.1840 M (587.3031 -102.0647) || train (74.5048 90.6526) | 528.2367 M (601.4586 -102.1675)| loss 2.0089 || lr 0.008357-0.001671-0.001671 | Time 2021-08-20 09:54:46
Epoch 094/120: (73.7640 91.6580) | 514.1840 M (587.3031 -102.0647) || train (74.5247 90.7122) | 528.2323 M (601.4556 -102.1689)| loss 2.0067 || lr 0.008357-0.001671-0.001671 | Time 2021-08-20 09:54:46
Epoch 095/120: (73.7840 91.6520) | 514.5392 M (587.6685 -102.0748) || train (74.6995 90.7656) | 528.2283 M (601.4423 -102.1596)| loss 2.0029 || lr 0.007749-0.001550-0.001550 | Time 2021-08-20 10:44:41
Epoch 095/120: (73.7840 91.6520) | 514.5392 M (587.6685 -102.0748) || train (74.6544 90.7235) | 528.2316 M (601.4427 -102.1566)| loss 2.0036 || lr 0.007749-0.001550-0.001550 | Time 2021-08-20 10:44:41
Epoch 096/120: (73.8460 91.6720) | 514.8140 M (588.0123 -102.1438) || train (74.8350 90.8187) | 528.2384 M (601.4748 -102.1820)| loss 1.9963 || lr 0.007162-0.001432-0.001432 | Time 2021-08-21 01:51:39
Epoch 096/120: (73.8460 91.6720) | 514.8140 M (588.0123 -102.1438) || train (74.8620 90.8246) | 528.2295 M (601.4657 -102.1818)| loss 1.9961 || lr 0.007162-0.001432-0.001432 | Time 2021-08-21 01:51:39
Epoch 097/120: (73.9700 91.8180) | 514.8280 M (588.1018 -102.2194) || train (75.0535 90.9912) | 528.2170 M (601.5287 -102.2573)| loss 1.9886 || lr 0.006595-0.001319-0.001319 | Time 2021-08-21 02:40:21
Epoch 097/120: (73.9700 91.8180) | 514.8280 M (588.1018 -102.2194) || train (75.0242 90.9192) | 528.2192 M (601.5289 -102.2553)| loss 1.9896 || lr 0.006595-0.001319-0.001319 | Time 2021-08-21 02:40:21
Epoch 098/120: (74.1640 91.8320) | 514.7488 M (588.0407 -102.2374) || train (75.0938 90.9639) | 528.2407 M (601.5554 -102.2603)| loss 1.9867 || lr 0.006050-0.001210-0.001210 | Time 2021-08-21 03:29:01
Epoch 098/120: (74.1640 91.8320) | 514.7488 M (588.0407 -102.2374) || train (75.2473 91.0243) | 528.2190 M (601.5305 -102.2571)| loss 1.9821 || lr 0.006050-0.001210-0.001210 | Time 2021-08-21 03:29:01
Epoch 099/120: (74.1520 91.7400) | 515.2655 M (588.5511 -102.2311) || train (75.3231 91.1239) | 528.2284 M (601.5479 -102.2651)| loss 1.9771 || lr 0.005526-0.001105-0.001105 | Time 2021-08-21 04:17:42
Epoch 099/120: (74.1520 91.7400) | 515.2655 M (588.5511 -102.2311) || train (75.2925 91.0468) | 528.2223 M (601.5408 -102.2641)| loss 1.9789 || lr 0.005526-0.001105-0.001105 | Time 2021-08-21 04:17:42
Epoch 100/120: (74.2100 91.8480) | 514.5014 M (587.7542 -102.1984) || train (75.4613 91.1729) | 528.2289 M (601.5808 -102.2975)| loss 1.9721 || lr 0.005024-0.001005-0.001005 | Time 2021-08-21 05:06:21
Epoch 100/120: (74.2100 91.8480) | 514.5014 M (587.7542 -102.1984) || train (75.4319 91.1763) | 528.2317 M (601.5805 -102.2944)| loss 1.9733 || lr 0.005024-0.001005-0.001005 | Time 2021-08-21 05:06:21
Epoch 101/120: (74.0160 91.8680) | 514.6555 M (588.1390 -102.4291) || train (75.6578 91.2163) | 528.2210 M (601.5680 -102.2925)| loss 1.9664 || lr 0.004544-0.000909-0.000909 | Time 2021-08-21 05:55:01
Epoch 101/120: (74.0160 91.8680) | 514.6555 M (588.1390 -102.4291) || train (75.6346 91.2408) | 528.2169 M (601.5582 -102.2868)| loss 1.9653 || lr 0.004544-0.000909-0.000909 | Time 2021-08-21 05:55:01
Epoch 102/120: (74.1620 91.9500) | 515.1085 M (588.3885 -102.2256) || train (75.8728 91.3950) | 528.2133 M (601.5657 -102.2980)| loss 1.9583 || lr 0.004087-0.000817-0.000817 | Time 2021-08-21 06:43:40
