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msgc_resnet18_noatt_log.txt
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msgc_resnet18_noatt_log.txt
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Flops of dyresnet18: original 1817.209344 M, target 890.4325785599999 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 890.4325785599999 M, possible 560.652512 M, main 139.424256 M, dgc 1677.785088 M, mask 1.781984 M
Epoch 000/120: (61.6160 84.1040) | 1818.7949 M (1677.5886 -0.0000) || train (50.8386 74.2558) | 1702.6498 M (1561.5042 -0.0607)| loss 3.1189 || lr 0.075000-0.015000-0.015000 | Time 2021-09-13 23:40:11
Epoch 000/120: (61.6180 84.1040) | 1818.7949 M (1677.5886 -0.0000) || train (50.8701 74.2719) | 1702.6487 M (1561.5029 -0.0604)| loss 3.1195 || lr 0.075000-0.015000-0.015000 | Time 2021-09-13 23:40:11
Epoch 001/120: (62.3060 84.6920) | 1818.2589 M (1677.0526 -0.0000) || train (57.1686 79.4525) | 1765.4962 M (1624.2986 -0.0087)| loss 2.8256 || lr 0.074987-0.014997-0.014997 | Time 2021-09-13 23:53:08
Epoch 001/120: (62.3060 84.6920) | 1818.2589 M (1677.0526 -0.0000) || train (57.1247 79.4336) | 1765.5010 M (1624.3035 -0.0088)| loss 2.8264 || lr 0.074987-0.014997-0.014997 | Time 2021-09-13 23:53:08
Epoch 002/120: (63.2620 85.3300) | 1802.0412 M (1660.8349 -0.0000) || train (58.5519 80.4800) | 1777.3151 M (1636.1117 -0.0029)| loss 2.7594 || lr 0.074949-0.014990-0.014990 | Time 2021-09-14 00:06:16
Epoch 002/120: (63.2640 85.3320) | 1802.0412 M (1660.8349 -0.0000) || train (58.6245 80.4900) | 1777.3185 M (1636.1151 -0.0028)| loss 2.7601 || lr 0.074949-0.014990-0.014990 | Time 2021-09-14 00:06:19
Epoch 003/120: (63.4180 85.2380) | 1785.6143 M (1644.4081 -0.0000) || train (59.0163 80.7178) | 1762.2845 M (1621.0871 -0.0088)| loss 2.7380 || lr 0.074884-0.014977-0.014977 | Time 2021-09-14 00:19:26
Epoch 003/120: (63.4180 85.2360) | 1785.6144 M (1644.4081 -0.0000) || train (59.0514 80.8278) | 1762.2768 M (1621.0794 -0.0089)| loss 2.7362 || lr 0.074884-0.014977-0.014977 | Time 2021-09-14 00:19:28
Epoch 004/120: (63.6160 85.2880) | 1765.0201 M (1623.8157 -0.0019) || train (59.3471 81.0885) | 1746.7034 M (1605.5294 -0.0322)| loss 2.7183 || lr 0.074795-0.014959-0.014959 | Time 2021-09-14 00:32:22
Epoch 004/120: (63.6180 85.2880) | 1765.0201 M (1623.8157 -0.0019) || train (59.3323 80.9649) | 1746.7114 M (1605.5371 -0.0321)| loss 2.7210 || lr 0.074795-0.014959-0.014959 | Time 2021-09-14 00:32:23
Epoch 005/120: (63.6580 85.6500) | 1743.4220 M (1602.2295 -0.0138) || train (59.4879 81.1068) | 1731.2392 M (1590.1185 -0.0856)| loss 2.7091 || lr 0.074679-0.014936-0.014936 | Time 2021-09-14 00:45:17
Epoch 005/120: (63.6580 85.6500) | 1743.4220 M (1602.2295 -0.0138) || train (59.4948 81.1616) | 1731.2397 M (1590.1193 -0.0859)| loss 2.7067 || lr 0.074679-0.014936-0.014936 | Time 2021-09-14 00:45:18
Epoch 006/120: (63.0320 84.9680) | 1723.7469 M (1582.6393 -0.0987) || train (59.7047 81.3195) | 1715.8311 M (1574.8198 -0.1949)| loss 2.6982 || lr 0.074538-0.014908-0.014908 | Time 2021-09-14 00:58:12
Epoch 006/120: (63.0300 84.9680) | 1723.7469 M (1582.6393 -0.0987) || train (59.7416 81.2691) | 1715.8271 M (1574.8156 -0.1948)| loss 2.6968 || lr 0.074538-0.014908-0.014908 | Time 2021-09-14 00:58:13
Epoch 007/120: (63.0300 84.9760) | 1705.4741 M (1564.6823 -0.4144) || train (59.8329 81.3956) | 1700.4080 M (1559.6315 -0.4298)| loss 2.6885 || lr 0.074372-0.014874-0.014874 | Time 2021-09-14 01:11:11
Epoch 007/120: (63.0300 84.9760) | 1705.4741 M (1564.6823 -0.4144) || train (59.8966 81.3801) | 1700.4099 M (1559.6326 -0.4290)| loss 2.6889 || lr 0.074372-0.014874-0.014874 | Time 2021-09-14 01:11:12
Epoch 008/120: (63.7340 85.7300) | 1687.7883 M (1547.3907 -0.8087) || train (60.0347 81.5045) | 1684.9774 M (1544.6438 -0.8727)| loss 2.6805 || lr 0.074181-0.014836-0.014836 | Time 2021-09-14 01:24:09
Epoch 008/120: (63.7340 85.7300) | 1687.7883 M (1547.3907 -0.8087) || train (59.8893 81.4995) | 1684.9730 M (1544.6412 -0.8745)| loss 2.6824 || lr 0.074181-0.014836-0.014836 | Time 2021-09-14 01:24:10
Epoch 009/120: (63.4980 85.4580) | 1670.5914 M (1531.5882 -2.2031) || train (60.1112 81.5854) | 1669.5037 M (1529.8248 -1.5273)| loss 2.6742 || lr 0.073964-0.014793-0.014793 | Time 2021-09-14 01:37:07
Epoch 009/120: (63.4980 85.4560) | 1670.5914 M (1531.5882 -2.2031) || train (60.0096 81.5326) | 1669.5071 M (1529.8299 -1.5291)| loss 2.6749 || lr 0.073964-0.014793-0.014793 | Time 2021-09-14 01:37:09
Epoch 010/120: (63.5300 85.3020) | 1653.4995 M (1516.4335 -4.1403) || train (60.2224 81.6764) | 1654.0596 M (1515.6230 -2.7697)| loss 2.6661 || lr 0.073722-0.014744-0.014744 | Time 2021-09-14 01:50:02
Epoch 010/120: (63.5300 85.3020) | 1653.4994 M (1516.4334 -4.1403) || train (60.1478 81.5860) | 1654.0632 M (1515.6267 -2.7698)| loss 2.6698 || lr 0.073722-0.014744-0.014744 | Time 2021-09-14 01:50:03
Epoch 011/120: (63.5500 85.5300) | 1637.2281 M (1501.4057 -5.3839) || train (60.2772 81.7679) | 1638.6162 M (1501.5620 -4.1521)| loss 2.6613 || lr 0.073456-0.014691-0.014691 | Time 2021-09-14 02:02:48
Epoch 011/120: (63.5520 85.5300) | 1637.2281 M (1501.4057 -5.3839) || train (60.0994 81.6151) | 1638.6208 M (1501.5648 -4.1502)| loss 2.6654 || lr 0.073456-0.014691-0.014691 | Time 2021-09-14 02:02:49
Epoch 012/120: (64.3140 86.0520) | 1618.4795 M (1484.8869 -7.6136) || train (60.3128 81.7645) | 1623.1683 M (1487.5504 -5.5885)| loss 2.6570 || lr 0.073165-0.014633-0.014633 | Time 2021-09-14 02:15:34
Epoch 012/120: (64.3140 86.0520) | 1618.4796 M (1484.8869 -7.6136) || train (60.2613 81.6967) | 1623.1649 M (1487.5492 -5.5906)| loss 2.6596 || lr 0.073165-0.014633-0.014633 | Time 2021-09-14 02:15:36
Epoch 013/120: (63.5960 85.5300) | 1600.2170 M (1468.7355 -9.7248) || train (60.4458 81.8024) | 1607.7234 M (1473.8036 -7.2865)| loss 2.6527 || lr 0.072849-0.014570-0.014570 | Time 2021-09-14 02:28:22
Epoch 013/120: (63.5960 85.5300) | 1600.2170 M (1468.7355 -9.7248) || train (60.3378 81.7940) | 1607.7180 M (1473.7978 -7.2861)| loss 2.6543 || lr 0.072849-0.014570-0.014570 | Time 2021-09-14 02:28:23
