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msgc_resnet50_att_log.txt
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msgc_resnet50_att_log.txt
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Flops of dyresnet50: original 4050.649088 M, target 1851.146633216 M, possible 1365.906432 M, main 441.188352 M, dgc 3617.087488 M, mask 20.446208 M
Flops of dyresnet50: original 4050.649088 M, target 1851.146633216 M, possible 1365.906432 M, main 441.188352 M, dgc 3617.087488 M, mask 20.446208 M
Epoch 000/120: (63.5000 85.7780) | 4078.0977 M (3616.8526 -0.3894) || train (56.0773 78.9105) | 3602.2137 M (3260.8112 -120.2321)| loss 2.8373 || lr 0.075000-0.015000-0.015000 | Time 2021-08-17 17:39:20
Epoch 000/120: (63.5000 85.7780) | 4078.0977 M (3616.8526 -0.3894) || train (56.0579 78.8754) | 3602.2019 M (3260.8048 -120.2374)| loss 2.8368 || lr 0.075000-0.015000-0.015000 | Time 2021-08-17 17:39:20
Epoch 001/120: (67.0460 88.4120) | 4078.1767 M (3616.8600 -0.3178) || train (62.5119 83.5787) | 3738.9953 M (3340.9872 -63.6265)| loss 2.5422 || lr 0.074987-0.014997-0.014997 | Time 2021-08-17 18:20:10
Epoch 001/120: (67.0460 88.4120) | 4078.1767 M (3616.8600 -0.3178) || train (62.4229 83.5358) | 3738.9922 M (3340.9876 -63.6300)| loss 2.5450 || lr 0.074987-0.014997-0.014997 | Time 2021-08-17 18:20:10
Epoch 002/120: (68.3460 88.9120) | 4078.0759 M (3616.7461 -0.3048) || train (64.4596 84.9242) | 3799.1979 M (3381.5964 -44.0331)| loss 2.4473 || lr 0.074949-0.014990-0.014990 | Time 2021-08-17 19:00:58
Epoch 002/120: (68.3460 88.9120) | 4078.0759 M (3616.7461 -0.3048) || train (64.5559 84.9775) | 3799.2114 M (3381.6072 -44.0304)| loss 2.4443 || lr 0.074949-0.014990-0.014990 | Time 2021-08-17 19:00:58
Epoch 003/120: (69.7520 89.6320) | 4077.9666 M (3616.6066 -0.2746) || train (65.5104 85.6291) | 3836.7660 M (3408.6701 -33.5386)| loss 2.3921 || lr 0.074884-0.014977-0.014977 | Time 2021-08-17 19:41:42
Epoch 003/120: (69.7520 89.6320) | 4077.9666 M (3616.6066 -0.2746) || train (65.7019 85.6787) | 3836.7542 M (3408.6577 -33.5381)| loss 2.3885 || lr 0.074884-0.014977-0.014977 | Time 2021-08-17 19:41:42
Epoch 004/120: (69.8260 89.7880) | 4076.5441 M (3615.5030 -0.5934) || train (66.2411 86.1248) | 3862.4603 M (3428.0256 -27.1999)| loss 2.3553 || lr 0.074795-0.014959-0.014959 | Time 2021-08-17 20:22:30
Epoch 004/120: (69.8260 89.7880) | 4076.5441 M (3615.5030 -0.5934) || train (66.3868 86.1490) | 3862.4444 M (3428.0220 -27.2121)| loss 2.3536 || lr 0.074795-0.014959-0.014959 | Time 2021-08-17 20:22:30
Epoch 005/120: (69.6940 89.7520) | 4061.2712 M (3605.4092 -5.7726) || train (66.7169 86.3585) | 3847.2119 M (3415.3770 -29.7997)| loss 2.3339 || lr 0.074679-0.014936-0.014936 | Time 2021-08-17 21:03:20
Epoch 005/120: (69.6940 89.7520) | 4061.2712 M (3605.4092 -5.7726) || train (66.6742 86.3985) | 3847.2056 M (3415.3739 -29.8029)| loss 2.3356 || lr 0.074679-0.014936-0.014936 | Time 2021-08-17 21:03:20
Epoch 006/120: (69.7600 89.6000) | 4026.2518 M (3587.3017 -22.6845) || train (66.9706 86.5819) | 3810.3414 M (3387.4491 -38.7422)| loss 2.3174 || lr 0.074538-0.014908-0.014908 | Time 2021-08-17 21:44:06
