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msgc_mobilenetv2_att_log.txt
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msgc_mobilenetv2_att_log.txt
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Flops of dymobilenetv2: original 300.774272 M, target 188.88624281600002 M, possible 214.33296 M, main 182.659968 M, dgc 120.416128 M, mask 1.56896 M
Flops of dymobilenetv2: original 300.774272 M, target 188.88624281600002 M, possible 214.33296 M, main 182.659968 M, dgc 120.416128 M, mask 1.56896 M
Epoch 000/150: (60.8500 83.6620) | 304.5912 M (120.3623 -0.0000) || train (44.4504 68.2563) | 292.4806 M (108.2709 -0.0192)| loss 3.4201 || lr 0.075000-0.015000-0.015000 | Time 2021-08-12 10:49:40
Epoch 000/150: (60.8500 83.6620) | 304.5912 M (120.3623 -0.0000) || train (44.4434 68.1720) | 292.4808 M (108.2710 -0.0192)| loss 3.4224 || lr 0.075000-0.015000-0.015000 | Time 2021-08-12 10:49:40
Epoch 001/150: (63.2340 85.0980) | 304.5267 M (120.2977 -0.0000) || train (55.5810 78.3518) | 295.8259 M (111.6080 -0.0111)| loss 2.8851 || lr 0.074992-0.014998-0.014998 | Time 2021-08-12 11:13:12
Epoch 001/150: (63.2340 85.0980) | 304.5267 M (120.2977 -0.0000) || train (55.4578 78.2661) | 295.8261 M (111.6081 -0.0110)| loss 2.8907 || lr 0.074992-0.014998-0.014998 | Time 2021-08-12 11:13:12
Epoch 002/150: (63.9920 85.8760) | 302.7734 M (118.9507 -0.4062) || train (57.9090 80.1520) | 296.8496 M (112.6936 -0.0729)| loss 2.7784 || lr 0.074967-0.014993-0.014993 | Time 2021-08-12 11:36:59
Epoch 002/150: (63.9920 85.8760) | 302.7734 M (118.9507 -0.4062) || train (58.1198 80.1653) | 296.8496 M (112.6937 -0.0730)| loss 2.7742 || lr 0.074967-0.014993-0.014993 | Time 2021-08-12 11:36:59
Epoch 003/150: (64.3840 86.1920) | 301.1689 M (117.7505 -0.8105) || train (59.0041 80.9210) | 295.5076 M (111.8701 -0.5914)| loss 2.7278 || lr 0.074926-0.014985-0.014985 | Time 2021-08-12 12:00:28
Epoch 003/150: (64.3840 86.1920) | 301.1689 M (117.7505 -0.8105) || train (58.9629 80.9571) | 295.5074 M (111.8701 -0.5916)| loss 2.7273 || lr 0.074926-0.014985-0.014985 | Time 2021-08-12 12:00:28
Epoch 004/150: (64.7360 86.1520) | 298.6946 M (115.5556 -1.0899) || train (59.6234 81.3720) | 294.0178 M (110.6414 -0.8525)| loss 2.6967 || lr 0.074868-0.014974-0.014974 | Time 2021-08-12 12:23:52
Epoch 004/150: (64.7360 86.1520) | 298.6946 M (115.5556 -1.0899) || train (59.4562 81.3338) | 294.0174 M (110.6409 -0.8525)| loss 2.7005 || lr 0.074868-0.014974-0.014974 | Time 2021-08-12 12:23:52
Epoch 005/150: (65.0120 86.3980) | 296.6763 M (113.7129 -1.2656) || train (60.0870 81.6606) | 292.5242 M (109.3576 -1.0623)| loss 2.6732 || lr 0.074795-0.014959-0.014959 | Time 2021-08-12 12:47:16
Epoch 005/150: (65.0120 86.3980) | 296.6763 M (113.7129 -1.2656) || train (59.9798 81.5809) | 292.5239 M (109.3573 -1.0623)| loss 2.6794 || lr 0.074795-0.014959-0.014959 | Time 2021-08-12 12:47:16
Epoch 006/150: (64.4460 86.1680) | 294.9302 M (112.3371 -1.6359) || train (60.3754 81.9115) | 291.0320 M (108.1545 -1.3515)| loss 2.6572 || lr 0.074704-0.014941-0.014941 | Time 2021-08-12 13:10:42
Epoch 006/150: (64.4460 86.1680) | 294.9302 M (112.3371 -1.6359) || train (60.2920 81.8008) | 291.0317 M (108.1543 -1.3515)| loss 2.6609 || lr 0.074704-0.014941-0.014941 | Time 2021-08-12 13:10:42
Epoch 007/150: (64.9620 86.4100) | 293.9385 M (111.7215 -2.0119) || train (60.4778 81.9830) | 289.5466 M (107.0660 -1.7483)| loss 2.6473 || lr 0.074598-0.014920-0.014920 | Time 2021-08-12 13:34:07
Epoch 007/150: (64.9620 86.4100) | 293.9385 M (111.7215 -2.0119) || train (60.5568 82.0417) | 289.5466 M (107.0661 -1.7484)| loss 2.6472 || lr 0.074598-0.014920-0.014920 | Time 2021-08-12 13:34:07
Epoch 008/150: (65.0060 86.4760) | 292.8684 M (111.1554 -2.5159) || train (60.5588 82.0567) | 288.0585 M (106.0722 -2.2427)| loss 2.6397 || lr 0.074475-0.014895-0.014895 | Time 2021-08-12 13:57:32
Epoch 008/150: (65.0060 86.4760) | 292.8684 M (111.1554 -2.5159) || train (60.5657 82.1699) | 288.0584 M (106.0721 -2.2427)| loss 2.6374 || lr 0.074475-0.014895-0.014895 | Time 2021-08-12 13:57:32
Epoch 009/150: (64.7080 86.5260) | 291.7706 M (110.2321 -2.6904) || train (60.6895 82.1661) | 286.5673 M (104.9257 -2.5873)| loss 2.6334 || lr 0.074336-0.014867-0.014867 | Time 2021-08-12 14:20:53
Epoch 009/150: (64.7080 86.5260) | 291.7706 M (110.2321 -2.6904) || train (60.7708 82.2520) | 286.5673 M (104.9257 -2.5873)| loss 2.6295 || lr 0.074336-0.014867-0.014867 | Time 2021-08-12 14:20:53
Epoch 010/150: (64.3740 86.1240) | 289.7932 M (108.8576 -3.2933) || train (60.8829 82.3207) | 285.0696 M (103.7550 -2.9143)| loss 2.6213 || lr 0.074181-0.014836-0.014836 | Time 2021-08-12 14:44:16
Epoch 010/150: (64.3740 86.1240) | 289.7932 M (108.8576 -3.2933) || train (60.7249 82.3272) | 285.0698 M (103.7551 -2.9142)| loss 2.6247 || lr 0.074181-0.014836-0.014836 | Time 2021-08-12 14:44:16
Epoch 011/150: (64.8840 86.4220) | 287.3828 M (106.8172 -3.6633) || train (60.8720 82.3680) | 283.5780 M (102.6158 -3.2667)| loss 2.6167 || lr 0.074009-0.014802-0.014802 | Time 2021-08-12 15:07:35
Epoch 011/150: (64.8840 86.4220) | 287.3828 M (106.8172 -3.6633) || train (61.0736 82.4357) | 283.5786 M (102.6161 -3.2663)| loss 2.6116 || lr 0.074009-0.014802-0.014802 | Time 2021-08-12 15:07:35
Epoch 012/150: (65.2140 86.8060) | 285.3534 M (105.0624 -3.9380) || train (61.0534 82.5330) | 282.0833 M (101.4154 -3.5611)| loss 2.6070 || lr 0.073822-0.014764-0.014764 | Time 2021-08-12 15:30:59
Epoch 012/150: (65.2140 86.8060) | 285.3534 M (105.0624 -3.9380) || train (61.1597 82.5466) | 282.0829 M (101.4153 -3.5613)| loss 2.6060 || lr 0.073822-0.014764-0.014764 | Time 2021-08-12 15:30:59
Epoch 013/150: (64.8900 86.6080) | 282.9893 M (103.0444 -4.2840) || train (61.2544 82.5714) | 280.5872 M (100.2417 -3.8835)| loss 2.6011 || lr 0.073619-0.014724-0.014724 | Time 2021-08-12 15:54:18
Epoch 013/150: (64.8900 86.6080) | 282.9893 M (103.0444 -4.2840) || train (61.1286 82.5339) | 280.5875 M (100.2420 -3.8835)| loss 2.6037 || lr 0.073619-0.014724-0.014724 | Time 2021-08-12 15:54:18
Epoch 014/150: (65.0500 86.9160) | 281.0037 M (101.4315 -4.6567) || train (61.3713 82.7067) | 279.0945 M (99.0975 -4.2320)| loss 2.5943 || lr 0.073399-0.014680-0.014680 | Time 2021-08-12 16:17:40
Epoch 014/150: (65.0500 86.9160) | 281.0037 M (101.4315 -4.6567) || train (61.3456 82.6774) | 279.0947 M (99.0977 -4.2319)| loss 2.5928 || lr 0.073399-0.014680-0.014680 | Time 2021-08-12 16:17:40
Epoch 015/150: (65.8340 86.9560) | 279.0570 M (99.9279 -5.0999) || train (61.4505 82.8068) | 277.6020 M (97.9860 -4.6129)| loss 2.5878 || lr 0.073165-0.014633-0.014633 | Time 2021-08-12 16:40:57
Epoch 015/150: (65.8340 86.9560) | 279.0570 M (99.9279 -5.0999) || train (61.3660 82.7685) | 277.6014 M (97.9856 -4.6131)| loss 2.5889 || lr 0.073165-0.014633-0.014633 | Time 2021-08-12 16:40:57
Epoch 016/150: (65.1980 86.9140) | 277.2870 M (98.5998 -5.5418) || train (61.4652 82.8418) | 276.1095 M (96.8877 -5.0071)| loss 2.5857 || lr 0.072914-0.014583-0.014583 | Time 2021-08-12 17:04:18
Epoch 016/150: (65.1980 86.9140) | 277.2870 M (98.5998 -5.5418) || train (61.5822 82.8811) | 276.1098 M (96.8880 -5.0071)| loss 2.5794 || lr 0.072914-0.014583-0.014583 | Time 2021-08-12 17:04:18
Epoch 017/150: (65.6960 86.9840) | 275.6610 M (97.3775 -5.9455) || train (61.7427 82.9431) | 274.6200 M (95.8146 -5.4236)| loss 2.5741 || lr 0.072648-0.014530-0.014530 | Time 2021-08-12 17:27:37