Epoch 102/120: (74.1620 91.9500) | 515.1085 M (588.3885 -102.2256) || train (75.7114 91.2616) | 528.2177 M (601.5687 -102.2966)| loss 1.9642 || lr 0.004087-0.000817-0.000817 | Time 2021-08-21 06:43:40
Epoch 103/120: (74.0720 91.9240) | 513.9633 M (587.1516 -102.1339) || train (75.8249 91.3214) | 528.2091 M (601.5943 -102.3308)| loss 1.9583 || lr 0.003653-0.000731-0.000731 | Time 2021-08-21 07:32:21
Epoch 103/120: (74.0720 91.9240) | 513.9633 M (587.1516 -102.1339) || train (75.8478 91.3242) | 528.2293 M (601.6127 -102.3289)| loss 1.9595 || lr 0.003653-0.000731-0.000731 | Time 2021-08-21 07:32:21
Epoch 104/120: (74.3100 91.9760) | 514.6400 M (587.8689 -102.1745) || train (76.1244 91.5059) | 528.2205 M (601.5904 -102.3155)| loss 1.9497 || lr 0.003242-0.000648-0.000648 | Time 2021-08-21 08:21:01
Epoch 104/120: (74.3100 91.9760) | 514.6400 M (587.8689 -102.1745) || train (75.9604 91.3543) | 528.2220 M (601.5971 -102.3207)| loss 1.9569 || lr 0.003242-0.000648-0.000648 | Time 2021-08-21 08:21:01
Epoch 105/120: (74.6200 92.0340) | 515.2262 M (588.5347 -102.2540) || train (76.0405 91.4258) | 528.2204 M (601.5991 -102.3243)| loss 1.9513 || lr 0.002855-0.000571-0.000571 | Time 2021-08-21 09:09:42
Epoch 105/120: (74.6200 92.0340) | 515.2262 M (588.5347 -102.2540) || train (76.2446 91.5176) | 528.2004 M (601.5828 -102.3280)| loss 1.9451 || lr 0.002855-0.000571-0.000571 | Time 2021-08-21 09:09:42
Epoch 106/120: (74.4820 92.0920) | 515.0799 M (588.3632 -102.2288) || train (76.2052 91.4968) | 528.2155 M (601.6098 -102.3399)| loss 1.9456 || lr 0.002491-0.000498-0.000498 | Time 2021-08-21 09:58:21
Epoch 106/120: (74.4820 92.0920) | 515.0799 M (588.3632 -102.2288) || train (76.1799 91.4452) | 528.2211 M (601.6141 -102.3386)| loss 1.9471 || lr 0.002491-0.000498-0.000498 | Time 2021-08-21 09:58:21
Epoch 107/120: (74.5920 92.1420) | 514.8863 M (588.2293 -102.2886) || train (76.3247 91.5354) | 528.2255 M (601.6132 -102.3333)| loss 1.9414 || lr 0.002151-0.000430-0.000430 | Time 2021-08-21 10:46:59
Epoch 107/120: (74.5920 92.1420) | 514.8863 M (588.2293 -102.2886) || train (76.3480 91.6002) | 528.2190 M (601.6025 -102.3291)| loss 1.9390 || lr 0.002151-0.000430-0.000430 | Time 2021-08-21 10:46:59
Epoch 108/120: (74.6880 92.0920) | 514.6597 M (587.9243 -102.2102) || train (76.4851 91.6370) | 528.2127 M (601.6157 -102.3485)| loss 1.9366 || lr 0.001835-0.000367-0.000367 | Time 2021-08-21 11:35:39
Epoch 108/120: (74.6880 92.0920) | 514.6597 M (587.9243 -102.2102) || train (76.4281 91.6120) | 528.2187 M (601.6232 -102.3500)| loss 1.9376 || lr 0.001835-0.000367-0.000367 | Time 2021-08-21 11:35:39
Epoch 109/120: (74.6420 92.1200) | 515.1069 M (588.4367 -102.2754) || train (76.5136 91.6098) | 528.1977 M (601.6105 -102.3584)| loss 1.9346 || lr 0.001544-0.000309-0.000309 | Time 2021-08-21 12:24:20
Epoch 109/120: (74.6420 92.1200) | 515.1069 M (588.4367 -102.2754) || train (76.5239 91.6798) | 528.1945 M (601.6071 -102.3582)| loss 1.9323 || lr 0.001544-0.000309-0.000309 | Time 2021-08-21 12:24:20
Epoch 110/120: (74.6420 92.1040) | 515.0642 M (588.4147 -102.2961) || train (76.6615 91.6935) | 528.2074 M (601.6350 -102.3731)| loss 1.9297 || lr 0.001278-0.000256-0.000256 | Time 2021-08-21 13:13:00
Epoch 110/120: (74.6420 92.1040) | 515.0642 M (588.4147 -102.2961) || train (76.6652 91.6987) | 528.2062 M (601.6295 -102.3689)| loss 1.9294 || lr 0.001278-0.000256-0.000256 | Time 2021-08-21 13:13:00
Epoch 111/120: (74.5960 92.1600) | 514.7508 M (588.1994 -102.3942) || train (76.7665 91.7700) | 528.2139 M (601.6489 -102.3806)| loss 1.9265 || lr 0.001036-0.000207-0.000207 | Time 2021-08-21 14:01:41