Epoch 006/120: (69.7600 89.6000) | 4026.2518 M (3587.3017 -22.6845) || train (66.9253 86.5431) | 3810.3338 M (3387.4420 -38.7428)| loss 2.3209 || lr 0.074538-0.014908-0.014908 | Time 2021-08-17 21:44:06
Epoch 007/120: (69.5780 89.6240) | 3981.9705 M (3564.9205 -44.5846) || train (67.1767 86.6889) | 3773.5124 M (3361.2867 -49.4089)| loss 2.3069 || lr 0.074372-0.014874-0.014874 | Time 2021-08-17 22:24:53
Epoch 007/120: (69.5780 89.6240) | 3981.9705 M (3564.9205 -44.5846) || train (67.1927 86.6999) | 3773.5235 M (3361.2898 -49.4008)| loss 2.3054 || lr 0.074372-0.014874-0.014874 | Time 2021-08-17 22:24:53
Epoch 008/120: (70.4020 89.9760) | 3945.7896 M (3543.7796 -59.6246) || train (67.5006 86.9828) | 3736.8883 M (3334.5489 -59.2952)| loss 2.2877 || lr 0.074181-0.014836-0.014836 | Time 2021-08-17 23:05:40
Epoch 008/120: (70.4020 89.9760) | 3945.7896 M (3543.7796 -59.6246) || train (67.4755 86.8401) | 3736.8857 M (3334.5494 -59.2982)| loss 2.2922 || lr 0.074181-0.014836-0.014836 | Time 2021-08-17 23:05:40
Epoch 009/120: (69.8000 89.8060) | 3909.4515 M (3515.9496 -68.1327) || train (67.7260 87.0261) | 3700.2919 M (3304.8863 -66.2290)| loss 2.2792 || lr 0.073964-0.014793-0.014793 | Time 2021-08-17 23:46:24
Epoch 009/120: (69.8000 89.8060) | 3909.4515 M (3515.9496 -68.1327) || train (67.5966 86.9653) | 3700.3021 M (3304.8927 -66.2251)| loss 2.2822 || lr 0.073964-0.014793-0.014793 | Time 2021-08-17 23:46:24
Epoch 010/120: (69.9740 89.9060) | 3866.9482 M (3477.1484 -71.8347) || train (67.8592 87.1886) | 3663.5018 M (3271.2711 -69.4038)| loss 2.2687 || lr 0.073722-0.014744-0.014744 | Time 2021-08-18 00:27:13
Epoch 010/120: (69.9740 89.9060) | 3866.9482 M (3477.1484 -71.8347) || train (68.0142 87.1918) | 3663.5065 M (3271.2729 -69.4009)| loss 2.2662 || lr 0.073722-0.014744-0.014744 | Time 2021-08-18 00:27:13
Epoch 011/120: (70.8120 90.3280) | 3804.1906 M (3410.8909 -68.3348) || train (68.1214 87.3114) | 3626.7799 M (3234.4531 -69.3078)| loss 2.2574 || lr 0.073456-0.014691-0.014691 | Time 2021-08-18 01:08:04
Epoch 011/120: (70.8120 90.3280) | 3804.1906 M (3410.8909 -68.3348) || train (68.0980 87.2621) | 3626.7996 M (3234.4616 -69.2966)| loss 2.2588 || lr 0.073456-0.014691-0.014691 | Time 2021-08-18 01:08:04
Epoch 012/120: (69.7700 89.8780) | 3738.4317 M (3336.6957 -59.8986) || train (68.2638 87.3734) | 3589.9655 M (3195.2902 -66.9593)| loss 2.2485 || lr 0.073165-0.014633-0.014633 | Time 2021-08-18 01:48:50
Epoch 012/120: (69.7700 89.8780) | 3738.4317 M (3336.6957 -59.8986) || train (68.3245 87.4054) | 3589.9636 M (3195.2814 -66.9524)| loss 2.2481 || lr 0.073165-0.014633-0.014633 | Time 2021-08-18 01:48:50
Epoch 013/120: (70.5100 90.0500) | 3679.5627 M (3275.0777 -57.1495) || train (68.5634 87.5617) | 3553.2925 M (3155.6379 -63.9800)| loss 2.2366 || lr 0.072849-0.014570-0.014570 | Time 2021-08-18 02:29:36
Epoch 013/120: (70.5100 90.0500) | 3679.5627 M (3275.0777 -57.1495) || train (68.5435 87.5067) | 3553.2949 M (3155.6422 -63.9818)| loss 2.2384 || lr 0.072849-0.014570-0.014570 | Time 2021-08-18 02:29:36
