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msgc_resnet50_noatt_log.txt
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Flops of dyresnet50: original 4050.649088 M, target 1851.146633216 M, possible 1354.224128 M, main 441.188352 M, dgc 3609.460736 M, mask 10.670592 M
Flops of dyresnet50: original 4050.649088 M, target 1851.146633216 M, possible 1354.224128 M, main 441.188352 M, dgc 3609.460736 M, mask 10.670592 M
Epoch 000/120: (63.2620 85.7840) | 4059.4185 M (3608.4234 -0.8638) || train (55.7802 78.6490) | 3588.3472 M (3255.1896 -118.7014)| loss 2.8604 || lr 0.075000-0.015000-0.015000 | Time 2021-08-11 02:12:47
Epoch 000/120: (63.2620 85.7840) | 4059.4185 M (3608.4234 -0.8638) || train (55.7188 78.5936) | 3588.3537 M (3255.1939 -118.6992)| loss 2.8625 || lr 0.075000-0.015000-0.015000 | Time 2021-08-11 02:12:47
Epoch 001/120: (66.4320 87.6500) | 4058.3096 M (3607.6576 -1.2070) || train (61.8456 83.1199) | 3720.1933 M (3333.0808 -64.7465)| loss 2.5854 || lr 0.074987-0.014997-0.014997 | Time 2021-08-11 02:52:40
Epoch 001/120: (66.4320 87.6500) | 4058.3096 M (3607.6576 -1.2070) || train (61.8205 83.1170) | 3720.2049 M (3333.0906 -64.7447)| loss 2.5847 || lr 0.074987-0.014997-0.014997 | Time 2021-08-11 02:52:40
Epoch 002/120: (67.1200 88.3540) | 4055.9428 M (3606.5903 -2.5064) || train (63.8335 84.4801) | 3775.0870 M (3370.9323 -47.7042)| loss 2.4923 || lr 0.074949-0.014990-0.014990 | Time 2021-08-11 03:32:33
Epoch 002/120: (67.1200 88.3540) | 4055.9428 M (3606.5903 -2.5064) || train (63.6564 84.3880) | 3775.0787 M (3370.9287 -47.7089)| loss 2.4968 || lr 0.074949-0.014990-0.014990 | Time 2021-08-11 03:32:33
Epoch 003/120: (69.1580 89.2940) | 4052.1987 M (3604.7899 -4.4501) || train (64.7028 85.0268) | 3807.1870 M (3395.0078 -39.6798)| loss 2.4466 || lr 0.074884-0.014977-0.014977 | Time 2021-08-11 04:12:23
Epoch 003/120: (69.1580 89.2940) | 4052.1987 M (3604.7899 -4.4501) || train (64.7364 85.0649) | 3807.1977 M (3395.0152 -39.6764)| loss 2.4458 || lr 0.074884-0.014977-0.014977 | Time 2021-08-11 04:12:23
Epoch 004/120: (69.0540 89.1560) | 4048.0397 M (3602.5436 -6.3628) || train (65.4354 85.5188) | 3827.5088 M (3411.4150 -35.7651)| loss 2.4112 || lr 0.074795-0.014959-0.014959 | Time 2021-08-11 04:52:08
Epoch 004/120: (69.0540 89.1560) | 4048.0397 M (3602.5436 -6.3628) || train (65.2743 85.3904) | 3827.5065 M (3411.4163 -35.7688)| loss 2.4153 || lr 0.074795-0.014959-0.014959 | Time 2021-08-11 04:52:08
Epoch 005/120: (68.6620 89.0100) | 4039.6341 M (3597.5047 -9.7295) || train (65.8026 85.7633) | 3838.0219 M (3420.4702 -34.3073)| loss 2.3892 || lr 0.074679-0.014936-0.014936 | Time 2021-08-11 05:31:53
Epoch 005/120: (68.6620 89.0100) | 4039.6341 M (3597.5047 -9.7295) || train (65.9300 85.7603) | 3838.0377 M (3420.4804 -34.3017)| loss 2.3875 || lr 0.074679-0.014936-0.014936 | Time 2021-08-11 05:31:53
Epoch 006/120: (68.8900 89.0440) | 4018.1513 M (3583.3149 -17.0226) || train (66.0043 85.9129) | 3810.3775 M (3399.5185 -40.9999)| loss 2.3753 || lr 0.074538-0.014908-0.014908 | Time 2021-08-11 06:11:38
Epoch 006/120: (68.8900 89.0440) | 4018.1513 M (3583.3149 -17.0226) || train (66.0415 85.8710) | 3810.3969 M (3399.5299 -40.9920)| loss 2.3746 || lr 0.074538-0.014908-0.014908 | Time 2021-08-11 06:11:38
Epoch 007/120: (69.1060 89.2300) | 3984.3732 M (3563.6554 -31.1412) || train (66.2386 86.0460) | 3773.6148 M (3372.0389 -50.2830)| loss 2.3648 || lr 0.074372-0.014874-0.014874 | Time 2021-08-11 06:51:26
Epoch 007/120: (69.1060 89.2300) | 3984.3732 M (3563.6554 -31.1412) || train (66.2208 86.0170) | 3773.6369 M (3372.0492 -50.2712)| loss 2.3644 || lr 0.074372-0.014874-0.014874 | Time 2021-08-11 06:51:26
Epoch 008/120: (68.9560 89.1560) | 3949.4081 M (3544.8421 -47.2929) || train (66.3505 86.0947) | 3736.7765 M (3345.3323 -60.4148)| loss 2.3525 || lr 0.074181-0.014836-0.014836 | Time 2021-08-11 07:31:13
Epoch 008/120: (68.9560 89.1560) | 3949.4081 M (3544.8421 -47.2929) || train (66.4857 86.1790) | 3736.7684 M (3345.3307 -60.4212)| loss 2.3503 || lr 0.074181-0.014836-0.014836 | Time 2021-08-11 07:31:13
Epoch 009/120: (69.4160 89.2520) | 3906.8847 M (3520.7630 -65.7372) || train (66.7354 86.3618) | 3700.0739 M (3318.8639 -70.6490)| loss 2.3370 || lr 0.073964-0.014793-0.014793 | Time 2021-08-11 08:10:57
Epoch 009/120: (69.4160 89.2520) | 3906.8847 M (3520.7630 -65.7372) || train (66.6236 86.2909) | 3700.0753 M (3318.8717 -70.6553)| loss 2.3401 || lr 0.073964-0.014793-0.014793 | Time 2021-08-11 08:10:57
Epoch 010/120: (69.4520 89.4100) | 3868.9805 M (3496.4958 -79.3742) || train (66.7588 86.4124) | 3663.3138 M (3291.1452 -79.6903)| loss 2.3323 || lr 0.073722-0.014744-0.014744 | Time 2021-08-11 08:50:46
Epoch 010/120: (69.4520 89.4100) | 3868.9805 M (3496.4958 -79.3742) || train (66.8184 86.4274) | 3663.3333 M (3291.1568 -79.6824)| loss 2.3299 || lr 0.073722-0.014744-0.014744 | Time 2021-08-11 08:50:46
Epoch 011/120: (69.5240 89.6920) | 3828.5860 M (3463.6367 -86.9096) || train (67.0409 86.6002) | 3626.6006 M (3261.2872 -86.5455)| loss 2.3171 || lr 0.073456-0.014691-0.014691 | Time 2021-08-11 09:30:36
Epoch 011/120: (69.5240 89.6920) | 3828.5860 M (3463.6367 -86.9096) || train (66.9314 86.4636) | 3626.5930 M (3261.2876 -86.5535)| loss 2.3249 || lr 0.073456-0.014691-0.014691 | Time 2021-08-11 09:30:36
Epoch 012/120: (69.5920 89.6120) | 3786.8754 M (3427.3078 -92.2914) || train (67.1234 86.6506) | 3589.9332 M (3228.8528 -90.7786)| loss 2.3117 || lr 0.073165-0.014633-0.014633 | Time 2021-08-11 10:10:27
Epoch 012/120: (69.5920 89.6120) | 3786.8754 M (3427.3078 -92.2914) || train (67.1771 86.5899) | 3589.9596 M (3228.8722 -90.7715)| loss 2.3136 || lr 0.073165-0.014633-0.014633 | Time 2021-08-11 10:10:27
Epoch 013/120: (69.0440 89.5180) | 3731.2035 M (3371.8469 -92.5024) || train (67.2617 86.7046) | 3553.0159 M (3194.0764 -92.9195)| loss 2.3033 || lr 0.072849-0.014570-0.014570 | Time 2021-08-11 10:50:20
Epoch 013/120: (69.0440 89.5180) | 3731.2035 M (3371.8469 -92.5024) || train (67.3913 86.7647) | 3553.0274 M (3194.0753 -92.9068)| loss 2.3015 || lr 0.072849-0.014570-0.014570 | Time 2021-08-11 10:50:20