Epoch 017/150: (65.6960 86.9840) | 275.6610 M (97.3775 -5.9455) || train (61.4937 82.9104) | 274.6192 M (95.8144 -5.4240)| loss 2.5809 || lr 0.072648-0.014530-0.014530 | Time 2021-08-12 17:27:37
Epoch 018/150: (65.2420 86.9220) | 274.2270 M (96.2815 -6.2834) || train (61.6761 82.9549) | 273.1303 M (94.7456 -5.8443)| loss 2.5736 || lr 0.072367-0.014473-0.014473 | Time 2021-08-12 17:51:02
Epoch 018/150: (65.2420 86.9220) | 274.2270 M (96.2815 -6.2834) || train (61.7059 82.9412) | 273.1302 M (94.7457 -5.8444)| loss 2.5728 || lr 0.072367-0.014473-0.014473 | Time 2021-08-12 17:51:02
Epoch 019/150: (65.9300 87.1440) | 272.7843 M (95.1809 -6.6255) || train (61.7969 83.0192) | 271.6411 M (93.6777 -6.2655)| loss 2.5687 || lr 0.072070-0.014414-0.014414 | Time 2021-08-12 18:14:25
Epoch 019/150: (65.9300 87.1440) | 272.7843 M (95.1809 -6.6255) || train (61.7351 83.0341) | 271.6412 M (93.6779 -6.2656)| loss 2.5704 || lr 0.072070-0.014414-0.014414 | Time 2021-08-12 18:14:25
Epoch 020/150: (65.8600 87.1400) | 271.1849 M (94.0208 -7.0649) || train (61.9547 83.0477) | 270.1504 M (92.6036 -6.6821)| loss 2.5653 || lr 0.071758-0.014352-0.014352 | Time 2021-08-12 18:37:52
Epoch 020/150: (65.8600 87.1400) | 271.1849 M (94.0208 -7.0649) || train (61.8066 83.0349) | 270.1501 M (92.6035 -6.6824)| loss 2.5658 || lr 0.071758-0.014352-0.014352 | Time 2021-08-12 18:37:52
Epoch 021/150: (65.7820 87.1140) | 269.6286 M (92.8897 -7.4901) || train (61.8236 83.1729) | 268.6605 M (91.5439 -7.1123)| loss 2.5603 || lr 0.071431-0.014286-0.014286 | Time 2021-08-12 19:01:26
Epoch 021/150: (65.7820 87.1140) | 269.6286 M (92.8897 -7.4901) || train (61.8453 83.0690) | 268.6605 M (91.5439 -7.1123)| loss 2.5630 || lr 0.071431-0.014286-0.014286 | Time 2021-08-12 19:01:26
Epoch 022/150: (65.8820 87.1500) | 268.0607 M (91.7483 -7.9165) || train (62.0176 83.2233) | 267.1707 M (90.4898 -7.5480)| loss 2.5558 || lr 0.071089-0.014218-0.014218 | Time 2021-08-12 19:24:54
Epoch 022/150: (65.8820 87.1500) | 268.0607 M (91.7483 -7.9165) || train (61.8551 83.1391) | 267.1706 M (90.4899 -7.5482)| loss 2.5610 || lr 0.071089-0.014218-0.014218 | Time 2021-08-12 19:24:54
Epoch 023/150: (65.8140 87.0880) | 266.6565 M (90.6536 -8.2261) || train (61.9766 83.2450) | 265.6787 M (89.3984 -7.9487)| loss 2.5557 || lr 0.070733-0.014147-0.014147 | Time 2021-08-12 19:48:13
Epoch 023/150: (65.8140 87.0880) | 266.6565 M (90.6536 -8.2261) || train (61.9127 83.1418) | 265.6785 M (89.3984 -7.9488)| loss 2.5578 || lr 0.070733-0.014147-0.014147 | Time 2021-08-12 19:48:13
Epoch 024/150: (65.8800 87.1920) | 264.8240 M (89.2606 -8.6656) || train (62.1150 83.2177) | 264.1870 M (88.2941 -8.3360)| loss 2.5517 || lr 0.070362-0.014072-0.014072 | Time 2021-08-12 20:11:36
Epoch 024/150: (65.8800 87.1920) | 264.8240 M (89.2606 -8.6656) || train (62.0910 83.2776) | 264.1872 M (88.2940 -8.3357)| loss 2.5493 || lr 0.070362-0.014072-0.014072 | Time 2021-08-12 20:11:36
Epoch 025/150: (65.7020 87.1480) | 263.1499 M (88.0053 -9.0844) || train (62.1214 83.2831) | 262.6946 M (87.2170 -8.7513)| loss 2.5472 || lr 0.069976-0.013995-0.013995 | Time 2021-08-12 20:34:59
Epoch 025/150: (65.7020 87.1480) | 263.1499 M (88.0053 -9.0844) || train (62.1717 83.3435) | 262.6948 M (87.2172 -8.7513)| loss 2.5458 || lr 0.069976-0.013995-0.013995 | Time 2021-08-12 20:34:59
Epoch 026/150: (65.5880 87.1280) | 260.9044 M (86.2490 -9.5735) || train (62.1291 83.3511) | 261.2018 M (86.1289 -9.1561)| loss 2.5460 || lr 0.069576-0.013915-0.013915 | Time 2021-08-12 20:58:26
Epoch 026/150: (65.5880 87.1280) | 260.9044 M (86.2490 -9.5735) || train (62.1292 83.2617) | 261.2014 M (86.1286 -9.1562)| loss 2.5477 || lr 0.069576-0.013915-0.013915 | Time 2021-08-12 20:58:26
Epoch 027/150: (65.6220 86.7920) | 259.2253 M (84.9777 -9.9813) || train (62.2437 83.3051) | 259.7076 M (85.0705 -9.5918)| loss 2.5446 || lr 0.069162-0.013832-0.013832 | Time 2021-08-12 21:21:52
Epoch 027/150: (65.6220 86.7920) | 259.2253 M (84.9777 -9.9813) || train (62.1698 83.3246) | 259.7078 M (85.0705 -9.5916)| loss 2.5461 || lr 0.069162-0.013832-0.013832 | Time 2021-08-12 21:21:52
Epoch 028/150: (66.3340 87.1500) | 257.4845 M (83.7337 -10.4781) || train (62.3352 83.4570) | 258.2171 M (84.0209 -10.0327)| loss 2.5388 || lr 0.068735-0.013747-0.013747 | Time 2021-08-12 21:45:20
Epoch 028/150: (66.3340 87.1500) | 257.4845 M (83.7337 -10.4781) || train (62.3092 83.4248) | 258.2170 M (84.0210 -10.0329)| loss 2.5389 || lr 0.068735-0.013747-0.013747 | Time 2021-08-12 21:45:20
Epoch 029/150: (65.5420 87.0340) | 255.8000 M (82.5959 -11.0248) || train (62.3523 83.3725) | 256.7243 M (83.0261 -10.5308)| loss 2.5395 || lr 0.068293-0.013659-0.013659 | Time 2021-08-12 22:08:48
Epoch 029/150: (65.5420 87.0340) | 255.8000 M (82.5959 -11.0248) || train (62.3186 83.4343) | 256.7236 M (83.0256 -10.5309)| loss 2.5380 || lr 0.068293-0.013659-0.013659 | Time 2021-08-12 22:08:48
Epoch 030/150: (66.1780 87.4920) | 254.1831 M (81.5651 -11.6109) || train (62.4337 83.5272) | 255.2341 M (82.0574 -11.0522)| loss 2.5330 || lr 0.067838-0.013568-0.013568 | Time 2021-08-12 22:32:12
Epoch 030/150: (66.1780 87.4920) | 254.1831 M (81.5651 -11.6109) || train (62.4372 83.4546) | 255.2347 M (82.0576 -11.0519)| loss 2.5344 || lr 0.067838-0.013568-0.013568 | Time 2021-08-12 22:32:12
Epoch 031/150: (66.0600 87.2760) | 252.5974 M (80.6091 -12.2406) || train (62.5710 83.5218) | 253.7417 M (81.1287 -11.6160)| loss 2.5299 || lr 0.067370-0.013474-0.013474 | Time 2021-08-12 22:55:33
Epoch 031/150: (66.0600 87.2760) | 252.5974 M (80.6091 -12.2406) || train (62.5153 83.5396) | 253.7423 M (81.1291 -11.6156)| loss 2.5297 || lr 0.067370-0.013474-0.013474 | Time 2021-08-12 22:55:33
Epoch 032/150: (66.3060 87.6820) | 251.2142 M (79.7848 -12.7995) || train (62.5685 83.6540) | 252.2513 M (80.2329 -12.2105)| loss 2.5261 || lr 0.066889-0.013378-0.013378 | Time 2021-08-12 23:18:57
Epoch 032/150: (66.3060 87.6820) | 251.2142 M (79.7848 -12.7995) || train (62.5180 83.4912) | 252.2512 M (80.2327 -12.2104)| loss 2.5295 || lr 0.066889-0.013378-0.013378 | Time 2021-08-12 23:18:57
Epoch 033/150: (65.7940 87.1600) | 249.6653 M (78.8268 -13.3904) || train (62.5412 83.5753) | 250.7612 M (79.3579 -12.8257)| loss 2.5254 || lr 0.066394-0.013279-0.013279 | Time 2021-08-12 23:42:22
Epoch 033/150: (65.7940 87.1600) | 249.6653 M (78.8268 -13.3904) || train (62.6191 83.5990) | 250.7606 M (79.3578 -12.8262)| loss 2.5249 || lr 0.066394-0.013279-0.013279 | Time 2021-08-12 23:42:22
Epoch 034/150: (66.1040 87.1860) | 248.1115 M (77.9979 -14.1154) || train (62.6880 83.6340) | 249.2692 M (78.4938 -13.4536)| loss 2.5240 || lr 0.065887-0.013177-0.013177 | Time 2021-08-13 00:05:46
Epoch 034/150: (66.1040 87.1860) | 248.1115 M (77.9979 -14.1154) || train (62.6812 83.6774) | 249.2697 M (78.4941 -13.4532)| loss 2.5207 || lr 0.065887-0.013177-0.013177 | Time 2021-08-13 00:05:46
Epoch 035/150: (66.1240 87.3600) | 246.5825 M (77.1771 -14.8235) || train (62.6572 83.6334) | 247.7781 M (77.6726 -14.1234)| loss 2.5212 || lr 0.065368-0.013074-0.013074 | Time 2021-08-13 00:29:09
Epoch 035/150: (66.1240 87.3600) | 246.5825 M (77.1771 -14.8235) || train (62.7607 83.6999) | 247.7783 M (77.6725 -14.1232)| loss 2.5179 || lr 0.065368-0.013074-0.013074 | Time 2021-08-13 00:29:09
Epoch 036/150: (66.4720 87.5480) | 245.1338 M (76.4235 -15.5187) || train (62.8227 83.8188) | 246.2859 M (76.8680 -14.8111)| loss 2.5149 || lr 0.064836-0.012967-0.012967 | Time 2021-08-13 00:52:32