Epoch 014/120: (71.1900 90.6980) | 3628.5043 M (3224.2052 -57.3354) || train (68.6786 87.6787) | 3516.7313 M (3117.2265 -62.1298)| loss 2.2306 || lr 0.072509-0.014502-0.014502 | Time 2021-08-18 03:10:22
Epoch 014/120: (71.1900 90.6980) | 3628.5043 M (3224.2052 -57.3354) || train (68.5969 87.5866) | 3516.7656 M (3117.2578 -62.1267)| loss 2.2326 || lr 0.072509-0.014502-0.014502 | Time 2021-08-18 03:10:22
Epoch 015/120: (71.2240 90.4560) | 3582.3963 M (3179.2034 -58.4416) || train (68.8556 87.7171) | 3480.1501 M (3080.2857 -61.7702)| loss 2.2222 || lr 0.072145-0.014429-0.014429 | Time 2021-08-18 03:51:08
Epoch 015/120: (71.2240 90.4560) | 3582.3963 M (3179.2034 -58.4416) || train (68.8409 87.7357) | 3480.1316 M (3080.2776 -61.7806)| loss 2.2216 || lr 0.072145-0.014429-0.014429 | Time 2021-08-18 03:51:08
Epoch 016/120: (71.2940 90.4720) | 3540.5785 M (3138.4775 -59.5336) || train (69.0439 87.9145) | 3443.5975 M (3044.4835 -62.5206)| loss 2.2112 || lr 0.071758-0.014352-0.014352 | Time 2021-08-18 04:31:52
Epoch 016/120: (71.2940 90.4720) | 3540.5785 M (3138.4775 -59.5336) || train (69.0244 87.8450) | 3443.6067 M (3044.4893 -62.5171)| loss 2.2138 || lr 0.071758-0.014352-0.014352 | Time 2021-08-18 04:31:52
Epoch 017/120: (71.1380 90.6280) | 3497.8586 M (3097.2953 -61.0713) || train (69.0860 87.8437) | 3407.0635 M (3009.3083 -63.8793)| loss 2.2100 || lr 0.071347-0.014269-0.014269 | Time 2021-08-18 05:12:34
Epoch 017/120: (71.1380 90.6280) | 3497.8586 M (3097.2953 -61.0713) || train (69.2758 87.9718) | 3407.0437 M (3009.2889 -63.8798)| loss 2.2032 || lr 0.071347-0.014269-0.014269 | Time 2021-08-18 05:12:34
Epoch 018/120: (71.3400 90.6160) | 3459.1189 M (3058.6766 -61.1923) || train (69.3230 87.9786) | 3370.5898 M (2974.2403 -65.2851)| loss 2.2007 || lr 0.070913-0.014183-0.014183 | Time 2021-08-18 05:53:23
Epoch 018/120: (71.3400 90.6160) | 3459.1189 M (3058.6766 -61.1923) || train (69.3394 88.0498) | 3370.5821 M (2974.2293 -65.2817)| loss 2.1974 || lr 0.070913-0.014183-0.014183 | Time 2021-08-18 05:53:23
Epoch 019/120: (71.1960 90.3060) | 3416.2674 M (3016.3289 -61.6961) || train (69.4846 88.0943) | 3334.0642 M (2939.2215 -66.7919)| loss 2.1925 || lr 0.070456-0.014091-0.014091 | Time 2021-08-18 06:34:08
Epoch 019/120: (71.1960 90.3060) | 3416.2674 M (3016.3289 -61.6961) || train (69.5167 88.1290) | 3334.0753 M (2939.2247 -66.7840)| loss 2.1905 || lr 0.070456-0.014091-0.014091 | Time 2021-08-18 06:34:08
Epoch 020/120: (71.5160 90.7080) | 3373.3309 M (2974.1781 -62.4818) || train (69.6739 88.2417) | 3297.4576 M (2903.6257 -67.8026)| loss 2.1836 || lr 0.069976-0.013995-0.013995 | Time 2021-08-18 07:14:52
Epoch 020/120: (71.5160 90.7080) | 3373.3309 M (2974.1781 -62.4818) || train (69.6803 88.2076) | 3297.4618 M (2903.6320 -67.8047)| loss 2.1844 || lr 0.069976-0.013995-0.013995 | Time 2021-08-18 07:14:52
Epoch 021/120: (71.6480 90.7500) | 3331.6688 M (2932.8807 -62.8465) || train (69.7515 88.2234) | 3260.9320 M (2867.7887 -68.4912)| loss 2.1803 || lr 0.069474-0.013895-0.013895 | Time 2021-08-18 07:55:43