Epoch 014/120: (69.5420 89.5680) | 3668.4596 M (3305.0059 -88.4052) || train (67.4460 86.8095) | 3516.3390 M (3157.4763 -92.9963)| loss 2.2966 || lr 0.072509-0.014502-0.014502 | Time 2021-08-11 11:30:10
Epoch 014/120: (69.5420 89.5680) | 3668.4596 M (3305.0059 -88.4052) || train (67.4684 86.9068) | 3516.3638 M (3157.4966 -92.9917)| loss 2.2936 || lr 0.072509-0.014502-0.014502 | Time 2021-08-11 11:30:10
Epoch 015/120: (70.6080 90.2640) | 3617.8430 M (3249.0302 -83.0461) || train (67.5307 86.8309) | 3479.5964 M (3119.4894 -91.7520)| loss 2.2916 || lr 0.072145-0.014429-0.014429 | Time 2021-08-11 12:09:59
Epoch 015/120: (70.6080 90.2640) | 3617.8430 M (3249.0302 -83.0461) || train (67.6743 86.9325) | 3479.5899 M (3119.4895 -91.7585)| loss 2.2862 || lr 0.072145-0.014429-0.014429 | Time 2021-08-11 12:09:59
Epoch 016/120: (69.2900 89.5800) | 3553.4825 M (3182.4010 -80.7774) || train (67.7794 87.0723) | 3442.8930 M (3080.9892 -89.9552)| loss 2.2783 || lr 0.071758-0.014352-0.014352 | Time 2021-08-11 12:49:51
Epoch 016/120: (69.2900 89.5800) | 3553.4825 M (3182.4010 -80.7774) || train (67.7916 87.0279) | 3442.9347 M (3081.0292 -89.9535)| loss 2.2797 || lr 0.071758-0.014352-0.014352 | Time 2021-08-11 12:49:51
Epoch 017/120: (69.9620 89.8140) | 3509.4404 M (3137.1771 -79.5957) || train (67.8879 87.1038) | 3406.1897 M (3043.0005 -88.6697)| loss 2.2754 || lr 0.071347-0.014269-0.014269 | Time 2021-08-11 13:29:37
Epoch 017/120: (69.9620 89.8140) | 3509.4404 M (3137.1771 -79.5957) || train (68.0787 87.1322) | 3406.1749 M (3042.9843 -88.6684)| loss 2.2686 || lr 0.071347-0.014269-0.014269 | Time 2021-08-11 13:29:37
Epoch 018/120: (70.5980 90.0020) | 3464.3771 M (3093.2943 -80.7761) || train (68.0854 87.2223) | 3369.6154 M (3005.9525 -88.1960)| loss 2.2637 || lr 0.070913-0.014183-0.014183 | Time 2021-08-11 14:09:28
Epoch 018/120: (70.5980 90.0020) | 3464.3771 M (3093.2943 -80.7761) || train (68.0296 87.1912) | 3369.6329 M (3005.9709 -88.1969)| loss 2.2661 || lr 0.070913-0.014183-0.014183 | Time 2021-08-11 14:09:28
Epoch 019/120: (71.3100 90.4820) | 3418.7454 M (3048.8425 -81.9560) || train (68.1982 87.2730) | 3333.0616 M (2970.1612 -88.9586)| loss 2.2600 || lr 0.070456-0.014091-0.014091 | Time 2021-08-11 14:50:10
Epoch 019/120: (71.3100 90.4820) | 3418.7454 M (3048.8425 -81.9560) || train (68.2295 87.3439) | 3333.0741 M (2970.1720 -88.9569)| loss 2.2564 || lr 0.070456-0.014091-0.014091 | Time 2021-08-11 14:50:11
Epoch 020/120: (70.9780 90.4380) | 3373.4896 M (3005.5193 -83.8887) || train (68.4213 87.4134) | 3296.4438 M (2934.6184 -90.0336)| loss 2.2481 || lr 0.069976-0.013995-0.013995 | Time 2021-08-11 15:31:16
Epoch 020/120: (70.9780 90.4380) | 3373.4896 M (3005.5193 -83.8887) || train (68.4271 87.4571) | 3296.4358 M (2934.6021 -90.0252)| loss 2.2479 || lr 0.069976-0.013995-0.013995 | Time 2021-08-11 15:31:16
Epoch 021/120: (71.0660 90.5500) | 3327.3950 M (2960.8993 -85.3633) || train (68.4521 87.5517) | 3259.8554 M (2899.5076 -91.5111)| loss 2.2438 || lr 0.069474-0.013895-0.013895 | Time 2021-08-11 16:11:38
Epoch 021/120: (71.0660 90.5500) | 3327.3950 M (2960.8993 -85.3633) || train (68.4992 87.4363) | 3259.8639 M (2899.5196 -91.5146)| loss 2.2482 || lr 0.069474-0.013895-0.013895 | Time 2021-08-11 16:11:38
Epoch 022/120: (70.7880 90.4360) | 3286.9725 M (2921.7836 -86.6700) || train (68.6741 87.5834) | 3223.2499 M (2864.8678 -93.4769)| loss 2.2367 || lr 0.068950-0.013790-0.013790 | Time 2021-08-11 16:52:11
Epoch 022/120: (70.7880 90.4360) | 3286.9725 M (2921.7836 -86.6700) || train (68.6027 87.5507) | 3223.2571 M (2864.8707 -93.4725)| loss 2.2398 || lr 0.068950-0.013790-0.013790 | Time 2021-08-11 16:52:11
Epoch 023/120: (71.5000 90.7020) | 3244.4016 M (2881.2907 -88.7481) || train (68.8222 87.6300) | 3186.6543 M (2829.8666 -95.0712)| loss 2.2326 || lr 0.068405-0.013681-0.013681 | Time 2021-08-11 17:32:33
Epoch 023/120: (71.5000 90.7020) | 3244.4016 M (2881.2907 -88.7481) || train (68.6780 87.5843) | 3186.6587 M (2829.8669 -95.0671)| loss 2.2346 || lr 0.068405-0.013681-0.013681 | Time 2021-08-11 17:32:33
Epoch 024/120: (71.4200 90.8720) | 3199.6526 M (2838.8604 -91.0668) || train (68.8757 87.6881) | 3150.0872 M (2794.9789 -96.7507)| loss 2.2282 || lr 0.067838-0.013568-0.013568 | Time 2021-08-11 18:12:58
Epoch 024/120: (71.4200 90.8720) | 3199.6526 M (2838.8604 -91.0668) || train (68.8362 87.7513) | 3150.0911 M (2794.9841 -96.7520)| loss 2.2272 || lr 0.067838-0.013568-0.013568 | Time 2021-08-11 18:12:58
Epoch 025/120: (71.4460 90.7280) | 3153.7698 M (2794.7855 -92.8746) || train (68.9821 87.7585) | 3113.5035 M (2760.4970 -98.8525)| loss 2.2235 || lr 0.067251-0.013450-0.013450 | Time 2021-08-11 18:53:56
Epoch 025/120: (71.4460 90.7280) | 3153.7698 M (2794.7855 -92.8746) || train (68.8575 87.7254) | 3113.4711 M (2760.4761 -98.8639)| loss 2.2248 || lr 0.067251-0.013450-0.013450 | Time 2021-08-11 18:53:56
Epoch 026/120: (71.5060 90.6340) | 3109.2619 M (2753.0401 -95.6371) || train (69.1374 87.9316) | 3076.8001 M (2725.7297 -100.7886)| loss 2.2138 || lr 0.066643-0.013329-0.013329 | Time 2021-08-11 19:49:23
Epoch 026/120: (71.5060 90.6340) | 3109.2619 M (2753.0401 -95.6371) || train (69.0404 87.8331) | 3076.8190 M (2725.7490 -100.7889)| loss 2.2164 || lr 0.066643-0.013329-0.013329 | Time 2021-08-11 19:49:24
Epoch 027/120: (71.0520 90.4700) | 3066.5777 M (2712.0132 -97.2944) || train (69.2217 87.9697) | 3040.2377 M (2690.9834 -102.6046)| loss 2.2109 || lr 0.066015-0.013203-0.013203 | Time 2021-08-11 22:10:55
Epoch 027/120: (71.0520 90.4700) | 3066.5777 M (2712.0132 -97.2944) || train (69.0998 87.8598) | 3040.2633 M (2691.0061 -102.6017)| loss 2.2139 || lr 0.066015-0.013203-0.013203 | Time 2021-08-11 22:10:55
Epoch 028/120: (71.8240 90.9240) | 3023.8092 M (2670.6809 -98.7306) || train (69.3207 87.9924) | 3003.7241 M (2656.1645 -104.2994)| loss 2.2045 || lr 0.065368-0.013074-0.013074 | Time 2021-08-12 08:08:38
Epoch 028/120: (71.8240 90.9240) | 3023.8092 M (2670.6809 -98.7306) || train (69.3473 87.9786) | 3003.7196 M (2656.1622 -104.3015)| loss 2.2069 || lr 0.065368-0.013074-0.013074 | Time 2021-08-12 08:08:38
Epoch 029/120: (71.6440 90.7000) | 2976.4140 M (2625.3971 -100.8420) || train (69.3820 87.9985) | 2967.0832 M (2621.3879 -106.1637)| loss 2.2036 || lr 0.064702-0.012940-0.012940 | Time 2021-08-12 09:07:44