Epoch 036/150: (66.4720 87.5480) | 245.1338 M (76.4235 -15.5187) || train (62.7082 83.7161) | 246.2857 M (76.8679 -14.8111)| loss 2.5173 || lr 0.064836-0.012967-0.012967 | Time 2021-08-13 00:52:32
Epoch 037/150: (66.2000 87.4440) | 243.5182 M (75.6030 -16.3137) || train (62.8483 83.7796) | 244.7934 M (76.1018 -15.5373)| loss 2.5144 || lr 0.064293-0.012859-0.012859 | Time 2021-08-13 01:15:58
Epoch 037/150: (66.2000 87.4440) | 243.5182 M (75.6030 -16.3137) || train (62.9135 83.8268) | 244.7937 M (76.1020 -15.5372)| loss 2.5117 || lr 0.064293-0.012859-0.012859 | Time 2021-08-13 01:15:58
Epoch 038/150: (66.4840 87.4260) | 242.1349 M (74.9048 -16.9988) || train (62.9004 83.8096) | 243.3018 M (75.3508 -16.2780)| loss 2.5115 || lr 0.063737-0.012747-0.012747 | Time 2021-08-13 01:39:28
Epoch 038/150: (66.4840 87.4260) | 242.1349 M (74.9048 -16.9988) || train (62.9382 83.8190) | 243.3014 M (75.3507 -16.2783)| loss 2.5092 || lr 0.063737-0.012747-0.012747 | Time 2021-08-13 01:39:28
Epoch 039/150: (66.1100 87.3840) | 240.5701 M (74.1034 -17.7622) || train (62.9034 83.8282) | 241.8094 M (74.5804 -17.0000)| loss 2.5103 || lr 0.063171-0.012634-0.012634 | Time 2021-08-13 02:03:05
Epoch 039/150: (66.1100 87.3840) | 240.5701 M (74.1034 -17.7622) || train (62.9839 83.9297) | 241.8090 M (74.5802 -17.0001)| loss 2.5080 || lr 0.063171-0.012634-0.012634 | Time 2021-08-13 02:03:05
Epoch 040/150: (66.8040 87.6780) | 238.9685 M (73.2895 -18.5499) || train (63.0987 83.8959) | 240.3167 M (73.8026 -17.7149)| loss 2.5054 || lr 0.062592-0.012518-0.012518 | Time 2021-08-13 02:26:46
Epoch 040/150: (66.8040 87.6780) | 238.9685 M (73.2895 -18.5499) || train (62.9543 83.8586) | 240.3171 M (73.8029 -17.7147)| loss 2.5080 || lr 0.062592-0.012518-0.012518 | Time 2021-08-13 02:26:46
Epoch 041/150: (66.5860 87.6580) | 237.4500 M (72.5238 -19.3027) || train (63.1043 83.9712) | 238.8257 M (73.0350 -18.4383)| loss 2.5035 || lr 0.062003-0.012401-0.012401 | Time 2021-08-13 02:50:17
Epoch 041/150: (66.5860 87.6580) | 237.4500 M (72.5238 -19.3027) || train (63.0514 83.9056) | 238.8253 M (73.0348 -18.4384)| loss 2.5040 || lr 0.062003-0.012401-0.012401 | Time 2021-08-13 02:50:17
Epoch 042/150: (66.5520 87.6240) | 236.0202 M (71.7429 -19.9516) || train (63.1599 83.9751) | 237.3328 M (72.2521 -19.1482)| loss 2.5003 || lr 0.061403-0.012281-0.012281 | Time 2021-08-13 03:13:54
Epoch 042/150: (66.5520 87.6240) | 236.0202 M (71.7429 -19.9516) || train (63.0781 83.8594) | 237.3320 M (72.2519 -19.1488)| loss 2.5042 || lr 0.061403-0.012281-0.012281 | Time 2021-08-13 03:13:54
Epoch 043/150: (66.4160 87.2760) | 234.6089 M (71.0052 -20.6253) || train (63.0784 83.9161) | 235.8409 M (71.4834 -19.8714)| loss 2.5019 || lr 0.060793-0.012159-0.012159 | Time 2021-08-13 03:37:31
Epoch 043/150: (66.4160 87.2760) | 234.6089 M (71.0052 -20.6253) || train (63.0885 84.0044) | 235.8415 M (71.4838 -19.8712)| loss 2.4998 || lr 0.060793-0.012159-0.012159 | Time 2021-08-13 03:37:31
Epoch 044/150: (66.4880 87.6260) | 233.0724 M (70.2321 -21.3887) || train (63.1099 83.9354) | 234.3485 M (70.7239 -20.6044)| loss 2.5003 || lr 0.060172-0.012034-0.012034 | Time 2021-08-13 04:01:04
Epoch 044/150: (66.4880 87.6260) | 233.0724 M (70.2321 -21.3887) || train (63.0027 83.9147) | 234.3482 M (70.7239 -20.6046)| loss 2.5029 || lr 0.060172-0.012034-0.012034 | Time 2021-08-13 04:01:04
Epoch 045/150: (65.8780 87.4200) | 231.5444 M (69.5474 -22.2320) || train (63.2451 84.0786) | 232.8540 M (70.0153 -21.3903)| loss 2.4955 || lr 0.059542-0.011908-0.011908 | Time 2021-08-13 04:24:37
Epoch 045/150: (65.8780 87.4200) | 231.5444 M (69.5474 -22.2320) || train (63.1813 84.0176) | 232.8539 M (70.0151 -21.3901)| loss 2.4977 || lr 0.059542-0.011908-0.011908 | Time 2021-08-13 04:24:37
Epoch 046/150: (66.9600 87.9180) | 230.0141 M (68.7592 -22.9741) || train (63.1892 84.0105) | 231.3621 M (69.2795 -22.1463)| loss 2.4954 || lr 0.058902-0.011780-0.011780 | Time 2021-08-13 04:48:15
Epoch 046/150: (66.9600 87.9180) | 230.0141 M (68.7592 -22.9741) || train (63.1653 84.0062) | 231.3629 M (69.2797 -22.1458)| loss 2.4982 || lr 0.058902-0.011780-0.011780 | Time 2021-08-13 04:48:15
Epoch 047/150: (66.8920 87.8160) | 228.5866 M (68.0139 -23.6562) || train (63.1656 84.0157) | 229.8697 M (68.5325 -22.8917)| loss 2.4964 || lr 0.058252-0.011650-0.011650 | Time 2021-08-13 05:11:54
Epoch 047/150: (66.8920 87.8160) | 228.5866 M (68.0139 -23.6562) || train (63.2788 84.0887) | 229.8696 M (68.5324 -22.8917)| loss 2.4933 || lr 0.058252-0.011650-0.011650 | Time 2021-08-13 05:11:54
Epoch 048/150: (66.9700 87.6280) | 227.0433 M (67.2029 -24.3885) || train (63.2793 84.0141) | 228.3778 M (67.7382 -23.5894)| loss 2.4954 || lr 0.057594-0.011519-0.011519 | Time 2021-08-13 05:35:36
Epoch 048/150: (66.9700 87.6280) | 227.0433 M (67.2029 -24.3885) || train (63.3036 84.0541) | 228.3781 M (67.7385 -23.5893)| loss 2.4929 || lr 0.057594-0.011519-0.011519 | Time 2021-08-13 05:35:36
Epoch 049/150: (66.6940 87.6880) | 225.5912 M (66.4916 -25.1294) || train (63.3024 84.0694) | 226.8855 M (66.9851 -24.3285)| loss 2.4928 || lr 0.056926-0.011385-0.011385 | Time 2021-08-13 05:59:25
Epoch 049/150: (66.6940 87.6880) | 225.5912 M (66.4916 -25.1294) || train (63.3728 84.1084) | 226.8857 M (66.9852 -24.3284)| loss 2.4895 || lr 0.056926-0.011385-0.011385 | Time 2021-08-13 05:59:25
Epoch 050/150: (66.6980 87.8200) | 224.0648 M (65.7107 -25.8748) || train (63.4192 84.1810) | 225.3950 M (66.2368 -25.0707)| loss 2.4860 || lr 0.056250-0.011250-0.011250 | Time 2021-08-13 06:23:15
Epoch 050/150: (66.6980 87.8200) | 224.0648 M (65.7107 -25.8748) || train (63.2682 84.0232) | 225.3947 M (66.2367 -25.0710)| loss 2.4940 || lr 0.056250-0.011250-0.011250 | Time 2021-08-13 06:23:15
Epoch 051/150: (66.8400 87.5720) | 222.4918 M (64.9775 -26.7147) || train (63.3525 84.1640) | 223.9037 M (65.5142 -25.8395)| loss 2.4873 || lr 0.055566-0.011113-0.011113 | Time 2021-08-13 06:47:02
Epoch 051/150: (66.8400 87.5720) | 222.4918 M (64.9775 -26.7147) || train (63.5102 84.1562) | 223.9046 M (65.5146 -25.8390)| loss 2.4869 || lr 0.055566-0.011113-0.011113 | Time 2021-08-13 06:47:02
Epoch 052/150: (66.7440 87.6320) | 221.0826 M (64.2306 -27.3770) || train (63.4757 84.2277) | 222.4111 M (64.7787 -26.5965)| loss 2.4870 || lr 0.054874-0.010975-0.010975 | Time 2021-08-13 07:10:51
Epoch 052/150: (66.7440 87.6320) | 221.0826 M (64.2306 -27.3770) || train (63.3553 84.1580) | 222.4102 M (64.7783 -26.5970)| loss 2.4873 || lr 0.054874-0.010975-0.010975 | Time 2021-08-13 07:10:51
Epoch 053/150: (66.7600 87.8540) | 219.6496 M (63.5285 -28.1079) || train (63.3725 84.1546) | 220.9239 M (64.0213 -27.3264)| loss 2.4892 || lr 0.054174-0.010835-0.010835 | Time 2021-08-13 07:34:36
Epoch 053/150: (66.7600 87.8540) | 219.6496 M (63.5285 -28.1079) || train (63.3755 84.1020) | 220.9224 M (64.0209 -27.3274)| loss 2.4909 || lr 0.054174-0.010835-0.010835 | Time 2021-08-13 07:34:36
Epoch 054/150: (67.0460 87.9660) | 218.1268 M (62.7206 -28.8227) || train (63.4306 84.1140) | 219.4319 M (63.2776 -28.0747)| loss 2.4871 || lr 0.053467-0.010693-0.010693 | Time 2021-08-13 07:58:29
Epoch 054/150: (67.0460 87.9660) | 218.1268 M (62.7206 -28.8227) || train (63.4880 84.2455) | 219.4313 M (63.2774 -28.0751)| loss 2.4842 || lr 0.053467-0.010693-0.010693 | Time 2021-08-13 07:58:29
Epoch 055/150: (66.6960 87.7040) | 216.6609 M (61.9502 -29.5182) || train (63.4224 84.1499) | 217.9391 M (62.4766 -28.7665)| loss 2.4870 || lr 0.052753-0.010551-0.010551 | Time 2021-08-13 08:22:06