Epoch 021/120: (71.6480 90.7500) | 3331.6688 M (2932.8807 -62.8465) || train (69.7685 88.3264) | 3260.9351 M (2867.7863 -68.4858)| loss 2.1767 || lr 0.069474-0.013895-0.013895 | Time 2021-08-18 07:55:43
Epoch 022/120: (70.9600 90.4220) | 3289.1985 M (2891.9981 -64.4341) || train (69.9371 88.3508) | 3224.2700 M (2831.6837 -69.0482)| loss 2.1719 || lr 0.068950-0.013790-0.013790 | Time 2021-08-18 08:36:32
Epoch 022/120: (70.9600 90.4220) | 3289.1985 M (2891.9981 -64.4341) || train (69.8959 88.3136) | 3224.2734 M (2831.6882 -69.0493)| loss 2.1756 || lr 0.068950-0.013790-0.013790 | Time 2021-08-18 08:36:32
Epoch 023/120: (71.8840 90.9760) | 3245.2693 M (2848.7681 -65.1334) || train (70.0081 88.4182) | 3187.7086 M (2795.7372 -69.6632)| loss 2.1667 || lr 0.068405-0.013681-0.013681 | Time 2021-08-18 09:17:19
Epoch 023/120: (71.8840 90.9760) | 3245.2693 M (2848.7681 -65.1334) || train (70.0973 88.4975) | 3187.7104 M (2795.7371 -69.6613)| loss 2.1642 || lr 0.068405-0.013681-0.013681 | Time 2021-08-18 09:17:19
Epoch 024/120: (71.7500 90.8680) | 3204.4874 M (2808.7652 -65.9123) || train (70.0834 88.4647) | 3151.0925 M (2759.8706 -70.4126)| loss 2.1640 || lr 0.067838-0.013568-0.013568 | Time 2021-08-18 09:58:07
Epoch 024/120: (71.7500 90.8680) | 3204.4874 M (2808.7652 -65.9123) || train (70.1702 88.5617) | 3151.0902 M (2759.8683 -70.4127)| loss 2.1611 || lr 0.067838-0.013568-0.013568 | Time 2021-08-18 09:58:07
Epoch 025/120: (72.2000 90.9800) | 3156.3819 M (2761.5548 -66.8075) || train (70.1897 88.5885) | 3114.4615 M (2724.2104 -71.3835)| loss 2.1563 || lr 0.067251-0.013450-0.013450 | Time 2021-08-18 10:38:55
Epoch 025/120: (72.2000 90.9800) | 3156.3819 M (2761.5548 -66.8075) || train (70.2787 88.6066) | 3114.4744 M (2724.2186 -71.3787)| loss 2.1555 || lr 0.067251-0.013450-0.013450 | Time 2021-08-18 10:38:55
Epoch 026/120: (71.8440 90.9000) | 3107.0992 M (2713.8921 -68.4274) || train (70.4089 88.7297) | 3077.8286 M (2688.6430 -72.4489)| loss 2.1488 || lr 0.066643-0.013329-0.013329 | Time 2021-08-18 11:19:44
Epoch 026/120: (71.8440 90.9000) | 3107.0992 M (2713.8921 -68.4274) || train (70.4054 88.6574) | 3077.8156 M (2688.6324 -72.4514)| loss 2.1500 || lr 0.066643-0.013329-0.013329 | Time 2021-08-18 11:19:44
Epoch 027/120: (71.6880 90.9520) | 3063.7621 M (2672.3356 -70.2080) || train (70.4655 88.6516) | 3041.1247 M (2653.2669 -73.7767)| loss 2.1491 || lr 0.066015-0.013203-0.013203 | Time 2021-08-18 12:00:29
Epoch 027/120: (71.6880 90.9520) | 3063.7621 M (2672.3356 -70.2080) || train (70.4248 88.7273) | 3041.1207 M (2653.2624 -73.7763)| loss 2.1467 || lr 0.066015-0.013203-0.013203 | Time 2021-08-18 12:00:29
Epoch 028/120: (71.5760 90.6820) | 3020.1928 M (2630.2563 -71.6981) || train (70.6345 88.7167) | 3004.5273 M (2618.1347 -75.2420)| loss 2.1434 || lr 0.065368-0.013074-0.013074 | Time 2021-08-18 12:41:17
Epoch 028/120: (71.5760 90.6820) | 3020.1928 M (2630.2563 -71.6981) || train (70.6298 88.7816) | 3004.5297 M (2618.1394 -75.2443)| loss 2.1413 || lr 0.065368-0.013074-0.013074 | Time 2021-08-18 12:41:17