Epoch 029/120: (71.6440 90.7000) | 2976.4140 M (2625.3971 -100.8420) || train (69.4371 88.0645) | 2967.0723 M (2621.3873 -106.1739)| loss 2.1997 || lr 0.064702-0.012940-0.012940 | Time 2021-08-12 09:07:44
Epoch 030/120: (71.3640 90.5680) | 2935.0313 M (2585.8653 -102.6929) || train (69.5570 88.1144) | 2930.4694 M (2586.6233 -108.0129)| loss 2.1956 || lr 0.064017-0.012803-0.012803 | Time 2021-08-12 10:07:04
Epoch 030/120: (71.3640 90.5680) | 2935.0313 M (2585.8653 -102.6929) || train (69.4905 88.1332) | 2930.4640 M (2586.6119 -108.0068)| loss 2.1962 || lr 0.064017-0.012803-0.012803 | Time 2021-08-12 10:07:04
Epoch 031/120: (71.4280 90.6420) | 2892.0501 M (2546.0015 -105.8103) || train (69.6109 88.1631) | 2893.8583 M (2551.9879 -109.9885)| loss 2.1915 || lr 0.063313-0.012663-0.012663 | Time 2021-08-12 11:07:04
Epoch 031/120: (71.4280 90.6420) | 2892.0501 M (2546.0015 -105.8103) || train (69.5606 88.1792) | 2893.8501 M (2551.9841 -109.9929)| loss 2.1919 || lr 0.063313-0.012663-0.012663 | Time 2021-08-12 11:07:04
Epoch 032/120: (72.0500 90.9720) | 2848.7712 M (2505.7532 -108.8410) || train (69.6749 88.2415) | 2857.2772 M (2517.6373 -112.2190)| loss 2.1874 || lr 0.062592-0.012518-0.012518 | Time 2021-08-12 12:18:31
Epoch 032/120: (72.0500 90.9720) | 2848.7712 M (2505.7532 -108.8410) || train (69.7439 88.2641) | 2857.2765 M (2517.6374 -112.2199)| loss 2.1862 || lr 0.062592-0.012518-0.012518 | Time 2021-08-12 12:18:31
Epoch 033/120: (71.0160 90.3400) | 2802.6201 M (2463.3798 -112.6187) || train (69.7528 88.2816) | 2820.6617 M (2483.9014 -115.0987)| loss 2.1848 || lr 0.061854-0.012371-0.012371 | Time 2021-08-12 13:31:42
Epoch 033/120: (71.0160 90.3400) | 2802.6201 M (2463.3798 -112.6187) || train (69.9173 88.3043) | 2820.6887 M (2483.9192 -115.0895)| loss 2.1807 || lr 0.061854-0.012371-0.012371 | Time 2021-08-12 13:31:42
Epoch 034/120: (71.8600 90.9120) | 2762.7530 M (2426.6524 -115.7584) || train (69.9267 88.2808) | 2784.1110 M (2450.1709 -117.9189)| loss 2.1806 || lr 0.061100-0.012220-0.012220 | Time 2021-08-12 15:02:34
Epoch 034/120: (71.8600 90.9120) | 2762.7530 M (2426.6524 -115.7584) || train (69.9078 88.4156) | 2784.1241 M (2450.1858 -117.9207)| loss 2.1754 || lr 0.061100-0.012220-0.012220 | Time 2021-08-12 15:02:34
Epoch 035/120: (71.1680 90.4160) | 2720.6760 M (2388.1540 -119.3369) || train (69.9904 88.4146) | 2747.5428 M (2416.6374 -120.9535)| loss 2.1733 || lr 0.060329-0.012066-0.012066 | Time 2021-08-12 16:40:04
Epoch 035/120: (71.1680 90.4160) | 2720.6760 M (2388.1540 -119.3369) || train (70.0697 88.4295) | 2747.5332 M (2416.6280 -120.9538)| loss 2.1729 || lr 0.060329-0.012066-0.012066 | Time 2021-08-12 16:40:04
Epoch 036/120: (72.1440 91.0120) | 2681.0424 M (2352.9815 -123.7980) || train (70.0458 88.4210) | 2710.9196 M (2383.0759 -124.0152)| loss 2.1711 || lr 0.059542-0.011908-0.011908 | Time 2021-08-12 17:44:23
Epoch 036/120: (72.1440 91.0120) | 2681.0424 M (2352.9815 -123.7980) || train (70.0703 88.4217) | 2710.9242 M (2383.0837 -124.0185)| loss 2.1720 || lr 0.059542-0.011908-0.011908 | Time 2021-08-12 17:44:23
Epoch 037/120: (71.7860 90.8700) | 2646.8484 M (2321.0848 -126.0954) || train (70.2448 88.4846) | 2674.3454 M (2349.6497 -127.1633)| loss 2.1658 || lr 0.058740-0.011748-0.011748 | Time 2021-08-12 18:45:33
Epoch 037/120: (71.7860 90.8700) | 2646.8484 M (2321.0848 -126.0954) || train (70.1418 88.4899) | 2674.3591 M (2349.6526 -127.1524)| loss 2.1682 || lr 0.058740-0.011748-0.011748 | Time 2021-08-12 18:45:33
Epoch 038/120: (71.8000 90.9200) | 2599.8485 M (2276.9033 -128.9137) || train (70.2409 88.5915) | 2637.8239 M (2315.7646 -129.7997)| loss 2.1633 || lr 0.057924-0.011585-0.011585 | Time 2021-08-12 19:46:32
Epoch 038/120: (71.8000 90.9200) | 2599.8485 M (2276.9033 -128.9137) || train (70.3307 88.5759) | 2637.7923 M (2315.7417 -129.8084)| loss 2.1607 || lr 0.057924-0.011585-0.011585 | Time 2021-08-12 19:46:32
Epoch 039/120: (71.0040 90.3440) | 2563.0000 M (2243.6678 -132.5268) || train (70.4616 88.6330) | 2601.2092 M (2282.0995 -132.7492)| loss 2.1559 || lr 0.057094-0.011419-0.011419 | Time 2021-08-12 20:47:11
Epoch 039/120: (71.0040 90.3440) | 2563.0000 M (2243.6678 -132.5268) || train (70.3773 88.6393) | 2601.2195 M (2282.1144 -132.7539)| loss 2.1582 || lr 0.057094-0.011419-0.011419 | Time 2021-08-12 20:47:11
Epoch 040/120: (71.4840 90.8800) | 2522.4686 M (2206.0714 -135.4618) || train (70.3638 88.6845) | 2564.6075 M (2248.3982 -135.6496)| loss 2.1563 || lr 0.056250-0.011250-0.011250 | Time 2021-08-12 21:47:28
Epoch 040/120: (71.4840 90.8800) | 2522.4686 M (2206.0714 -135.4618) || train (70.5950 88.7317) | 2564.6028 M (2248.3962 -135.6523)| loss 2.1500 || lr 0.056250-0.011250-0.011250 | Time 2021-08-12 21:47:28
Epoch 041/120: (72.0400 90.8140) | 2489.6982 M (2176.4878 -138.6485) || train (70.5683 88.7270) | 2528.0398 M (2214.8441 -138.6633)| loss 2.1500 || lr 0.055393-0.011079-0.011079 | Time 2021-08-12 22:47:09
Epoch 041/120: (72.0400 90.8140) | 2489.6982 M (2176.4878 -138.6485) || train (70.4908 88.6213) | 2528.0267 M (2214.8308 -138.6630)| loss 2.1549 || lr 0.055393-0.011079-0.011079 | Time 2021-08-12 22:47:09
Epoch 042/120: (72.1620 91.0900) | 2451.8060 M (2141.6397 -141.6927) || train (70.6067 88.7732) | 2491.3636 M (2181.2971 -141.7924)| loss 2.1474 || lr 0.054525-0.010905-0.010905 | Time 2021-08-12 23:46:25
Epoch 042/120: (72.1620 91.0900) | 2451.8060 M (2141.6397 -141.6927) || train (70.6229 88.6888) | 2491.3758 M (2181.3081 -141.7913)| loss 2.1482 || lr 0.054525-0.010905-0.010905 | Time 2021-08-12 23:46:25
Epoch 043/120: (71.5740 90.7400) | 2409.8331 M (2103.9161 -145.9420) || train (70.7481 88.7980) | 2454.7386 M (2147.9464 -145.0667)| loss 2.1430 || lr 0.053644-0.010729-0.010729 | Time 2021-08-13 00:45:43
Epoch 043/120: (71.5740 90.7400) | 2409.8331 M (2103.9161 -145.9420) || train (70.7565 88.7909) | 2454.7405 M (2147.9471 -145.0656)| loss 2.1438 || lr 0.053644-0.010729-0.010729 | Time 2021-08-13 00:45:43
Epoch 044/120: (72.0820 91.1180) | 2372.6110 M (2070.3962 -149.6441) || train (70.7016 88.8127) | 2418.1194 M (2114.6785 -148.4181)| loss 2.1433 || lr 0.052753-0.010551-0.010551 | Time 2021-08-13 01:45:02