Epoch 055/150: (66.6960 87.7040) | 216.6609 M (61.9502 -29.5182) || train (63.4847 84.3017) | 217.9399 M (62.4772 -28.7663)| loss 2.4814 || lr 0.052753-0.010551-0.010551 | Time 2021-08-13 08:22:06
Epoch 056/150: (66.9500 87.9600) | 215.1457 M (61.1958 -30.2790) || train (63.5295 84.2339) | 216.4487 M (61.7269 -29.5072)| loss 2.4837 || lr 0.052032-0.010406-0.010406 | Time 2021-08-13 08:51:01
Epoch 056/150: (66.9500 87.9600) | 215.1457 M (61.1958 -30.2790) || train (63.4543 84.1459) | 216.4487 M (61.7272 -29.5073)| loss 2.4864 || lr 0.052032-0.010406-0.010406 | Time 2021-08-13 08:51:01
Epoch 057/150: (66.7020 87.7240) | 213.7480 M (60.4336 -30.9145) || train (63.4793 84.2411) | 214.9602 M (60.9604 -30.2291)| loss 2.4841 || lr 0.051305-0.010261-0.010261 | Time 2021-08-13 09:25:51
Epoch 057/150: (66.7020 87.7240) | 213.7480 M (60.4336 -30.9145) || train (63.4740 84.2342) | 214.9589 M (60.9601 -30.2301)| loss 2.4837 || lr 0.051305-0.010261-0.010261 | Time 2021-08-13 09:25:51
Epoch 058/150: (67.0120 87.7920) | 212.2133 M (59.7128 -31.7284) || train (63.4843 84.1833) | 213.4676 M (60.2037 -30.9651)| loss 2.4841 || lr 0.050571-0.010114-0.010114 | Time 2021-08-13 10:00:00
Epoch 058/150: (67.0120 87.7920) | 212.2133 M (59.7128 -31.7284) || train (63.4537 84.1732) | 213.4684 M (60.2043 -30.9648)| loss 2.4855 || lr 0.050571-0.010114-0.010114 | Time 2021-08-13 10:00:00
Epoch 059/150: (66.1180 87.2040) | 210.7071 M (59.0199 -32.5417) || train (63.5199 84.2414) | 211.9796 M (59.5282 -31.7776)| loss 2.4826 || lr 0.049832-0.009966-0.009966 | Time 2021-08-13 10:31:20
Epoch 059/150: (66.1180 87.2040) | 210.7071 M (59.0199 -32.5417) || train (63.5465 84.2068) | 211.9793 M (59.5280 -31.7777)| loss 2.4824 || lr 0.049832-0.009966-0.009966 | Time 2021-08-13 10:31:20
Epoch 060/150: (66.6160 87.5920) | 209.2610 M (58.3628 -33.3307) || train (63.5792 84.2314) | 210.4902 M (58.8418 -32.5805)| loss 2.4819 || lr 0.049088-0.009818-0.009818 | Time 2021-08-13 11:04:10
Epoch 060/150: (66.6160 87.5920) | 209.2610 M (58.3628 -33.3307) || train (63.4694 84.2466) | 210.4901 M (58.8416 -32.5804)| loss 2.4835 || lr 0.049088-0.009818-0.009818 | Time 2021-08-13 11:04:10
Epoch 061/150: (66.5840 87.5820) | 207.8271 M (57.6144 -34.0162) || train (63.5462 84.2088) | 209.0014 M (58.1154 -33.3428)| loss 2.4820 || lr 0.048339-0.009668-0.009668 | Time 2021-08-13 11:34:16
Epoch 061/150: (66.5840 87.5820) | 207.8271 M (57.6144 -34.0162) || train (63.5345 84.2180) | 209.0019 M (58.1156 -33.3426)| loss 2.4835 || lr 0.048339-0.009668-0.009668 | Time 2021-08-13 11:34:16
Epoch 062/150: (66.6180 87.5760) | 206.3965 M (56.8174 -34.6498) || train (63.5264 84.2655) | 207.5132 M (57.3163 -34.0320)| loss 2.4817 || lr 0.047584-0.009517-0.009517 | Time 2021-08-13 12:04:44
Epoch 062/150: (66.6180 87.5760) | 206.3965 M (56.8174 -34.6498) || train (63.5136 84.2578) | 207.5127 M (57.3162 -34.0324)| loss 2.4826 || lr 0.047584-0.009517-0.009517 | Time 2021-08-13 12:04:44
Epoch 063/150: (66.9680 87.6060) | 204.8877 M (56.0472 -35.3884) || train (63.5323 84.2008) | 206.0230 M (56.5650 -34.7709)| loss 2.4833 || lr 0.046826-0.009365-0.009365 | Time 2021-08-13 12:34:16
Epoch 063/150: (66.9680 87.6060) | 204.8877 M (56.0472 -35.3884) || train (63.4829 84.1685) | 206.0231 M (56.5650 -34.7708)| loss 2.4855 || lr 0.046826-0.009365-0.009365 | Time 2021-08-13 12:34:16
Epoch 064/150: (67.2700 87.8960) | 203.3958 M (55.4303 -36.2634) || train (63.4928 84.2128) | 204.5301 M (55.8608 -35.5597)| loss 2.4848 || lr 0.046063-0.009213-0.009213 | Time 2021-08-13 13:06:09
Epoch 064/150: (67.2700 87.8960) | 203.3958 M (55.4303 -36.2634) || train (63.6514 84.2898) | 204.5297 M (55.8608 -35.5600)| loss 2.4791 || lr 0.046063-0.009213-0.009213 | Time 2021-08-13 13:06:09
Epoch 065/150: (66.8580 87.8400) | 201.9222 M (54.7912 -37.0979) || train (63.6329 84.2459) | 203.0446 M (55.2191 -36.4034)| loss 2.4807 || lr 0.045297-0.009059-0.009059 | Time 2021-08-13 13:38:17
Epoch 065/150: (66.8580 87.8400) | 201.9222 M (54.7912 -37.0979) || train (63.5323 84.2372) | 203.0442 M (55.2188 -36.4036)| loss 2.4820 || lr 0.045297-0.009059-0.009059 | Time 2021-08-13 13:38:17
Epoch 066/150: (66.4880 87.5460) | 200.4646 M (54.0488 -37.8131) || train (63.5277 84.1985) | 201.5563 M (54.5302 -37.2028)| loss 2.4843 || lr 0.044527-0.008905-0.008905 | Time 2021-08-13 15:04:20
Epoch 066/150: (66.4880 87.5460) | 200.4646 M (54.0488 -37.8131) || train (63.5818 84.2049) | 201.5577 M (54.5306 -37.2018)| loss 2.4828 || lr 0.044527-0.008905-0.008905 | Time 2021-08-13 15:04:20
Epoch 067/150: (66.3760 87.3580) | 198.9930 M (53.2887 -38.5247) || train (63.4894 84.2177) | 200.0689 M (53.7711 -37.9312)| loss 2.4847 || lr 0.043754-0.008751-0.008751 | Time 2021-08-13 15:42:53
Epoch 067/150: (66.3760 87.3580) | 198.9930 M (53.2887 -38.5247) || train (63.5066 84.2049) | 200.0684 M (53.7710 -37.9315)| loss 2.4847 || lr 0.043754-0.008751-0.008751 | Time 2021-08-13 15:42:53
Epoch 068/150: (67.0020 87.5360) | 197.5744 M (52.5599 -39.2145) || train (63.4504 84.1684) | 198.5802 M (53.0195 -38.6683)| loss 2.4857 || lr 0.042978-0.008596-0.008596 | Time 2021-08-13 16:18:31
Epoch 068/150: (67.0020 87.5360) | 197.5744 M (52.5599 -39.2145) || train (63.5606 84.2539) | 198.5815 M (53.0199 -38.6674)| loss 2.4834 || lr 0.042978-0.008596-0.008596 | Time 2021-08-13 16:18:31
Epoch 069/150: (66.8480 87.6380) | 196.0855 M (51.8277 -39.9711) || train (63.5116 84.2189) | 197.0893 M (52.2779 -39.4176)| loss 2.4847 || lr 0.042200-0.008440-0.008440 | Time 2021-08-13 16:50:30
Epoch 069/150: (66.8480 87.6380) | 196.0855 M (51.8277 -39.9711) || train (63.4941 84.2004) | 197.0901 M (52.2782 -39.4170)| loss 2.4838 || lr 0.042200-0.008440-0.008440 | Time 2021-08-13 16:50:30
Epoch 070/150: (66.7860 87.6940) | 194.5639 M (51.0717 -40.7368) || train (63.4914 84.1699) | 195.5990 M (51.5385 -40.1684)| loss 2.4862 || lr 0.041420-0.008284-0.008284 | Time 2021-08-13 17:25:19
Epoch 070/150: (66.7860 87.6940) | 194.5639 M (51.0717 -40.7368) || train (63.5261 84.2208) | 195.5991 M (51.5385 -40.1683)| loss 2.4853 || lr 0.041420-0.008284-0.008284 | Time 2021-08-13 17:25:19
Epoch 071/150: (66.7040 87.3860) | 193.1302 M (50.4704 -41.5692) || train (63.5314 84.1757) | 194.1088 M (50.8100 -40.9301)| loss 2.4864 || lr 0.040638-0.008128-0.008128 | Time 2021-08-13 17:56:33
Epoch 071/150: (66.7040 87.3860) | 193.1302 M (50.4704 -41.5692) || train (63.4738 84.2097) | 194.1088 M (50.8100 -40.9302)| loss 2.4867 || lr 0.040638-0.008128-0.008128 | Time 2021-08-13 17:56:33
Epoch 072/150: (66.7620 87.5940) | 191.6417 M (49.8177 -42.4049) || train (63.5512 84.2133) | 192.6185 M (50.2189 -41.8293)| loss 2.4828 || lr 0.039855-0.007971-0.007971 | Time 2021-08-13 18:29:13
Epoch 072/150: (66.7620 87.5940) | 191.6417 M (49.8177 -42.4049) || train (63.5778 84.2778) | 192.6184 M (50.2188 -41.8294)| loss 2.4805 || lr 0.039855-0.007971-0.007971 | Time 2021-08-13 18:29:13
Epoch 073/150: (66.6100 87.3240) | 190.1332 M (49.1972 -43.2930) || train (63.5289 84.2352) | 191.1309 M (49.5524 -42.6505)| loss 2.4846 || lr 0.039070-0.007814-0.007814 | Time 2021-08-13 19:01:25
Epoch 073/150: (66.6100 87.3240) | 190.1332 M (49.1972 -43.2930) || train (63.4627 84.1551) | 191.1304 M (49.5523 -42.6508)| loss 2.4854 || lr 0.039070-0.007814-0.007814 | Time 2021-08-13 19:01:25
Epoch 074/150: (66.8920 87.6480) | 188.6778 M (48.4365 -43.9876) || train (63.6488 84.3081) | 189.6450 M (48.8872 -43.4712)| loss 2.4810 || lr 0.038285-0.007657-0.007657 | Time 2021-08-13 19:36:06