Epoch 029/120: (71.4980 90.4780) | 2976.1243 M (2588.1035 -73.6138) || train (70.6580 88.8417) | 2967.8976 M (2583.0893 -76.8262)| loss 2.1376 || lr 0.064702-0.012940-0.012940 | Time 2021-08-18 13:22:04
Epoch 029/120: (71.4980 90.4780) | 2976.1243 M (2588.1035 -73.6138) || train (70.7645 88.8717) | 2967.8918 M (2583.0880 -76.8307)| loss 2.1345 || lr 0.064702-0.012940-0.012940 | Time 2021-08-18 13:22:04
Epoch 030/120: (70.9140 90.3040) | 2933.2580 M (2547.2997 -75.6762) || train (70.7867 88.8533) | 2931.2970 M (2548.2418 -78.5793)| loss 2.1329 || lr 0.064017-0.012803-0.012803 | Time 2021-08-18 14:02:54
Epoch 030/120: (70.9140 90.3040) | 2933.2580 M (2547.2997 -75.6762) || train (70.7907 88.8786) | 2931.2716 M (2548.2205 -78.5834)| loss 2.1324 || lr 0.064017-0.012803-0.012803 | Time 2021-08-18 14:02:54
Epoch 031/120: (71.6360 90.8120) | 2892.3485 M (2508.2337 -77.5197) || train (70.9115 88.9587) | 2894.6514 M (2513.4953 -80.4785)| loss 2.1277 || lr 0.063313-0.012663-0.012663 | Time 2021-08-18 14:43:42
Epoch 031/120: (71.6360 90.8120) | 2892.3485 M (2508.2337 -77.5197) || train (70.9056 88.8931) | 2894.6614 M (2513.5043 -80.4775)| loss 2.1306 || lr 0.063313-0.012663-0.012663 | Time 2021-08-18 14:43:42
Epoch 032/120: (72.5560 91.2760) | 2850.3405 M (2468.4008 -79.6948) || train (71.0561 89.0689) | 2858.0662 M (2478.8913 -82.4597)| loss 2.1224 || lr 0.062592-0.012518-0.012518 | Time 2021-08-18 15:24:24
Epoch 032/120: (72.5560 91.2760) | 2850.3405 M (2468.4008 -79.6948) || train (70.9974 88.9693) | 2858.0713 M (2478.8932 -82.4565)| loss 2.1233 || lr 0.062592-0.012518-0.012518 | Time 2021-08-18 15:24:24
Epoch 033/120: (72.3540 91.2380) | 2810.8331 M (2431.4134 -82.2149) || train (71.0909 89.0656) | 2821.4649 M (2444.5144 -84.6840)| loss 2.1186 || lr 0.061854-0.012371-0.012371 | Time 2021-08-18 16:05:08
Epoch 033/120: (72.3540 91.2380) | 2810.8331 M (2431.4134 -82.2149) || train (71.0708 89.0864) | 2821.4641 M (2444.5127 -84.6831)| loss 2.1192 || lr 0.061854-0.012371-0.012371 | Time 2021-08-18 16:05:08
Epoch 034/120: (71.9820 91.1440) | 2768.1370 M (2392.2963 -85.7939) || train (71.2501 89.1193) | 2784.8767 M (2410.5712 -87.3291)| loss 2.1133 || lr 0.061100-0.012220-0.012220 | Time 2021-08-18 16:45:53
Epoch 034/120: (71.9820 91.1440) | 2768.1370 M (2392.2963 -85.7939) || train (71.2021 89.0790) | 2784.8724 M (2410.5690 -87.3312)| loss 2.1149 || lr 0.061100-0.012220-0.012220 | Time 2021-08-18 16:45:53
Epoch 035/120: (72.2860 91.1080) | 2728.4841 M (2356.7644 -89.9149) || train (71.3568 89.1877) | 2748.2407 M (2377.0476 -90.4415)| loss 2.1083 || lr 0.060329-0.012066-0.012066 | Time 2021-08-18 17:26:34
Epoch 035/120: (72.2860 91.1080) | 2728.4841 M (2356.7644 -89.9149) || train (71.3116 89.2108) | 2748.2361 M (2377.0451 -90.4436)| loss 2.1088 || lr 0.060329-0.012066-0.012066 | Time 2021-08-18 17:26:34
Epoch 036/120: (71.9220 90.9760) | 2692.3804 M (2324.3542 -93.6083) || train (71.3155 89.2317) | 2711.6760 M (2344.0016 -93.9602)| loss 2.1080 || lr 0.059542-0.011908-0.011908 | Time 2021-08-18 18:07:16