Epoch 044/120: (72.0820 91.1180) | 2372.6110 M (2070.3962 -149.6441) || train (70.8199 88.8586) | 2418.1115 M (2114.6703 -148.4177)| loss 2.1390 || lr 0.052753-0.010551-0.010551 | Time 2021-08-13 01:45:02
Epoch 045/120: (72.1280 91.0700) | 2341.3257 M (2041.5602 -152.0935) || train (70.8686 88.9057) | 2381.4797 M (2081.5076 -151.8869)| loss 2.1374 || lr 0.051851-0.010370-0.010370 | Time 2021-08-13 02:44:19
Epoch 045/120: (72.1280 91.0700) | 2341.3257 M (2041.5602 -152.0935) || train (70.7718 88.8828) | 2381.4583 M (2081.4880 -151.8887)| loss 2.1393 || lr 0.051851-0.010370-0.010370 | Time 2021-08-13 02:44:19
Epoch 046/120: (72.0380 91.0280) | 2303.2617 M (2006.6670 -155.2642) || train (70.8510 88.8146) | 2344.8360 M (2048.1253 -155.1482)| loss 2.1394 || lr 0.050939-0.010188-0.010188 | Time 2021-08-13 03:43:40
Epoch 046/120: (72.0380 91.0280) | 2303.2617 M (2006.6670 -155.2642) || train (70.8119 88.8855) | 2344.8681 M (2048.1546 -155.1455)| loss 2.1384 || lr 0.050939-0.010188-0.010188 | Time 2021-08-13 03:43:40
Epoch 047/120: (71.7960 90.7640) | 2271.2000 M (1976.5205 -157.1794) || train (70.9453 88.9026) | 2308.2659 M (2014.3572 -157.9502)| loss 2.1341 || lr 0.050018-0.010004-0.010004 | Time 2021-08-13 04:42:45
Epoch 047/120: (71.7960 90.7640) | 2271.2000 M (1976.5205 -157.1794) || train (70.8997 88.9000) | 2308.2653 M (2014.3591 -157.9527)| loss 2.1360 || lr 0.050018-0.010004-0.010004 | Time 2021-08-13 04:42:45
Epoch 048/120: (72.3640 91.1940) | 2234.0047 M (1941.3728 -159.2271) || train (70.9150 89.0038) | 2271.6458 M (1980.2520 -160.4652)| loss 2.1328 || lr 0.049088-0.009818-0.009818 | Time 2021-08-13 05:41:47
Epoch 048/120: (72.3640 91.1940) | 2234.0047 M (1941.3728 -159.2271) || train (70.9331 88.9328) | 2271.6484 M (1980.2532 -160.4638)| loss 2.1335 || lr 0.049088-0.009818-0.009818 | Time 2021-08-13 05:41:47
Epoch 049/120: (71.7940 90.9720) | 2197.5739 M (1905.9325 -160.2176) || train (70.9228 88.9707) | 2235.0266 M (1945.4913 -162.3237)| loss 2.1317 || lr 0.048151-0.009630-0.009630 | Time 2021-08-13 06:40:53
Epoch 049/120: (71.7940 90.9720) | 2197.5739 M (1905.9325 -160.2176) || train (71.0216 88.9451) | 2235.0092 M (1945.4745 -162.3243)| loss 2.1319 || lr 0.048151-0.009630-0.009630 | Time 2021-08-13 06:40:53
Epoch 050/120: (72.0540 91.0400) | 2162.0082 M (1871.9693 -161.8201) || train (71.1050 89.0000) | 2198.4136 M (1910.5284 -163.9738)| loss 2.1277 || lr 0.047206-0.009441-0.009441 | Time 2021-08-13 07:39:56
Epoch 050/120: (72.0540 91.0400) | 2162.0082 M (1871.9693 -161.8201) || train (70.9234 88.9658) | 2198.4091 M (1910.5247 -163.9746)| loss 2.1333 || lr 0.047206-0.009441-0.009441 | Time 2021-08-13 07:39:56
Epoch 051/120: (71.9640 90.9440) | 2128.5157 M (1839.7946 -163.1378) || train (70.9370 88.9334) | 2161.8095 M (1875.2929 -165.3424)| loss 2.1318 || lr 0.046254-0.009251-0.009251 | Time 2021-08-13 08:38:47
Epoch 051/120: (71.9640 90.9440) | 2128.5157 M (1839.7946 -163.1378) || train (70.9910 88.9287) | 2161.8237 M (1875.3052 -165.3405)| loss 2.1319 || lr 0.046254-0.009251-0.009251 | Time 2021-08-13 08:38:47
Epoch 052/120: (72.3000 91.1240) | 2091.2971 M (1803.3011 -163.8629) || train (70.9802 89.0113) | 2125.2079 M (1839.5460 -166.1971)| loss 2.1292 || lr 0.045297-0.009059-0.009059 | Time 2021-08-13 09:37:46
Epoch 052/120: (72.3000 91.1240) | 2091.2971 M (1803.3011 -163.8629) || train (70.9707 88.9196) | 2125.2249 M (1839.5622 -166.1963)| loss 2.1327 || lr 0.045297-0.009059-0.009059 | Time 2021-08-13 09:37:46
Epoch 053/120: (71.9980 90.9800) | 2057.3087 M (1768.8430 -163.3932) || train (70.9526 88.9406) | 2088.6454 M (1803.6401 -166.8536)| loss 2.1317 || lr 0.044334-0.008867-0.008867 | Time 2021-08-13 10:36:40
Epoch 053/120: (71.9980 90.9800) | 2057.3087 M (1768.8430 -163.3932) || train (70.9150 88.9413) | 2088.6254 M (1803.6178 -166.8514)| loss 2.1321 || lr 0.044334-0.008867-0.008867 | Time 2021-08-13 10:36:40
Epoch 054/120: (70.7120 90.1280) | 2022.8220 M (1734.1735 -163.2104) || train (70.8580 88.9398) | 2052.0503 M (1766.9025 -166.7111)| loss 2.1347 || lr 0.043366-0.008673-0.008673 | Time 2021-08-13 11:35:56
Epoch 054/120: (70.7120 90.1280) | 2022.8220 M (1734.1735 -163.2104) || train (70.9209 88.9762) | 2052.0450 M (1766.9051 -166.7191)| loss 2.1325 || lr 0.043366-0.008673-0.008673 | Time 2021-08-13 11:35:56
Epoch 055/120: (72.1520 91.0160) | 1984.9238 M (1696.2240 -163.1591) || train (70.8277 88.8855) | 2015.4649 M (1730.1465 -166.5406)| loss 2.1367 || lr 0.042395-0.008479-0.008479 | Time 2021-08-13 12:35:49
Epoch 055/120: (72.1520 91.0160) | 1984.9238 M (1696.2240 -163.1591) || train (70.8449 88.8783) | 2015.4666 M (1730.1500 -166.5424)| loss 2.1357 || lr 0.042395-0.008479-0.008479 | Time 2021-08-13 12:35:49
Epoch 056/120: (71.9260 90.8220) | 1950.5392 M (1663.0820 -164.4018) || train (70.8706 88.9097) | 1978.8520 M (1693.9250 -166.9320)| loss 2.1354 || lr 0.041420-0.008284-0.008284 | Time 2021-08-13 13:36:41
Epoch 056/120: (71.9260 90.8220) | 1950.5392 M (1663.0820 -164.4018) || train (70.7156 88.8525) | 1978.8609 M (1693.9340 -166.9320)| loss 2.1386 || lr 0.041420-0.008284-0.008284 | Time 2021-08-13 13:36:41
Epoch 057/120: (72.0680 90.9540) | 1914.1033 M (1627.2110 -164.9667) || train (70.6593 88.7762) | 1942.2614 M (1658.1283 -167.7258)| loss 2.1428 || lr 0.040442-0.008088-0.008088 | Time 2021-08-13 14:37:58
Epoch 057/120: (72.0680 90.9540) | 1914.1033 M (1627.2110 -164.9667) || train (70.7645 88.8057) | 1942.2546 M (1658.1220 -167.7263)| loss 2.1393 || lr 0.040442-0.008088-0.008088 | Time 2021-08-13 14:37:58
Epoch 058/120: (72.0580 90.8580) | 1878.3621 M (1591.0741 -164.5709) || train (70.7195 88.7677) | 1905.6644 M (1621.6478 -167.8423)| loss 2.1425 || lr 0.039463-0.007893-0.007893 | Time 2021-08-13 15:49:10
Epoch 058/120: (72.0580 90.8580) | 1878.3621 M (1591.0741 -164.5709) || train (70.6140 88.7219) | 1905.6503 M (1621.6258 -167.8344)| loss 2.1455 || lr 0.039463-0.007893-0.007893 | Time 2021-08-13 15:49:10
Epoch 059/120: (71.8340 90.8760) | 1842.4956 M (1555.1469 -164.5102) || train (70.5269 88.7529) | 1869.0422 M (1584.6111 -167.4279)| loss 2.1472 || lr 0.038482-0.007696-0.007696 | Time 2021-08-13 16:56:45
