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msgc_mobilenetv2_noatt_log.txt
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msgc_mobilenetv2_noatt_log.txt
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Flops of dymobilenetv2: original 306.942784 M, target 199.5128096 M, possible 220.099888 M, main 188.82848 M, dgc 118.114304 M, mask 1.742832 M
Flops of dymobilenetv2: original 306.942784 M, target 199.5128096 M, possible 220.099888 M, main 188.82848 M, dgc 118.114304 M, mask 1.742832 M
Epoch 000/150: (60.1240 83.2780) | 308.6572 M (118.0859 -0.0001) || train (43.7796 67.5362) | 296.8124 M (106.2602 -0.0192)| loss 3.4569 || lr 0.075000-0.015000-0.015000 | Time 2021-09-14 01:44:20
Epoch 000/150: (60.1240 83.2780) | 308.6572 M (118.0859 -0.0001) || train (43.7863 67.6252) | 296.8125 M (106.2603 -0.0192)| loss 3.4535 || lr 0.075000-0.015000-0.015000 | Time 2021-09-14 01:44:20
Epoch 001/150: (62.2640 84.5980) | 308.5044 M (117.9562 -0.0231) || train (54.8754 77.7233) | 300.1153 M (109.5575 -0.0135)| loss 2.9235 || lr 0.074992-0.014998-0.014998 | Time 2021-09-14 02:02:49
Epoch 001/150: (62.2640 84.5980) | 308.5044 M (117.9562 -0.0231) || train (54.9500 77.8248) | 300.1153 M (109.5575 -0.0135)| loss 2.9202 || lr 0.074992-0.014998-0.014998 | Time 2021-09-14 02:02:49
Epoch 002/150: (62.9080 84.9220) | 308.3359 M (117.8113 -0.0468) || train (57.2631 79.6247) | 301.6470 M (111.1023 -0.0266)| loss 2.8141 || lr 0.074967-0.014993-0.014993 | Time 2021-09-14 02:21:16
Epoch 002/150: (62.9080 84.9220) | 308.3359 M (117.8113 -0.0468) || train (57.1981 79.5377) | 301.6471 M (111.1023 -0.0266)| loss 2.8167 || lr 0.074967-0.014993-0.014993 | Time 2021-09-14 02:21:16
Epoch 003/150: (63.5380 85.5580) | 306.3332 M (116.1986 -0.4367) || train (58.3784 80.3562) | 301.8422 M (111.3694 -0.0985)| loss 2.7671 || lr 0.074926-0.014985-0.014985 | Time 2021-09-14 02:39:43
Epoch 003/150: (63.5380 85.5580) | 306.3332 M (116.1986 -0.4367) || train (58.3518 80.3670) | 301.8421 M (111.3694 -0.0985)| loss 2.7675 || lr 0.074926-0.014985-0.014985 | Time 2021-09-14 02:39:44
Epoch 004/150: (64.2360 85.7740) | 304.6074 M (114.8444 -0.8084) || train (58.8789 80.8150) | 300.4399 M (110.3817 -0.5131)| loss 2.7372 || lr 0.074868-0.014974-0.014974 | Time 2021-09-14 02:58:12
Epoch 004/150: (64.2360 85.7740) | 304.6074 M (114.8444 -0.8084) || train (58.8644 80.7846) | 300.4397 M (110.3816 -0.5133)| loss 2.7386 || lr 0.074868-0.014974-0.014974 | Time 2021-09-14 02:58:12
Epoch 005/150: (64.2800 85.8600) | 302.6635 M (113.1082 -1.0160) || train (59.2082 80.9939) | 299.0144 M (109.3215 -0.8784)| loss 2.7224 || lr 0.074795-0.014959-0.014959 | Time 2021-09-14 03:16:40
Epoch 005/150: (64.2800 85.8600) | 302.6635 M (113.1082 -1.0160) || train (59.1649 80.9174) | 299.0143 M (109.3215 -0.8785)| loss 2.7254 || lr 0.074795-0.014959-0.014959 | Time 2021-09-14 03:16:40
Epoch 006/150: (63.9560 85.4220) | 300.9901 M (111.5939 -1.1751) || train (59.3766 81.1572) | 297.5858 M (108.0173 -1.0028)| loss 2.7121 || lr 0.074704-0.014941-0.014941 | Time 2021-09-14 03:35:09
Epoch 006/150: (63.9560 85.4220) | 300.9901 M (111.5939 -1.1751) || train (59.2875 81.1066) | 297.5861 M (108.0175 -1.0027)| loss 2.7137 || lr 0.074704-0.014941-0.014941 | Time 2021-09-14 03:35:09
Epoch 007/150: (63.7500 85.3440) | 299.8225 M (110.5139 -1.2627) || train (59.5021 81.2754) | 296.1546 M (106.7369 -1.1536)| loss 2.7044 || lr 0.074598-0.014920-0.014920 | Time 2021-09-14 03:53:37
Epoch 007/150: (63.7500 85.3440) | 299.8225 M (110.5139 -1.2627) || train (59.4749 81.2660) | 296.1547 M (106.7370 -1.1537)| loss 2.7041 || lr 0.074598-0.014920-0.014920 | Time 2021-09-14 03:53:37
Epoch 008/150: (64.1520 85.7720) | 298.3292 M (109.3382 -1.5804) || train (59.6051 81.2882) | 294.7230 M (105.4884 -1.3368)| loss 2.6978 || lr 0.074475-0.014895-0.014895 | Time 2021-09-14 04:12:05
Epoch 008/150: (64.1520 85.7720) | 298.3292 M (109.3382 -1.5804) || train (59.5923 81.3391) | 294.7231 M (105.4884 -1.3365)| loss 2.6971 || lr 0.074475-0.014895-0.014895 | Time 2021-09-14 04:12:06
Epoch 009/150: (64.0180 85.9240) | 296.9359 M (108.2816 -1.9170) || train (59.6431 81.4123) | 293.2867 M (104.3120 -1.5966)| loss 2.6904 || lr 0.074336-0.014867-0.014867 | Time 2021-09-14 04:30:34
Epoch 009/150: (64.0180 85.9240) | 296.9359 M (108.2816 -1.9170) || train (59.7040 81.4451) | 293.2868 M (104.3120 -1.5965)| loss 2.6893 || lr 0.074336-0.014867-0.014867 | Time 2021-09-14 04:30:34
Epoch 010/150: (63.7980 85.3100) | 295.4450 M (107.0662 -2.1925) || train (59.8635 81.4810) | 291.8551 M (103.1449 -1.8611)| loss 2.6828 || lr 0.074181-0.014836-0.014836 | Time 2021-09-14 04:49:03
Epoch 010/150: (63.7980 85.3100) | 295.4450 M (107.0662 -2.1925) || train (59.7463 81.4507) | 291.8550 M (103.1449 -1.8611)| loss 2.6864 || lr 0.074181-0.014836-0.014836 | Time 2021-09-14 04:49:03
Epoch 011/150: (63.7260 85.5140) | 293.4945 M (105.3982 -2.4751) || train (59.8683 81.4956) | 290.4212 M (101.9484 -2.0984)| loss 2.6805 || lr 0.074009-0.014802-0.014802 | Time 2021-09-14 05:07:35
Epoch 011/150: (63.7260 85.5140) | 293.4945 M (105.3982 -2.4751) || train (59.9809 81.6079) | 290.4215 M (101.9485 -2.0983)| loss 2.6766 || lr 0.074009-0.014802-0.014802 | Time 2021-09-14 05:07:35
Epoch 012/150: (64.0800 85.8240) | 291.9061 M (103.9615 -2.6268) || train (59.9722 81.6257) | 288.9855 M (100.7330 -2.3188)| loss 2.6731 || lr 0.073822-0.014764-0.014764 | Time 2021-09-14 05:26:04
Epoch 012/150: (64.0800 85.8240) | 291.9061 M (103.9615 -2.6268) || train (59.9893 81.5422) | 288.9853 M (100.7328 -2.3187)| loss 2.6743 || lr 0.073822-0.014764-0.014764 | Time 2021-09-14 05:26:04
Epoch 013/150: (63.6380 85.7300) | 289.5205 M (101.9058 -2.9567) || train (60.1123 81.7630) | 287.5486 M (99.5261 -2.5489)| loss 2.6668 || lr 0.073619-0.014724-0.014724 | Time 2021-09-14 05:44:35
Epoch 013/150: (63.6380 85.7300) | 289.5205 M (101.9058 -2.9567) || train (60.1770 81.6769) | 287.5492 M (99.5266 -2.5486)| loss 2.6668 || lr 0.073619-0.014724-0.014724 | Time 2021-09-14 05:44:35
Epoch 014/150: (64.8420 86.2500) | 287.9070 M (100.4794 -3.1436) || train (60.1649 81.7367) | 286.1158 M (98.3317 -2.7872)| loss 2.6635 || lr 0.073399-0.014680-0.014680 | Time 2021-09-14 06:03:04
Epoch 014/150: (64.8420 86.2500) | 287.9070 M (100.4794 -3.1436) || train (60.1409 81.7730) | 286.1157 M (98.3317 -2.7873)| loss 2.6634 || lr 0.073399-0.014680-0.014680 | Time 2021-09-14 06:03:04
Epoch 015/150: (64.7660 86.4040) | 285.9766 M (98.9214 -3.5161) || train (60.2684 81.7798) | 284.6781 M (97.1834 -3.0767)| loss 2.6590 || lr 0.073165-0.014633-0.014633 | Time 2021-09-14 06:21:35
Epoch 015/150: (64.7660 86.4040) | 285.9766 M (98.9214 -3.5161) || train (60.2739 81.9051) | 284.6785 M (97.1834 -3.0762)| loss 2.6572 || lr 0.073165-0.014633-0.014633 | Time 2021-09-14 06:21:35
Epoch 016/150: (63.9480 85.7260) | 284.2294 M (97.5518 -3.8937) || train (60.3045 81.9035) | 283.2443 M (96.0838 -3.4108)| loss 2.6541 || lr 0.072914-0.014583-0.014583 | Time 2021-09-14 06:40:05
Epoch 016/150: (63.9480 85.7260) | 284.2294 M (97.5518 -3.8937) || train (60.4072 81.9124) | 283.2444 M (96.0837 -3.4106)| loss 2.6505 || lr 0.072914-0.014583-0.014583 | Time 2021-09-14 06:40:05
Epoch 017/150: (65.2160 86.3720) | 282.4339 M (96.2202 -4.3576) || train (60.4035 81.8837) | 281.8077 M (95.0119 -3.7756)| loss 2.6523 || lr 0.072648-0.014530-0.014530 | Time 2021-09-14 06:58:35