Epoch 036/120: (71.9220 90.9760) | 2692.3804 M (2324.3542 -93.6083) || train (71.4244 89.2489) | 2711.6778 M (2344.0024 -93.9591)| loss 2.1045 || lr 0.059542-0.011908-0.011908 | Time 2021-08-18 18:07:16
Epoch 037/120: (71.2900 90.6300) | 2653.4535 M (2289.1325 -97.3135) || train (71.3916 89.2362) | 2675.0493 M (2310.7589 -97.3441)| loss 2.1053 || lr 0.058740-0.011748-0.011748 | Time 2021-08-18 18:47:56
Epoch 037/120: (71.2900 90.6300) | 2653.4535 M (2289.1325 -97.3135) || train (71.4726 89.3179) | 2675.0463 M (2310.7570 -97.3453)| loss 2.1022 || lr 0.058740-0.011748-0.011748 | Time 2021-08-18 18:47:56
Epoch 038/120: (72.5180 91.1480) | 2615.4502 M (2254.9192 -101.1036) || train (71.5538 89.3567) | 2638.4544 M (2277.6500 -100.8302)| loss 2.0991 || lr 0.057924-0.011585-0.011585 | Time 2021-08-18 19:28:36
Epoch 038/120: (72.5180 91.1480) | 2615.4502 M (2254.9192 -101.1036) || train (71.6056 89.3711) | 2638.4473 M (2277.6443 -100.8315)| loss 2.0948 || lr 0.057924-0.011585-0.011585 | Time 2021-08-18 19:28:36
Epoch 039/120: (72.0680 91.0160) | 2579.2246 M (2222.1737 -104.5836) || train (71.6256 89.3027) | 2601.8571 M (2244.6065 -104.3839)| loss 2.0977 || lr 0.057094-0.011419-0.011419 | Time 2021-08-18 20:41:45
Epoch 039/120: (72.0680 91.0160) | 2579.2246 M (2222.1737 -104.5836) || train (71.6339 89.3455) | 2601.8499 M (2244.5983 -104.3830)| loss 2.0944 || lr 0.057094-0.011419-0.011419 | Time 2021-08-18 20:41:45
Epoch 040/120: (72.6800 91.3580) | 2541.9771 M (2188.2014 -107.8589) || train (71.7823 89.4451) | 2565.2317 M (2211.4466 -107.8495)| loss 2.0908 || lr 0.056250-0.011250-0.011250 | Time 2021-08-18 21:22:54
Epoch 040/120: (72.6800 91.3580) | 2541.9771 M (2188.2014 -107.8589) || train (71.7808 89.4370) | 2565.2286 M (2211.4461 -107.8520)| loss 2.0896 || lr 0.056250-0.011250-0.011250 | Time 2021-08-18 21:22:54
Epoch 041/120: (72.1220 90.9140) | 2505.8317 M (2155.8233 -111.6261) || train (71.8226 89.4808) | 2528.5985 M (2178.4076 -111.4436)| loss 2.0871 || lr 0.055393-0.011079-0.011079 | Time 2021-08-18 22:08:13
Epoch 041/120: (72.1220 90.9140) | 2505.8317 M (2155.8233 -111.6261) || train (71.8412 89.4534) | 2528.6063 M (2178.4140 -111.4422)| loss 2.0883 || lr 0.055393-0.011079-0.011079 | Time 2021-08-18 22:08:13
Epoch 042/120: (72.7260 91.2860) | 2469.1915 M (2123.5264 -115.9695) || train (71.8437 89.5027) | 2491.9739 M (2145.6430 -115.3037)| loss 2.0861 || lr 0.054525-0.010905-0.010905 | Time 2021-08-18 22:54:18
Epoch 042/120: (72.7260 91.2860) | 2469.1915 M (2123.5264 -115.9695) || train (71.9056 89.4862) | 2491.9739 M (2145.6442 -115.3048)| loss 2.0854 || lr 0.054525-0.010905-0.010905 | Time 2021-08-18 22:54:18
Epoch 043/120: (72.2340 90.9640) | 2431.9948 M (2090.3712 -120.0110) || train (71.9498 89.5280) | 2455.3196 M (2113.0212 -119.3361)| loss 2.0829 || lr 0.053644-0.010729-0.010729 | Time 2021-08-18 23:35:24
Epoch 043/120: (72.2340 90.9640) | 2431.9948 M (2090.3712 -120.0110) || train (71.9690 89.5303) | 2455.3179 M (2113.0209 -119.3376)| loss 2.0829 || lr 0.053644-0.010729-0.010729 | Time 2021-08-18 23:35:24