Epoch 059/120: (71.8340 90.8760) | 1842.4956 M (1555.1469 -164.5102) || train (70.5667 88.8058) | 1869.0509 M (1584.6182 -167.4262)| loss 2.1462 || lr 0.038482-0.007696-0.007696 | Time 2021-08-13 16:56:45
Epoch 060/120: (72.1500 90.9840) | 1840.3650 M (1554.1715 -165.6655) || train (70.7817 88.9178) | 1850.5561 M (1566.7272 -168.0301)| loss 2.1356 || lr 0.037500-0.007500-0.007500 | Time 2021-08-13 17:58:40
Epoch 060/120: (72.1500 90.9840) | 1840.3650 M (1554.1715 -165.6655) || train (70.7996 88.9142) | 1850.5623 M (1566.7391 -168.0357)| loss 2.1383 || lr 0.037500-0.007500-0.007500 | Time 2021-08-13 17:58:40
Epoch 061/120: (72.1320 90.8720) | 1839.9965 M (1554.0982 -165.9606) || train (71.1409 89.1198) | 1850.5014 M (1567.2056 -168.5632)| loss 2.1213 || lr 0.036518-0.007304-0.007304 | Time 2021-08-13 18:58:27
Epoch 061/120: (72.1320 90.8720) | 1839.9965 M (1554.0982 -165.9606) || train (71.2611 89.0854) | 1850.4822 M (1567.1910 -168.5678)| loss 2.1203 || lr 0.036518-0.007304-0.007304 | Time 2021-08-13 18:58:27
Epoch 062/120: (72.9500 91.3580) | 1840.0678 M (1554.5172 -166.3083) || train (71.6413 89.3914) | 1850.4383 M (1567.6287 -169.0492)| loss 2.1023 || lr 0.035537-0.007107-0.007107 | Time 2021-08-13 19:57:51
Epoch 062/120: (72.9500 91.3580) | 1840.0678 M (1554.5172 -166.3083) || train (71.7121 89.4264) | 1850.4364 M (1567.6288 -169.0513)| loss 2.1017 || lr 0.035537-0.007107-0.007107 | Time 2021-08-13 19:57:52
Epoch 063/120: (72.9440 91.3220) | 1839.0065 M (1554.0713 -166.9237) || train (72.0493 89.5608) | 1850.3897 M (1568.2445 -169.7137)| loss 2.0895 || lr 0.034558-0.006912-0.006912 | Time 2021-08-13 20:57:14
Epoch 063/120: (72.9440 91.3220) | 1839.0065 M (1554.0713 -166.9237) || train (71.9970 89.5032) | 1850.3838 M (1568.2361 -169.7112)| loss 2.0911 || lr 0.034558-0.006912-0.006912 | Time 2021-08-13 20:57:14
Epoch 064/120: (72.9920 91.2980) | 1838.9921 M (1554.3302 -167.1970) || train (72.1930 89.6630) | 1850.3401 M (1568.6422 -170.1611)| loss 2.0815 || lr 0.033580-0.006716-0.006716 | Time 2021-08-13 21:56:30
Epoch 064/120: (72.9920 91.2980) | 1838.9921 M (1554.3302 -167.1970) || train (72.3601 89.7292) | 1850.3359 M (1568.6394 -170.1624)| loss 2.0776 || lr 0.033580-0.006716-0.006716 | Time 2021-08-13 21:56:30
Epoch 065/120: (73.3760 91.6820) | 1838.8603 M (1554.4899 -167.4885) || train (72.6498 89.8288) | 1850.3407 M (1569.0383 -170.5566)| loss 2.0680 || lr 0.032605-0.006521-0.006521 | Time 2021-08-13 22:55:33
Epoch 065/120: (73.3760 91.6820) | 1838.8603 M (1554.4899 -167.4885) || train (72.5390 89.8635) | 1850.3497 M (1569.0416 -170.5508)| loss 2.0680 || lr 0.032605-0.006521-0.006521 | Time 2021-08-13 22:55:33
Epoch 066/120: (73.3360 91.4420) | 1840.1118 M (1555.6630 -167.4101) || train (72.6999 89.9281) | 1850.3090 M (1569.2147 -170.7647)| loss 2.0614 || lr 0.031634-0.006327-0.006327 | Time 2021-08-13 23:54:21
Epoch 066/120: (73.3360 91.4420) | 1840.1118 M (1555.6630 -167.4101) || train (72.8387 89.9727) | 1850.3096 M (1569.2177 -170.7670)| loss 2.0579 || lr 0.031634-0.006327-0.006327 | Time 2021-08-13 23:54:21
Epoch 067/120: (73.6340 91.6620) | 1839.2827 M (1555.1419 -167.7182) || train (73.0163 90.0439) | 1850.2793 M (1569.3503 -170.9300)| loss 2.0504 || lr 0.030666-0.006133-0.006133 | Time 2021-08-14 00:52:56
Epoch 067/120: (73.6340 91.6620) | 1839.2827 M (1555.1419 -167.7182) || train (73.0199 90.1271) | 1850.2766 M (1569.3438 -170.9261)| loss 2.0481 || lr 0.030666-0.006133-0.006133 | Time 2021-08-14 00:52:56
Epoch 068/120: (73.5900 91.8040) | 1838.3048 M (1554.5597 -168.1139) || train (73.3523 90.3051) | 1850.2526 M (1569.6619 -171.2683)| loss 2.0381 || lr 0.029703-0.005941-0.005941 | Time 2021-08-14 01:51:37
Epoch 068/120: (73.5900 91.8040) | 1838.3048 M (1554.5597 -168.1139) || train (73.3965 90.2412) | 1850.2409 M (1569.6490 -171.2670)| loss 2.0387 || lr 0.029703-0.005941-0.005941 | Time 2021-08-14 01:51:37
Epoch 069/120: (73.5420 91.7880) | 1838.4751 M (1554.7641 -168.1480) || train (73.5262 90.3693) | 1850.2617 M (1569.8443 -171.4416)| loss 2.0309 || lr 0.028746-0.005749-0.005749 | Time 2021-08-14 02:50:21
Epoch 069/120: (73.5420 91.7880) | 1838.4751 M (1554.7641 -168.1480) || train (73.5071 90.3326) | 1850.2404 M (1569.8176 -171.4362)| loss 2.0324 || lr 0.028746-0.005749-0.005749 | Time 2021-08-14 02:50:21
Epoch 070/120: (74.0380 91.8900) | 1837.8271 M (1554.2421 -168.2739) || train (73.7699 90.5043) | 1850.2448 M (1569.9706 -171.5847)| loss 2.0214 || lr 0.027794-0.005559-0.005559 | Time 2021-08-14 03:49:03
Epoch 070/120: (74.0380 91.8900) | 1837.8271 M (1554.2421 -168.2739) || train (73.8130 90.5069) | 1850.2353 M (1569.9608 -171.5845)| loss 2.0217 || lr 0.027794-0.005559-0.005559 | Time 2021-08-14 03:49:03
Epoch 071/120: (73.9900 91.9740) | 1838.2462 M (1554.5965 -168.2093) || train (74.0470 90.6212) | 1850.2312 M (1570.1113 -171.7391)| loss 2.0119 || lr 0.026849-0.005370-0.005370 | Time 2021-08-14 04:47:39
Epoch 071/120: (73.9900 91.9740) | 1838.2462 M (1554.5965 -168.2093) || train (74.0854 90.6693) | 1850.2232 M (1570.1028 -171.7386)| loss 2.0094 || lr 0.026849-0.005370-0.005370 | Time 2021-08-14 04:47:39
Epoch 072/120: (74.0900 91.8920) | 1836.9701 M (1553.5353 -168.4242) || train (74.2014 90.7311) | 1850.1992 M (1570.2083 -171.8681)| loss 2.0040 || lr 0.025912-0.005182-0.005182 | Time 2021-08-14 05:46:18
Epoch 072/120: (74.0900 91.8920) | 1836.9701 M (1553.5353 -168.4242) || train (74.1875 90.6587) | 1850.2042 M (1570.2162 -171.8710)| loss 2.0059 || lr 0.025912-0.005182-0.005182 | Time 2021-08-14 05:46:18
Epoch 073/120: (73.9020 91.7060) | 1837.6238 M (1554.7370 -168.9721) || train (74.4834 90.8405) | 1850.2025 M (1570.4498 -172.1063)| loss 1.9954 || lr 0.024982-0.004996-0.004996 | Time 2021-08-14 06:44:58
Epoch 073/120: (73.9020 91.7060) | 1837.6238 M (1554.7370 -168.9721) || train (74.4705 90.8441) | 1850.2087 M (1570.4548 -172.1050)| loss 1.9937 || lr 0.024982-0.004996-0.004996 | Time 2021-08-14 06:44:58
Epoch 074/120: (73.9160 91.8200) | 1837.0279 M (1553.8924 -168.7235) || train (74.6513 90.9700) | 1850.2006 M (1570.5890 -172.2473)| loss 1.9881 || lr 0.024061-0.004812-0.004812 | Time 2021-08-14 07:43:42