Epoch 017/150: (65.2160 86.3720) | 282.4339 M (96.2202 -4.3576) || train (60.4687 81.9989) | 281.8086 M (95.0125 -3.7752)| loss 2.6460 || lr 0.072648-0.014530-0.014530 | Time 2021-09-14 06:58:35
Epoch 018/150: (64.9800 86.3380) | 280.6404 M (94.8564 -4.7874) || train (60.5081 81.9699) | 280.3741 M (93.9572 -4.1544)| loss 2.6448 || lr 0.072367-0.014473-0.014473 | Time 2021-09-14 07:17:05
Epoch 018/150: (64.9800 86.3380) | 280.6404 M (94.8564 -4.7874) || train (60.6381 82.1159) | 280.3740 M (93.9571 -4.1544)| loss 2.6405 || lr 0.072367-0.014473-0.014473 | Time 2021-09-14 07:17:05
Epoch 019/150: (65.5340 86.7200) | 278.8405 M (93.5651 -5.2959) || train (60.6281 82.0409) | 278.9410 M (92.9095 -4.5398)| loss 2.6400 || lr 0.072070-0.014414-0.014414 | Time 2021-09-14 07:35:35
Epoch 019/150: (65.5340 86.7200) | 278.8405 M (93.5651 -5.2959) || train (60.5282 82.0387) | 278.9405 M (92.9092 -4.5400)| loss 2.6418 || lr 0.072070-0.014414-0.014414 | Time 2021-09-14 07:35:35
Epoch 020/150: (64.9700 86.4580) | 277.3295 M (92.4690 -5.7108) || train (60.7542 82.1383) | 277.5105 M (91.8961 -4.9569)| loss 2.6331 || lr 0.071758-0.014352-0.014352 | Time 2021-09-14 07:54:05
Epoch 020/150: (64.9700 86.4580) | 277.3295 M (92.4690 -5.7108) || train (60.7183 82.0723) | 277.5114 M (91.8965 -4.9564)| loss 2.6356 || lr 0.071758-0.014352-0.014352 | Time 2021-09-14 07:54:06
Epoch 021/150: (64.9940 86.3500) | 275.5093 M (91.2222 -6.2842) || train (60.7335 82.1488) | 276.0735 M (90.8847 -5.3825)| loss 2.6337 || lr 0.071431-0.014286-0.014286 | Time 2021-09-14 08:12:36
Epoch 021/150: (64.9940 86.3500) | 275.5093 M (91.2222 -6.2842) || train (60.7065 82.2090) | 276.0731 M (90.8843 -5.3825)| loss 2.6323 || lr 0.071431-0.014286-0.014286 | Time 2021-09-14 08:12:36
Epoch 022/150: (64.9300 86.4320) | 273.9018 M (90.0562 -6.7257) || train (60.7177 82.2237) | 274.6413 M (89.8861 -5.8161)| loss 2.6292 || lr 0.071089-0.014218-0.014218 | Time 2021-09-14 08:31:07
Epoch 022/150: (64.9300 86.4320) | 273.9018 M (90.0562 -6.7257) || train (60.8796 82.2721) | 274.6414 M (89.8863 -5.8162)| loss 2.6253 || lr 0.071089-0.014218-0.014218 | Time 2021-09-14 08:31:07
Epoch 023/150: (64.9880 86.3300) | 271.9444 M (88.8056 -7.4326) || train (60.8568 82.2476) | 273.2100 M (88.9130 -6.2743)| loss 2.6256 || lr 0.070733-0.014147-0.014147 | Time 2021-09-14 08:49:37
Epoch 023/150: (64.9880 86.3300) | 271.9444 M (88.8056 -7.4326) || train (60.9878 82.3052) | 273.2090 M (88.9125 -6.2748)| loss 2.6239 || lr 0.070733-0.014147-0.014147 | Time 2021-09-14 08:49:38
Epoch 024/150: (65.4040 86.7000) | 270.3373 M (87.6468 -7.8809) || train (61.0123 82.3981) | 271.7778 M (87.9426 -6.7361)| loss 2.6178 || lr 0.070362-0.014072-0.014072 | Time 2021-09-14 09:08:08
Epoch 024/150: (65.4040 86.7000) | 270.3373 M (87.6468 -7.8809) || train (60.9716 82.2990) | 271.7781 M (87.9432 -6.7364)| loss 2.6208 || lr 0.070362-0.014072-0.014072 | Time 2021-09-14 09:08:08
Epoch 025/150: (65.3120 86.4740) | 268.9531 M (86.6608 -8.2790) || train (61.0601 82.4701) | 270.3442 M (86.9754 -7.2025)| loss 2.6128 || lr 0.069976-0.013995-0.013995 | Time 2021-09-14 09:26:40
Epoch 025/150: (65.3120 86.4740) | 268.9531 M (86.6608 -8.2790) || train (61.0541 82.4267) | 270.3448 M (86.9760 -7.2025)| loss 2.6153 || lr 0.069976-0.013995-0.013995 | Time 2021-09-14 09:26:40
Epoch 026/150: (65.3160 86.6640) | 266.8976 M (85.3250 -8.9988) || train (61.1317 82.4416) | 268.9112 M (86.0094 -7.6696)| loss 2.6130 || lr 0.069576-0.013915-0.013915 | Time 2021-09-14 09:45:10
Epoch 026/150: (65.3160 86.6640) | 266.8976 M (85.3250 -8.9988) || train (61.1077 82.4455) | 268.9117 M (86.0097 -7.6693)| loss 2.6122 || lr 0.069576-0.013915-0.013915 | Time 2021-09-14 09:45:10
Epoch 027/150: (65.4160 86.6280) | 265.5905 M (84.3958 -9.3766) || train (61.2116 82.4935) | 267.4782 M (85.0557 -8.1489)| loss 2.6071 || lr 0.069162-0.013832-0.013832 | Time 2021-09-14 10:03:40
Epoch 027/150: (65.4160 86.6280) | 265.5905 M (84.3958 -9.3766) || train (61.2440 82.5448) | 267.4791 M (85.0565 -8.1487)| loss 2.6076 || lr 0.069162-0.013832-0.013832 | Time 2021-09-14 10:03:41
Epoch 028/150: (65.5120 86.6600) | 263.9985 M (83.3539 -9.9267) || train (61.2596 82.6121) | 266.0472 M (84.1277 -8.6518)| loss 2.6021 || lr 0.068735-0.013747-0.013747 | Time 2021-09-14 10:22:12
Epoch 028/150: (65.5120 86.6600) | 263.9985 M (83.3539 -9.9267) || train (61.2519 82.5019) | 266.0459 M (84.1271 -8.6525)| loss 2.6064 || lr 0.068735-0.013747-0.013747 | Time 2021-09-14 10:22:12
Epoch 029/150: (65.5420 86.7660) | 261.9121 M (82.0942 -10.7534) || train (61.3657 82.6379) | 264.6104 M (83.1911 -9.1520)| loss 2.5990 || lr 0.068293-0.013659-0.013659 | Time 2021-09-14 10:40:43
Epoch 029/150: (65.5420 86.7660) | 261.9121 M (82.0942 -10.7534) || train (61.2769 82.5625) | 264.6098 M (83.1906 -9.1521)| loss 2.6029 || lr 0.068293-0.013659-0.013659 | Time 2021-09-14 10:40:43
Epoch 030/150: (65.5100 86.7280) | 260.6609 M (81.2399 -11.1504) || train (61.3959 82.6568) | 263.1796 M (82.2739 -9.6655)| loss 2.5966 || lr 0.067838-0.013568-0.013568 | Time 2021-09-14 10:59:14
Epoch 030/150: (65.5100 86.7280) | 260.6609 M (81.2399 -11.1504) || train (61.3901 82.5920) | 263.1804 M (82.2741 -9.6650)| loss 2.5988 || lr 0.067838-0.013568-0.013568 | Time 2021-09-14 10:59:14
Epoch 031/150: (65.7900 86.9820) | 259.2738 M (80.3221 -11.6196) || train (61.5471 82.7356) | 261.7467 M (81.3886 -10.2131)| loss 2.5918 || lr 0.067370-0.013474-0.013474 | Time 2021-09-14 11:17:46
Epoch 031/150: (65.7900 86.9820) | 259.2738 M (80.3221 -11.6196) || train (61.4976 82.7239) | 261.7476 M (81.3888 -10.2125)| loss 2.5936 || lr 0.067370-0.013474-0.013474 | Time 2021-09-14 11:17:46
Epoch 032/150: (66.0060 87.1000) | 257.5503 M (79.2979 -12.3189) || train (61.5310 82.7635) | 260.3129 M (80.4972 -10.7556)| loss 2.5916 || lr 0.066889-0.013378-0.013378 | Time 2021-09-14 11:36:16
Epoch 032/150: (66.0060 87.1000) | 257.5503 M (79.2979 -12.3189) || train (61.5648 82.7851) | 260.3140 M (80.4974 -10.7548)| loss 2.5904 || lr 0.066889-0.013378-0.013378 | Time 2021-09-14 11:36:16
Epoch 033/150: (65.6560 86.7900) | 256.0961 M (78.4456 -12.9208) || train (61.5950 82.8350) | 258.8793 M (79.6473 -11.3393)| loss 2.5883 || lr 0.066394-0.013279-0.013279 | Time 2021-09-14 11:54:46
Epoch 033/150: (65.6560 86.7900) | 256.0961 M (78.4456 -12.9208) || train (61.5432 82.7905) | 258.8790 M (79.6471 -11.3394)| loss 2.5890 || lr 0.066394-0.013279-0.013279 | Time 2021-09-14 11:54:46
Epoch 034/150: (66.2040 87.0860) | 254.6778 M (77.5768 -13.4703) || train (61.6871 82.8035) | 257.4462 M (78.7801 -11.9052)| loss 2.5860 || lr 0.065887-0.013177-0.013177 | Time 2021-09-14 12:13:18
Epoch 034/150: (66.2040 87.0860) | 254.6778 M (77.5768 -13.4703) || train (61.5911 82.8252) | 257.4468 M (78.7803 -11.9048)| loss 2.5864 || lr 0.065887-0.013177-0.013177 | Time 2021-09-14 12:13:18
Epoch 035/150: (65.7080 86.9660) | 253.2065 M (76.7474 -14.1122) || train (61.6656 82.8567) | 256.0122 M (77.9353 -12.4944)| loss 2.5825 || lr 0.065368-0.013074-0.013074 | Time 2021-09-14 12:31:48
Epoch 035/150: (65.7080 86.9660) | 253.2065 M (76.7474 -14.1122) || train (61.6797 82.8527) | 256.0123 M (77.9349 -12.4939)| loss 2.5822 || lr 0.065368-0.013074-0.013074 | Time 2021-09-14 12:31:49
Epoch 036/150: (65.5060 86.8840) | 251.8281 M (75.9669 -14.7101) || train (61.7736 82.9646) | 254.5767 M (77.1197 -13.1143)| loss 2.5788 || lr 0.064836-0.012967-0.012967 | Time 2021-09-14 12:50:19