Epoch 074/150: (66.8920 87.6480) | 188.6778 M (48.4365 -43.9876) || train (63.5814 84.1977) | 189.6448 M (48.8871 -43.4713)| loss 2.4855 || lr 0.038285-0.007657-0.007657 | Time 2021-08-13 19:36:06
Epoch 075/150: (66.9680 87.8560) | 188.5665 M (48.2943 -43.9567) || train (63.8119 84.3835) | 188.8715 M (48.4395 -43.7970)| loss 2.4716 || lr 0.037500-0.007500-0.007500 | Time 2021-08-13 23:51:56
Epoch 075/150: (66.9680 87.8560) | 188.5665 M (48.2943 -43.9567) || train (63.7150 84.3519) | 188.8715 M (48.4396 -43.7970)| loss 2.4731 || lr 0.037500-0.007500-0.007500 | Time 2021-08-13 23:51:56
Epoch 076/150: (67.4940 87.8500) | 188.5472 M (48.2429 -43.9246) || train (63.9335 84.4710) | 188.8642 M (48.3512 -43.7160)| loss 2.4643 || lr 0.036715-0.007343-0.007343 | Time 2021-08-14 01:58:17
Epoch 076/150: (67.4940 87.8500) | 188.5472 M (48.2429 -43.9246) || train (64.0111 84.4587) | 188.8641 M (48.3512 -43.7160)| loss 2.4652 || lr 0.036715-0.007343-0.007343 | Time 2021-08-14 01:58:17
Epoch 077/150: (67.5780 88.1340) | 188.5528 M (48.1853 -43.8614) || train (64.1455 84.6350) | 188.8609 M (48.2952 -43.6632)| loss 2.4565 || lr 0.035930-0.007186-0.007186 | Time 2021-08-14 03:48:57
Epoch 077/150: (67.5780 88.1340) | 188.5528 M (48.1853 -43.8614) || train (64.1777 84.6195) | 188.8615 M (48.2953 -43.6628)| loss 2.4573 || lr 0.035930-0.007186-0.007186 | Time 2021-08-14 03:48:57
Epoch 078/150: (66.9660 87.7760) | 188.5730 M (48.1717 -43.8276) || train (64.4788 84.8315) | 188.8599 M (48.2531 -43.6220)| loss 2.4445 || lr 0.035145-0.007029-0.007029 | Time 2021-08-14 04:43:30
Epoch 078/150: (66.9660 87.7760) | 188.5730 M (48.1717 -43.8276) || train (64.4537 84.7271) | 188.8593 M (48.2528 -43.6225)| loss 2.4467 || lr 0.035145-0.007029-0.007029 | Time 2021-08-14 04:43:30
Epoch 079/150: (67.5820 88.0580) | 188.5459 M (48.1398 -43.8229) || train (64.6413 84.9475) | 188.8554 M (48.2331 -43.6067)| loss 2.4384 || lr 0.034362-0.006872-0.006872 | Time 2021-08-14 05:22:42
Epoch 079/150: (67.5820 88.0580) | 188.5459 M (48.1398 -43.8229) || train (64.6031 84.8466) | 188.8551 M (48.2330 -43.6068)| loss 2.4398 || lr 0.034362-0.006872-0.006872 | Time 2021-08-14 05:22:42
Epoch 080/150: (68.1480 88.3220) | 188.5142 M (48.1162 -43.8309) || train (64.7177 84.9105) | 188.8525 M (48.2123 -43.5887)| loss 2.4347 || lr 0.033580-0.006716-0.006716 | Time 2021-08-14 05:49:14
Epoch 080/150: (68.1480 88.3220) | 188.5142 M (48.1162 -43.8309) || train (64.6658 84.9231) | 188.8535 M (48.2125 -43.5879)| loss 2.4357 || lr 0.033580-0.006716-0.006716 | Time 2021-08-14 05:49:14
Epoch 081/150: (68.2040 88.2760) | 188.4889 M (48.0794 -43.8195) || train (64.9618 85.0518) | 188.8509 M (48.1915 -43.5695)| loss 2.4263 || lr 0.032800-0.006560-0.006560 | Time 2021-08-14 06:14:13
Epoch 081/150: (68.2040 88.2760) | 188.4889 M (48.0794 -43.8195) || train (64.9481 85.1030) | 188.8513 M (48.1916 -43.5693)| loss 2.4241 || lr 0.032800-0.006560-0.006560 | Time 2021-08-14 06:14:13
Epoch 082/150: (67.4560 88.0120) | 188.4950 M (48.0574 -43.7913) || train (65.0583 85.2661) | 188.8501 M (48.1677 -43.5465)| loss 2.4198 || lr 0.032022-0.006404-0.006404 | Time 2021-08-14 06:38:17
Epoch 082/150: (67.4560 88.0120) | 188.4950 M (48.0574 -43.7913) || train (65.1438 85.2227) | 188.8501 M (48.1677 -43.5466)| loss 2.4178 || lr 0.032022-0.006404-0.006404 | Time 2021-08-14 06:38:17
Epoch 083/150: (68.3180 88.6520) | 188.4885 M (48.0265 -43.7669) || train (65.1994 85.3081) | 188.8490 M (48.1331 -43.5130)| loss 2.4138 || lr 0.031246-0.006249-0.006249 | Time 2021-08-14 07:01:35
Epoch 083/150: (68.3180 88.6520) | 188.4885 M (48.0265 -43.7669) || train (65.1473 85.2780) | 188.8491 M (48.1332 -43.5130)| loss 2.4151 || lr 0.031246-0.006249-0.006249 | Time 2021-08-14 07:01:35
Epoch 084/150: (67.6940 88.2260) | 188.4421 M (47.9622 -43.7490) || train (65.3541 85.4071) | 188.8469 M (48.0802 -43.4623)| loss 2.4070 || lr 0.030473-0.006095-0.006095 | Time 2021-08-14 07:24:52
Epoch 084/150: (67.6940 88.2260) | 188.4421 M (47.9622 -43.7490) || train (65.3290 85.3540) | 188.8463 M (48.0802 -43.4628)| loss 2.4091 || lr 0.030473-0.006095-0.006095 | Time 2021-08-14 07:24:52
Epoch 085/150: (68.3860 88.5060) | 188.4703 M (47.9538 -43.7124) || train (65.5427 85.4704) | 188.8464 M (48.0629 -43.4454)| loss 2.4011 || lr 0.029703-0.005941-0.005941 | Time 2021-08-14 07:48:09
Epoch 085/150: (68.3860 88.5060) | 188.4703 M (47.9538 -43.7124) || train (65.4726 85.4205) | 188.8473 M (48.0631 -43.4447)| loss 2.4040 || lr 0.029703-0.005941-0.005941 | Time 2021-08-14 07:48:09
Epoch 086/150: (68.1520 88.4200) | 188.4748 M (47.9385 -43.6927) || train (65.7021 85.6348) | 188.8476 M (48.0484 -43.4297)| loss 2.3928 || lr 0.028937-0.005787-0.005787 | Time 2021-08-14 08:11:24
Epoch 086/150: (68.1520 88.4200) | 188.4748 M (47.9385 -43.6927) || train (65.6512 85.5020) | 188.8479 M (48.0484 -43.4294)| loss 2.3967 || lr 0.028937-0.005787-0.005787 | Time 2021-08-14 08:11:24
Epoch 087/150: (68.2860 88.5060) | 188.4796 M (47.9338 -43.6831) || train (65.8493 85.7558) | 188.8458 M (48.0369 -43.4200)| loss 2.3862 || lr 0.028174-0.005635-0.005635 | Time 2021-08-14 08:34:38
Epoch 087/150: (68.2860 88.5060) | 188.4796 M (47.9338 -43.6831) || train (65.7722 85.6106) | 188.8453 M (48.0367 -43.4204)| loss 2.3895 || lr 0.028174-0.005635-0.005635 | Time 2021-08-14 08:34:38
Epoch 088/150: (68.7640 88.7820) | 188.4563 M (47.9064 -43.6790) || train (65.9686 85.7299) | 188.8465 M (48.0246 -43.4070)| loss 2.3831 || lr 0.027416-0.005483-0.005483 | Time 2021-08-14 08:57:48
Epoch 088/150: (68.7640 88.7820) | 188.4563 M (47.9064 -43.6790) || train (65.8459 85.7169) | 188.8463 M (48.0246 -43.4072)| loss 2.3864 || lr 0.027416-0.005483-0.005483 | Time 2021-08-14 08:57:48
Epoch 089/150: (68.8180 88.6740) | 188.5077 M (47.9206 -43.6418) || train (66.0799 85.7866) | 188.8447 M (48.0101 -43.3943)| loss 2.3781 || lr 0.026661-0.005332-0.005332 | Time 2021-08-14 09:20:55
Epoch 089/150: (68.8180 88.6740) | 188.5077 M (47.9206 -43.6418) || train (66.1212 85.8368) | 188.8444 M (48.0099 -43.3945)| loss 2.3774 || lr 0.026661-0.005332-0.005332 | Time 2021-08-14 09:20:55
Epoch 090/150: (68.7380 88.9220) | 188.4688 M (47.8978 -43.6579) || train (66.1560 85.8965) | 188.8440 M (48.0034 -43.3883)| loss 2.3732 || lr 0.025912-0.005182-0.005182 | Time 2021-08-14 09:43:58
Epoch 090/150: (68.7380 88.9220) | 188.4688 M (47.8978 -43.6579) || train (66.2917 85.8890) | 188.8444 M (48.0034 -43.3880)| loss 2.3728 || lr 0.025912-0.005182-0.005182 | Time 2021-08-14 09:43:58
Epoch 091/150: (68.8160 88.9380) | 188.4731 M (47.8860 -43.6419) || train (66.3471 86.0265) | 188.8435 M (47.9905 -43.3759)| loss 2.3671 || lr 0.025168-0.005034-0.005034 | Time 2021-08-14 10:07:03
Epoch 091/150: (68.8160 88.9380) | 188.4731 M (47.8860 -43.6419) || train (66.2958 85.9989) | 188.8448 M (47.9909 -43.3751)| loss 2.3669 || lr 0.025168-0.005034-0.005034 | Time 2021-08-14 10:07:03
Epoch 092/150: (68.9140 88.9580) | 188.5010 M (47.8943 -43.6222) || train (66.5505 86.1091) | 188.8446 M (47.9832 -43.3675)| loss 2.3593 || lr 0.024429-0.004886-0.004886 | Time 2021-08-14 10:30:07
Epoch 092/150: (68.9140 88.9580) | 188.5010 M (47.8943 -43.6222) || train (66.4848 86.0337) | 188.8444 M (47.9832 -43.3677)| loss 2.3636 || lr 0.024429-0.004886-0.004886 | Time 2021-08-14 10:30:07
Epoch 093/150: (68.9040 88.6040) | 188.4050 M (47.8527 -43.6766) || train (66.6280 86.1217) | 188.8430 M (47.9752 -43.3612)| loss 2.3560 || lr 0.023695-0.004739-0.004739 | Time 2021-08-14 10:53:08