Epoch 074/120: (73.9160 91.8200) | 1837.0279 M (1553.8924 -168.7235) || train (74.6681 90.9974) | 1850.2030 M (1570.5917 -172.2477)| loss 1.9865 || lr 0.024061-0.004812-0.004812 | Time 2021-08-14 07:43:42
Epoch 075/120: (74.6440 92.2100) | 1835.9363 M (1553.0163 -168.9389) || train (74.8408 91.0099) | 1850.2078 M (1570.6453 -172.2964)| loss 1.9805 || lr 0.023149-0.004630-0.004630 | Time 2021-08-14 08:42:22
Epoch 075/120: (74.6440 92.2100) | 1835.9363 M (1553.0163 -168.9389) || train (74.8718 91.0408) | 1850.1971 M (1570.6320 -172.2938)| loss 1.9779 || lr 0.023149-0.004630-0.004630 | Time 2021-08-14 08:42:22
Epoch 076/120: (74.4000 92.1520) | 1836.2506 M (1553.3398 -168.9482) || train (75.0123 91.1140) | 1850.1451 M (1570.5876 -172.3015)| loss 1.9732 || lr 0.022247-0.004449-0.004449 | Time 2021-08-14 09:41:05
Epoch 076/120: (74.4000 92.1520) | 1836.2506 M (1553.3398 -168.9482) || train (75.1246 91.1874) | 1850.1288 M (1570.5679 -172.2980)| loss 1.9710 || lr 0.022247-0.004449-0.004449 | Time 2021-08-14 09:41:05
Epoch 077/120: (74.6880 92.3220) | 1836.4694 M (1553.6749 -169.0644) || train (75.4098 91.3065) | 1850.1528 M (1570.6773 -172.3835)| loss 1.9603 || lr 0.021356-0.004271-0.004271 | Time 2021-08-14 10:39:48
Epoch 077/120: (74.6880 92.3220) | 1836.4694 M (1553.6749 -169.0644) || train (75.3650 91.2342) | 1850.1630 M (1570.6898 -172.3857)| loss 1.9620 || lr 0.021356-0.004271-0.004271 | Time 2021-08-14 10:39:48
Epoch 078/120: (74.5840 92.1660) | 1836.8300 M (1553.9710 -169.0000) || train (75.6119 91.3632) | 1850.1524 M (1570.7670 -172.4736)| loss 1.9533 || lr 0.020475-0.004095-0.004095 | Time 2021-08-14 11:38:48
Epoch 078/120: (74.5840 92.1660) | 1836.8300 M (1553.9710 -169.0000) || train (75.5612 91.3944) | 1850.1744 M (1570.7864 -172.4709)| loss 1.9532 || lr 0.020475-0.004095-0.004095 | Time 2021-08-14 11:38:48
Epoch 079/120: (74.6500 92.2540) | 1835.8213 M (1552.9504 -168.9881) || train (75.7691 91.4644) | 1850.1530 M (1570.8511 -172.5571)| loss 1.9461 || lr 0.019607-0.003921-0.003921 | Time 2021-08-14 12:38:47
Epoch 079/120: (74.6500 92.2540) | 1835.8213 M (1552.9504 -168.9881) || train (75.7801 91.4553) | 1850.1577 M (1570.8558 -172.5570)| loss 1.9460 || lr 0.019607-0.003921-0.003921 | Time 2021-08-14 12:38:47
Epoch 080/120: (74.5900 92.1380) | 1836.9122 M (1554.2835 -169.2303) || train (76.0333 91.6287) | 1850.1320 M (1570.8804 -172.6074)| loss 1.9349 || lr 0.018750-0.003750-0.003750 | Time 2021-08-14 13:39:01
Epoch 080/120: (74.5900 92.1380) | 1836.9122 M (1554.2835 -169.2303) || train (76.0213 91.6044) | 1850.1358 M (1570.8847 -172.6078)| loss 1.9374 || lr 0.018750-0.003750-0.003750 | Time 2021-08-14 13:39:01
Epoch 081/120: (74.8180 92.3240) | 1836.0610 M (1553.3764 -169.1743) || train (76.2929 91.7319) | 1850.1461 M (1570.9461 -172.6590)| loss 1.9264 || lr 0.017906-0.003581-0.003581 | Time 2021-08-14 14:38:19
Epoch 081/120: (74.8180 92.3240) | 1836.0610 M (1553.3764 -169.1743) || train (76.2273 91.6809) | 1850.1528 M (1570.9547 -172.6608)| loss 1.9300 || lr 0.017906-0.003581-0.003581 | Time 2021-08-14 14:38:19
Epoch 082/120: (74.8720 92.3940) | 1836.6137 M (1553.9008 -169.1461) || train (76.4890 91.8601) | 1850.1480 M (1570.8674 -172.5783)| loss 1.9180 || lr 0.017076-0.003415-0.003415 | Time 2021-08-14 15:37:12
Epoch 082/120: (74.8720 92.3940) | 1836.6137 M (1553.9008 -169.1461) || train (76.4893 91.8314) | 1850.1467 M (1570.8642 -172.5764)| loss 1.9196 || lr 0.017076-0.003415-0.003415 | Time 2021-08-14 15:37:12
Epoch 083/120: (75.0420 92.6100) | 1835.7925 M (1552.9963 -169.0628) || train (76.7650 91.9289) | 1850.1192 M (1570.8478 -172.5876)| loss 1.9098 || lr 0.016260-0.003252-0.003252 | Time 2021-08-14 16:36:00
Epoch 083/120: (75.0420 92.6100) | 1835.7925 M (1552.9963 -169.0628) || train (76.7796 91.9737) | 1850.1323 M (1570.8586 -172.5852)| loss 1.9085 || lr 0.016260-0.003252-0.003252 | Time 2021-08-14 16:36:00
Epoch 084/120: (75.1380 92.5040) | 1835.5480 M (1552.8604 -169.1714) || train (76.9496 92.0410) | 1850.1334 M (1570.8692 -172.5947)| loss 1.9022 || lr 0.015458-0.003092-0.003092 | Time 2021-08-14 17:34:49
Epoch 084/120: (75.1380 92.5040) | 1835.5480 M (1552.8604 -169.1714) || train (76.9994 92.0187) | 1850.1324 M (1570.8676 -172.5941)| loss 1.9029 || lr 0.015458-0.003092-0.003092 | Time 2021-08-14 17:34:49
Epoch 085/120: (75.1380 92.5200) | 1835.2710 M (1552.5570 -169.1450) || train (77.2967 92.1576) | 1850.1166 M (1570.9204 -172.6628)| loss 1.8926 || lr 0.014671-0.002934-0.002934 | Time 2021-08-14 18:33:38
Epoch 085/120: (75.1380 92.5200) | 1835.2710 M (1552.5570 -169.1450) || train (77.1727 92.1203) | 1850.1245 M (1570.9301 -172.6645)| loss 1.8936 || lr 0.014671-0.002934-0.002934 | Time 2021-08-14 18:33:38
Epoch 086/120: (75.3400 92.5700) | 1835.1367 M (1552.3973 -169.1195) || train (77.5074 92.3343) | 1850.1101 M (1570.9405 -172.6893)| loss 1.8815 || lr 0.013900-0.002780-0.002780 | Time 2021-08-14 19:32:27
Epoch 086/120: (75.3400 92.5700) | 1835.1367 M (1552.3973 -169.1195) || train (77.4431 92.2207) | 1850.1148 M (1570.9459 -172.6900)| loss 1.8869 || lr 0.013900-0.002780-0.002780 | Time 2021-08-14 19:32:27
Epoch 087/120: (75.5020 92.6680) | 1835.5647 M (1552.9306 -169.2249) || train (77.7055 92.3955) | 1850.1183 M (1570.9356 -172.6762)| loss 1.8748 || lr 0.013146-0.002629-0.002629 | Time 2021-08-14 20:31:21
Epoch 087/120: (75.5020 92.6680) | 1835.5647 M (1552.9306 -169.2249) || train (77.7008 92.3492) | 1850.1011 M (1570.9141 -172.6719)| loss 1.8756 || lr 0.013146-0.002629-0.002629 | Time 2021-08-14 20:31:21
Epoch 088/120: (75.6740 92.7120) | 1835.7553 M (1553.0339 -169.1375) || train (77.9312 92.4925) | 1850.0855 M (1570.8741 -172.6475)| loss 1.8664 || lr 0.012408-0.002482-0.002482 | Time 2021-08-14 21:30:26
Epoch 088/120: (75.6740 92.7120) | 1835.7553 M (1553.0339 -169.1375) || train (77.9479 92.4463) | 1850.0925 M (1570.8798 -172.6462)| loss 1.8675 || lr 0.012408-0.002482-0.002482 | Time 2021-08-14 21:30:26
Epoch 089/120: (75.6300 92.7180) | 1835.7999 M (1553.1968 -169.2559) || train (78.1662 92.5649) | 1850.1067 M (1570.9520 -172.7043)| loss 1.8590 || lr 0.011687-0.002337-0.002337 | Time 2021-08-14 22:29:15
Epoch 089/120: (75.6300 92.7180) | 1835.7999 M (1553.1968 -169.2559) || train (78.1476 92.5749) | 1850.1065 M (1570.9503 -172.7028)| loss 1.8592 || lr 0.011687-0.002337-0.002337 | Time 2021-08-14 22:29:15