Epoch 036/150: (65.5060 86.8840) | 251.8281 M (75.9669 -14.7101) || train (61.8447 82.9167) | 254.5766 M (77.1198 -13.1145)| loss 2.5771 || lr 0.064836-0.012967-0.012967 | Time 2021-09-14 12:50:19
Epoch 037/150: (65.6560 86.9500) | 250.3233 M (75.1329 -15.3808) || train (61.8506 82.9936) | 253.1427 M (76.3183 -13.7469)| loss 2.5742 || lr 0.064293-0.012859-0.012859 | Time 2021-09-14 13:08:52
Epoch 037/150: (65.6560 86.9500) | 250.3233 M (75.1329 -15.3808) || train (61.7482 82.9145) | 253.1430 M (76.3185 -13.7467)| loss 2.5786 || lr 0.064293-0.012859-0.012859 | Time 2021-09-14 13:08:52
Epoch 038/150: (65.9680 87.0600) | 249.0274 M (74.4024 -15.9463) || train (61.9146 82.9710) | 251.7086 M (75.5043 -14.3671)| loss 2.5735 || lr 0.063737-0.012747-0.012747 | Time 2021-09-14 13:27:23
Epoch 038/150: (65.9680 87.0600) | 249.0274 M (74.4024 -15.9463) || train (61.8813 83.0029) | 251.7105 M (75.5051 -14.3660)| loss 2.5736 || lr 0.063737-0.012747-0.012747 | Time 2021-09-14 13:27:23
Epoch 039/150: (66.0120 87.1720) | 247.4208 M (73.6067 -16.7571) || train (61.9024 83.0706) | 250.2746 M (74.7366 -15.0333)| loss 2.5710 || lr 0.063171-0.012634-0.012634 | Time 2021-09-14 13:45:53
Epoch 039/150: (66.0120 87.1720) | 247.4208 M (73.6067 -16.7571) || train (61.8721 82.9876) | 250.2738 M (74.7361 -15.0336)| loss 2.5732 || lr 0.063171-0.012634-0.012634 | Time 2021-09-14 13:45:54
Epoch 040/150: (65.8140 86.9460) | 246.0275 M (72.8633 -17.4071) || train (62.0454 83.1071) | 248.8404 M (74.0009 -15.7318)| loss 2.5675 || lr 0.062592-0.012518-0.012518 | Time 2021-09-14 14:04:26
Epoch 040/150: (65.8140 86.9460) | 246.0275 M (72.8633 -17.4071) || train (62.0229 83.0669) | 248.8425 M (74.0019 -15.7307)| loss 2.5675 || lr 0.062592-0.012518-0.012518 | Time 2021-09-14 14:04:26
Epoch 041/150: (66.0120 86.9720) | 244.4886 M (72.0705 -18.1532) || train (62.1422 83.1935) | 247.4093 M (73.2337 -16.3957)| loss 2.5631 || lr 0.062003-0.012401-0.012401 | Time 2021-09-14 14:22:56
Epoch 041/150: (66.0120 86.9720) | 244.4886 M (72.0705 -18.1532) || train (62.0532 83.1231) | 247.4097 M (73.2339 -16.3955)| loss 2.5652 || lr 0.062003-0.012401-0.012401 | Time 2021-09-14 14:22:56
Epoch 042/150: (65.9580 87.1940) | 243.0050 M (71.3038 -18.8702) || train (62.0879 83.0996) | 245.9749 M (72.4974 -17.0938)| loss 2.5645 || lr 0.061403-0.012281-0.012281 | Time 2021-09-14 14:41:28
Epoch 042/150: (65.9580 87.1940) | 243.0050 M (71.3038 -18.8702) || train (62.0546 83.1182) | 245.9751 M (72.4975 -17.0937)| loss 2.5643 || lr 0.061403-0.012281-0.012281 | Time 2021-09-14 14:41:28
Epoch 043/150: (66.0940 87.0780) | 241.4820 M (70.5626 -19.6519) || train (62.2081 83.2134) | 244.5437 M (71.7443 -17.7719)| loss 2.5599 || lr 0.060793-0.012159-0.012159 | Time 2021-09-14 15:00:00
Epoch 043/150: (66.0940 87.0780) | 241.4820 M (70.5626 -19.6519) || train (62.1630 83.2103) | 244.5433 M (71.7441 -17.7721)| loss 2.5602 || lr 0.060793-0.012159-0.012159 | Time 2021-09-14 15:00:00
Epoch 044/150: (66.2880 87.2320) | 240.0602 M (69.8469 -20.3581) || train (62.0810 83.1780) | 243.1065 M (71.0362 -18.5009)| loss 2.5614 || lr 0.060172-0.012034-0.012034 | Time 2021-09-14 15:18:30
Epoch 044/150: (66.2880 87.2320) | 240.0602 M (69.8469 -20.3581) || train (62.1050 83.1487) | 243.1073 M (71.0365 -18.5006)| loss 2.5599 || lr 0.060172-0.012034-0.012034 | Time 2021-09-14 15:18:30
Epoch 045/150: (66.2200 87.1800) | 238.7874 M (69.2487 -21.0326) || train (62.3323 83.2952) | 241.6750 M (70.3353 -19.2316)| loss 2.5550 || lr 0.059542-0.011908-0.011908 | Time 2021-09-14 15:37:02
Epoch 045/150: (66.2200 87.1800) | 238.7874 M (69.2487 -21.0326) || train (62.2583 83.2278) | 241.6736 M (70.3350 -19.2327)| loss 2.5553 || lr 0.059542-0.011908-0.011908 | Time 2021-09-14 15:37:02
Epoch 046/150: (66.4580 87.2540) | 237.2629 M (68.5123 -21.8207) || train (62.2362 83.2316) | 240.2421 M (69.6482 -19.9774)| loss 2.5563 || lr 0.058902-0.011780-0.011780 | Time 2021-09-14 15:55:33
Epoch 046/150: (66.4580 87.2540) | 237.2629 M (68.5123 -21.8207) || train (62.3455 83.3374) | 240.2414 M (69.6478 -19.9777)| loss 2.5537 || lr 0.058902-0.011780-0.011780 | Time 2021-09-14 15:55:33
Epoch 047/150: (66.3460 87.2840) | 235.7896 M (67.8376 -22.6193) || train (62.3225 83.3358) | 238.8103 M (68.9692 -20.7302)| loss 2.5529 || lr 0.058252-0.011650-0.011650 | Time 2021-09-14 16:14:05
Epoch 047/150: (66.3460 87.2840) | 235.7896 M (67.8376 -22.6193) || train (62.3740 83.3399) | 238.8098 M (68.9691 -20.7306)| loss 2.5524 || lr 0.058252-0.011650-0.011650 | Time 2021-09-14 16:14:05
Epoch 048/150: (66.5120 87.3240) | 234.5261 M (67.2151 -23.2603) || train (62.3189 83.3174) | 237.3782 M (68.2839 -21.4770)| loss 2.5519 || lr 0.057594-0.011519-0.011519 | Time 2021-09-14 16:32:36
Epoch 048/150: (66.5120 87.3240) | 234.5261 M (67.2151 -23.2603) || train (62.2749 83.2395) | 237.3780 M (68.2838 -21.4771)| loss 2.5542 || lr 0.057594-0.011519-0.011519 | Time 2021-09-14 16:32:36
Epoch 049/150: (66.0660 87.3180) | 232.9200 M (66.4369 -24.0881) || train (62.4646 83.3897) | 235.9444 M (67.5747 -22.2016)| loss 2.5458 || lr 0.056926-0.011385-0.011385 | Time 2021-09-14 16:51:07
Epoch 049/150: (66.0660 87.3180) | 232.9200 M (66.4369 -24.0881) || train (62.4427 83.4051) | 235.9446 M (67.5744 -22.2011)| loss 2.5471 || lr 0.056926-0.011385-0.011385 | Time 2021-09-14 16:51:08
Epoch 050/150: (65.8640 87.0000) | 231.8401 M (65.9209 -24.6521) || train (62.5436 83.4145) | 234.5153 M (66.8949 -22.9509)| loss 2.5437 || lr 0.056250-0.011250-0.011250 | Time 2021-09-14 17:09:40
Epoch 050/150: (65.8640 87.0000) | 231.8401 M (65.9209 -24.6521) || train (62.3559 83.3146) | 234.5145 M (66.8947 -22.9515)| loss 2.5495 || lr 0.056250-0.011250-0.011250 | Time 2021-09-14 17:09:40
Epoch 051/150: (66.3580 87.1820) | 230.2918 M (65.2643 -25.5439) || train (62.4074 83.3986) | 233.0811 M (66.2485 -23.7387)| loss 2.5453 || lr 0.055566-0.011113-0.011113 | Time 2021-09-14 17:28:12
Epoch 051/150: (66.3580 87.1820) | 230.2918 M (65.2643 -25.5439) || train (62.5821 83.4654) | 233.0819 M (66.2489 -23.7383)| loss 2.5431 || lr 0.055566-0.011113-0.011113 | Time 2021-09-14 17:28:12
Epoch 052/150: (66.6740 87.2820) | 228.8519 M (64.6658 -26.3852) || train (62.5901 83.5364) | 231.6488 M (65.6477 -24.5702)| loss 2.5402 || lr 0.054874-0.010975-0.010975 | Time 2021-09-14 17:46:44
Epoch 052/150: (66.6740 87.2820) | 228.8519 M (64.6658 -26.3852) || train (62.6413 83.4682) | 231.6492 M (65.6480 -24.5701)| loss 2.5408 || lr 0.054874-0.010975-0.010975 | Time 2021-09-14 17:46:44
Epoch 053/150: (66.3000 87.3420) | 227.3442 M (64.0149 -27.2421) || train (62.5923 83.4827) | 230.2186 M (65.0385 -25.3912)| loss 2.5408 || lr 0.054174-0.010835-0.010835 | Time 2021-09-14 18:05:16
Epoch 053/150: (66.3000 87.3420) | 227.3442 M (64.0149 -27.2421) || train (62.5603 83.5411) | 230.2202 M (65.0395 -25.3906)| loss 2.5391 || lr 0.054174-0.010835-0.010835 | Time 2021-09-14 18:05:16
Epoch 054/150: (66.5080 87.5800) | 225.9527 M (63.3808 -27.9994) || train (62.5668 83.4682) | 228.7903 M (64.4082 -26.1892)| loss 2.5389 || lr 0.053467-0.010693-0.010693 | Time 2021-09-14 18:23:48
Epoch 054/150: (66.5080 87.5800) | 225.9527 M (63.3808 -27.9994) || train (62.6614 83.5450) | 228.7895 M (64.4076 -26.1895)| loss 2.5381 || lr 0.053467-0.010693-0.010693 | Time 2021-09-14 18:23:48
Epoch 055/150: (66.6860 87.5560) | 224.6591 M (62.7945 -28.7066) || train (62.6339 83.5147) | 227.3605 M (63.7604 -26.9712)| loss 2.5387 || lr 0.052753-0.010551-0.010551 | Time 2021-09-14 18:42:20