Epoch 014/120: (63.1640 85.3260) | 1584.7861 M (1454.2198 -10.6399) || train (60.4172 81.9068) | 1592.2561 M (1459.7476 -8.6978)| loss 2.6478 || lr 0.072509-0.014502-0.014502 | Time 2021-09-14 02:41:09
Epoch 014/120: (63.1640 85.3260) | 1584.7861 M (1454.2197 -10.6399) || train (60.4260 81.9078) | 1592.2583 M (1459.7522 -8.7002)| loss 2.6480 || lr 0.072509-0.014502-0.014502 | Time 2021-09-14 02:41:09
Epoch 015/120: (64.0100 85.7040) | 1568.9682 M (1439.6401 -11.8782) || train (60.4216 81.8779) | 1576.8668 M (1445.5047 -9.8442)| loss 2.6459 || lr 0.072145-0.014429-0.014429 | Time 2021-09-14 02:53:54
Epoch 015/120: (64.0100 85.7040) | 1568.9682 M (1439.6401 -11.8782) || train (60.4884 81.9310) | 1576.8646 M (1445.5071 -9.8488)| loss 2.6433 || lr 0.072145-0.014429-0.014429 | Time 2021-09-14 02:53:54
Epoch 016/120: (64.0160 85.7840) | 1551.8382 M (1424.4128 -13.7808) || train (60.6234 82.0050) | 1561.4522 M (1431.7738 -11.5279)| loss 2.6382 || lr 0.071758-0.014352-0.014352 | Time 2021-09-14 03:06:42
Epoch 016/120: (64.0160 85.7820) | 1551.8382 M (1424.4128 -13.7808) || train (60.5457 81.9218) | 1561.4468 M (1431.7687 -11.5282)| loss 2.6419 || lr 0.071758-0.014352-0.014352 | Time 2021-09-14 03:06:42
Epoch 017/120: (64.6100 85.9960) | 1537.5855 M (1411.6719 -15.2927) || train (60.6507 81.9707) | 1546.0131 M (1417.7097 -12.9028)| loss 2.6367 || lr 0.071347-0.014269-0.014269 | Time 2021-09-14 03:19:35
Epoch 017/120: (64.6140 85.9960) | 1537.5855 M (1411.6719 -15.2927) || train (60.5499 82.0189) | 1546.0036 M (1417.7001 -12.9028)| loss 2.6390 || lr 0.071347-0.014269-0.014269 | Time 2021-09-14 03:19:35
Epoch 018/120: (63.9280 85.7280) | 1519.8890 M (1395.7532 -17.0704) || train (60.5707 81.9616) | 1530.4765 M (1403.9338 -14.6636)| loss 2.6376 || lr 0.070913-0.014183-0.014183 | Time 2021-09-14 03:32:25
Epoch 018/120: (63.9280 85.7280) | 1519.8890 M (1395.7532 -17.0704) || train (60.5807 81.9633) | 1530.4806 M (1403.9407 -14.6663)| loss 2.6357 || lr 0.070913-0.014183-0.014183 | Time 2021-09-14 03:32:26
Epoch 019/120: (63.7600 85.7320) | 1502.8557 M (1381.0404 -19.3909) || train (60.6401 82.0242) | 1515.0804 M (1390.0753 -16.2011)| loss 2.6332 || lr 0.070456-0.014091-0.014091 | Time 2021-09-14 03:45:16
Epoch 019/120: (63.7600 85.7320) | 1502.8557 M (1381.0403 -19.3909) || train (60.7084 82.0981) | 1515.0719 M (1390.0653 -16.1996)| loss 2.6291 || lr 0.070456-0.014091-0.014091 | Time 2021-09-14 03:45:16
Epoch 020/120: (64.2660 85.6880) | 1488.4252 M (1369.0229 -21.8040) || train (60.7185 82.0423) | 1499.6975 M (1376.7533 -18.2620)| loss 2.6318 || lr 0.069976-0.013995-0.013995 | Time 2021-09-14 03:58:06
Epoch 020/120: (64.2660 85.6880) | 1488.4252 M (1369.0229 -21.8040) || train (60.7491 82.0924) | 1499.6862 M (1376.7522 -18.2722)| loss 2.6288 || lr 0.069976-0.013995-0.013995 | Time 2021-09-14 03:58:07
Epoch 021/120: (64.5300 86.0580) | 1472.9067 M (1355.3798 -23.6794) || train (60.7372 82.1109) | 1484.2521 M (1364.0383 -20.9926)| loss 2.6268 || lr 0.069474-0.013895-0.013895 | Time 2021-09-14 04:10:58
Epoch 021/120: (64.5300 86.0580) | 1472.9068 M (1355.3798 -23.6794) || train (60.8087 82.0355) | 1484.2427 M (1364.0344 -20.9980)| loss 2.6284 || lr 0.069474-0.013895-0.013895 | Time 2021-09-14 04:10:58
Epoch 022/120: (64.2640 85.8000) | 1457.6161 M (1341.4001 -24.9903) || train (60.6436 82.1152) | 1468.8313 M (1350.5050 -22.8800)| loss 2.6261 || lr 0.068950-0.013790-0.013790 | Time 2021-09-14 04:23:48
Epoch 022/120: (64.2640 85.8000) | 1457.6161 M (1341.4001 -24.9903) || train (60.8858 82.2055) | 1468.8351 M (1350.5082 -22.8793)| loss 2.6220 || lr 0.068950-0.013790-0.013790 | Time 2021-09-14 04:23:48
Epoch 023/120: (64.7920 86.2200) | 1440.7428 M (1326.5000 -26.9635) || train (60.8941 82.2312) | 1453.4029 M (1336.5826 -24.3859)| loss 2.6198 || lr 0.068405-0.013681-0.013681 | Time 2021-09-14 04:36:38
Epoch 023/120: (64.7920 86.2200) | 1440.7428 M (1326.5000 -26.9635) || train (60.9161 82.2203) | 1453.4011 M (1336.5785 -24.3837)| loss 2.6178 || lr 0.068405-0.013681-0.013681 | Time 2021-09-14 04:36:38
Epoch 024/120: (64.4600 85.8460) | 1425.8592 M (1312.6293 -27.9763) || train (60.8376 82.1931) | 1437.9639 M (1322.5802 -25.8225)| loss 2.6191 || lr 0.067838-0.013568-0.013568 | Time 2021-09-14 04:49:26
Epoch 024/120: (64.4600 85.8480) | 1425.8592 M (1312.6293 -27.9763) || train (60.8360 82.1781) | 1437.9674 M (1322.5815 -25.8204)| loss 2.6197 || lr 0.067838-0.013568-0.013568 | Time 2021-09-14 04:49:26
Epoch 025/120: (64.0040 85.6920) | 1411.7065 M (1300.9981 -30.4979) || train (60.9592 82.2916) | 1422.5039 M (1309.3668 -28.0692)| loss 2.6155 || lr 0.067251-0.013450-0.013450 | Time 2021-09-14 05:02:09
Epoch 025/120: (64.0040 85.6920) | 1411.7065 M (1300.9981 -30.4979) || train (60.9536 82.2022) | 1422.5179 M (1309.3733 -28.0617)| loss 2.6184 || lr 0.067251-0.013450-0.013450 | Time 2021-09-14 05:02:09
Epoch 026/120: (63.4440 85.3060) | 1393.4755 M (1285.5926 -33.3233) || train (60.9815 82.2297) | 1407.0073 M (1296.2639 -30.4628)| loss 2.6154 || lr 0.066643-0.013329-0.013329 | Time 2021-09-14 05:14:51
Epoch 026/120: (63.4420 85.3060) | 1393.4755 M (1285.5926 -33.3233) || train (60.8557 82.2421) | 1407.0060 M (1296.2602 -30.4604)| loss 2.6188 || lr 0.066643-0.013329-0.013329 | Time 2021-09-14 05:14:52
Epoch 027/120: (63.8500 85.3560) | 1378.7826 M (1274.6339 -37.0576) || train (60.9277 82.2732) | 1391.6159 M (1283.1242 -32.7146)| loss 2.6155 || lr 0.066015-0.013203-0.013203 | Time 2021-09-14 05:27:34
Epoch 027/120: (63.8500 85.3560) | 1378.7826 M (1274.6339 -37.0576) || train (60.9644 82.2771) | 1391.6236 M (1283.1294 -32.7122)| loss 2.6141 || lr 0.066015-0.013203-0.013203 | Time 2021-09-14 05:27:34
Epoch 028/120: (64.1660 85.8680) | 1362.9644 M (1261.8720 -40.1139) || train (61.0195 82.3055) | 1376.1730 M (1271.3242 -36.3575)| loss 2.6113 || lr 0.065368-0.013074-0.013074 | Time 2021-09-14 05:40:17
Epoch 028/120: (64.1660 85.8680) | 1362.9644 M (1261.8720 -40.1139) || train (61.0343 82.2368) | 1376.1753 M (1271.3255 -36.3564)| loss 2.6130 || lr 0.065368-0.013074-0.013074 | Time 2021-09-14 05:40:17