Epoch 090/120: (75.6120 92.7940) | 1835.2265 M (1552.7047 -169.3371) || train (78.3646 92.6492) | 1850.1009 M (1571.0169 -172.7750)| loss 1.8507 || lr 0.010983-0.002197-0.002197 | Time 2021-08-14 23:20:19
Epoch 090/120: (75.6100 92.7940) | 1835.2265 M (1552.7047 -169.3371) || train (78.4183 92.6737) | 1850.1050 M (1571.0224 -172.7764)| loss 1.8501 || lr 0.010983-0.002197-0.002197 | Time 2021-08-14 23:20:19
Epoch 091/120: (75.5400 92.7600) | 1835.9835 M (1553.3658 -169.2412) || train (78.6993 92.7814) | 1850.1117 M (1571.0441 -172.7914)| loss 1.8407 || lr 0.010298-0.002060-0.002060 | Time 2021-08-15 00:00:07
Epoch 091/120: (75.5420 92.7620) | 1835.9835 M (1553.3658 -169.2412) || train (78.6729 92.7675) | 1850.1187 M (1571.0539 -172.7942)| loss 1.8414 || lr 0.010298-0.002060-0.002060 | Time 2021-08-15 00:00:07
Epoch 092/120: (75.9540 92.9160) | 1836.7280 M (1554.1509 -169.2819) || train (78.9091 92.8824) | 1850.0910 M (1571.0382 -172.8062)| loss 1.8326 || lr 0.009632-0.001926-0.001926 | Time 2021-08-15 00:39:57
Epoch 092/120: (75.9540 92.9160) | 1836.7280 M (1554.1509 -169.2818) || train (78.8783 92.8333) | 1850.0854 M (1571.0328 -172.8063)| loss 1.8345 || lr 0.009632-0.001926-0.001926 | Time 2021-08-15 00:39:57
Epoch 093/120: (75.9320 92.8060) | 1835.6735 M (1552.9862 -169.1716) || train (79.0680 92.9736) | 1850.0873 M (1570.9766 -172.7482)| loss 1.8252 || lr 0.008985-0.001797-0.001797 | Time 2021-08-15 01:19:48
Epoch 093/120: (75.9320 92.8040) | 1835.6735 M (1552.9862 -169.1716) || train (79.1025 92.9397) | 1850.1048 M (1570.9982 -172.7523)| loss 1.8264 || lr 0.008985-0.001797-0.001797 | Time 2021-08-15 01:19:48
Epoch 094/120: (76.0740 92.9280) | 1835.3556 M (1552.6904 -169.1938) || train (79.2589 93.0537) | 1850.0952 M (1570.9861 -172.7498)| loss 1.8188 || lr 0.008357-0.001671-0.001671 | Time 2021-08-15 01:59:38
Epoch 094/120: (76.0740 92.9280) | 1835.3556 M (1552.6904 -169.1938) || train (79.3609 93.0715) | 1850.1055 M (1570.9951 -172.7485)| loss 1.8163 || lr 0.008357-0.001671-0.001671 | Time 2021-08-15 01:59:38
Epoch 095/120: (76.1500 92.9880) | 1834.9610 M (1552.1800 -169.0780) || train (79.6671 93.2220) | 1850.1014 M (1570.9680 -172.7255)| loss 1.8063 || lr 0.007749-0.001550-0.001550 | Time 2021-08-15 02:39:28
Epoch 095/120: (76.1500 92.9880) | 1834.9609 M (1552.1800 -169.0780) || train (79.5348 93.1232) | 1850.1161 M (1570.9846 -172.7275)| loss 1.8120 || lr 0.007749-0.001550-0.001550 | Time 2021-08-15 02:39:28
Epoch 096/120: (76.0460 93.0660) | 1835.5598 M (1552.8387 -169.1379) || train (79.7998 93.2688) | 1850.0654 M (1570.9291 -172.7226)| loss 1.8011 || lr 0.007162-0.001432-0.001432 | Time 2021-08-15 03:19:20
Epoch 096/120: (76.0460 93.0660) | 1835.5597 M (1552.8387 -169.1379) || train (79.7820 93.2857) | 1850.0628 M (1570.9257 -172.7219)| loss 1.8011 || lr 0.007162-0.001432-0.001432 | Time 2021-08-15 03:19:20
Epoch 097/120: (76.3920 93.0100) | 1836.4000 M (1553.8351 -169.2941) || train (79.9620 93.3365) | 1850.0821 M (1570.9941 -172.7709)| loss 1.7941 || lr 0.006595-0.001319-0.001319 | Time 2021-08-15 03:59:11
Epoch 097/120: (76.3920 93.0100) | 1836.4000 M (1553.8351 -169.2941) || train (80.0317 93.3548) | 1850.0744 M (1570.9871 -172.7716)| loss 1.7923 || lr 0.006595-0.001319-0.001319 | Time 2021-08-15 03:59:11
Epoch 098/120: (76.4420 93.1080) | 1835.6031 M (1552.9747 -169.2306) || train (80.2590 93.3968) | 1850.0720 M (1571.0295 -172.8164)| loss 1.7870 || lr 0.006050-0.001210-0.001210 | Time 2021-08-15 04:39:02
Epoch 098/120: (76.4440 93.1080) | 1835.6031 M (1552.9747 -169.2306) || train (80.2565 93.4201) | 1850.0872 M (1571.0422 -172.8140)| loss 1.7866 || lr 0.006050-0.001210-0.001210 | Time 2021-08-15 04:39:02
Epoch 099/120: (76.3420 93.2100) | 1835.4746 M (1552.7327 -169.1171) || train (80.4672 93.4966) | 1850.1120 M (1571.0444 -172.7913)| loss 1.7785 || lr 0.005526-0.001105-0.001105 | Time 2021-08-15 05:18:53
Epoch 099/120: (76.3420 93.2100) | 1835.4746 M (1552.7327 -169.1171) || train (80.4733 93.5395) | 1850.1051 M (1571.0412 -172.7951)| loss 1.7775 || lr 0.005526-0.001105-0.001105 | Time 2021-08-15 05:18:53
Epoch 100/120: (76.4540 93.1320) | 1835.5663 M (1552.7480 -169.0406) || train (80.7387 93.6136) | 1850.0733 M (1571.0021 -172.7878)| loss 1.7700 || lr 0.005024-0.001005-0.001005 | Time 2021-08-15 05:58:40
Epoch 100/120: (76.4540 93.1320) | 1835.5663 M (1552.7480 -169.0406) || train (80.6431 93.5948) | 1850.0778 M (1571.0067 -172.7878)| loss 1.7727 || lr 0.005024-0.001005-0.001005 | Time 2021-08-15 05:58:40
Epoch 101/120: (76.4460 93.1140) | 1835.2562 M (1552.4972 -169.1000) || train (80.9095 93.6553) | 1850.0925 M (1571.0319 -172.7983)| loss 1.7642 || lr 0.004544-0.000909-0.000909 | Time 2021-08-15 06:38:29
Epoch 101/120: (76.4460 93.1140) | 1835.2562 M (1552.4972 -169.1000) || train (80.9265 93.6822) | 1850.0778 M (1571.0195 -172.8006)| loss 1.7633 || lr 0.004544-0.000909-0.000909 | Time 2021-08-15 06:38:29
Epoch 102/120: (76.7520 93.2340) | 1835.7002 M (1552.9294 -169.0882) || train (81.0361 93.7257) | 1850.0840 M (1571.0039 -172.7789)| loss 1.7593 || lr 0.004087-0.000817-0.000817 | Time 2021-08-15 07:18:17
Epoch 102/120: (76.7520 93.2340) | 1835.7002 M (1552.9294 -169.0882) || train (81.0923 93.7535) | 1850.0843 M (1571.0067 -172.7813)| loss 1.7572 || lr 0.004087-0.000817-0.000817 | Time 2021-08-15 07:18:17
Epoch 103/120: (76.6900 93.2120) | 1834.4068 M (1551.6161 -169.0683) || train (81.3050 93.8367) | 1850.0758 M (1570.9835 -172.7667)| loss 1.7504 || lr 0.003653-0.000731-0.000731 | Time 2021-08-15 07:58:06
Epoch 103/120: (76.6900 93.2120) | 1834.4068 M (1551.6161 -169.0683) || train (81.2783 93.8489) | 1850.0711 M (1570.9835 -172.7714)| loss 1.7507 || lr 0.003653-0.000731-0.000731 | Time 2021-08-15 07:58:06
Epoch 104/120: (76.7180 93.1940) | 1835.3470 M (1552.5206 -169.0325) || train (81.4607 93.9137) | 1850.0976 M (1570.9906 -172.7520)| loss 1.7434 || lr 0.003242-0.000648-0.000648 | Time 2021-08-15 08:37:56
Epoch 104/120: (76.7180 93.1940) | 1835.3470 M (1552.5205 -169.0325) || train (81.4176 93.8701) | 1850.1039 M (1570.9973 -172.7523)| loss 1.7469 || lr 0.003242-0.000648-0.000648 | Time 2021-08-15 08:37:56