Epoch 055/150: (66.6860 87.5560) | 224.6591 M (62.7945 -28.7066) || train (62.6416 83.5420) | 227.3604 M (63.7603 -26.9713)| loss 2.5374 || lr 0.052753-0.010551-0.010551 | Time 2021-09-14 18:42:20
Epoch 056/150: (66.4380 87.2720) | 223.3594 M (62.2235 -29.4355) || train (62.7616 83.6363) | 225.9284 M (63.1164 -27.7593)| loss 2.5336 || lr 0.052032-0.010406-0.010406 | Time 2021-09-14 19:00:51
Epoch 056/150: (66.4380 87.2720) | 223.3594 M (62.2235 -29.4355) || train (62.6116 83.5046) | 225.9292 M (63.1167 -27.7588)| loss 2.5376 || lr 0.052032-0.010406-0.010406 | Time 2021-09-14 19:00:51
Epoch 057/150: (66.6780 87.4820) | 222.0788 M (61.6596 -30.1522) || train (62.7891 83.5873) | 224.5003 M (62.4999 -28.5709)| loss 2.5321 || lr 0.051305-0.010261-0.010261 | Time 2021-09-14 19:19:22
Epoch 057/150: (66.6780 87.4820) | 222.0788 M (61.6596 -30.1522) || train (62.6962 83.5066) | 224.5008 M (62.4998 -28.5703)| loss 2.5352 || lr 0.051305-0.010261-0.010261 | Time 2021-09-14 19:19:23
Epoch 058/150: (66.4660 87.2520) | 220.5488 M (61.0160 -31.0385) || train (62.7694 83.6007) | 223.0717 M (61.8933 -29.3929)| loss 2.5315 || lr 0.050571-0.010114-0.010114 | Time 2021-09-14 19:37:56
Epoch 058/150: (66.4660 87.2520) | 220.5488 M (61.0160 -31.0385) || train (62.8637 83.5661) | 223.0685 M (61.8921 -29.3949)| loss 2.5318 || lr 0.050571-0.010114-0.010114 | Time 2021-09-14 19:37:56
Epoch 059/150: (66.7660 87.5620) | 219.1860 M (60.4211 -31.8064) || train (62.8736 83.6174) | 221.6415 M (61.2695 -30.1993)| loss 2.5293 || lr 0.049832-0.009966-0.009966 | Time 2021-09-14 19:56:27
Epoch 059/150: (66.7660 87.5620) | 219.1860 M (60.4211 -31.8064) || train (62.7577 83.5961) | 221.6413 M (61.2694 -30.1994)| loss 2.5332 || lr 0.049832-0.009966-0.009966 | Time 2021-09-14 19:56:27
Epoch 060/150: (66.8980 87.5460) | 217.7186 M (59.8559 -32.7086) || train (62.8089 83.6184) | 220.2105 M (60.6709 -31.0317)| loss 2.5318 || lr 0.049088-0.009818-0.009818 | Time 2021-09-14 20:14:59
Epoch 060/150: (66.8980 87.5460) | 217.7186 M (59.8559 -32.7086) || train (62.7824 83.7096) | 220.2105 M (60.6709 -31.0318)| loss 2.5300 || lr 0.049088-0.009818-0.009818 | Time 2021-09-14 20:14:59
Epoch 061/150: (66.3160 86.9460) | 216.4259 M (59.2704 -33.4158) || train (62.8178 83.5986) | 218.7861 M (60.0554 -31.8406)| loss 2.5331 || lr 0.048339-0.009668-0.009668 | Time 2021-09-14 20:33:31
Epoch 061/150: (66.3160 86.9460) | 216.4259 M (59.2704 -33.4158) || train (62.8541 83.6751) | 218.7836 M (60.0546 -31.8423)| loss 2.5278 || lr 0.048339-0.009668-0.009668 | Time 2021-09-14 20:33:31
Epoch 062/150: (66.2740 87.1860) | 215.0902 M (58.6592 -34.1403) || train (62.8441 83.6363) | 217.3584 M (59.4305 -32.6434)| loss 2.5305 || lr 0.047584-0.009517-0.009517 | Time 2021-09-14 20:52:03
Epoch 062/150: (66.2740 87.1860) | 215.0902 M (58.6592 -34.1403) || train (62.7994 83.6416) | 217.3584 M (59.4307 -32.6435)| loss 2.5299 || lr 0.047584-0.009517-0.009517 | Time 2021-09-14 20:52:03
Epoch 063/150: (66.6980 87.4720) | 213.7312 M (58.0363 -34.8764) || train (62.8548 83.5759) | 215.9328 M (58.7978 -33.4363)| loss 2.5314 || lr 0.046826-0.009365-0.009365 | Time 2021-09-14 21:10:35
Epoch 063/150: (66.6980 87.4720) | 213.7312 M (58.0363 -34.8764) || train (62.8548 83.6480) | 215.9317 M (58.7976 -33.4372)| loss 2.5295 || lr 0.046826-0.009365-0.009365 | Time 2021-09-14 21:10:35
Epoch 064/150: (66.6220 87.4420) | 212.3474 M (57.4807 -35.7046) || train (62.9621 83.6610) | 214.5023 M (58.1839 -34.2529)| loss 2.5275 || lr 0.046063-0.009213-0.009213 | Time 2021-09-14 21:29:08
Epoch 064/150: (66.6220 87.4420) | 212.3474 M (57.4807 -35.7046) || train (62.7805 83.6615) | 214.5042 M (58.1846 -34.2517)| loss 2.5293 || lr 0.046063-0.009213-0.009213 | Time 2021-09-14 21:29:08
Epoch 065/150: (66.4000 87.2120) | 211.0564 M (56.8966 -36.4115) || train (62.8659 83.6855) | 213.0754 M (57.5777 -35.0736)| loss 2.5286 || lr 0.045297-0.009059-0.009059 | Time 2021-09-14 21:47:40
Epoch 065/150: (66.4000 87.2120) | 211.0564 M (56.8966 -36.4115) || train (62.8645 83.6930) | 213.0758 M (57.5780 -35.0735)| loss 2.5288 || lr 0.045297-0.009059-0.009059 | Time 2021-09-14 21:47:40
Epoch 066/150: (66.0880 87.2160) | 209.8055 M (56.2179 -36.9837) || train (62.9229 83.6541) | 211.6481 M (56.9001 -35.8233)| loss 2.5264 || lr 0.044527-0.008905-0.008905 | Time 2021-09-14 22:06:11
Epoch 066/150: (66.0880 87.2160) | 209.8055 M (56.2179 -36.9837) || train (62.7727 83.6585) | 211.6474 M (56.9000 -35.8239)| loss 2.5299 || lr 0.044527-0.008905-0.008905 | Time 2021-09-14 22:06:12
Epoch 067/150: (66.5860 87.5580) | 208.2477 M (55.6277 -37.9513) || train (62.9577 83.7384) | 210.2178 M (56.2481 -36.6016)| loss 2.5243 || lr 0.043754-0.008751-0.008751 | Time 2021-09-14 22:24:43
Epoch 067/150: (66.5860 87.5580) | 208.2477 M (55.6277 -37.9513) || train (62.9349 83.6708) | 210.2185 M (56.2479 -36.6007)| loss 2.5281 || lr 0.043754-0.008751-0.008751 | Time 2021-09-14 22:24:43
Epoch 068/150: (66.1780 87.1720) | 206.9563 M (55.0639 -38.6790) || train (62.9644 83.7066) | 208.7935 M (55.6890 -37.4669)| loss 2.5252 || lr 0.042978-0.008596-0.008596 | Time 2021-09-14 22:43:15
Epoch 068/150: (66.1780 87.1720) | 206.9563 M (55.0639 -38.6790) || train (62.9549 83.7183) | 208.7915 M (55.6883 -37.4682)| loss 2.5245 || lr 0.042978-0.008596-0.008596 | Time 2021-09-14 22:43:15
Epoch 069/150: (66.4600 87.3800) | 205.5619 M (54.4667 -39.4761) || train (62.8322 83.6646) | 207.3699 M (55.0628 -38.2643)| loss 2.5271 || lr 0.042200-0.008440-0.008440 | Time 2021-09-14 23:01:47
Epoch 069/150: (66.4600 87.3800) | 205.5619 M (54.4667 -39.4761) || train (62.9101 83.7083) | 207.3710 M (55.0633 -38.2637)| loss 2.5246 || lr 0.042200-0.008440-0.008440 | Time 2021-09-14 23:01:47
Epoch 070/150: (66.4540 87.4600) | 204.3285 M (53.8809 -40.1237) || train (62.8750 83.7160) | 205.9457 M (54.4495 -39.0751)| loss 2.5274 || lr 0.041420-0.008284-0.008284 | Time 2021-09-14 23:20:20
Epoch 070/150: (66.4540 87.4600) | 204.3285 M (53.8809 -40.1237) || train (62.8992 83.6490) | 205.9463 M (54.4496 -39.0746)| loss 2.5277 || lr 0.041420-0.008284-0.008284 | Time 2021-09-14 23:20:20
Epoch 071/150: (66.4100 87.1840) | 203.0159 M (53.2920 -40.8474) || train (62.9202 83.6701) | 204.5178 M (53.8205 -39.8740)| loss 2.5281 || lr 0.040638-0.008128-0.008128 | Time 2021-09-14 23:38:52
Epoch 071/150: (66.4100 87.1840) | 203.0159 M (53.2920 -40.8474) || train (62.8256 83.6287) | 204.5183 M (53.8204 -39.8735)| loss 2.5306 || lr 0.040638-0.008128-0.008128 | Time 2021-09-14 23:38:52
Epoch 072/150: (66.4480 87.3660) | 201.5794 M (52.5813 -41.5732) || train (62.7619 83.5923) | 203.0975 M (53.1436 -40.6174)| loss 2.5334 || lr 0.039855-0.007971-0.007971 | Time 2021-09-14 23:57:25
Epoch 072/150: (66.4480 87.3660) | 201.5794 M (52.5813 -41.5732) || train (62.7396 83.5135) | 203.0973 M (53.1436 -40.6176)| loss 2.5347 || lr 0.039855-0.007971-0.007971 | Time 2021-09-14 23:57:25
Epoch 073/150: (65.4760 86.6400) | 200.3034 M (51.9172 -42.1851) || train (62.6460 83.3995) | 201.6710 M (52.4425 -41.3428)| loss 2.5385 || lr 0.039070-0.007814-0.007814 | Time 2021-09-15 00:15:58
Epoch 073/150: (65.4760 86.6400) | 200.3034 M (51.9172 -42.1851) || train (62.6940 83.4709) | 201.6711 M (52.4426 -41.3428)| loss 2.5367 || lr 0.039070-0.007814-0.007814 | Time 2021-09-15 00:15:58
Epoch 074/150: (66.1280 87.4160) | 198.8718 M (51.3587 -43.0582) || train (62.7356 83.5372) | 200.2355 M (51.8172 -42.1531)| loss 2.5331 || lr 0.038285-0.007657-0.007657 | Time 2021-09-15 00:34:31