Epoch 029/120: (64.3020 85.9900) | 1347.6479 M (1249.5243 -43.0827) || train (61.0098 82.2640) | 1360.7743 M (1258.7613 -39.1933)| loss 2.6129 || lr 0.064702-0.012940-0.012940 | Time 2021-09-14 05:53:00
Epoch 029/120: (64.3020 85.9900) | 1347.6479 M (1249.5243 -43.0827) || train (60.9533 82.2819) | 1360.7538 M (1258.7455 -39.1980)| loss 2.6138 || lr 0.064702-0.012940-0.012940 | Time 2021-09-14 05:53:00
Epoch 030/120: (63.9580 85.5980) | 1331.2858 M (1234.4004 -44.3209) || train (61.0168 82.2907) | 1345.2951 M (1245.4652 -41.3764)| loss 2.6114 || lr 0.064017-0.012803-0.012803 | Time 2021-09-14 06:05:41
Epoch 030/120: (63.9580 85.5980) | 1331.2858 M (1234.4004 -44.3209) || train (61.0301 82.3378) | 1345.3036 M (1245.4724 -41.3751)| loss 2.6101 || lr 0.064017-0.012803-0.012803 | Time 2021-09-14 06:05:41
Epoch 031/120: (64.2460 85.9920) | 1316.3634 M (1221.6042 -46.4472) || train (61.0296 82.3164) | 1329.8829 M (1231.9061 -43.2295)| loss 2.6110 || lr 0.063313-0.012663-0.012663 | Time 2021-09-14 06:18:24
Epoch 031/120: (64.2460 85.9940) | 1316.3634 M (1221.6043 -46.4472) || train (61.0323 82.3497) | 1329.8739 M (1231.8992 -43.2316)| loss 2.6091 || lr 0.063313-0.012663-0.012663 | Time 2021-09-14 06:18:24
Epoch 032/120: (63.9420 85.9020) | 1299.9223 M (1205.5092 -46.7932) || train (60.9883 82.2871) | 1314.4285 M (1217.4167 -44.1945)| loss 2.6097 || lr 0.062592-0.012518-0.012518 | Time 2021-09-14 06:31:08
Epoch 032/120: (63.9420 85.9000) | 1299.9222 M (1205.5092 -46.7932) || train (60.9934 82.3347) | 1314.4259 M (1217.4136 -44.1940)| loss 2.6100 || lr 0.062592-0.012518-0.012518 | Time 2021-09-14 06:31:08
Epoch 033/120: (64.0700 85.9340) | 1284.3283 M (1190.5084 -47.3864) || train (60.9489 82.2617) | 1299.0060 M (1202.3485 -44.5488)| loss 2.6103 || lr 0.061854-0.012371-0.012371 | Time 2021-09-14 06:43:51
Epoch 033/120: (64.0720 85.9340) | 1284.3282 M (1190.5084 -47.3864) || train (61.0415 82.2652) | 1299.0028 M (1202.3457 -44.5492)| loss 2.6112 || lr 0.061854-0.012371-0.012371 | Time 2021-09-14 06:43:51
Epoch 034/120: (64.6620 86.1540) | 1269.0458 M (1175.7312 -47.8917) || train (61.1067 82.2788) | 1283.5355 M (1187.6185 -45.2893)| loss 2.6091 || lr 0.061100-0.012220-0.012220 | Time 2021-09-14 06:56:34
Epoch 034/120: (64.6640 86.1540) | 1269.0458 M (1175.7312 -47.8917) || train (61.0810 82.3776) | 1283.5422 M (1187.6251 -45.2891)| loss 2.6058 || lr 0.061100-0.012220-0.012220 | Time 2021-09-14 06:56:34
Epoch 035/120: (64.7800 86.1740) | 1254.2483 M (1163.6325 -50.5904) || train (61.0423 82.3958) | 1268.1235 M (1174.0564 -47.1392)| loss 2.6055 || lr 0.060329-0.012066-0.012066 | Time 2021-09-14 07:09:18
Epoch 035/120: (64.7780 86.1740) | 1254.2483 M (1163.6324 -50.5904) || train (60.9567 82.3054) | 1268.1194 M (1174.0572 -47.1441)| loss 2.6096 || lr 0.060329-0.012066-0.012066 | Time 2021-09-14 07:09:18
Epoch 036/120: (64.3700 85.9120) | 1236.9945 M (1146.9812 -51.1930) || train (60.8851 82.2462) | 1252.6811 M (1160.1859 -48.7111)| loss 2.6130 || lr 0.059542-0.011908-0.011908 | Time 2021-09-14 07:22:01
Epoch 036/120: (64.3700 85.9120) | 1236.9945 M (1146.9812 -51.1930) || train (60.9864 82.2784) | 1252.6926 M (1160.1924 -48.7061)| loss 2.6099 || lr 0.059542-0.011908-0.011908 | Time 2021-09-14 07:22:01
Epoch 037/120: (63.0360 85.2660) | 1222.8488 M (1134.0577 -52.4151) || train (60.8190 82.2802) | 1237.2240 M (1145.6004 -49.5827)| loss 2.6121 || lr 0.058740-0.011748-0.011748 | Time 2021-09-14 07:34:44
Epoch 037/120: (63.0360 85.2660) | 1222.8488 M (1134.0577 -52.4151) || train (61.0059 82.2869) | 1237.2252 M (1145.6015 -49.5826)| loss 2.6081 || lr 0.058740-0.011748-0.011748 | Time 2021-09-14 07:34:44
Epoch 038/120: (63.7360 85.5820) | 1207.5854 M (1121.1506 -54.7715) || train (60.8189 82.2076) | 1221.8050 M (1131.8165 -51.2177)| loss 2.6135 || lr 0.057924-0.011585-0.011585 | Time 2021-09-14 07:47:26
Epoch 038/120: (63.7380 85.5820) | 1207.5854 M (1121.1506 -54.7715) || train (60.8056 82.1699) | 1221.8061 M (1131.8175 -51.2177)| loss 2.6160 || lr 0.057924-0.011585-0.011585 | Time 2021-09-14 07:47:27
Epoch 039/120: (64.1960 86.1700) | 1191.9771 M (1108.9764 -58.2056) || train (60.8507 82.1822) | 1206.3279 M (1119.3716 -54.2499)| loss 2.6154 || lr 0.057094-0.011419-0.011419 | Time 2021-09-14 08:00:09
Epoch 039/120: (64.1960 86.1700) | 1191.9771 M (1108.9765 -58.2056) || train (60.8095 82.2301) | 1206.3480 M (1119.3841 -54.2423)| loss 2.6148 || lr 0.057094-0.011419-0.011419 | Time 2021-09-14 08:00:09
Epoch 040/120: (63.4540 85.5900) | 1175.8935 M (1094.3697 -59.6825) || train (60.6956 82.1329) | 1190.9180 M (1106.1753 -56.4636)| loss 2.6185 || lr 0.056250-0.011250-0.011250 | Time 2021-09-14 08:12:54
Epoch 040/120: (63.4540 85.5900) | 1175.8935 M (1094.3697 -59.6825) || train (60.6842 82.0945) | 1190.9298 M (1106.1858 -56.4623)| loss 2.6203 || lr 0.056250-0.011250-0.011250 | Time 2021-09-14 08:12:54
Epoch 041/120: (64.0620 85.7700) | 1159.7442 M (1081.1748 -62.6369) || train (60.6771 82.1477) | 1175.4541 M (1092.2877 -58.0398)| loss 2.6211 || lr 0.055393-0.011079-0.011079 | Time 2021-09-14 08:25:36
Epoch 041/120: (64.0620 85.7700) | 1159.7442 M (1081.1748 -62.6369) || train (60.6526 82.1716) | 1175.4407 M (1092.2794 -58.0450)| loss 2.6190 || lr 0.055393-0.011079-0.011079 | Time 2021-09-14 08:25:37
Epoch 042/120: (64.2700 86.0180) | 1144.4530 M (1068.5097 -65.2630) || train (60.5818 82.1045) | 1160.0165 M (1079.8770 -61.0668)| loss 2.6220 || lr 0.054525-0.010905-0.010905 | Time 2021-09-14 08:38:21
Epoch 042/120: (64.2720 86.0180) | 1144.4530 M (1068.5097 -65.2630) || train (60.6753 82.0470) | 1160.0164 M (1079.8753 -61.0652)| loss 2.6222 || lr 0.054525-0.010905-0.010905 | Time 2021-09-14 08:38:21
Epoch 043/120: (63.7000 85.8760) | 1128.0170 M (1055.2227 -68.4120) || train (60.6400 82.0976) | 1144.5572 M (1067.1416 -63.7906)| loss 2.6200 || lr 0.053644-0.010729-0.010729 | Time 2021-09-14 08:51:03
Epoch 043/120: (63.7020 85.8760) | 1128.0170 M (1055.2227 -68.4120) || train (60.7007 82.1174) | 1144.5657 M (1067.1489 -63.7895)| loss 2.6192 || lr 0.053644-0.010729-0.010729 | Time 2021-09-14 08:51:04