Epoch 111/120: (74.5960 92.1600) | 514.7508 M (588.1994 -102.3942) || train (76.7450 91.7188) | 528.2101 M (601.6473 -102.3828)| loss 1.9274 || lr 0.001036-0.000207-0.000207 | Time 2021-08-21 14:01:41
Epoch 112/120: (74.5940 92.1900) | 514.8956 M (588.2319 -102.2819) || train (76.7667 91.7722) | 528.2155 M (601.6499 -102.3799)| loss 1.9254 || lr 0.000819-0.000164-0.000164 | Time 2021-08-21 14:50:21
Epoch 112/120: (74.5940 92.1900) | 514.8956 M (588.2319 -102.2819) || train (76.7478 91.8011) | 528.2167 M (601.6521 -102.3810)| loss 1.9248 || lr 0.000819-0.000164-0.000164 | Time 2021-08-21 14:50:21
Epoch 113/120: (74.8140 92.1720) | 515.0024 M (588.3334 -102.2766) || train (76.8831 91.7798) | 528.2100 M (601.6450 -102.3805)| loss 1.9219 || lr 0.000628-0.000126-0.000126 | Time 2021-08-21 15:38:59
Epoch 113/120: (74.8140 92.1720) | 515.0024 M (588.3334 -102.2766) || train (76.7532 91.7380) | 528.2045 M (601.6403 -102.3814)| loss 1.9258 || lr 0.000628-0.000126-0.000126 | Time 2021-08-21 15:38:59
Epoch 114/120: (74.6420 92.2020) | 514.6888 M (587.9732 -102.2300) || train (76.8382 91.7102) | 528.2273 M (601.6587 -102.3770)| loss 1.9261 || lr 0.000462-0.000092-0.000092 | Time 2021-08-21 16:27:40
Epoch 114/120: (74.6420 92.2020) | 514.6888 M (587.9732 -102.2300) || train (76.7127 91.7052) | 528.2289 M (601.6579 -102.3745)| loss 1.9266 || lr 0.000462-0.000092-0.000092 | Time 2021-08-21 16:27:40
Epoch 115/120: (74.6960 92.1780) | 514.9542 M (588.2684 -102.2598) || train (76.8580 91.7956) | 528.2030 M (601.6300 -102.3726)| loss 1.9225 || lr 0.000321-0.000064-0.000064 | Time 2021-08-21 17:16:21
Epoch 115/120: (74.6960 92.1780) | 514.9542 M (588.2684 -102.2598) || train (76.8399 91.7861) | 528.2056 M (601.6377 -102.3777)| loss 1.9241 || lr 0.000321-0.000064-0.000064 | Time 2021-08-21 17:16:21
Epoch 116/120: (74.6780 92.1520) | 515.0678 M (588.3804 -102.2582) || train (76.8608 91.8307) | 528.2124 M (601.6429 -102.3760)| loss 1.9213 || lr 0.000205-0.000041-0.000041 | Time 2021-08-21 18:05:02
Epoch 116/120: (74.6780 92.1520) | 515.0678 M (588.3804 -102.2582) || train (76.8521 91.8184) | 528.2188 M (601.6467 -102.3735)| loss 1.9219 || lr 0.000205-0.000041-0.000041 | Time 2021-08-21 18:05:02
Epoch 117/120: (74.7560 92.1760) | 515.0918 M (588.4624 -102.3162) || train (76.9560 91.8354) | 528.2065 M (601.6334 -102.3724)| loss 1.9187 || lr 0.000116-0.000023-0.000023 | Time 2021-08-21 18:53:41
Epoch 117/120: (74.7560 92.1760) | 515.0918 M (588.4624 -102.3162) || train (76.8887 91.8406) | 528.2102 M (601.6360 -102.3714)| loss 1.9199 || lr 0.000116-0.000023-0.000023 | Time 2021-08-21 18:53:41
Epoch 118/120: (74.7120 92.2040) | 515.1220 M (588.4781 -102.3017) || train (76.9172 91.8359) | 528.2098 M (601.6369 -102.3726)| loss 1.9192 || lr 0.000051-0.000010-0.000010 | Time 2021-08-21 19:42:20
Epoch 118/120: (74.7120 92.2040) | 515.1220 M (588.4781 -102.3017) || train (76.9406 91.8343) | 528.2161 M (601.6411 -102.3706)| loss 1.9194 || lr 0.000051-0.000010-0.000010 | Time 2021-08-21 19:42:20
Epoch 119/120: (74.5420 92.1420) | 514.5430 M (587.7976 -102.2002) || train (76.9126 91.8858) | 528.2041 M (601.6274 -102.3689)| loss 1.9175 || lr 0.000013-0.000003-0.000003 | Time 2021-08-21 20:31:00
Epoch 119/120: (74.5420 92.1420) | 514.5430 M (587.7976 -102.2002) || train (76.8976 91.8192) | 528.2039 M (601.6324 -102.3740)| loss 1.9215 || lr 0.000013-0.000003-0.000003 | Time 2021-08-21 20:31:00