Epoch 074/150: (66.1280 87.4160) | 198.8718 M (51.3587 -43.0582) || train (62.7290 83.5553) | 200.2355 M (51.8172 -42.1530)| loss 2.5360 || lr 0.038285-0.007657-0.007657 | Time 2021-09-15 00:34:32
Epoch 075/150: (66.2520 87.0480) | 198.6897 M (51.2396 -43.1212) || train (63.0353 83.6830) | 199.4966 M (51.4968 -42.5715)| loss 2.5244 || lr 0.037500-0.007500-0.007500 | Time 2021-09-15 00:53:05
Epoch 075/150: (66.2520 87.0480) | 198.6897 M (51.2396 -43.1212) || train (62.8456 83.6401) | 199.4955 M (51.4964 -42.5722)| loss 2.5286 || lr 0.037500-0.007500-0.007500 | Time 2021-09-15 00:53:05
Epoch 076/150: (66.7160 87.7240) | 198.6142 M (51.0954 -43.0525) || train (63.2607 83.8853) | 199.4845 M (51.3572 -42.4440)| loss 2.5122 || lr 0.036715-0.007343-0.007343 | Time 2021-09-15 01:11:36
Epoch 076/150: (66.7160 87.7240) | 198.6142 M (51.0954 -43.0525) || train (63.2882 83.8986) | 199.4869 M (51.3579 -42.4423)| loss 2.5115 || lr 0.036715-0.007343-0.007343 | Time 2021-09-15 01:11:36
Epoch 077/150: (66.4060 87.1820) | 198.5713 M (51.0207 -43.0207) || train (63.4574 83.9809) | 199.4788 M (51.2819 -42.3745)| loss 2.5048 || lr 0.035930-0.007186-0.007186 | Time 2021-09-15 01:30:09
Epoch 077/150: (66.4060 87.1820) | 198.5713 M (51.0207 -43.0207) || train (63.4218 84.0538) | 199.4787 M (51.2820 -42.3746)| loss 2.5028 || lr 0.035930-0.007186-0.007186 | Time 2021-09-15 01:30:09
Epoch 078/150: (66.9140 87.5480) | 198.5767 M (50.9725 -42.9671) || train (63.6558 84.1891) | 199.4746 M (51.2192 -42.3159)| loss 2.4954 || lr 0.035145-0.007029-0.007029 | Time 2021-09-15 01:48:42
Epoch 078/150: (66.9140 87.5480) | 198.5767 M (50.9725 -42.9671) || train (63.5906 84.1318) | 199.4769 M (51.2197 -42.3141)| loss 2.4968 || lr 0.035145-0.007029-0.007029 | Time 2021-09-15 01:48:42
Epoch 079/150: (66.9960 87.6660) | 198.4617 M (50.9203 -43.0299) || train (63.7874 84.2277) | 199.4708 M (51.1913 -42.2918)| loss 2.4912 || lr 0.034362-0.006872-0.006872 | Time 2021-09-15 02:07:14
Epoch 079/150: (66.9960 87.6660) | 198.4617 M (50.9203 -43.0299) || train (63.9061 84.2851) | 199.4696 M (51.1910 -42.2927)| loss 2.4880 || lr 0.034362-0.006872-0.006872 | Time 2021-09-15 02:07:14
Epoch 080/150: (67.5060 87.9180) | 198.3940 M (50.8656 -43.0430) || train (63.9374 84.3783) | 199.4663 M (51.1629 -42.2679)| loss 2.4814 || lr 0.033580-0.006716-0.006716 | Time 2021-09-15 02:25:45
Epoch 080/150: (67.5060 87.9180) | 198.3940 M (50.8656 -43.0430) || train (64.0364 84.4002) | 199.4655 M (51.1627 -42.2685)| loss 2.4801 || lr 0.033580-0.006716-0.006716 | Time 2021-09-15 02:25:45
Epoch 081/150: (67.5960 87.8860) | 198.4528 M (50.8572 -42.9757) || train (64.1766 84.5258) | 199.4621 M (51.1246 -42.2338)| loss 2.4742 || lr 0.032800-0.006560-0.006560 | Time 2021-09-15 02:44:17
Epoch 081/150: (67.5960 87.8860) | 198.4528 M (50.8572 -42.9757) || train (64.1301 84.4223) | 199.4627 M (51.1250 -42.2335)| loss 2.4765 || lr 0.032800-0.006560-0.006560 | Time 2021-09-15 02:44:17
Epoch 082/150: (67.7840 88.1140) | 198.4451 M (50.8452 -42.9714) || train (64.3285 84.5619) | 199.4572 M (51.1213 -42.2354)| loss 2.4690 || lr 0.032022-0.006404-0.006404 | Time 2021-09-15 03:02:49
Epoch 082/150: (67.7840 88.1140) | 198.4451 M (50.8452 -42.9714) || train (64.3257 84.5936) | 199.4593 M (51.1219 -42.2339)| loss 2.4682 || lr 0.032022-0.006404-0.006404 | Time 2021-09-15 03:02:49
Epoch 083/150: (67.5640 88.0020) | 198.2490 M (50.8130 -43.1354) || train (64.4439 84.6933) | 199.4536 M (51.1250 -42.2427)| loss 2.4614 || lr 0.031246-0.006249-0.006249 | Time 2021-09-15 03:21:23
Epoch 083/150: (67.5640 88.0020) | 198.2490 M (50.8130 -43.1354) || train (64.4691 84.7082) | 199.4539 M (51.1248 -42.2423)| loss 2.4605 || lr 0.031246-0.006249-0.006249 | Time 2021-09-15 03:21:23
Epoch 084/150: (68.0780 88.2740) | 198.4113 M (50.8349 -42.9949) || train (64.6471 84.8276) | 199.4534 M (51.1188 -42.2367)| loss 2.4540 || lr 0.030473-0.006095-0.006095 | Time 2021-09-15 03:39:55
Epoch 084/150: (68.0780 88.2740) | 198.4113 M (50.8349 -42.9949) || train (64.6613 84.7859) | 199.4543 M (51.1191 -42.2361)| loss 2.4538 || lr 0.030473-0.006095-0.006095 | Time 2021-09-15 03:39:55
Epoch 085/150: (68.1760 88.2100) | 198.3531 M (50.8278 -43.0460) || train (64.7158 84.8982) | 199.4525 M (51.1119 -42.2306)| loss 2.4505 || lr 0.029703-0.005941-0.005941 | Time 2021-09-15 03:58:27
Epoch 085/150: (68.1760 88.2100) | 198.3531 M (50.8278 -43.0460) || train (64.7437 84.8899) | 199.4518 M (51.1117 -42.2312)| loss 2.4497 || lr 0.029703-0.005941-0.005941 | Time 2021-09-15 03:58:27
Epoch 086/150: (67.7520 88.0160) | 198.4132 M (50.8273 -42.9854) || train (64.9390 84.9842) | 199.4520 M (51.1009 -42.2202)| loss 2.4430 || lr 0.028937-0.005787-0.005787 | Time 2021-09-15 04:16:59
Epoch 086/150: (67.7520 88.0160) | 198.4132 M (50.8273 -42.9854) || train (64.9752 84.9968) | 199.4521 M (51.1010 -42.2201)| loss 2.4403 || lr 0.028937-0.005787-0.005787 | Time 2021-09-15 04:16:59
Epoch 087/150: (67.6940 88.1300) | 198.3135 M (50.7916 -43.0494) || train (65.0202 85.0549) | 199.4517 M (51.0891 -42.2087)| loss 2.4387 || lr 0.028174-0.005635-0.005635 | Time 2021-09-15 04:35:30
Epoch 087/150: (67.6940 88.1300) | 198.3135 M (50.7916 -43.0494) || train (65.0105 85.0625) | 199.4504 M (51.0885 -42.2095)| loss 2.4368 || lr 0.028174-0.005635-0.005635 | Time 2021-09-15 04:35:30
Epoch 088/150: (68.2780 88.3700) | 198.3140 M (50.7758 -43.0331) || train (65.1551 85.1398) | 199.4488 M (51.0767 -42.1992)| loss 2.4331 || lr 0.027416-0.005483-0.005483 | Time 2021-09-15 04:54:04
Epoch 088/150: (68.2780 88.3700) | 198.3140 M (50.7758 -43.0331) || train (65.1615 85.0827) | 199.4487 M (51.0766 -42.1992)| loss 2.4339 || lr 0.027416-0.005483-0.005483 | Time 2021-09-15 04:54:04
Epoch 089/150: (68.1680 88.3520) | 198.3739 M (50.7816 -42.9790) || train (65.3187 85.2280) | 199.4477 M (51.0645 -42.1881)| loss 2.4261 || lr 0.026661-0.005332-0.005332 | Time 2021-09-15 05:12:36
Epoch 089/150: (68.1680 88.3520) | 198.3739 M (50.7816 -42.9790) || train (65.3007 85.2033) | 199.4472 M (51.0646 -42.1886)| loss 2.4274 || lr 0.026661-0.005332-0.005332 | Time 2021-09-15 05:12:36
Epoch 090/150: (68.4520 88.3800) | 198.2601 M (50.7301 -43.0413) || train (65.4681 85.3246) | 199.4487 M (51.0481 -42.1708)| loss 2.4214 || lr 0.025912-0.005182-0.005182 | Time 2021-09-15 05:31:07
Epoch 090/150: (68.4520 88.3800) | 198.2601 M (50.7301 -43.0413) || train (65.3427 85.2449) | 199.4498 M (51.0484 -42.1699)| loss 2.4242 || lr 0.025912-0.005182-0.005182 | Time 2021-09-15 05:31:08
Epoch 091/150: (68.4880 88.5600) | 198.2820 M (50.7227 -43.0120) || train (65.4356 85.3396) | 199.4480 M (51.0330 -42.1563)| loss 2.4202 || lr 0.025168-0.005034-0.005034 | Time 2021-09-15 05:49:39
Epoch 091/150: (68.4880 88.5600) | 198.2820 M (50.7227 -43.0120) || train (65.5783 85.3449) | 199.4491 M (51.0334 -42.1556)| loss 2.4181 || lr 0.025168-0.005034-0.005034 | Time 2021-09-15 05:49:40
Epoch 092/150: (68.6260 88.6260) | 198.3032 M (50.7267 -42.9948) || train (65.6284 85.3922) | 199.4464 M (51.0206 -42.1455)| loss 2.4129 || lr 0.024429-0.004886-0.004886 | Time 2021-09-15 06:08:12
Epoch 092/150: (68.6260 88.6260) | 198.3032 M (50.7267 -42.9948) || train (65.6749 85.3836) | 199.4482 M (51.0211 -42.1443)| loss 2.4130 || lr 0.024429-0.004886-0.004886 | Time 2021-09-15 06:08:12
Epoch 093/150: (68.6560 88.6760) | 198.2650 M (50.6932 -42.9995) || train (65.8429 85.5515) | 199.4478 M (51.0113 -42.1349)| loss 2.4049 || lr 0.023695-0.004739-0.004739 | Time 2021-09-15 06:26:45