Epoch 044/120: (64.2500 85.8200) | 1111.8515 M (1040.8560 -70.2108) || train (60.3680 81.9153) | 1129.1407 M (1054.0582 -66.1237)| loss 2.6292 || lr 0.052753-0.010551-0.010551 | Time 2021-09-14 09:03:46
Epoch 044/120: (64.2500 85.8200) | 1111.8515 M (1040.8560 -70.2108) || train (60.4420 82.0333) | 1129.1424 M (1054.0633 -66.1272)| loss 2.6261 || lr 0.052753-0.010551-0.010551 | Time 2021-09-14 09:03:46
Epoch 045/120: (64.1000 86.0360) | 1098.8399 M (1028.9007 -71.2671) || train (60.4019 81.9301) | 1113.6886 M (1039.6613 -67.1790)| loss 2.6303 || lr 0.051851-0.010370-0.010370 | Time 2021-09-14 09:16:29
Epoch 045/120: (64.1000 86.0360) | 1098.8399 M (1028.9008 -71.2671) || train (60.4347 81.9374) | 1113.6787 M (1039.6500 -67.1776)| loss 2.6306 || lr 0.051851-0.010370-0.010370 | Time 2021-09-14 09:16:29
Epoch 046/120: (63.6560 85.7460) | 1082.1105 M (1014.8681 -73.9639) || train (60.3162 81.8853) | 1098.2831 M (1026.5205 -69.4436)| loss 2.6321 || lr 0.050939-0.010188-0.010188 | Time 2021-09-14 09:29:11
Epoch 046/120: (63.6560 85.7460) | 1082.1105 M (1014.8681 -73.9639) || train (60.3356 81.9168) | 1098.2870 M (1026.5219 -69.4412)| loss 2.6329 || lr 0.050939-0.010188-0.010188 | Time 2021-09-14 09:29:11
Epoch 047/120: (64.4300 85.8960) | 1065.9092 M (1002.3091 -77.6062) || train (60.3557 81.8556) | 1082.8301 M (1014.2452 -72.6214)| loss 2.6323 || lr 0.050018-0.010004-0.010004 | Time 2021-09-14 09:41:55
Epoch 047/120: (64.4300 85.8960) | 1065.9092 M (1002.3091 -77.6062) || train (60.3715 81.9035) | 1082.8144 M (1014.2339 -72.6258)| loss 2.6309 || lr 0.050018-0.010004-0.010004 | Time 2021-09-14 09:41:56
Epoch 048/120: (63.6760 85.5640) | 1051.0384 M (990.2942 -80.4620) || train (60.1887 81.7840) | 1067.4177 M (1001.6857 -75.4742)| loss 2.6361 || lr 0.049088-0.009818-0.009818 | Time 2021-09-14 09:54:38
Epoch 048/120: (63.6760 85.5640) | 1051.0384 M (990.2942 -80.4620) || train (60.1064 81.7541) | 1067.4266 M (1001.6896 -75.4692)| loss 2.6392 || lr 0.049088-0.009818-0.009818 | Time 2021-09-14 09:54:38
Epoch 049/120: (63.7480 85.5480) | 1036.3684 M (978.6192 -83.4571) || train (60.0778 81.6884) | 1052.0174 M (989.0804 -78.2692)| loss 2.6432 || lr 0.048151-0.009630-0.009630 | Time 2021-09-14 10:07:19
Epoch 049/120: (63.7480 85.5480) | 1036.3684 M (978.6192 -83.4571) || train (60.0474 81.6934) | 1052.0081 M (989.0725 -78.2707)| loss 2.6421 || lr 0.048151-0.009630-0.009630 | Time 2021-09-14 10:07:20
Epoch 050/120: (63.6440 85.5180) | 1020.1386 M (966.4076 -87.4753) || train (59.9281 81.6339) | 1036.5805 M (977.4216 -82.0474)| loss 2.6471 || lr 0.047206-0.009441-0.009441 | Time 2021-09-14 10:20:02
Epoch 050/120: (63.6440 85.5180) | 1020.1386 M (966.4076 -87.4753) || train (60.0931 81.7022) | 1036.5803 M (977.4262 -82.0521)| loss 2.6415 || lr 0.047206-0.009441-0.009441 | Time 2021-09-14 10:20:02
Epoch 051/120: (63.5120 85.3240) | 1004.9693 M (953.2144 -89.4514) || train (59.9987 81.6418) | 1021.1263 M (964.7712 -84.8512)| loss 2.6438 || lr 0.046254-0.009251-0.009251 | Time 2021-09-14 10:32:46
Epoch 051/120: (63.5120 85.3240) | 1004.9693 M (953.2144 -89.4514) || train (60.0707 81.6869) | 1021.1491 M (964.7843 -84.8415)| loss 2.6423 || lr 0.046254-0.009251-0.009251 | Time 2021-09-14 10:32:46
Epoch 052/120: (63.5940 85.3440) | 990.2906 M (941.7749 -92.6905) || train (59.8549 81.6124) | 1005.7305 M (951.8854 -87.3612)| loss 2.6507 || lr 0.045297-0.009059-0.009059 | Time 2021-09-14 10:45:29
Epoch 052/120: (63.5940 85.3440) | 990.2906 M (941.7748 -92.6905) || train (59.9131 81.6408) | 1005.7109 M (951.8670 -87.3624)| loss 2.6461 || lr 0.045297-0.009059-0.009059 | Time 2021-09-14 10:45:30
Epoch 053/120: (63.1820 85.4560) | 974.8494 M (930.5346 -96.8914) || train (59.7547 81.4977) | 990.3739 M (940.5345 -91.3669)| loss 2.6544 || lr 0.044334-0.008867-0.008867 | Time 2021-09-14 10:58:12
Epoch 053/120: (63.1800 85.4560) | 974.8494 M (930.5346 -96.8914) || train (59.7844 81.4755) | 990.3542 M (940.5217 -91.3738)| loss 2.6532 || lr 0.044334-0.008867-0.008867 | Time 2021-09-14 10:58:12
Epoch 054/120: (63.0960 85.4740) | 960.4508 M (920.0136 -100.7691) || train (59.4250 81.2791) | 974.9529 M (929.0239 -95.2772)| loss 2.6641 || lr 0.043366-0.008673-0.008673 | Time 2021-09-14 11:10:55
Epoch 054/120: (63.0960 85.4740) | 960.4508 M (920.0136 -100.7691) || train (59.6197 81.3333) | 974.9628 M (929.0272 -95.2706)| loss 2.6616 || lr 0.043366-0.008673-0.008673 | Time 2021-09-14 11:10:56
Epoch 055/120: (62.6920 85.0200) | 945.7568 M (909.6674 -105.1168) || train (59.4211 81.2465) | 959.5380 M (917.8409 -99.5091)| loss 2.6671 || lr 0.042395-0.008479-0.008479 | Time 2021-09-14 11:23:38
Epoch 055/120: (62.6920 85.0200) | 945.7568 M (909.6674 -105.1168) || train (59.4840 81.3562) | 959.5230 M (917.8306 -99.5138)| loss 2.6648 || lr 0.042395-0.008479-0.008479 | Time 2021-09-14 11:23:39
Epoch 056/120: (63.0700 85.2000) | 930.2815 M (899.5567 -110.4815) || train (59.2817 81.1598) | 944.1448 M (907.9880 -105.0494)| loss 2.6734 || lr 0.041420-0.008284-0.008284 | Time 2021-09-14 11:36:23
Epoch 056/120: (63.0720 85.1980) | 930.2815 M (899.5567 -110.4815) || train (59.3583 81.1925) | 944.1357 M (907.9807 -105.0512)| loss 2.6721 || lr 0.041420-0.008284-0.008284 | Time 2021-09-14 11:36:23
Epoch 057/120: (62.9820 85.1600) | 915.4490 M (889.8371 -115.5944) || train (59.1332 81.0370) | 928.7586 M (897.6750 -110.1226)| loss 2.6793 || lr 0.040442-0.008088-0.008088 | Time 2021-09-14 11:49:07
Epoch 057/120: (62.9820 85.1600) | 915.4490 M (889.8371 -115.5944) || train (59.1849 81.1143) | 928.7468 M (897.6714 -110.1309)| loss 2.6757 || lr 0.040442-0.008088-0.008088 | Time 2021-09-14 11:49:07
Epoch 058/120: (62.8000 85.0620) | 899.5652 M (877.6507 -119.2918) || train (59.1017 80.9572) | 913.3473 M (887.2175 -115.0764)| loss 2.6831 || lr 0.039463-0.007893-0.007893 | Time 2021-09-14 12:01:52
Epoch 058/120: (62.8020 85.0620) | 899.5652 M (877.6507 -119.2917) || train (59.0077 80.9725) | 913.3557 M (887.2222 -115.0728)| loss 2.6845 || lr 0.039463-0.007893-0.007893 | Time 2021-09-14 12:01:52
Epoch 059/120: (62.7700 84.9460) | 884.8068 M (866.6612 -123.0606) || train (58.7917 80.7471) | 897.9792 M (874.8622 -118.0892)| loss 2.6943 || lr 0.038482-0.007696-0.007696 | Time 2021-09-14 12:14:36