Epoch 093/150: (68.9040 88.6040) | 188.4050 M (47.8527 -43.6766) || train (66.6364 86.2207) | 188.8441 M (47.9756 -43.3605)| loss 2.3537 || lr 0.023695-0.004739-0.004739 | Time 2021-08-14 10:53:08
Epoch 094/150: (69.3180 88.9300) | 188.4317 M (47.8532 -43.6504) || train (66.8504 86.2365) | 188.8433 M (47.9654 -43.3511)| loss 2.3514 || lr 0.022968-0.004594-0.004594 | Time 2021-08-14 11:16:04
Epoch 094/150: (69.3180 88.9300) | 188.4317 M (47.8532 -43.6504) || train (66.7467 86.2518) | 188.8437 M (47.9656 -43.3509)| loss 2.3499 || lr 0.022968-0.004594-0.004594 | Time 2021-08-14 11:16:04
Epoch 095/150: (68.9860 88.9640) | 188.4577 M (47.8489 -43.6202) || train (66.9160 86.3910) | 188.8426 M (47.9584 -43.3447)| loss 2.3430 || lr 0.022247-0.004449-0.004449 | Time 2021-08-14 11:39:06
Epoch 095/150: (68.9860 88.9640) | 188.4577 M (47.8489 -43.6202) || train (66.9552 86.3767) | 188.8422 M (47.9582 -43.3450)| loss 2.3425 || lr 0.022247-0.004449-0.004449 | Time 2021-08-14 11:39:06
Epoch 096/150: (69.3480 89.0080) | 188.4813 M (47.8545 -43.6021) || train (67.0988 86.4736) | 188.8417 M (47.9512 -43.3384)| loss 2.3372 || lr 0.021533-0.004307-0.004307 | Time 2021-08-14 12:02:10
Epoch 096/150: (69.3480 89.0080) | 188.4813 M (47.8545 -43.6021) || train (67.0249 86.4449) | 188.8421 M (47.9513 -43.3381)| loss 2.3391 || lr 0.021533-0.004307-0.004307 | Time 2021-08-14 12:02:10
Epoch 097/150: (69.1820 89.1380) | 188.5024 M (47.8551 -43.5816) || train (67.1714 86.5029) | 188.8426 M (47.9445 -43.3308)| loss 2.3347 || lr 0.020826-0.004165-0.004165 | Time 2021-08-14 12:25:12
Epoch 097/150: (69.1820 89.1380) | 188.5024 M (47.8551 -43.5816) || train (67.2213 86.5040) | 188.8423 M (47.9445 -43.3311)| loss 2.3319 || lr 0.020826-0.004165-0.004165 | Time 2021-08-14 12:25:12
Epoch 098/150: (69.4660 89.3180) | 188.4530 M (47.8290 -43.6050) || train (67.3548 86.6043) | 188.8418 M (47.9391 -43.3263)| loss 2.3276 || lr 0.020126-0.004025-0.004025 | Time 2021-08-14 12:48:18
Epoch 098/150: (69.4660 89.3180) | 188.4530 M (47.8290 -43.6050) || train (67.2894 86.5780) | 188.8425 M (47.9393 -43.3257)| loss 2.3302 || lr 0.020126-0.004025-0.004025 | Time 2021-08-14 12:48:18
Epoch 099/150: (69.6620 89.2860) | 188.3756 M (47.8196 -43.6729) || train (67.4172 86.6530) | 188.8379 M (47.9401 -43.3311)| loss 2.3238 || lr 0.019434-0.003887-0.003887 | Time 2021-08-14 13:11:22
Epoch 099/150: (69.6620 89.2860) | 188.3756 M (47.8196 -43.6729) || train (67.5278 86.7274) | 188.8377 M (47.9401 -43.3313)| loss 2.3204 || lr 0.019434-0.003887-0.003887 | Time 2021-08-14 13:11:22
Epoch 100/150: (69.5580 89.2280) | 188.4502 M (47.8483 -43.6271) || train (67.5802 86.8202) | 188.8377 M (47.9458 -43.3370)| loss 2.3154 || lr 0.018750-0.003750-0.003750 | Time 2021-08-14 13:34:17
Epoch 100/150: (69.5580 89.2280) | 188.4502 M (47.8483 -43.6271) || train (67.6249 86.8362) | 188.8377 M (47.9458 -43.3370)| loss 2.3146 || lr 0.018750-0.003750-0.003750 | Time 2021-08-14 13:34:17
Epoch 101/150: (69.5120 89.3180) | 188.4551 M (47.8440 -43.6178) || train (67.7668 86.8486) | 188.8397 M (47.9446 -43.3339)| loss 2.3097 || lr 0.018074-0.003615-0.003615 | Time 2021-08-14 13:57:21
Epoch 101/150: (69.5120 89.3180) | 188.4551 M (47.8440 -43.6178) || train (67.8303 86.9433) | 188.8400 M (47.9447 -43.3336)| loss 2.3074 || lr 0.018074-0.003615-0.003615 | Time 2021-08-14 13:57:21
Epoch 102/150: (69.8440 89.4160) | 188.4062 M (47.8257 -43.6484) || train (67.9380 86.9917) | 188.8399 M (47.9389 -43.3280)| loss 2.3012 || lr 0.017406-0.003481-0.003481 | Time 2021-08-14 14:20:22
Epoch 102/150: (69.8440 89.4160) | 188.4062 M (47.8257 -43.6484) || train (67.9193 86.9213) | 188.8406 M (47.9392 -43.3276)| loss 2.3053 || lr 0.017406-0.003481-0.003481 | Time 2021-08-14 14:20:22
Epoch 103/150: (69.8680 89.4080) | 188.4158 M (47.8142 -43.6274) || train (68.0179 87.0665) | 188.8394 M (47.9334 -43.3229)| loss 2.2995 || lr 0.016748-0.003350-0.003350 | Time 2021-08-14 14:43:22
Epoch 103/150: (69.8680 89.4080) | 188.4158 M (47.8142 -43.6274) || train (68.0702 86.9825) | 188.8405 M (47.9336 -43.3220)| loss 2.3000 || lr 0.016748-0.003350-0.003350 | Time 2021-08-14 14:43:22
Epoch 104/150: (70.0740 89.3940) | 188.5156 M (47.8467 -43.5600) || train (68.2202 87.1428) | 188.8383 M (47.9286 -43.3192)| loss 2.2929 || lr 0.016098-0.003220-0.003220 | Time 2021-08-14 15:06:23
Epoch 104/150: (70.0740 89.3940) | 188.5156 M (47.8467 -43.5600) || train (68.2207 87.1160) | 188.8386 M (47.9288 -43.3190)| loss 2.2915 || lr 0.016098-0.003220-0.003220 | Time 2021-08-14 15:06:23
Epoch 105/150: (70.1380 89.4160) | 188.4451 M (47.8183 -43.6021) || train (68.3266 87.1834) | 188.8398 M (47.9240 -43.3132)| loss 2.2888 || lr 0.015458-0.003092-0.003092 | Time 2021-08-14 15:29:24
Epoch 105/150: (70.1380 89.4160) | 188.4451 M (47.8183 -43.6021) || train (68.4763 87.2632) | 188.8384 M (47.9236 -43.3141)| loss 2.2827 || lr 0.015458-0.003092-0.003092 | Time 2021-08-14 15:29:24
Epoch 106/150: (69.9860 89.4360) | 188.4882 M (47.8298 -43.5705) || train (68.4405 87.2894) | 188.8395 M (47.9194 -43.3088)| loss 2.2839 || lr 0.014828-0.002966-0.002966 | Time 2021-08-14 15:52:17
Epoch 106/150: (69.9860 89.4360) | 188.4882 M (47.8298 -43.5705) || train (68.5112 87.3300) | 188.8397 M (47.9195 -43.3087)| loss 2.2810 || lr 0.014828-0.002966-0.002966 | Time 2021-08-14 15:52:17
Epoch 107/150: (70.4640 89.6860) | 188.4530 M (47.8136 -43.5896) || train (68.6399 87.3269) | 188.8381 M (47.9150 -43.3058)| loss 2.2766 || lr 0.014207-0.002841-0.002841 | Time 2021-08-14 16:15:17
Epoch 107/150: (70.4640 89.6860) | 188.4530 M (47.8136 -43.5896) || train (68.6505 87.4276) | 188.8395 M (47.9156 -43.3050)| loss 2.2743 || lr 0.014207-0.002841-0.002841 | Time 2021-08-14 16:15:17
Epoch 108/150: (70.0760 89.5500) | 188.4861 M (47.8185 -43.5614) || train (68.8484 87.5229) | 188.8384 M (47.9125 -43.3031)| loss 2.2663 || lr 0.013597-0.002719-0.002719 | Time 2021-08-14 16:38:21
Epoch 108/150: (70.0760 89.5500) | 188.4861 M (47.8185 -43.5614) || train (68.7538 87.4708) | 188.8391 M (47.9129 -43.3027)| loss 2.2706 || lr 0.013597-0.002719-0.002719 | Time 2021-08-14 16:38:21
Epoch 109/150: (70.4600 89.8320) | 188.4248 M (47.7972 -43.6013) || train (69.0058 87.6124) | 188.8381 M (47.9083 -43.2991)| loss 2.2625 || lr 0.012997-0.002599-0.002599 | Time 2021-08-14 17:01:29
Epoch 109/150: (70.4600 89.8320) | 188.4248 M (47.7972 -43.6013) || train (68.9337 87.5737) | 188.8380 M (47.9083 -43.2992)| loss 2.2653 || lr 0.012997-0.002599-0.002599 | Time 2021-08-14 17:01:29
Epoch 110/150: (70.4640 89.8480) | 188.4365 M (47.7961 -43.5885) || train (69.1048 87.6057) | 188.8372 M (47.9041 -43.2958)| loss 2.2597 || lr 0.012408-0.002482-0.002482 | Time 2021-08-14 17:24:45
Epoch 110/150: (70.4640 89.8480) | 188.4365 M (47.7961 -43.5885) || train (69.0500 87.6191) | 188.8389 M (47.9046 -43.2947)| loss 2.2596 || lr 0.012408-0.002482-0.002482 | Time 2021-08-14 17:24:45
Epoch 111/150: (70.6360 89.8380) | 188.4074 M (47.7884 -43.6099) || train (69.2318 87.7285) | 188.8377 M (47.9029 -43.2941)| loss 2.2535 || lr 0.011829-0.002366-0.002366 | Time 2021-08-14 17:47:46
Epoch 111/150: (70.6360 89.8380) | 188.4074 M (47.7884 -43.6099) || train (69.3444 87.7621) | 188.8374 M (47.9027 -43.2942)| loss 2.2514 || lr 0.011829-0.002366-0.002366 | Time 2021-08-14 17:47:46