Epoch 093/150: (68.6560 88.6760) | 198.2650 M (50.6932 -42.9995) || train (65.7522 85.5060) | 199.4459 M (51.0106 -42.1360)| loss 2.4077 || lr 0.023695-0.004739-0.004739 | Time 2021-09-15 06:26:45
Epoch 094/150: (68.8080 88.6900) | 198.2640 M (50.6859 -42.9932) || train (65.8604 85.5229) | 199.4455 M (50.9937 -42.1194)| loss 2.4041 || lr 0.022968-0.004594-0.004594 | Time 2021-09-15 06:45:18
Epoch 094/150: (68.8080 88.6900) | 198.2640 M (50.6859 -42.9932) || train (65.9654 85.6378) | 199.4461 M (50.9939 -42.1191)| loss 2.4010 || lr 0.022968-0.004594-0.004594 | Time 2021-09-15 06:45:18
Epoch 095/150: (68.7580 88.7140) | 198.2470 M (50.6733 -42.9976) || train (66.1012 85.6966) | 199.4440 M (50.9860 -42.1132)| loss 2.3952 || lr 0.022247-0.004449-0.004449 | Time 2021-09-15 07:03:50
Epoch 095/150: (68.7580 88.7140) | 198.2470 M (50.6733 -42.9976) || train (66.0283 85.6642) | 199.4448 M (50.9863 -42.1128)| loss 2.3979 || lr 0.022247-0.004449-0.004449 | Time 2021-09-15 07:03:50
Epoch 096/150: (68.7140 88.6200) | 198.2231 M (50.6420 -42.9903) || train (66.2029 85.7783) | 199.4458 M (50.9707 -42.0962)| loss 2.3922 || lr 0.021533-0.004307-0.004307 | Time 2021-09-15 07:22:21
Epoch 096/150: (68.7140 88.6200) | 198.2231 M (50.6420 -42.9903) || train (66.1991 85.7850) | 199.4464 M (50.9709 -42.0958)| loss 2.3906 || lr 0.021533-0.004307-0.004307 | Time 2021-09-15 07:22:21
Epoch 097/150: (69.0760 88.9020) | 198.2347 M (50.6423 -42.9789) || train (66.3679 85.8730) | 199.4449 M (50.9594 -42.0858)| loss 2.3842 || lr 0.020826-0.004165-0.004165 | Time 2021-09-15 07:40:53
Epoch 097/150: (69.0760 88.9020) | 198.2347 M (50.6423 -42.9789) || train (66.3312 85.8729) | 199.4448 M (50.9593 -42.0858)| loss 2.3841 || lr 0.020826-0.004165-0.004165 | Time 2021-09-15 07:40:53
Epoch 098/150: (68.9660 88.7680) | 198.1465 M (50.6157 -43.0405) || train (66.5284 85.9452) | 199.4438 M (50.9520 -42.0796)| loss 2.3789 || lr 0.020126-0.004025-0.004025 | Time 2021-09-15 08:19:17
Epoch 098/150: (68.9660 88.7680) | 198.1465 M (50.6157 -43.0405) || train (66.4818 86.0043) | 199.4427 M (50.9518 -42.0804)| loss 2.3788 || lr 0.020126-0.004025-0.004025 | Time 2021-09-15 08:19:17
Epoch 099/150: (69.3840 89.0340) | 198.2444 M (50.6345 -42.9615) || train (66.6125 85.9845) | 199.4434 M (50.9445 -42.0724)| loss 2.3749 || lr 0.019434-0.003887-0.003887 | Time 2021-09-15 08:37:50
Epoch 099/150: (69.3840 89.0340) | 198.2444 M (50.6345 -42.9615) || train (66.6557 86.0162) | 199.4431 M (50.9443 -42.0725)| loss 2.3732 || lr 0.019434-0.003887-0.003887 | Time 2021-09-15 08:37:50
Epoch 100/150: (69.4940 89.0320) | 198.2325 M (50.6261 -42.9649) || train (66.6937 86.0830) | 199.4432 M (50.9360 -42.0640)| loss 2.3709 || lr 0.018750-0.003750-0.003750 | Time 2021-09-15 08:56:20
Epoch 100/150: (69.4940 89.0320) | 198.2325 M (50.6261 -42.9649) || train (66.7207 86.1077) | 199.4419 M (50.9357 -42.0651)| loss 2.3695 || lr 0.018750-0.003750-0.003750 | Time 2021-09-15 08:56:20
Epoch 101/150: (69.3300 88.8380) | 198.2667 M (50.6290 -42.9336) || train (66.8432 86.1718) | 199.4438 M (50.9325 -42.0600)| loss 2.3649 || lr 0.018074-0.003615-0.003615 | Time 2021-09-15 09:14:52
Epoch 101/150: (69.3300 88.8380) | 198.2667 M (50.6290 -42.9336) || train (66.9228 86.1931) | 199.4441 M (50.9326 -42.0598)| loss 2.3647 || lr 0.018074-0.003615-0.003615 | Time 2021-09-15 09:14:52
Epoch 102/150: (69.5660 89.1380) | 198.2670 M (50.6215 -42.9258) || train (67.0129 86.3713) | 199.4420 M (50.9273 -42.0565)| loss 2.3552 || lr 0.017406-0.003481-0.003481 | Time 2021-09-15 09:33:23
Epoch 102/150: (69.5660 89.1380) | 198.2670 M (50.6215 -42.9258) || train (66.8961 86.2557) | 199.4429 M (50.9275 -42.0559)| loss 2.3609 || lr 0.017406-0.003481-0.003481 | Time 2021-09-15 09:33:23
Epoch 103/150: (69.5240 89.1440) | 198.1642 M (50.5849 -42.9920) || train (67.0860 86.2510) | 199.4424 M (50.9197 -42.0487)| loss 2.3562 || lr 0.016748-0.003350-0.003350 | Time 2021-09-15 09:51:54
Epoch 103/150: (69.5240 89.1440) | 198.1642 M (50.5849 -42.9920) || train (67.0690 86.3176) | 199.4424 M (50.9198 -42.0488)| loss 2.3554 || lr 0.016748-0.003350-0.003350 | Time 2021-09-15 09:51:55
Epoch 104/150: (69.5560 89.1660) | 198.1798 M (50.5828 -42.9743) || train (67.2905 86.4514) | 199.4414 M (50.9109 -42.0408)| loss 2.3487 || lr 0.016098-0.003220-0.003220 | Time 2021-09-15 10:10:25
Epoch 104/150: (69.5560 89.1660) | 198.1798 M (50.5828 -42.9743) || train (67.3475 86.4820) | 199.4420 M (50.9111 -42.0404)| loss 2.3468 || lr 0.016098-0.003220-0.003220 | Time 2021-09-15 10:10:26
Epoch 105/150: (69.7520 89.2060) | 198.1976 M (50.5855 -42.9593) || train (67.3688 86.4413) | 199.4405 M (50.9056 -42.0364)| loss 2.3448 || lr 0.015458-0.003092-0.003092 | Time 2021-09-15 10:28:58
Epoch 105/150: (69.7520 89.2060) | 198.1976 M (50.5855 -42.9593) || train (67.2251 86.4068) | 199.4424 M (50.9062 -42.0350)| loss 2.3481 || lr 0.015458-0.003092-0.003092 | Time 2021-09-15 10:28:58
Epoch 106/150: (69.8320 89.2480) | 198.1871 M (50.5764 -42.9606) || train (67.4450 86.5748) | 199.4420 M (50.9012 -42.0305)| loss 2.3397 || lr 0.014828-0.002966-0.002966 | Time 2021-09-15 10:47:29
Epoch 106/150: (69.8320 89.2480) | 198.1871 M (50.5764 -42.9606) || train (67.5020 86.6202) | 199.4423 M (50.9013 -42.0303)| loss 2.3362 || lr 0.014828-0.002966-0.002966 | Time 2021-09-15 10:47:29
Epoch 107/150: (69.7580 89.2860) | 198.2006 M (50.5706 -42.9412) || train (67.6150 86.6619) | 199.4398 M (50.8958 -42.0273)| loss 2.3337 || lr 0.014207-0.002841-0.002841 | Time 2021-09-15 11:06:01
Epoch 107/150: (69.7580 89.2860) | 198.2006 M (50.5706 -42.9412) || train (67.5652 86.6249) | 199.4394 M (50.8954 -42.0273)| loss 2.3354 || lr 0.014207-0.002841-0.002841 | Time 2021-09-15 11:06:01
Epoch 108/150: (69.8340 89.2620) | 198.2096 M (50.5668 -42.9285) || train (67.7736 86.8172) | 199.4411 M (50.8913 -42.0215)| loss 2.3269 || lr 0.013597-0.002719-0.002719 | Time 2021-09-15 11:24:34
Epoch 108/150: (69.8340 89.2620) | 198.2096 M (50.5668 -42.9285) || train (67.7577 86.7249) | 199.4412 M (50.8916 -42.0217)| loss 2.3298 || lr 0.013597-0.002719-0.002719 | Time 2021-09-15 11:24:34
Epoch 109/150: (70.0860 89.4020) | 198.1962 M (50.5555 -42.9306) || train (67.9489 86.8590) | 199.4419 M (50.8856 -42.0150)| loss 2.3205 || lr 0.012997-0.002599-0.002599 | Time 2021-09-15 11:43:06
Epoch 109/150: (70.0860 89.4020) | 198.1962 M (50.5555 -42.9306) || train (67.8584 86.7919) | 199.4434 M (50.8863 -42.0142)| loss 2.3240 || lr 0.012997-0.002599-0.002599 | Time 2021-09-15 11:43:06
Epoch 110/150: (69.9600 89.2640) | 198.1984 M (50.5598 -42.9327) || train (67.9822 86.8493) | 199.4410 M (50.8828 -42.0131)| loss 2.3198 || lr 0.012408-0.002482-0.002482 | Time 2021-09-15 12:01:38
Epoch 110/150: (69.9600 89.2640) | 198.1984 M (50.5598 -42.9327) || train (67.9691 86.8223) | 199.4436 M (50.8835 -42.0113)| loss 2.3203 || lr 0.012408-0.002482-0.002482 | Time 2021-09-15 12:01:38
Epoch 111/150: (70.1560 89.5020) | 198.1435 M (50.5414 -42.9692) || train (68.1427 86.9736) | 199.4396 M (50.8808 -42.0126)| loss 2.3141 || lr 0.011829-0.002366-0.002366 | Time 2021-09-15 12:20:11
Epoch 111/150: (70.1560 89.5020) | 198.1435 M (50.5414 -42.9692) || train (68.2079 86.9571) | 199.4395 M (50.8809 -42.0127)| loss 2.3124 || lr 0.011829-0.002366-0.002366 | Time 2021-09-15 12:20:11