Epoch 059/120: (62.7700 84.9460) | 884.8068 M (866.6612 -123.0607) || train (58.8477 80.8531) | 897.9803 M (874.8638 -118.0898)| loss 2.6907 || lr 0.038482-0.007696-0.007696 | Time 2021-09-14 12:14:36
Epoch 060/120: (63.1080 85.0760) | 884.0654 M (863.1094 -120.2503) || train (59.0318 80.9318) | 890.1715 M (867.4694 -118.5042)| loss 2.6835 || lr 0.037500-0.007500-0.007500 | Time 2021-09-14 12:27:18
Epoch 060/120: (63.1080 85.0740) | 884.0654 M (863.1094 -120.2503) || train (59.0664 80.9708) | 890.1690 M (867.4666 -118.5038)| loss 2.6822 || lr 0.037500-0.007500-0.007500 | Time 2021-09-14 12:27:19
Epoch 061/120: (63.6160 85.5620) | 884.1763 M (861.9175 -118.9474) || train (59.6172 81.3345) | 890.0404 M (865.4110 -116.5768)| loss 2.6587 || lr 0.036518-0.007304-0.007304 | Time 2021-09-14 12:40:03
Epoch 061/120: (63.6160 85.5620) | 884.1764 M (861.9175 -118.9474) || train (59.6153 81.3943) | 890.0414 M (865.4106 -116.5754)| loss 2.6569 || lr 0.036518-0.007304-0.007304 | Time 2021-09-14 12:40:03
Epoch 062/120: (64.0400 85.5820) | 883.3901 M (859.5483 -117.3645) || train (60.0035 81.6124) | 889.9866 M (863.9024 -115.1220)| loss 2.6414 || lr 0.035537-0.007107-0.007107 | Time 2021-09-14 12:52:47
Epoch 062/120: (64.0420 85.5820) | 883.3901 M (859.5483 -117.3645) || train (60.0252 81.5999) | 889.9776 M (863.8955 -115.1242)| loss 2.6419 || lr 0.035537-0.007107-0.007107 | Time 2021-09-14 12:52:47
Epoch 063/120: (64.1520 85.7520) | 883.6790 M (858.0154 -115.5426) || train (60.4172 81.7827) | 889.9097 M (861.9717 -113.2682)| loss 2.6284 || lr 0.034558-0.006912-0.006912 | Time 2021-09-14 13:05:30
Epoch 063/120: (64.1520 85.7520) | 883.6791 M (858.0154 -115.5426) || train (60.3237 81.8712) | 889.9074 M (861.9699 -113.2687)| loss 2.6275 || lr 0.034558-0.006912-0.006912 | Time 2021-09-14 13:05:31
Epoch 064/120: (64.0080 85.7940) | 882.7555 M (856.8909 -115.3417) || train (60.7759 82.0746) | 889.8446 M (860.8351 -112.1968)| loss 2.6106 || lr 0.033580-0.006716-0.006716 | Time 2021-09-14 13:18:13
Epoch 064/120: (64.0080 85.7940) | 882.7555 M (856.8909 -115.3417) || train (60.6651 82.0192) | 889.8627 M (860.8451 -112.1887)| loss 2.6145 || lr 0.033580-0.006716-0.006716 | Time 2021-09-14 13:18:15
Epoch 065/120: (64.6180 86.1520) | 883.8825 M (856.1998 -113.5236) || train (61.0538 82.3269) | 889.8134 M (860.0167 -111.4095)| loss 2.5983 || lr 0.032605-0.006521-0.006521 | Time 2021-09-14 13:30:56
Epoch 065/120: (64.6180 86.1520) | 883.8825 M (856.1998 -113.5236) || train (60.9495 82.3299) | 889.8088 M (860.0135 -111.4109)| loss 2.5986 || lr 0.032605-0.006521-0.006521 | Time 2021-09-14 13:30:57
Epoch 066/120: (64.9120 86.4700) | 884.2962 M (856.2916 -113.2016) || train (61.3810 82.5066) | 889.7743 M (859.1695 -110.6015)| loss 2.5873 || lr 0.031634-0.006327-0.006327 | Time 2021-09-14 13:43:39
Epoch 066/120: (64.9120 86.4700) | 884.2962 M (856.2916 -113.2016) || train (61.2477 82.4410) | 889.7730 M (859.1653 -110.5985)| loss 2.5894 || lr 0.031634-0.006327-0.006327 | Time 2021-09-14 13:43:39
Epoch 067/120: (65.1560 86.6340) | 883.0972 M (855.5276 -113.6367) || train (61.6356 82.7073) | 889.7415 M (859.2483 -110.7131)| loss 2.5752 || lr 0.030666-0.006133-0.006133 | Time 2021-09-14 13:56:21
Epoch 067/120: (65.1560 86.6340) | 883.0972 M (855.5276 -113.6367) || train (61.5560 82.6796) | 889.7445 M (859.2477 -110.7094)| loss 2.5765 || lr 0.030666-0.006133-0.006133 | Time 2021-09-14 13:56:21
Epoch 068/120: (65.2080 86.5900) | 883.1238 M (855.4188 -113.5013) || train (61.8790 82.8797) | 889.7221 M (859.0784 -110.5626)| loss 2.5650 || lr 0.029703-0.005941-0.005941 | Time 2021-09-14 14:09:03
Epoch 068/120: (65.2080 86.5900) | 883.1238 M (855.4188 -113.5013) || train (61.8412 82.8396) | 889.7300 M (859.0858 -110.5620)| loss 2.5659 || lr 0.029703-0.005941-0.005941 | Time 2021-09-14 14:09:03
Epoch 069/120: (65.2800 86.6920) | 882.8764 M (855.1785 -113.5084) || train (61.9944 83.0008) | 889.7307 M (858.9399 -110.4154)| loss 2.5587 || lr 0.028746-0.005749-0.005749 | Time 2021-09-14 14:21:46
Epoch 069/120: (65.2820 86.6920) | 882.8764 M (855.1785 -113.5084) || train (62.0078 82.9732) | 889.7355 M (858.9454 -110.4162)| loss 2.5582 || lr 0.028746-0.005749-0.005749 | Time 2021-09-14 14:21:46
Epoch 070/120: (65.1840 86.5460) | 883.6188 M (855.4719 -113.0594) || train (62.2493 83.1363) | 889.6846 M (858.8949 -110.4164)| loss 2.5485 || lr 0.027794-0.005559-0.005559 | Time 2021-09-14 14:34:30
Epoch 070/120: (65.1840 86.5480) | 883.6187 M (855.4719 -113.0594) || train (62.2368 83.1652) | 889.6918 M (858.9022 -110.4166)| loss 2.5489 || lr 0.027794-0.005559-0.005559 | Time 2021-09-14 14:34:30
Epoch 071/120: (65.8180 86.8940) | 882.5033 M (854.7722 -113.4751) || train (62.3124 83.1997) | 889.7008 M (858.7349 -110.2404)| loss 2.5439 || lr 0.026849-0.005370-0.005370 | Time 2021-09-14 14:47:13
Epoch 071/120: (65.8180 86.8940) | 882.5033 M (854.7722 -113.4751) || train (62.3723 83.2606) | 889.6972 M (858.7330 -110.2420)| loss 2.5412 || lr 0.026849-0.005370-0.005370 | Time 2021-09-14 14:47:13
Epoch 072/120: (65.9120 86.9420) | 882.8291 M (855.1478 -113.5250) || train (62.5907 83.3685) | 889.6903 M (858.6751 -110.1910)| loss 2.5348 || lr 0.025912-0.005182-0.005182 | Time 2021-09-14 14:59:56
Epoch 072/120: (65.9100 86.9440) | 882.8291 M (855.1478 -113.5250) || train (62.6644 83.4030) | 889.6935 M (858.6786 -110.1914)| loss 2.5325 || lr 0.025912-0.005182-0.005182 | Time 2021-09-14 14:59:56
Epoch 073/120: (65.7320 86.7760) | 882.7198 M (854.7874 -113.2739) || train (62.8558 83.5692) | 889.7016 M (858.6840 -110.1886)| loss 2.5229 || lr 0.024982-0.004996-0.004996 | Time 2021-09-14 15:12:39
Epoch 073/120: (65.7320 86.7740) | 882.7198 M (854.7874 -113.2739) || train (62.8108 83.4620) | 889.7012 M (858.6837 -110.1888)| loss 2.5278 || lr 0.024982-0.004996-0.004996 | Time 2021-09-14 15:12:39
Epoch 074/120: (66.0860 87.1860) | 882.3902 M (854.5286 -113.3446) || train (63.0487 83.6379) | 889.6936 M (858.5773 -110.0899)| loss 2.5163 || lr 0.024061-0.004812-0.004812 | Time 2021-09-14 15:25:22