Epoch 044/120: (72.3420 91.0680) | 2394.8688 M (2056.9254 -123.6911) || train (71.8874 89.5352) | 2418.6959 M (2080.0723 -123.0109)| loss 2.0820 || lr 0.052753-0.010551-0.010551 | Time 2021-08-19 00:19:06
Epoch 044/120: (72.3420 91.0680) | 2394.8688 M (2056.9254 -123.6911) || train (71.9934 89.5971) | 2418.7018 M (2080.0745 -123.0073)| loss 2.0795 || lr 0.052753-0.010551-0.010551 | Time 2021-08-19 00:19:06
Epoch 045/120: (72.3700 91.0820) | 2360.0476 M (2025.8049 -127.3919) || train (72.0182 89.6139) | 2382.0308 M (2047.0954 -126.6991)| loss 2.0782 || lr 0.051851-0.010370-0.010370 | Time 2021-08-19 01:02:36
Epoch 045/120: (72.3700 91.0820) | 2360.0476 M (2025.8049 -127.3919) || train (72.0906 89.6437) | 2382.0281 M (2047.0946 -126.7010)| loss 2.0761 || lr 0.051851-0.010370-0.010370 | Time 2021-08-19 01:02:36
Epoch 046/120: (72.8580 91.1940) | 2322.5067 M (1992.5411 -131.6689) || train (72.1025 89.6084) | 2345.3889 M (2014.2581 -130.5038)| loss 2.0764 || lr 0.050939-0.010188-0.010188 | Time 2021-08-19 01:46:08
Epoch 046/120: (72.8580 91.1940) | 2322.5067 M (1992.5411 -131.6689) || train (72.1320 89.6343) | 2345.3905 M (2014.2580 -130.5021)| loss 2.0751 || lr 0.050939-0.010188-0.010188 | Time 2021-08-19 01:46:08
Epoch 047/120: (72.5940 91.2260) | 2286.7511 M (1960.3890 -135.2725) || train (72.1242 89.6379) | 2308.7523 M (1981.4209 -134.3032)| loss 2.0747 || lr 0.050018-0.010004-0.010004 | Time 2021-08-19 02:28:06
Epoch 047/120: (72.5940 91.2260) | 2286.7511 M (1960.3890 -135.2725) || train (72.1208 89.6034) | 2308.7524 M (1981.4211 -134.3033)| loss 2.0752 || lr 0.050018-0.010004-0.010004 | Time 2021-08-19 02:28:06
Epoch 048/120: (72.4380 90.9680) | 2250.3978 M (1927.6222 -138.8589) || train (72.2077 89.6188) | 2272.1289 M (1948.2206 -137.7262)| loss 2.0724 || lr 0.049088-0.009818-0.009818 | Time 2021-08-19 03:11:55
Epoch 048/120: (72.4380 90.9680) | 2250.3978 M (1927.6222 -138.8589) || train (72.1392 89.6448) | 2272.1370 M (1948.2261 -137.7236)| loss 2.0747 || lr 0.049088-0.009818-0.009818 | Time 2021-08-19 03:11:55
Epoch 049/120: (71.5640 90.7420) | 2214.5218 M (1894.7198 -141.8326) || train (72.2292 89.6668) | 2235.5037 M (1915.0465 -141.1774)| loss 2.0707 || lr 0.048151-0.009630-0.009630 | Time 2021-08-19 03:52:33
Epoch 049/120: (71.5640 90.7420) | 2214.5218 M (1894.7198 -141.8326) || train (72.2282 89.6772) | 2235.5178 M (1915.0589 -141.1757)| loss 2.0704 || lr 0.048151-0.009630-0.009630 | Time 2021-08-19 03:52:33
Epoch 050/120: (72.4740 91.0700) | 2178.4692 M (1860.8256 -143.9909) || train (72.2844 89.7312) | 2198.8911 M (1881.0803 -143.8238)| loss 2.0685 || lr 0.047206-0.009441-0.009441 | Time 2021-08-19 04:37:56
Epoch 050/120: (72.4740 91.0700) | 2178.4692 M (1860.8256 -143.9909) || train (72.1396 89.6524) | 2198.8877 M (1881.0774 -143.8242)| loss 2.0744 || lr 0.047206-0.009441-0.009441 | Time 2021-08-19 04:37:56
Epoch 051/120: (72.4800 91.0040) | 2142.9319 M (1827.3856 -146.0883) || train (72.2627 89.7010) | 2162.2621 M (1846.7470 -146.1195)| loss 2.0706 || lr 0.046254-0.009251-0.009251 | Time 2021-08-19 14:06:37