Epoch 112/150: (70.4840 89.5380) | 198.1918 M (50.5532 -42.9327) || train (68.2738 87.0326) | 199.4404 M (50.8792 -42.0101)| loss 2.3069 || lr 0.011263-0.002253-0.002253 | Time 2021-09-15 12:38:43
Epoch 112/150: (70.4840 89.5380) | 198.1918 M (50.5532 -42.9327) || train (68.2330 87.0387) | 199.4404 M (50.8790 -42.0099)| loss 2.3082 || lr 0.011263-0.002253-0.002253 | Time 2021-09-15 12:38:43
Epoch 113/150: (70.4520 89.5400) | 198.2723 M (50.5734 -42.8724) || train (68.3973 87.1314) | 199.4405 M (50.8771 -42.0079)| loss 2.3023 || lr 0.010707-0.002141-0.002141 | Time 2021-09-15 12:57:18
Epoch 113/150: (70.4520 89.5400) | 198.2723 M (50.5734 -42.8724) || train (68.5638 87.1311) | 199.4396 M (50.8767 -42.0084)| loss 2.3009 || lr 0.010707-0.002141-0.002141 | Time 2021-09-15 12:57:18
Epoch 114/150: (70.4820 89.5300) | 198.2465 M (50.5604 -42.8852) || train (68.6550 87.2479) | 199.4407 M (50.8725 -42.0031)| loss 2.2959 || lr 0.010164-0.002033-0.002033 | Time 2021-09-15 13:15:50
Epoch 114/150: (70.4820 89.5300) | 198.2465 M (50.5604 -42.8852) || train (68.6143 87.2839) | 199.4396 M (50.8721 -42.0038)| loss 2.2952 || lr 0.010164-0.002033-0.002033 | Time 2021-09-15 13:15:50
Epoch 115/150: (70.6700 89.7360) | 198.2363 M (50.5615 -42.8965) || train (68.7260 87.2922) | 199.4394 M (50.8682 -42.0002)| loss 2.2918 || lr 0.009632-0.001926-0.001926 | Time 2021-09-15 13:34:24
Epoch 115/150: (70.6700 89.7360) | 198.2363 M (50.5615 -42.8965) || train (68.7023 87.3250) | 199.4385 M (50.8679 -42.0008)| loss 2.2900 || lr 0.009632-0.001926-0.001926 | Time 2021-09-15 13:34:24
Epoch 116/150: (70.5360 89.6380) | 198.2136 M (50.5539 -42.9116) || train (68.8837 87.4800) | 199.4396 M (50.8651 -41.9968)| loss 2.2838 || lr 0.009113-0.001823-0.001823 | Time 2021-09-15 13:52:56
Epoch 116/150: (70.5360 89.6380) | 198.2136 M (50.5539 -42.9116) || train (68.8378 87.3145) | 199.4398 M (50.8649 -41.9964)| loss 2.2883 || lr 0.009113-0.001823-0.001823 | Time 2021-09-15 13:52:57
Epoch 117/150: (70.7560 89.8240) | 198.2307 M (50.5472 -42.8878) || train (68.8998 87.4343) | 199.4397 M (50.8607 -41.9923)| loss 2.2820 || lr 0.008606-0.001721-0.001721 | Time 2021-09-15 14:11:31
Epoch 117/150: (70.7560 89.8240) | 198.2307 M (50.5472 -42.8878) || train (68.9529 87.4582) | 199.4380 M (50.8600 -41.9933)| loss 2.2808 || lr 0.008606-0.001721-0.001721 | Time 2021-09-15 14:11:31
Epoch 118/150: (70.8720 89.8560) | 198.2016 M (50.5371 -42.9068) || train (69.0242 87.5284) | 199.4406 M (50.8571 -41.9879)| loss 2.2774 || lr 0.008111-0.001622-0.001622 | Time 2021-09-15 14:30:04
Epoch 118/150: (70.8720 89.8560) | 198.2016 M (50.5371 -42.9068) || train (69.1795 87.5615) | 199.4409 M (50.8572 -41.9876)| loss 2.2738 || lr 0.008111-0.001622-0.001622 | Time 2021-09-15 14:30:04
Epoch 119/150: (70.6900 89.7740) | 198.2084 M (50.5324 -42.8953) || train (69.2008 87.6303) | 199.4410 M (50.8544 -41.9847)| loss 2.2712 || lr 0.007630-0.001526-0.001526 | Time 2021-09-15 14:48:39
Epoch 119/150: (70.6900 89.7740) | 198.2084 M (50.5324 -42.8953) || train (69.2204 87.6051) | 199.4403 M (50.8540 -41.9850)| loss 2.2712 || lr 0.007630-0.001526-0.001526 | Time 2021-09-15 14:48:39
Epoch 120/150: (70.8400 89.8760) | 198.1433 M (50.5109 -42.9389) || train (69.4012 87.6990) | 199.4406 M (50.8513 -41.9820)| loss 2.2663 || lr 0.007162-0.001432-0.001432 | Time 2021-09-15 15:07:11
Epoch 120/150: (70.8400 89.8760) | 198.1433 M (50.5109 -42.9389) || train (69.3381 87.6536) | 199.4382 M (50.8507 -41.9838)| loss 2.2678 || lr 0.007162-0.001432-0.001432 | Time 2021-09-15 15:07:11
Epoch 121/150: (70.9280 89.7700) | 198.1608 M (50.5251 -42.9357) || train (69.5273 87.7788) | 199.4374 M (50.8483 -41.9822)| loss 2.2601 || lr 0.006707-0.001341-0.001341 | Time 2021-09-15 15:25:46
Epoch 121/150: (70.9280 89.7700) | 198.1608 M (50.5251 -42.9357) || train (69.4463 87.6920) | 199.4382 M (50.8484 -41.9815)| loss 2.2631 || lr 0.006707-0.001341-0.001341 | Time 2021-09-15 15:25:46
Epoch 122/150: (71.1420 89.8660) | 198.1974 M (50.5249 -42.8988) || train (69.5618 87.8014) | 199.4419 M (50.8484 -41.9778)| loss 2.2578 || lr 0.006265-0.001253-0.001253 | Time 2021-09-15 15:44:19
Epoch 122/150: (71.1420 89.8660) | 198.1974 M (50.5249 -42.8988) || train (69.5607 87.8258) | 199.4413 M (50.8481 -41.9781)| loss 2.2579 || lr 0.006265-0.001253-0.001253 | Time 2021-09-15 15:44:20
Epoch 123/150: (71.0240 89.9060) | 198.2006 M (50.5288 -42.8996) || train (69.6850 87.8706) | 199.4385 M (50.8454 -41.9782)| loss 2.2545 || lr 0.005838-0.001168-0.001168 | Time 2021-09-15 16:02:51
Epoch 123/150: (71.0240 89.9060) | 198.2006 M (50.5288 -42.8996) || train (69.7521 87.9101) | 199.4357 M (50.8448 -41.9803)| loss 2.2523 || lr 0.005838-0.001168-0.001168 | Time 2021-09-15 16:02:51
Epoch 124/150: (71.2440 90.0620) | 198.2102 M (50.5294 -42.8905) || train (69.8058 87.9999) | 199.4406 M (50.8434 -41.9742)| loss 2.2467 || lr 0.005424-0.001085-0.001085 | Time 2021-09-15 16:21:26
Epoch 124/150: (71.2440 90.0620) | 198.2102 M (50.5294 -42.8905) || train (69.7941 87.9930) | 199.4387 M (50.8430 -41.9756)| loss 2.2466 || lr 0.005424-0.001085-0.001085 | Time 2021-09-15 16:21:26
Epoch 125/150: (71.1060 90.0040) | 198.2761 M (50.5447 -42.8400) || train (69.9574 88.0376) | 199.4413 M (50.8406 -41.9706)| loss 2.2427 || lr 0.005024-0.001005-0.001005 | Time 2021-09-15 16:39:59
Epoch 125/150: (71.1060 90.0040) | 198.2761 M (50.5447 -42.8400) || train (69.9240 87.9807) | 199.4407 M (50.8402 -41.9708)| loss 2.2454 || lr 0.005024-0.001005-0.001005 | Time 2021-09-15 16:40:00
Epoch 126/150: (71.2900 90.0560) | 198.2117 M (50.5228 -42.8824) || train (70.1694 88.1310) | 199.4384 M (50.8382 -41.9712)| loss 2.2361 || lr 0.004638-0.000928-0.000928 | Time 2021-09-15 16:58:33
Epoch 126/150: (71.2900 90.0560) | 198.2117 M (50.5228 -42.8824) || train (70.0695 88.0984) | 199.4379 M (50.8381 -41.9715)| loss 2.2393 || lr 0.004638-0.000928-0.000928 | Time 2021-09-15 16:58:33
Epoch 127/150: (71.3280 90.0440) | 198.2193 M (50.5293 -42.8814) || train (70.2002 88.1661) | 199.4390 M (50.8375 -41.9698)| loss 2.2340 || lr 0.004267-0.000853-0.000853 | Time 2021-09-15 17:17:08
Epoch 127/150: (71.3280 90.0440) | 198.2193 M (50.5293 -42.8814) || train (70.2704 88.2115) | 199.4396 M (50.8378 -41.9695)| loss 2.2322 || lr 0.004267-0.000853-0.000853 | Time 2021-09-15 17:17:08
Epoch 128/150: (71.5240 90.0440) | 198.1413 M (50.5022 -42.9322) || train (70.2279 88.2005) | 199.4378 M (50.8380 -41.9715)| loss 2.2321 || lr 0.003911-0.000782-0.000782 | Time 2021-09-15 17:35:40
Epoch 128/150: (71.5240 90.0440) | 198.1413 M (50.5022 -42.9322) || train (70.3433 88.2513) | 199.4365 M (50.8376 -41.9724)| loss 2.2288 || lr 0.003911-0.000782-0.000782 | Time 2021-09-15 17:35:40
Epoch 129/150: (71.4500 90.1400) | 198.1554 M (50.5101 -42.9260) || train (70.4570 88.3619) | 199.4375 M (50.8372 -41.9710)| loss 2.2234 || lr 0.003569-0.000714-0.000714 | Time 2021-09-15 17:54:14
Epoch 129/150: (71.4500 90.1400) | 198.1554 M (50.5101 -42.9260) || train (70.4293 88.2874) | 199.4398 M (50.8378 -41.9693)| loss 2.2271 || lr 0.003569-0.000714-0.000714 | Time 2021-09-15 17:54:15
Epoch 130/150: (71.5280 90.1200) | 198.1512 M (50.5006 -42.9207) || train (70.6092 88.4129) | 199.4395 M (50.8369 -41.9687)| loss 2.2188 || lr 0.003242-0.000648-0.000648 | Time 2021-09-15 18:12:50
Epoch 130/150: (71.5280 90.1200) | 198.1512 M (50.5006 -42.9207) || train (70.5486 88.3086) | 199.4400 M (50.8367 -41.9680)| loss 2.2225 || lr 0.003242-0.000648-0.000648 | Time 2021-09-15 18:12:50