Epoch 074/120: (66.0860 87.1860) | 882.3902 M (854.5286 -113.3446) || train (63.0152 83.6185) | 889.6878 M (858.5752 -110.0936)| loss 2.5167 || lr 0.024061-0.004812-0.004812 | Time 2021-09-14 15:25:22
Epoch 075/120: (66.3480 87.2140) | 881.9441 M (854.3247 -113.5869) || train (63.2131 83.7397) | 889.6737 M (858.4954 -110.0279)| loss 2.5109 || lr 0.023149-0.004630-0.004630 | Time 2021-09-14 15:38:04
Epoch 075/120: (66.3500 87.2160) | 881.9441 M (854.3247 -113.5869) || train (63.1936 83.7092) | 889.6718 M (858.4943 -110.0287)| loss 2.5113 || lr 0.023149-0.004630-0.004630 | Time 2021-09-14 15:38:05
Epoch 076/120: (66.2340 86.9960) | 882.1132 M (854.3619 -113.4550) || train (63.4081 83.8844) | 889.6785 M (858.4776 -110.0053)| loss 2.5005 || lr 0.022247-0.004449-0.004449 | Time 2021-09-14 15:50:47
Epoch 076/120: (66.2380 86.9960) | 882.1132 M (854.3619 -113.4550) || train (63.4162 83.8916) | 889.6541 M (858.4606 -110.0127)| loss 2.5010 || lr 0.022247-0.004449-0.004449 | Time 2021-09-14 15:50:47
Epoch 077/120: (66.6260 87.3880) | 882.7125 M (854.5400 -113.0338) || train (63.6432 84.0500) | 889.6602 M (858.3469 -109.8930)| loss 2.4923 || lr 0.021356-0.004271-0.004271 | Time 2021-09-14 16:03:31
Epoch 077/120: (66.6280 87.3900) | 882.7125 M (854.5400 -113.0338) || train (63.5450 84.0104) | 889.6702 M (858.3478 -109.8838)| loss 2.4951 || lr 0.021356-0.004271-0.004271 | Time 2021-09-14 16:03:31
Epoch 078/120: (66.4760 87.3100) | 884.1473 M (855.0940 -112.1529) || train (63.7347 84.1268) | 889.6591 M (858.2772 -109.8244)| loss 2.4876 || lr 0.020475-0.004095-0.004095 | Time 2021-09-14 16:16:15
Epoch 078/120: (66.4760 87.3080) | 884.1473 M (855.0940 -112.1529) || train (63.8279 84.1718) | 889.6509 M (858.2744 -109.8297)| loss 2.4849 || lr 0.020475-0.004095-0.004095 | Time 2021-09-14 16:16:15
Epoch 079/120: (66.5680 87.3680) | 882.5151 M (853.9981 -112.6893) || train (64.0010 84.2973) | 889.6579 M (858.0725 -109.6208)| loss 2.4773 || lr 0.019607-0.003921-0.003921 | Time 2021-09-14 16:28:57
Epoch 079/120: (66.5680 87.3680) | 882.5151 M (853.9981 -112.6893) || train (63.9654 84.2631) | 889.6602 M (858.0748 -109.6208)| loss 2.4795 || lr 0.019607-0.003921-0.003921 | Time 2021-09-14 16:28:57
Epoch 080/120: (66.7580 87.3460) | 882.6259 M (854.1394 -112.7197) || train (64.1229 84.3179) | 889.6636 M (858.0611 -109.6037)| loss 2.4732 || lr 0.018750-0.003750-0.003750 | Time 2021-09-14 16:41:40
Epoch 080/120: (66.7580 87.3460) | 882.6259 M (854.1394 -112.7197) || train (64.1797 84.4376) | 889.6654 M (858.0623 -109.6031)| loss 2.4676 || lr 0.018750-0.003750-0.003750 | Time 2021-09-14 16:41:40
Epoch 081/120: (66.8280 87.6200) | 883.6605 M (854.6769 -112.2226) || train (64.3176 84.5422) | 889.6293 M (857.9812 -109.5582)| loss 2.4619 || lr 0.017906-0.003581-0.003581 | Time 2021-09-14 16:54:18
Epoch 081/120: (66.8280 87.6200) | 883.6605 M (854.6769 -112.2226) || train (64.2792 84.4735) | 889.6371 M (857.9818 -109.5510)| loss 2.4652 || lr 0.017906-0.003581-0.003581 | Time 2021-09-14 16:54:19
Epoch 082/120: (66.9540 87.7100) | 882.3178 M (853.9777 -112.8662) || train (64.5047 84.6187) | 889.6430 M (857.8909 -109.4542)| loss 2.4570 || lr 0.017076-0.003415-0.003415 | Time 2021-09-14 17:07:02
Epoch 082/120: (66.9560 87.7100) | 882.3177 M (853.9777 -112.8662) || train (64.4743 84.5923) | 889.6404 M (857.8911 -109.4569)| loss 2.4572 || lr 0.017076-0.003415-0.003415 | Time 2021-09-14 17:07:03
Epoch 083/120: (67.2500 87.7840) | 882.9222 M (854.2143 -112.4983) || train (64.6390 84.7257) | 889.6448 M (857.8969 -109.4583)| loss 2.4508 || lr 0.016260-0.003252-0.003252 | Time 2021-09-14 17:19:48
Epoch 083/120: (67.2500 87.7820) | 882.9222 M (854.2143 -112.4983) || train (64.7617 84.7444) | 889.6448 M (857.8989 -109.4603)| loss 2.4478 || lr 0.016260-0.003252-0.003252 | Time 2021-09-14 17:19:50
Epoch 084/120: (67.0660 87.7000) | 882.2667 M (853.8044 -112.7439) || train (64.8727 84.9250) | 889.6509 M (857.8456 -109.4010)| loss 2.4420 || lr 0.015458-0.003092-0.003092 | Time 2021-09-14 17:32:36
Epoch 084/120: (67.0660 87.7000) | 882.2667 M (853.8044 -112.7439) || train (64.8569 84.8496) | 889.6551 M (857.8500 -109.4012)| loss 2.4435 || lr 0.015458-0.003092-0.003092 | Time 2021-09-14 17:32:36
Epoch 085/120: (67.6780 87.9780) | 882.8940 M (854.1226 -112.4349) || train (64.9859 84.9910) | 889.6295 M (857.8497 -109.4265)| loss 2.4349 || lr 0.014671-0.002934-0.002934 | Time 2021-09-14 17:45:20
Epoch 085/120: (67.6780 87.9780) | 882.8940 M (854.1226 -112.4349) || train (65.0244 84.9444) | 889.6437 M (857.8587 -109.4212)| loss 2.4347 || lr 0.014671-0.002934-0.002934 | Time 2021-09-14 17:45:20
Epoch 086/120: (67.4720 87.8980) | 882.5458 M (853.8803 -112.5407) || train (65.1602 85.0232) | 889.6397 M (857.8518 -109.4184)| loss 2.4301 || lr 0.013900-0.002780-0.002780 | Time 2021-09-14 17:58:05
Epoch 086/120: (67.4720 87.8980) | 882.5458 M (853.8802 -112.5407) || train (65.3841 85.1579) | 889.6397 M (857.8524 -109.4189)| loss 2.4227 || lr 0.013900-0.002780-0.002780 | Time 2021-09-14 17:58:05
Epoch 087/120: (67.6360 88.0040) | 882.7728 M (854.0635 -112.4969) || train (65.5052 85.2432) | 889.6216 M (857.8917 -109.4764)| loss 2.4171 || lr 0.013146-0.002629-0.002629 | Time 2021-09-14 18:10:50
Epoch 087/120: (67.6360 88.0040) | 882.7728 M (854.0635 -112.4969) || train (65.4692 85.2329) | 889.6468 M (857.9040 -109.4634)| loss 2.4184 || lr 0.013146-0.002629-0.002629 | Time 2021-09-14 18:10:52
Epoch 088/120: (67.8720 88.1000) | 883.1359 M (854.3243 -112.3947) || train (65.6362 85.3173) | 889.6362 M (857.8836 -109.4537)| loss 2.4110 || lr 0.012408-0.002482-0.002482 | Time 2021-09-14 18:23:37
Epoch 088/120: (67.8720 88.1000) | 883.1360 M (854.3243 -112.3946) || train (65.6462 85.3342) | 889.6240 M (857.8786 -109.4608)| loss 2.4098 || lr 0.012408-0.002482-0.002482 | Time 2021-09-14 18:23:38
Epoch 089/120: (68.0220 88.1280) | 882.9971 M (854.1181 -112.3273) || train (65.8182 85.4244) | 889.6219 M (857.8376 -109.4219)| loss 2.4055 || lr 0.011687-0.002337-0.002337 | Time 2021-09-14 18:36:24