Epoch 112/150: (70.9280 90.0440) | 188.4209 M (47.7674 -43.5755) || train (69.4104 87.8138) | 188.8377 M (47.8909 -43.2821)| loss 2.2456 || lr 0.011263-0.002253-0.002253 | Time 2021-08-14 18:10:45
Epoch 112/150: (70.9280 90.0440) | 188.4209 M (47.7674 -43.5755) || train (69.3709 87.7899) | 188.8363 M (47.8904 -43.2830)| loss 2.2469 || lr 0.011263-0.002253-0.002253 | Time 2021-08-14 18:10:45
Epoch 113/150: (70.7260 89.8840) | 188.4508 M (47.7600 -43.5381) || train (69.5523 87.8985) | 188.8336 M (47.8675 -43.2628)| loss 2.2415 || lr 0.010707-0.002141-0.002141 | Time 2021-08-14 18:33:53
Epoch 113/150: (70.7260 89.8840) | 188.4508 M (47.7600 -43.5381) || train (69.6580 87.9855) | 188.8349 M (47.8678 -43.2618)| loss 2.2362 || lr 0.010707-0.002141-0.002141 | Time 2021-08-14 18:33:53
Epoch 114/150: (70.8840 89.9560) | 188.4601 M (47.7619 -43.5308) || train (69.6024 87.9849) | 188.8353 M (47.8614 -43.2550)| loss 2.2367 || lr 0.010164-0.002033-0.002033 | Time 2021-08-14 18:56:59
Epoch 114/150: (70.8840 89.9560) | 188.4601 M (47.7619 -43.5308) || train (69.7125 88.0139) | 188.8358 M (47.8616 -43.2547)| loss 2.2340 || lr 0.010164-0.002033-0.002033 | Time 2021-08-14 18:56:59
Epoch 115/150: (71.1660 90.0440) | 188.4185 M (47.7486 -43.5590) || train (69.9212 88.0803) | 188.8369 M (47.8598 -43.2518)| loss 2.2276 || lr 0.009632-0.001926-0.001926 | Time 2021-08-14 19:20:04
Epoch 115/150: (71.1660 90.0440) | 188.4185 M (47.7486 -43.5590) || train (69.7810 88.0729) | 188.8372 M (47.8600 -43.2517)| loss 2.2291 || lr 0.009632-0.001926-0.001926 | Time 2021-08-14 19:20:04
Epoch 116/150: (71.1160 90.0720) | 188.4353 M (47.7555 -43.5490) || train (70.0433 88.1681) | 188.8364 M (47.8574 -43.2499)| loss 2.2221 || lr 0.009113-0.001823-0.001823 | Time 2021-08-14 19:43:10
Epoch 116/150: (71.1160 90.0720) | 188.4353 M (47.7555 -43.5490) || train (69.9551 88.1645) | 188.8375 M (47.8576 -43.2490)| loss 2.2235 || lr 0.009113-0.001823-0.001823 | Time 2021-08-14 19:43:10
Epoch 117/150: (71.1940 90.1240) | 188.4508 M (47.7590 -43.5371) || train (70.0818 88.2634) | 188.8346 M (47.8548 -43.2491)| loss 2.2190 || lr 0.008606-0.001721-0.001721 | Time 2021-08-14 20:06:18
Epoch 117/150: (71.1940 90.1240) | 188.4508 M (47.7590 -43.5371) || train (70.0996 88.2325) | 188.8359 M (47.8553 -43.2483)| loss 2.2198 || lr 0.008606-0.001721-0.001721 | Time 2021-08-14 20:06:18
Epoch 118/150: (71.3100 90.0640) | 188.4531 M (47.7474 -43.5232) || train (70.3800 88.3634) | 188.8359 M (47.8475 -43.2406)| loss 2.2092 || lr 0.008111-0.001622-0.001622 | Time 2021-08-14 20:29:26
Epoch 118/150: (71.3100 90.0640) | 188.4531 M (47.7474 -43.5232) || train (70.3478 88.3291) | 188.8364 M (47.8476 -43.2402)| loss 2.2119 || lr 0.008111-0.001622-0.001622 | Time 2021-08-14 20:29:26
Epoch 119/150: (71.4040 90.1840) | 188.4309 M (47.7371 -43.5350) || train (70.3947 88.4602) | 188.8364 M (47.8426 -43.2351)| loss 2.2070 || lr 0.007630-0.001526-0.001526 | Time 2021-08-14 20:52:55
Epoch 119/150: (71.4040 90.1840) | 188.4309 M (47.7371 -43.5350) || train (70.4178 88.4031) | 188.8366 M (47.8428 -43.2351)| loss 2.2084 || lr 0.007630-0.001526-0.001526 | Time 2021-08-14 20:52:55
Epoch 120/150: (71.4940 90.2480) | 188.4383 M (47.7362 -43.5269) || train (70.5533 88.4665) | 188.8352 M (47.8409 -43.2347)| loss 2.2022 || lr 0.007162-0.001432-0.001432 | Time 2021-08-14 21:16:26
Epoch 120/150: (71.4940 90.2480) | 188.4383 M (47.7362 -43.5269) || train (70.5299 88.4763) | 188.8340 M (47.8407 -43.2356)| loss 2.2022 || lr 0.007162-0.001432-0.001432 | Time 2021-08-14 21:16:26
Epoch 121/150: (71.4540 90.2540) | 188.4611 M (47.7402 -43.5080) || train (70.6847 88.5726) | 188.8360 M (47.8393 -43.2323)| loss 2.1951 || lr 0.006707-0.001341-0.001341 | Time 2021-08-14 21:39:56
Epoch 121/150: (71.4540 90.2540) | 188.4611 M (47.7402 -43.5080) || train (70.7551 88.5403) | 188.8360 M (47.8393 -43.2322)| loss 2.1946 || lr 0.006707-0.001341-0.001341 | Time 2021-08-14 21:39:56
Epoch 122/150: (71.6720 90.3480) | 188.4739 M (47.7430 -43.4980) || train (70.8411 88.6560) | 188.8365 M (47.8384 -43.2308)| loss 2.1911 || lr 0.006265-0.001253-0.001253 | Time 2021-08-14 22:03:00
Epoch 122/150: (71.6720 90.3480) | 188.4739 M (47.7430 -43.4980) || train (70.9343 88.6605) | 188.8366 M (47.8384 -43.2307)| loss 2.1872 || lr 0.006265-0.001253-0.001253 | Time 2021-08-14 22:03:00
Epoch 123/150: (71.7340 90.2880) | 188.4508 M (47.7374 -43.5155) || train (71.0567 88.7184) | 188.8350 M (47.8372 -43.2311)| loss 2.1852 || lr 0.005838-0.001168-0.001168 | Time 2021-08-14 22:26:05
Epoch 123/150: (71.7340 90.2880) | 188.4508 M (47.7374 -43.5155) || train (71.1406 88.7994) | 188.8342 M (47.8370 -43.2317)| loss 2.1814 || lr 0.005838-0.001168-0.001168 | Time 2021-08-14 22:26:05
Epoch 124/150: (71.5780 90.3360) | 188.4576 M (47.7398 -43.5111) || train (71.0296 88.7434) | 188.8351 M (47.8359 -43.2297)| loss 2.1819 || lr 0.005424-0.001085-0.001085 | Time 2021-08-14 22:49:10
Epoch 124/150: (71.5780 90.3360) | 188.4576 M (47.7398 -43.5111) || train (71.2451 88.8588) | 188.8347 M (47.8358 -43.2300)| loss 2.1765 || lr 0.005424-0.001085-0.001085 | Time 2021-08-14 22:49:10
Epoch 125/150: (71.7660 90.5200) | 188.4342 M (47.7284 -43.5232) || train (71.2536 88.8939) | 188.8366 M (47.8348 -43.2272)| loss 2.1738 || lr 0.005024-0.001005-0.001005 | Time 2021-08-14 23:12:14
Epoch 125/150: (71.7660 90.5200) | 188.4342 M (47.7284 -43.5232) || train (71.2067 88.8594) | 188.8363 M (47.8348 -43.2274)| loss 2.1766 || lr 0.005024-0.001005-0.001005 | Time 2021-08-14 23:12:14
Epoch 126/150: (71.8920 90.4560) | 188.4422 M (47.7290 -43.5157) || train (71.4125 88.9688) | 188.8350 M (47.8330 -43.2269)| loss 2.1687 || lr 0.004638-0.000928-0.000928 | Time 2021-08-14 23:35:18
Epoch 126/150: (71.8920 90.4560) | 188.4422 M (47.7290 -43.5157) || train (71.4091 88.9370) | 188.8354 M (47.8331 -43.2266)| loss 2.1712 || lr 0.004638-0.000928-0.000928 | Time 2021-08-14 23:35:18
Epoch 127/150: (71.9300 90.5580) | 188.4581 M (47.7348 -43.5056) || train (71.6093 89.0400) | 188.8367 M (47.8322 -43.2244)| loss 2.1631 || lr 0.004267-0.000853-0.000853 | Time 2021-08-14 23:58:22
Epoch 127/150: (71.9300 90.5580) | 188.4581 M (47.7348 -43.5056) || train (71.5514 89.0130) | 188.8368 M (47.8324 -43.2245)| loss 2.1638 || lr 0.004267-0.000853-0.000853 | Time 2021-08-14 23:58:22
Epoch 128/150: (72.2020 90.5720) | 188.4307 M (47.7259 -43.5242) || train (71.5997 89.0478) | 188.8361 M (47.8311 -43.2240)| loss 2.1623 || lr 0.003911-0.000782-0.000782 | Time 2021-08-15 00:21:22
Epoch 128/150: (72.2020 90.5720) | 188.4307 M (47.7259 -43.5242) || train (71.7247 89.0501) | 188.8363 M (47.8312 -43.2238)| loss 2.1604 || lr 0.003911-0.000782-0.000782 | Time 2021-08-15 00:21:22
Epoch 129/150: (72.0140 90.5580) | 188.4163 M (47.7204 -43.5330) || train (71.8143 89.1437) | 188.8377 M (47.8310 -43.2222)| loss 2.1551 || lr 0.003569-0.000714-0.000714 | Time 2021-08-15 00:44:28
Epoch 129/150: (72.0140 90.5580) | 188.4163 M (47.7204 -43.5330) || train (71.7516 89.1636) | 188.8365 M (47.8306 -43.2230)| loss 2.1565 || lr 0.003569-0.000714-0.000714 | Time 2021-08-15 00:44:28
Epoch 130/150: (71.9960 90.6200) | 188.4031 M (47.7125 -43.5383) || train (71.9102 89.2333) | 188.8370 M (47.8295 -43.2215)| loss 2.1502 || lr 0.003242-0.000648-0.000648 | Time 2021-08-15 01:07:35
Epoch 130/150: (71.9960 90.6200) | 188.4031 M (47.7125 -43.5383) || train (71.8349 89.2000) | 188.8371 M (47.8297 -43.2216)| loss 2.1513 || lr 0.003242-0.000648-0.000648 | Time 2021-08-15 01:07:35