Epoch 131/150: (71.6060 90.1260) | 198.1853 M (50.5164 -42.9024) || train (70.6359 88.3726) | 199.4385 M (50.8351 -41.9679)| loss 2.2178 || lr 0.002930-0.000586-0.000586 | Time 2021-09-15 18:31:23
Epoch 131/150: (71.6060 90.1260) | 198.1853 M (50.5164 -42.9024) || train (70.7148 88.4532) | 199.4409 M (50.8358 -41.9663)| loss 2.2164 || lr 0.002930-0.000586-0.000586 | Time 2021-09-15 18:31:23
Epoch 132/150: (71.4820 90.1600) | 198.2598 M (50.5382 -42.8497) || train (70.7194 88.4707) | 199.4391 M (50.8344 -41.9666)| loss 2.2138 || lr 0.002633-0.000527-0.000527 | Time 2021-09-15 18:49:57
Epoch 132/150: (71.4820 90.1600) | 198.2598 M (50.5382 -42.8497) || train (70.6786 88.3879) | 199.4398 M (50.8348 -41.9662)| loss 2.2158 || lr 0.002633-0.000527-0.000527 | Time 2021-09-15 18:49:57
Epoch 133/150: (71.7660 90.3100) | 198.1430 M (50.5001 -42.9284) || train (70.8310 88.5195) | 199.4385 M (50.8340 -41.9669)| loss 2.2113 || lr 0.002352-0.000470-0.000470 | Time 2021-09-15 19:08:33
Epoch 133/150: (71.7660 90.3100) | 198.1430 M (50.5001 -42.9284) || train (70.8600 88.5245) | 199.4390 M (50.8340 -41.9664)| loss 2.2086 || lr 0.002352-0.000470-0.000470 | Time 2021-09-15 19:08:33
Epoch 134/150: (71.6860 90.2480) | 198.1855 M (50.5114 -42.8972) || train (70.8945 88.5604) | 199.4380 M (50.8328 -41.9661)| loss 2.2083 || lr 0.002086-0.000417-0.000417 | Time 2021-09-15 19:27:06
Epoch 134/150: (71.6860 90.2480) | 198.1855 M (50.5114 -42.8972) || train (70.8848 88.5539) | 199.4379 M (50.8329 -41.9662)| loss 2.2078 || lr 0.002086-0.000417-0.000417 | Time 2021-09-15 19:27:06
Epoch 135/150: (71.8900 90.1820) | 198.1915 M (50.5136 -42.8934) || train (70.9065 88.5892) | 199.4398 M (50.8325 -41.9640)| loss 2.2064 || lr 0.001835-0.000367-0.000367 | Time 2021-09-15 19:45:40
Epoch 135/150: (71.8900 90.1820) | 198.1915 M (50.5136 -42.8934) || train (71.0725 88.6483) | 199.4357 M (50.8315 -41.9671)| loss 2.2021 || lr 0.001835-0.000367-0.000367 | Time 2021-09-15 19:45:40
Epoch 136/150: (71.6960 90.2760) | 198.1837 M (50.5089 -42.8965) || train (71.1337 88.6441) | 199.4380 M (50.8315 -41.9648)| loss 2.2005 || lr 0.001601-0.000320-0.000320 | Time 2021-09-15 20:04:14
Epoch 136/150: (71.6960 90.2760) | 198.1837 M (50.5089 -42.8965) || train (71.1156 88.6502) | 199.4397 M (50.8317 -41.9634)| loss 2.1997 || lr 0.001601-0.000320-0.000320 | Time 2021-09-15 20:04:14
Epoch 137/150: (71.8500 90.3180) | 198.1869 M (50.5122 -42.8966) || train (71.2085 88.7303) | 199.4373 M (50.8310 -41.9649)| loss 2.1975 || lr 0.001381-0.000276-0.000276 | Time 2021-09-15 20:22:48
Epoch 137/150: (71.8500 90.3180) | 198.1869 M (50.5122 -42.8966) || train (71.1772 88.7473) | 199.4373 M (50.8310 -41.9650)| loss 2.1970 || lr 0.001381-0.000276-0.000276 | Time 2021-09-15 20:22:48
Epoch 138/150: (71.8680 90.2380) | 198.1925 M (50.5095 -42.8883) || train (71.2259 88.7086) | 199.4371 M (50.8303 -41.9645)| loss 2.1969 || lr 0.001178-0.000236-0.000236 | Time 2021-09-15 20:41:22
Epoch 138/150: (71.8680 90.2380) | 198.1925 M (50.5095 -42.8883) || train (71.3243 88.8062) | 199.4381 M (50.8305 -41.9637)| loss 2.1926 || lr 0.001178-0.000236-0.000236 | Time 2021-09-15 20:41:22
Epoch 139/150: (71.9760 90.3380) | 198.2428 M (50.5265 -42.8551) || train (71.2982 88.7617) | 199.4384 M (50.8310 -41.9639)| loss 2.1950 || lr 0.000991-0.000198-0.000198 | Time 2021-09-15 20:59:57
Epoch 139/150: (71.9760 90.3380) | 198.2428 M (50.5265 -42.8551) || train (71.2973 88.8166) | 199.4399 M (50.8315 -41.9629)| loss 2.1910 || lr 0.000991-0.000198-0.000198 | Time 2021-09-15 20:59:57
Epoch 140/150: (71.9320 90.3980) | 198.2225 M (50.5218 -42.8706) || train (71.3792 88.8666) | 199.4369 M (50.8301 -41.9646)| loss 2.1879 || lr 0.000819-0.000164-0.000164 | Time 2021-09-15 21:18:31
Epoch 140/150: (71.9320 90.3980) | 198.2225 M (50.5218 -42.8706) || train (71.3263 88.7189) | 199.4383 M (50.8304 -41.9634)| loss 2.1937 || lr 0.000819-0.000164-0.000164 | Time 2021-09-15 21:18:31
Epoch 141/150: (72.0340 90.3500) | 198.1287 M (50.4937 -42.9363) || train (71.4000 88.8583) | 199.4398 M (50.8307 -41.9622)| loss 2.1877 || lr 0.000664-0.000133-0.000133 | Time 2021-09-15 21:37:06
Epoch 141/150: (72.0340 90.3500) | 198.1287 M (50.4937 -42.9363) || train (71.3597 88.7974) | 199.4389 M (50.8305 -41.9629)| loss 2.1911 || lr 0.000664-0.000133-0.000133 | Time 2021-09-15 21:37:06
Epoch 142/150: (72.0400 90.3740) | 198.1928 M (50.5116 -42.8901) || train (71.4318 88.8062) | 199.4379 M (50.8302 -41.9636)| loss 2.1901 || lr 0.000525-0.000105-0.000105 | Time 2021-09-15 21:55:40
Epoch 142/150: (72.0400 90.3740) | 198.1928 M (50.5116 -42.8901) || train (71.5335 88.9121) | 199.4378 M (50.8301 -41.9636)| loss 2.1846 || lr 0.000525-0.000105-0.000105 | Time 2021-09-15 21:55:40
Epoch 143/150: (71.9600 90.3780) | 198.2224 M (50.5207 -42.8696) || train (71.5021 88.8522) | 199.4376 M (50.8297 -41.9634)| loss 2.1870 || lr 0.000402-0.000080-0.000080 | Time 2021-09-15 22:14:13
Epoch 143/150: (71.9600 90.3780) | 198.2224 M (50.5207 -42.8696) || train (71.4841 88.8520) | 199.4371 M (50.8297 -41.9639)| loss 2.1870 || lr 0.000402-0.000080-0.000080 | Time 2021-09-15 22:14:13
Epoch 144/150: (72.0580 90.3940) | 198.1882 M (50.5052 -42.8883) || train (71.4731 88.8712) | 199.4380 M (50.8300 -41.9633)| loss 2.1863 || lr 0.000296-0.000059-0.000059 | Time 2021-09-15 22:32:47
Epoch 144/150: (72.0580 90.3940) | 198.1882 M (50.5052 -42.8883) || train (71.5432 88.8837) | 199.4378 M (50.8299 -41.9634)| loss 2.1840 || lr 0.000296-0.000059-0.000059 | Time 2021-09-15 22:32:47
Epoch 145/150: (72.1020 90.4140) | 198.1969 M (50.5123 -42.8867) || train (71.4659 88.8703) | 199.4379 M (50.8298 -41.9633)| loss 2.1852 || lr 0.000205-0.000041-0.000041 | Time 2021-09-15 22:51:23
Epoch 145/150: (72.1020 90.4140) | 198.1969 M (50.5123 -42.8867) || train (71.6054 88.8886) | 199.4387 M (50.8302 -41.9628)| loss 2.1829 || lr 0.000205-0.000041-0.000041 | Time 2021-09-15 22:51:23
Epoch 146/150: (72.0800 90.4660) | 198.2009 M (50.5118 -42.8823) || train (71.6093 88.9131) | 199.4366 M (50.8296 -41.9643)| loss 2.1831 || lr 0.000132-0.000026-0.000026 | Time 2021-09-15 23:09:56
Epoch 146/150: (72.0800 90.4660) | 198.2009 M (50.5118 -42.8823) || train (71.5238 88.8619) | 199.4371 M (50.8298 -41.9640)| loss 2.1851 || lr 0.000132-0.000026-0.000026 | Time 2021-09-15 23:09:56
Epoch 147/150: (72.0380 90.4000) | 198.1494 M (50.4962 -42.9181) || train (71.6426 88.9187) | 199.4362 M (50.8296 -41.9647)| loss 2.1821 || lr 0.000074-0.000015-0.000015 | Time 2021-09-15 23:28:31
Epoch 147/150: (72.0380 90.4000) | 198.1494 M (50.4962 -42.9181) || train (71.5961 88.9338) | 199.4383 M (50.8304 -41.9634)| loss 2.1823 || lr 0.000074-0.000015-0.000015 | Time 2021-09-15 23:28:31
Epoch 148/150: (72.0780 90.3740) | 198.2145 M (50.5132 -42.8700) || train (71.6495 88.9663) | 199.4365 M (50.8296 -41.9645)| loss 2.1800 || lr 0.000033-0.000007-0.000007 | Time 2021-09-15 23:47:05
Epoch 148/150: (72.0780 90.3740) | 198.2145 M (50.5132 -42.8700) || train (71.6524 89.0308) | 199.4366 M (50.8294 -41.9642)| loss 2.1787 || lr 0.000033-0.000007-0.000007 | Time 2021-09-15 23:47:05
Epoch 149/150: (72.0800 90.4120) | 198.1756 M (50.5005 -42.8962) || train (71.6824 88.9663) | 199.4374 M (50.8298 -41.9637)| loss 2.1808 || lr 0.000008-0.000002-0.000002 | Time 2021-09-16 00:05:40
Epoch 149/150: (72.0800 90.4120) | 198.1756 M (50.5005 -42.8962) || train (71.6757 88.9857) | 199.4369 M (50.8297 -41.9640)| loss 2.1797 || lr 0.000008-0.000002-0.000002 | Time 2021-09-16 00:05:41