Epoch 089/120: (68.0220 88.1300) | 882.9971 M (854.1181 -112.3273) || train (65.8011 85.4394) | 889.6222 M (857.8379 -109.4219)| loss 2.4039 || lr 0.011687-0.002337-0.002337 | Time 2021-09-14 18:36:25
Epoch 090/120: (68.1280 88.1500) | 882.6422 M (853.9916 -112.5557) || train (65.9686 85.5691) | 889.6408 M (857.7934 -109.3589)| loss 2.3980 || lr 0.010983-0.002197-0.002197 | Time 2021-09-14 18:49:10
Epoch 090/120: (68.1280 88.1500) | 882.6422 M (853.9916 -112.5557) || train (66.0641 85.5577) | 889.6405 M (857.7986 -109.3644)| loss 2.3964 || lr 0.010983-0.002197-0.002197 | Time 2021-09-14 18:49:10
Epoch 091/120: (68.5280 88.4680) | 882.5701 M (853.9439 -112.5800) || train (66.1329 85.5985) | 889.6309 M (857.8141 -109.3895)| loss 2.3922 || lr 0.010298-0.002060-0.002060 | Time 2021-09-14 19:01:55
Epoch 091/120: (68.5280 88.4680) | 882.5701 M (853.9439 -112.5800) || train (66.2408 85.6314) | 889.6201 M (857.8074 -109.3935)| loss 2.3916 || lr 0.010298-0.002060-0.002060 | Time 2021-09-14 19:01:56
Epoch 092/120: (68.4100 88.4000) | 883.2140 M (854.2457 -112.2380) || train (66.2747 85.7343) | 889.6413 M (857.8401 -109.4050)| loss 2.3856 || lr 0.009632-0.001926-0.001926 | Time 2021-09-14 19:14:42
Epoch 092/120: (68.4100 88.4000) | 883.2140 M (854.2457 -112.2380) || train (66.3551 85.7511) | 889.6289 M (857.8328 -109.4101)| loss 2.3842 || lr 0.009632-0.001926-0.001926 | Time 2021-09-14 19:14:43
Epoch 093/120: (68.6320 88.4860) | 883.3223 M (854.4367 -112.3207) || train (66.5719 85.8693) | 889.6300 M (857.8784 -109.4546)| loss 2.3761 || lr 0.008985-0.001797-0.001797 | Time 2021-09-14 19:27:28
Epoch 093/120: (68.6320 88.4860) | 883.3223 M (854.4367 -112.3207) || train (66.4639 85.8816) | 889.6213 M (857.8697 -109.4547)| loss 2.3770 || lr 0.008985-0.001797-0.001797 | Time 2021-09-14 19:27:28
Epoch 094/120: (68.7320 88.6000) | 883.1126 M (854.2587 -112.3523) || train (66.6634 86.0082) | 889.6361 M (857.8698 -109.4400)| loss 2.3695 || lr 0.008357-0.001671-0.001671 | Time 2021-09-14 19:40:11
Epoch 094/120: (68.7320 88.6000) | 883.1126 M (854.2587 -112.3523) || train (66.7119 85.9984) | 889.6348 M (857.8728 -109.4443)| loss 2.3702 || lr 0.008357-0.001671-0.001671 | Time 2021-09-14 19:40:14
Epoch 095/120: (68.5940 88.6080) | 882.3421 M (853.9648 -112.8289) || train (66.8368 86.0782) | 889.6305 M (857.8647 -109.4405)| loss 2.3638 || lr 0.007749-0.001550-0.001550 | Time 2021-09-14 19:52:58
Epoch 095/120: (68.5940 88.6080) | 882.3421 M (853.9648 -112.8289) || train (66.8819 86.1323) | 889.6251 M (857.8652 -109.4464)| loss 2.3624 || lr 0.007749-0.001550-0.001550 | Time 2021-09-14 19:52:59
Epoch 096/120: (68.9140 88.6740) | 883.0249 M (854.2101 -112.3915) || train (67.0270 86.1767) | 889.6343 M (857.9046 -109.4765)| loss 2.3595 || lr 0.007162-0.001432-0.001432 | Time 2021-09-14 20:05:44
Epoch 096/120: (68.9120 88.6740) | 883.0249 M (854.2101 -112.3915) || train (67.0674 86.2098) | 889.6449 M (857.9067 -109.4680)| loss 2.3560 || lr 0.007162-0.001432-0.001432 | Time 2021-09-14 20:05:44
Epoch 097/120: (68.8800 88.7060) | 883.3359 M (854.4067 -112.2771) || train (67.2371 86.2719) | 889.6187 M (857.8755 -109.4631)| loss 2.3501 || lr 0.006595-0.001319-0.001319 | Time 2021-09-14 20:18:29
Epoch 097/120: (68.8800 88.7060) | 883.3359 M (854.4067 -112.2771) || train (67.2277 86.2886) | 889.6133 M (857.8748 -109.4677)| loss 2.3497 || lr 0.006595-0.001319-0.001319 | Time 2021-09-14 20:18:30
Epoch 098/120: (69.1560 88.7180) | 883.0049 M (854.2425 -112.4439) || train (67.3342 86.3557) | 889.6224 M (857.8841 -109.4679)| loss 2.3452 || lr 0.006050-0.001210-0.001210 | Time 2021-09-14 20:31:15
Epoch 098/120: (69.1580 88.7180) | 883.0049 M (854.2425 -112.4439) || train (67.3573 86.3793) | 889.6028 M (857.8725 -109.4759)| loss 2.3432 || lr 0.006050-0.001210-0.001210 | Time 2021-09-14 20:31:16
Epoch 099/120: (69.1400 88.8060) | 882.7206 M (854.1090 -112.5946) || train (67.5212 86.4611) | 889.6443 M (857.9054 -109.4674)| loss 2.3380 || lr 0.005526-0.001105-0.001105 | Time 2021-09-14 20:44:01
Epoch 099/120: (69.1400 88.8060) | 882.7206 M (854.1090 -112.5946) || train (67.5246 86.4801) | 889.6557 M (857.9101 -109.4606)| loss 2.3374 || lr 0.005526-0.001105-0.001105 | Time 2021-09-14 20:44:03
Epoch 100/120: (69.1840 88.7300) | 882.2395 M (853.9029 -112.8697) || train (67.6551 86.5134) | 889.6021 M (857.9100 -109.5141)| loss 2.3334 || lr 0.005024-0.001005-0.001005 | Time 2021-09-14 20:56:46
Epoch 100/120: (69.1820 88.7300) | 882.2396 M (853.9030 -112.8697) || train (67.7287 86.5373) | 889.6100 M (857.9140 -109.5103)| loss 2.3325 || lr 0.005024-0.001005-0.001005 | Time 2021-09-14 20:56:47
Epoch 101/120: (69.4060 88.8940) | 882.7131 M (854.1002 -112.5934) || train (67.8618 86.6366) | 889.6124 M (857.9202 -109.5141)| loss 2.3264 || lr 0.004544-0.000909-0.000909 | Time 2021-09-14 21:09:33
Epoch 101/120: (69.4060 88.8940) | 882.7131 M (854.1002 -112.5933) || train (67.8724 86.6764) | 889.6037 M (857.9171 -109.5197)| loss 2.3254 || lr 0.004544-0.000909-0.000909 | Time 2021-09-14 21:09:33
Epoch 102/120: (69.4180 89.0460) | 882.7648 M (854.0772 -112.5187) || train (67.8862 86.7177) | 889.6340 M (857.9203 -109.4925)| loss 2.3230 || lr 0.004087-0.000817-0.000817 | Time 2021-09-14 21:22:20
Epoch 102/120: (69.4180 89.0480) | 882.7648 M (854.0772 -112.5187) || train (68.0757 86.7811) | 889.6322 M (857.9186 -109.4926)| loss 2.3175 || lr 0.004087-0.000817-0.000817 | Time 2021-09-14 21:22:20
Epoch 103/120: (69.5060 88.9260) | 882.0666 M (853.7832 -112.9229) || train (68.0857 86.8423) | 889.6168 M (857.8712 -109.4606)| loss 2.3160 || lr 0.003653-0.000731-0.000731 | Time 2021-09-14 21:35:07
Epoch 103/120: (69.5060 88.9260) | 882.0666 M (853.7832 -112.9229) || train (68.0724 86.7472) | 889.6350 M (857.8849 -109.4561)| loss 2.3199 || lr 0.003653-0.000731-0.000731 | Time 2021-09-14 21:35:08
Epoch 104/120: (69.6140 89.0380) | 882.7687 M (854.0998 -112.5373) || train (68.2977 86.9421) | 889.6259 M (857.8878 -109.4682)| loss 2.3079 || lr 0.003242-0.000648-0.000648 | Time 2021-09-14 21:47:53
Epoch 104/120: (69.6140 89.0380) | 882.7687 M (854.0998 -112.5373) || train (68.2744 86.8635) | 889.5994 M (857.8703 -109.4772)| loss 2.3122 || lr 0.003242-0.000648-0.000648 | Time 2021-09-14 21:47:54