Epoch 105/120: (76.7760 93.2020) | 1835.9813 M (1553.1920 -169.0696) || train (81.7769 94.0239) | 1850.0615 M (1570.9390 -172.7365)| loss 1.7351 || lr 0.002855-0.000571-0.000571 | Time 2021-08-15 09:17:46
Epoch 105/120: (76.7760 93.2020) | 1835.9813 M (1553.1920 -169.0696) || train (81.5941 93.9165) | 1850.0861 M (1570.9650 -172.7379)| loss 1.7403 || lr 0.002855-0.000571-0.000571 | Time 2021-08-15 09:17:46
Epoch 106/120: (76.9400 93.2320) | 1835.8552 M (1552.9763 -168.9800) || train (81.8311 94.0298) | 1850.0860 M (1570.9486 -172.7215)| loss 1.7328 || lr 0.002491-0.000498-0.000498 | Time 2021-08-15 09:57:33
Epoch 106/120: (76.9400 93.2320) | 1835.8552 M (1552.9763 -168.9800) || train (81.8623 94.0907) | 1850.0808 M (1570.9451 -172.7232)| loss 1.7301 || lr 0.002491-0.000498-0.000498 | Time 2021-08-15 09:57:33
Epoch 107/120: (76.8880 93.2500) | 1835.0154 M (1552.0770 -168.9205) || train (81.9409 94.0624) | 1850.0821 M (1570.9303 -172.7071)| loss 1.7287 || lr 0.002151-0.000430-0.000430 | Time 2021-08-15 10:37:20
Epoch 107/120: (76.8880 93.2480) | 1835.0154 M (1552.0770 -168.9205) || train (81.8587 94.0020) | 1850.0772 M (1570.9229 -172.7046)| loss 1.7315 || lr 0.002151-0.000430-0.000430 | Time 2021-08-15 10:37:20
Epoch 108/120: (76.9160 93.3100) | 1835.1048 M (1552.3157 -169.0698) || train (82.0267 94.0923) | 1850.0948 M (1570.9313 -172.6954)| loss 1.7254 || lr 0.001835-0.000367-0.000367 | Time 2021-08-15 11:17:06
Epoch 108/120: (76.9140 93.3100) | 1835.1048 M (1552.3157 -169.0698) || train (82.0295 94.1603) | 1850.0914 M (1570.9254 -172.6929)| loss 1.7237 || lr 0.001835-0.000367-0.000367 | Time 2021-08-15 11:17:06
Epoch 109/120: (77.0220 93.3100) | 1835.5347 M (1552.7622 -169.0864) || train (82.1705 94.1750) | 1850.0955 M (1570.9440 -172.7074)| loss 1.7197 || lr 0.001544-0.000309-0.000309 | Time 2021-08-15 11:56:52
Epoch 109/120: (77.0220 93.3100) | 1835.5347 M (1552.7622 -169.0864) || train (82.1828 94.1595) | 1850.0959 M (1570.9443 -172.7073)| loss 1.7204 || lr 0.001544-0.000309-0.000309 | Time 2021-08-15 11:56:52
Epoch 110/120: (76.9700 93.3380) | 1834.9500 M (1552.1147 -169.0236) || train (82.3413 94.2395) | 1850.0795 M (1570.9316 -172.7111)| loss 1.7147 || lr 0.001278-0.000256-0.000256 | Time 2021-08-15 12:36:42
Epoch 110/120: (76.9700 93.3380) | 1834.9500 M (1552.1147 -169.0236) || train (82.3113 94.2173) | 1850.0776 M (1570.9274 -172.7087)| loss 1.7151 || lr 0.001278-0.000256-0.000256 | Time 2021-08-15 12:36:42
Epoch 111/120: (76.9940 93.2860) | 1834.9691 M (1552.1207 -169.0106) || train (82.4807 94.2534) | 1850.0628 M (1570.8978 -172.6940)| loss 1.7123 || lr 0.001036-0.000207-0.000207 | Time 2021-08-15 13:16:28
Epoch 111/120: (76.9940 93.2860) | 1834.9691 M (1552.1207 -169.0106) || train (82.4858 94.2927) | 1850.0519 M (1570.8893 -172.6964)| loss 1.7097 || lr 0.001036-0.000207-0.000207 | Time 2021-08-15 13:16:28
Epoch 112/120: (76.9720 93.3000) | 1835.8217 M (1552.9192 -168.9564) || train (82.5558 94.2588) | 1850.0681 M (1570.8937 -172.6846)| loss 1.7086 || lr 0.000819-0.000164-0.000164 | Time 2021-08-15 13:56:14
Epoch 112/120: (76.9720 93.3000) | 1835.8217 M (1552.9192 -168.9564) || train (82.4712 94.2538) | 1850.0662 M (1570.8957 -172.6884)| loss 1.7101 || lr 0.000819-0.000164-0.000164 | Time 2021-08-15 13:56:14
Epoch 113/120: (77.1760 93.3460) | 1835.4251 M (1552.5689 -169.0027) || train (82.6304 94.3027) | 1850.0656 M (1570.8948 -172.6882)| loss 1.7064 || lr 0.000628-0.000126-0.000126 | Time 2021-08-15 14:36:04
Epoch 113/120: (77.1760 93.3460) | 1835.4251 M (1552.5689 -169.0027) || train (82.6273 94.3036) | 1850.0447 M (1570.8717 -172.6860)| loss 1.7061 || lr 0.000628-0.000126-0.000126 | Time 2021-08-15 14:36:04
Epoch 114/120: (77.1240 93.3420) | 1835.4007 M (1552.6057 -169.0640) || train (82.6449 94.3795) | 1850.0803 M (1570.9192 -172.6978)| loss 1.7043 || lr 0.000462-0.000092-0.000092 | Time 2021-08-15 15:15:56
Epoch 114/120: (77.1240 93.3420) | 1835.4007 M (1552.6057 -169.0640) || train (82.6672 94.3046) | 1850.0825 M (1570.9215 -172.6979)| loss 1.7053 || lr 0.000462-0.000092-0.000092 | Time 2021-08-15 15:15:56
Epoch 115/120: (77.1700 93.3500) | 1835.6547 M (1552.8049 -169.0092) || train (82.6757 94.3856) | 1850.0750 M (1570.9058 -172.6898)| loss 1.7033 || lr 0.000321-0.000064-0.000064 | Time 2021-08-15 15:55:44
Epoch 115/120: (77.1700 93.3500) | 1835.6547 M (1552.8049 -169.0092) || train (82.7245 94.3644) | 1850.0935 M (1570.9304 -172.6959)| loss 1.7019 || lr 0.000321-0.000064-0.000064 | Time 2021-08-15 15:55:44
Epoch 116/120: (77.1040 93.3820) | 1835.4899 M (1552.6477 -169.0167) || train (82.7798 94.4032) | 1850.0741 M (1570.9066 -172.6914)| loss 1.6994 || lr 0.000205-0.000041-0.000041 | Time 2021-08-15 16:35:37
Epoch 116/120: (77.1040 93.3820) | 1835.4899 M (1552.6477 -169.0167) || train (82.7039 94.3249) | 1850.0715 M (1570.9059 -172.6933)| loss 1.7025 || lr 0.000205-0.000041-0.000041 | Time 2021-08-15 16:35:37
Epoch 117/120: (77.1340 93.2980) | 1835.6098 M (1552.7496 -168.9988) || train (82.6934 94.3461) | 1850.0920 M (1570.9340 -172.7010)| loss 1.7036 || lr 0.000116-0.000023-0.000023 | Time 2021-08-15 17:15:32
Epoch 117/120: (77.1340 93.2980) | 1835.6098 M (1552.7497 -168.9988) || train (82.7347 94.3370) | 1850.0784 M (1570.9172 -172.6977)| loss 1.7034 || lr 0.000116-0.000023-0.000023 | Time 2021-08-15 17:15:32
Epoch 118/120: (77.1400 93.4060) | 1835.4889 M (1552.6182 -168.9883) || train (82.8486 94.3739) | 1850.0813 M (1570.9159 -172.6935)| loss 1.6990 || lr 0.000051-0.000010-0.000010 | Time 2021-08-15 17:55:24
Epoch 118/120: (77.1400 93.4060) | 1835.4889 M (1552.6182 -168.9883) || train (82.7977 94.3943) | 1850.0723 M (1570.9091 -172.6957)| loss 1.6994 || lr 0.000051-0.000010-0.000010 | Time 2021-08-15 17:55:24
Epoch 119/120: (77.2020 93.3680) | 1835.4091 M (1552.5461 -168.9959) || train (82.7473 94.3400) | 1850.0758 M (1570.9113 -172.6944)| loss 1.7018 || lr 0.000013-0.000003-0.000003 | Time 2021-08-15 18:35:16
Epoch 119/120: (77.2040 93.3680) | 1835.4091 M (1552.5460 -168.9959) || train (82.8503 94.3742) | 1850.0882 M (1570.9187 -172.6895)| loss 1.6986 || lr 0.000013-0.000003-0.000003 | Time 2021-08-15 18:35:16