Epoch 131/150: (71.9860 90.6240) | 188.4599 M (47.7333 -43.5023) || train (72.0187 89.2890) | 188.8363 M (47.8283 -43.2210)| loss 2.1471 || lr 0.002930-0.000586-0.000586 | Time 2021-08-15 01:30:40
Epoch 131/150: (71.9860 90.6240) | 188.4599 M (47.7333 -43.5023) || train (72.0577 89.3060) | 188.8369 M (47.8285 -43.2205)| loss 2.1460 || lr 0.002930-0.000586-0.000586 | Time 2021-08-15 01:30:40
Epoch 132/150: (72.0940 90.6740) | 188.4481 M (47.7297 -43.5106) || train (72.0967 89.3739) | 188.8349 M (47.8272 -43.2213)| loss 2.1418 || lr 0.002633-0.000527-0.000527 | Time 2021-08-15 01:53:47
Epoch 132/150: (72.0940 90.6740) | 188.4481 M (47.7297 -43.5106) || train (72.1150 89.3151) | 188.8359 M (47.8277 -43.2207)| loss 2.1427 || lr 0.002633-0.000527-0.000527 | Time 2021-08-15 01:53:47
Epoch 133/150: (72.1720 90.6480) | 188.4419 M (47.7277 -43.5147) || train (72.2875 89.4153) | 188.8361 M (47.8272 -43.2200)| loss 2.1367 || lr 0.002352-0.000470-0.000470 | Time 2021-08-15 02:16:48
Epoch 133/150: (72.1720 90.6480) | 188.4419 M (47.7277 -43.5147) || train (72.2150 89.3819) | 188.8353 M (47.8270 -43.2206)| loss 2.1385 || lr 0.002352-0.000470-0.000470 | Time 2021-08-15 02:16:48
Epoch 134/150: (72.2280 90.7520) | 188.4384 M (47.7258 -43.5163) || train (72.3078 89.4573) | 188.8356 M (47.8261 -43.2194)| loss 2.1352 || lr 0.002086-0.000417-0.000417 | Time 2021-08-15 02:39:46
Epoch 134/150: (72.2280 90.7520) | 188.4384 M (47.7258 -43.5163) || train (72.3939 89.4190) | 188.8355 M (47.8261 -43.2195)| loss 2.1337 || lr 0.002086-0.000417-0.000417 | Time 2021-08-15 02:39:46
Epoch 135/150: (72.4280 90.7660) | 188.4801 M (47.7403 -43.4892) || train (72.4038 89.5459) | 188.8350 M (47.8249 -43.2188)| loss 2.1309 || lr 0.001835-0.000367-0.000367 | Time 2021-08-15 03:02:47
Epoch 135/150: (72.4280 90.7660) | 188.4801 M (47.7403 -43.4892) || train (72.5048 89.5410) | 188.8351 M (47.8248 -43.2186)| loss 2.1279 || lr 0.001835-0.000367-0.000367 | Time 2021-08-15 03:02:47
Epoch 136/150: (72.3240 90.8440) | 188.4202 M (47.7187 -43.5274) || train (72.5337 89.5447) | 188.8354 M (47.8237 -43.2173)| loss 2.1268 || lr 0.001601-0.000320-0.000320 | Time 2021-08-15 03:25:49
Epoch 136/150: (72.3240 90.8440) | 188.4202 M (47.7187 -43.5274) || train (72.5894 89.5680) | 188.8359 M (47.8239 -43.2169)| loss 2.1264 || lr 0.001601-0.000320-0.000320 | Time 2021-08-15 03:25:49
Epoch 137/150: (72.4200 90.7960) | 188.4468 M (47.7247 -43.5068) || train (72.7151 89.6533) | 188.8361 M (47.8222 -43.2150)| loss 2.1215 || lr 0.001381-0.000276-0.000276 | Time 2021-08-15 03:48:53
Epoch 137/150: (72.4200 90.7960) | 188.4468 M (47.7247 -43.5068) || train (72.6646 89.5854) | 188.8360 M (47.8223 -43.2152)| loss 2.1242 || lr 0.001381-0.000276-0.000276 | Time 2021-08-15 03:48:53
Epoch 138/150: (72.3760 90.8080) | 188.4101 M (47.7016 -43.5204) || train (72.6879 89.6221) | 188.8356 M (47.8209 -43.2142)| loss 2.1219 || lr 0.001178-0.000236-0.000236 | Time 2021-08-15 04:11:58
Epoch 138/150: (72.3760 90.8080) | 188.4101 M (47.7016 -43.5204) || train (72.7080 89.6292) | 188.8355 M (47.8208 -43.2142)| loss 2.1217 || lr 0.001178-0.000236-0.000236 | Time 2021-08-15 04:11:58
Epoch 139/150: (72.4340 90.7880) | 188.4457 M (47.7147 -43.4979) || train (72.8510 89.7014) | 188.8344 M (47.8191 -43.2136)| loss 2.1162 || lr 0.000991-0.000198-0.000198 | Time 2021-08-15 04:35:01
Epoch 139/150: (72.4340 90.7880) | 188.4457 M (47.7147 -43.4979) || train (72.6938 89.7086) | 188.8350 M (47.8192 -43.2131)| loss 2.1202 || lr 0.000991-0.000198-0.000198 | Time 2021-08-15 04:35:01
Epoch 140/150: (72.5960 90.8160) | 188.4572 M (47.7193 -43.4910) || train (72.8641 89.7077) | 188.8342 M (47.8178 -43.2125)| loss 2.1164 || lr 0.000819-0.000164-0.000164 | Time 2021-08-15 04:58:04
Epoch 140/150: (72.5960 90.8160) | 188.4572 M (47.7193 -43.4910) || train (72.9356 89.7784) | 188.8342 M (47.8178 -43.2125)| loss 2.1134 || lr 0.000819-0.000164-0.000164 | Time 2021-08-15 04:58:04
Epoch 141/150: (72.4720 90.8420) | 188.4334 M (47.7100 -43.5056) || train (72.9562 89.7447) | 188.8363 M (47.8180 -43.2106)| loss 2.1126 || lr 0.000664-0.000133-0.000133 | Time 2021-08-15 05:21:05
Epoch 141/150: (72.4720 90.8420) | 188.4334 M (47.7100 -43.5056) || train (72.8988 89.7392) | 188.8359 M (47.8179 -43.2108)| loss 2.1150 || lr 0.000664-0.000133-0.000133 | Time 2021-08-15 05:21:05
Epoch 142/150: (72.5700 90.8820) | 188.4501 M (47.7158 -43.4946) || train (72.9647 89.7642) | 188.8360 M (47.8175 -43.2104)| loss 2.1104 || lr 0.000525-0.000105-0.000105 | Time 2021-08-15 05:44:07
Epoch 142/150: (72.5700 90.8820) | 188.4501 M (47.7158 -43.4946) || train (73.0561 89.8185) | 188.8366 M (47.8176 -43.2099)| loss 2.1112 || lr 0.000525-0.000105-0.000105 | Time 2021-08-15 05:44:07
Epoch 143/150: (72.5160 90.9260) | 188.4558 M (47.7173 -43.4905) || train (73.1133 89.7985) | 188.8354 M (47.8168 -43.2103)| loss 2.1082 || lr 0.000402-0.000080-0.000080 | Time 2021-08-15 06:07:08
Epoch 143/150: (72.5160 90.9260) | 188.4558 M (47.7173 -43.4905) || train (72.9720 89.7974) | 188.8350 M (47.8168 -43.2107)| loss 2.1112 || lr 0.000402-0.000080-0.000080 | Time 2021-08-15 06:07:08
Epoch 144/150: (72.5020 90.7920) | 188.4084 M (47.6983 -43.5188) || train (73.0871 89.7851) | 188.8364 M (47.8168 -43.2093)| loss 2.1091 || lr 0.000296-0.000059-0.000059 | Time 2021-08-15 06:30:08
Epoch 144/150: (72.5020 90.7920) | 188.4084 M (47.6983 -43.5188) || train (73.0682 89.8171) | 188.8375 M (47.8170 -43.2084)| loss 2.1087 || lr 0.000296-0.000059-0.000059 | Time 2021-08-15 06:30:08
Epoch 145/150: (72.5340 90.8920) | 188.4270 M (47.7079 -43.5099) || train (73.0874 89.9089) | 188.8351 M (47.8160 -43.2098)| loss 2.1057 || lr 0.000205-0.000041-0.000041 | Time 2021-08-15 06:53:11
Epoch 145/150: (72.5340 90.8920) | 188.4270 M (47.7079 -43.5099) || train (73.1559 89.8468) | 188.8363 M (47.8165 -43.2091)| loss 2.1046 || lr 0.000205-0.000041-0.000041 | Time 2021-08-15 06:53:11
Epoch 146/150: (72.5480 90.9120) | 188.4401 M (47.7122 -43.5010) || train (73.0925 89.7854) | 188.8362 M (47.8162 -43.2089)| loss 2.1078 || lr 0.000132-0.000026-0.000026 | Time 2021-08-15 07:16:12
Epoch 146/150: (72.5480 90.9120) | 188.4401 M (47.7122 -43.5010) || train (73.1701 89.8594) | 188.8368 M (47.8164 -43.2085)| loss 2.1046 || lr 0.000132-0.000026-0.000026 | Time 2021-08-15 07:16:12
Epoch 147/150: (72.5900 90.9420) | 188.4137 M (47.7015 -43.5167) || train (73.2355 89.8116) | 188.8356 M (47.8161 -43.2094)| loss 2.1044 || lr 0.000074-0.000015-0.000015 | Time 2021-08-15 07:39:10
Epoch 147/150: (72.5900 90.9420) | 188.4137 M (47.7015 -43.5167) || train (73.1272 89.9092) | 188.8358 M (47.8162 -43.2093)| loss 2.1055 || lr 0.000074-0.000015-0.000015 | Time 2021-08-15 07:39:10
Epoch 148/150: (72.5120 90.8940) | 188.4125 M (47.7011 -43.5176) || train (73.1203 89.8789) | 188.8353 M (47.8160 -43.2096)| loss 2.1057 || lr 0.000033-0.000007-0.000007 | Time 2021-08-15 08:02:13
Epoch 148/150: (72.5120 90.8940) | 188.4125 M (47.7011 -43.5176) || train (73.1623 89.9426) | 188.8348 M (47.8158 -43.2099)| loss 2.1026 || lr 0.000033-0.000007-0.000007 | Time 2021-08-15 08:02:13
Epoch 149/150: (72.5080 90.8680) | 188.3981 M (47.6950 -43.5258) || train (73.2163 89.8830) | 188.8353 M (47.8159 -43.2096)| loss 2.1019 || lr 0.000008-0.000002-0.000002 | Time 2021-08-15 08:25:17
Epoch 149/150: (72.5080 90.8680) | 188.3981 M (47.6950 -43.5258) || train (73.1799 89.8738) | 188.8359 M (47.8161 -43.2092)| loss 2.1046 || lr 0.000008-0.000002-0.000002 | Time 2021-08-15 08:25:17