Epoch 105/120: (69.7080 89.1060) | 882.7867 M (854.1748 -112.5944) || train (68.5140 87.0668) | 889.6130 M (857.8915 -109.4847)| loss 2.3006 || lr 0.002855-0.000571-0.000571 | Time 2021-09-14 22:00:40
Epoch 105/120: (69.7080 89.1060) | 882.7867 M (854.1748 -112.5944) || train (68.2989 86.9653) | 889.6369 M (857.9039 -109.4732)| loss 2.3078 || lr 0.002855-0.000571-0.000571 | Time 2021-09-14 22:00:40
Epoch 106/120: (69.6300 89.1680) | 882.7552 M (854.1050 -112.5560) || train (68.5161 87.0343) | 889.6239 M (857.8836 -109.4659)| loss 2.3006 || lr 0.002491-0.000498-0.000498 | Time 2021-09-14 22:13:22
Epoch 106/120: (69.6280 89.1680) | 882.7553 M (854.1050 -112.5560) || train (68.5286 87.0272) | 889.6201 M (857.8844 -109.4705)| loss 2.3009 || lr 0.002491-0.000498-0.000498 | Time 2021-09-14 22:13:22
Epoch 107/120: (69.8820 89.2120) | 882.5606 M (853.9543 -112.6000) || train (68.5774 87.0751) | 889.6246 M (857.8970 -109.4787)| loss 2.2968 || lr 0.002151-0.000430-0.000430 | Time 2021-09-14 22:26:05
Epoch 107/120: (69.8820 89.2120) | 882.5606 M (853.9543 -112.6000) || train (68.6110 87.0993) | 889.6093 M (857.8840 -109.4810)| loss 2.2958 || lr 0.002151-0.000430-0.000430 | Time 2021-09-14 22:26:05
Epoch 108/120: (69.9040 89.2620) | 882.6877 M (854.0653 -112.5838) || train (68.7540 87.2260) | 889.6111 M (857.8721 -109.4672)| loss 2.2913 || lr 0.001835-0.000367-0.000367 | Time 2021-09-14 22:38:51
Epoch 108/120: (69.9020 89.2620) | 882.6877 M (854.0653 -112.5838) || train (68.6923 87.1564) | 889.6101 M (857.8755 -109.4716)| loss 2.2942 || lr 0.001835-0.000367-0.000367 | Time 2021-09-14 22:38:51
Epoch 109/120: (70.0700 89.2480) | 882.9171 M (854.1265 -112.4157) || train (68.8192 87.2432) | 889.6151 M (857.8693 -109.4605)| loss 2.2887 || lr 0.001544-0.000309-0.000309 | Time 2021-09-14 22:51:35
Epoch 109/120: (70.0700 89.2480) | 882.9171 M (854.1265 -112.4157) || train (68.8319 87.2435) | 889.6089 M (857.8642 -109.4616)| loss 2.2867 || lr 0.001544-0.000309-0.000309 | Time 2021-09-14 22:51:35
Epoch 110/120: (69.9900 89.0960) | 882.6980 M (853.9954 -112.5037) || train (68.9547 87.2807) | 889.6010 M (857.8458 -109.4511)| loss 2.2848 || lr 0.001278-0.000256-0.000256 | Time 2021-09-14 23:04:17
Epoch 110/120: (69.9900 89.0960) | 882.6980 M (853.9955 -112.5037) || train (68.8484 87.2857) | 889.6033 M (857.8445 -109.4474)| loss 2.2858 || lr 0.001278-0.000256-0.000256 | Time 2021-09-14 23:04:18
Epoch 111/120: (70.0680 89.2500) | 882.7318 M (854.0183 -112.4927) || train (68.9975 87.3161) | 889.6090 M (857.8373 -109.4345)| loss 2.2829 || lr 0.001036-0.000207-0.000207 | Time 2021-09-14 23:17:01
Epoch 111/120: (70.0680 89.2500) | 882.7318 M (854.0183 -112.4927) || train (69.0000 87.3459) | 889.6202 M (857.8476 -109.4337)| loss 2.2802 || lr 0.001036-0.000207-0.000207 | Time 2021-09-14 23:17:01
Epoch 112/120: (70.1080 89.2640) | 883.3966 M (854.2965 -112.1061) || train (69.0287 87.3523) | 889.5963 M (857.8136 -109.4235)| loss 2.2812 || lr 0.000819-0.000164-0.000164 | Time 2021-09-14 23:29:44
Epoch 112/120: (70.1080 89.2640) | 883.3966 M (854.2965 -112.1061) || train (69.0657 87.4249) | 889.5961 M (857.8142 -109.4243)| loss 2.2778 || lr 0.000819-0.000164-0.000164 | Time 2021-09-14 23:29:44
Epoch 113/120: (70.1060 89.2880) | 882.8278 M (854.0229 -112.4013) || train (69.1226 87.3913) | 889.6112 M (857.8216 -109.4167)| loss 2.2774 || lr 0.000628-0.000126-0.000126 | Time 2021-09-14 23:42:27
Epoch 113/120: (70.1040 89.2860) | 882.8278 M (854.0229 -112.4013) || train (69.0877 87.3762) | 889.6019 M (857.8150 -109.4193)| loss 2.2777 || lr 0.000628-0.000126-0.000126 | Time 2021-09-14 23:42:27
Epoch 114/120: (70.2240 89.3160) | 882.7266 M (853.9528 -112.4325) || train (69.0331 87.4201) | 889.6103 M (857.8170 -109.4129)| loss 2.2779 || lr 0.000462-0.000092-0.000092 | Time 2021-09-14 23:55:09
Epoch 114/120: (70.2220 89.3160) | 882.7266 M (853.9528 -112.4325) || train (69.2064 87.3979) | 889.6023 M (857.8150 -109.4190)| loss 2.2755 || lr 0.000462-0.000092-0.000092 | Time 2021-09-14 23:55:09
Epoch 115/120: (70.1880 89.2740) | 882.6807 M (853.8977 -112.4233) || train (69.1703 87.4237) | 889.6268 M (857.8263 -109.4058)| loss 2.2752 || lr 0.000321-0.000064-0.000064 | Time 2021-09-15 00:07:51
Epoch 115/120: (70.1880 89.2740) | 882.6807 M (853.8977 -112.4233) || train (69.1940 87.4700) | 889.6259 M (857.8212 -109.4015)| loss 2.2721 || lr 0.000321-0.000064-0.000064 | Time 2021-09-15 00:07:51
Epoch 116/120: (70.2900 89.2680) | 882.6882 M (853.9271 -112.4452) || train (69.3044 87.5066) | 889.6117 M (857.8069 -109.4014)| loss 2.2711 || lr 0.000205-0.000041-0.000041 | Time 2021-09-15 00:20:34
Epoch 116/120: (70.2880 89.2700) | 882.6882 M (853.9271 -112.4452) || train (69.3007 87.4683) | 889.6008 M (857.7964 -109.4019)| loss 2.2711 || lr 0.000205-0.000041-0.000041 | Time 2021-09-15 00:20:34
Epoch 117/120: (70.2180 89.3040) | 882.9589 M (854.0181 -112.2655) || train (69.3125 87.4566) | 889.6088 M (857.8027 -109.4001)| loss 2.2716 || lr 0.000116-0.000023-0.000023 | Time 2021-09-15 00:33:17
Epoch 117/120: (70.2180 89.3040) | 882.9589 M (854.0181 -112.2655) || train (69.3192 87.4856) | 889.5927 M (857.7892 -109.4027)| loss 2.2709 || lr 0.000116-0.000023-0.000023 | Time 2021-09-15 00:33:18
Epoch 118/120: (70.2680 89.3120) | 883.0031 M (854.0827 -112.2858) || train (69.2473 87.5117) | 889.5958 M (857.7914 -109.4018)| loss 2.2713 || lr 0.000051-0.000010-0.000010 | Time 2021-09-15 00:45:59
Epoch 118/120: (70.2680 89.3100) | 883.0031 M (854.0827 -112.2858) || train (69.3459 87.4772) | 889.5914 M (857.7918 -109.4066)| loss 2.2698 || lr 0.000051-0.000010-0.000010 | Time 2021-09-15 00:46:00
Epoch 119/120: (70.2740 89.3240) | 882.7236 M (853.9479 -112.4306) || train (69.3024 87.5162) | 889.6021 M (857.7938 -109.3979)| loss 2.2701 || lr 0.000013-0.000003-0.000003 | Time 2021-09-15 00:58:43
Epoch 119/120: (70.2740 89.3240) | 882.7236 M (853.9479 -112.4306) || train (69.2863 87.4883) | 889.5979 M (857.7913 -109.3996)| loss 2.2713 || lr 0.000013-0.000003-0.000003 | Time 2021-09-15 00:58:43