Epoch 051/120: (72.4800 91.0040) | 2142.9319 M (1827.3856 -146.0883) || train (72.3051 89.7403) | 2162.2668 M (1846.7518 -146.1195)| loss 2.0682 || lr 0.046254-0.009251-0.009251 | Time 2021-08-19 14:06:37
Epoch 052/120: (72.7240 91.0200) | 2105.7807 M (1792.6935 -148.5474) || train (72.3404 89.7526) | 2125.6461 M (1812.4039 -148.3923)| loss 2.0674 || lr 0.045297-0.009059-0.009059 | Time 2021-08-19 14:49:36
Epoch 052/120: (72.7240 91.0200) | 2105.7807 M (1792.6935 -148.5474) || train (72.2455 89.6955) | 2125.6522 M (1812.4101 -148.3925)| loss 2.0699 || lr 0.045297-0.009059-0.009059 | Time 2021-08-19 14:49:36
Epoch 053/120: (72.0960 91.0120) | 2070.0482 M (1758.1554 -149.7417) || train (72.2069 89.6891) | 2089.0166 M (1777.5090 -150.1269)| loss 2.0715 || lr 0.044334-0.008867-0.008867 | Time 2021-08-19 15:33:25
Epoch 053/120: (72.0960 91.0120) | 2070.0482 M (1758.1554 -149.7417) || train (72.2719 89.7601) | 2089.0109 M (1777.5023 -150.1259)| loss 2.0679 || lr 0.044334-0.008867-0.008867 | Time 2021-08-19 15:33:25
Epoch 054/120: (72.3480 91.0460) | 2033.4823 M (1723.2347 -151.3870) || train (72.2639 89.7147) | 2052.3639 M (1742.4450 -151.7156)| loss 2.0713 || lr 0.043366-0.008673-0.008673 | Time 2021-08-19 16:17:03
Epoch 054/120: (72.3460 91.0460) | 2033.4823 M (1723.2348 -151.3870) || train (72.2179 89.6657) | 2052.3732 M (1742.4539 -151.7152)| loss 2.0713 || lr 0.043366-0.008673-0.008673 | Time 2021-08-19 16:17:03
Epoch 055/120: (72.3860 91.0320) | 1998.0619 M (1689.4686 -153.0412) || train (72.2179 89.7053) | 2015.7463 M (1707.5354 -153.4237)| loss 2.0718 || lr 0.042395-0.008479-0.008479 | Time 2021-08-19 17:00:47
Epoch 055/120: (72.3860 91.0320) | 1998.0619 M (1689.4686 -153.0412) || train (72.1587 89.6897) | 2015.7440 M (1707.5349 -153.4254)| loss 2.0732 || lr 0.042395-0.008479-0.008479 | Time 2021-08-19 17:00:47
Epoch 056/120: (71.9280 90.7380) | 1961.8191 M (1655.0001 -154.8156) || train (72.1770 89.6794) | 1979.1175 M (1672.3768 -154.8939)| loss 2.0741 || lr 0.041420-0.008284-0.008284 | Time 2021-08-19 17:44:05
Epoch 056/120: (71.9280 90.7380) | 1961.8191 M (1655.0001 -154.8156) || train (72.1449 89.6685) | 1979.1140 M (1672.3749 -154.8955)| loss 2.0745 || lr 0.041420-0.008284-0.008284 | Time 2021-08-19 17:44:05
Epoch 057/120: (72.4360 91.0380) | 1925.0580 M (1620.6168 -157.1933) || train (72.0739 89.6526) | 1942.4485 M (1638.0385 -157.2245)| loss 2.0761 || lr 0.040442-0.008088-0.008088 | Time 2021-08-19 18:29:00
Epoch 057/120: (72.4360 91.0380) | 1925.0580 M (1620.6168 -157.1933) || train (72.1848 89.7089) | 1942.4530 M (1638.0439 -157.2255)| loss 2.0734 || lr 0.040442-0.008088-0.008088 | Time 2021-08-19 18:29:00
Epoch 058/120: (71.4940 90.5660) | 1888.4526 M (1585.3468 -158.5288) || train (72.0920 89.6548) | 1905.8011 M (1602.7108 -158.5443)| loss 2.0764 || lr 0.039463-0.007893-0.007893 | Time 2021-08-19 19:12:53
Epoch 058/120: (71.4940 90.5660) | 1888.4526 M (1585.3468 -158.5288) || train (72.0608 89.6585) | 1905.7956 M (1602.7038 -158.5428)| loss 2.0776 || lr 0.039463-0.007893-0.007893 | Time 2021-08-19 19:12:53
Epoch 059/120: (72.2800 91.0740) | 1853.2102 M (1551.5502 -159.9746) || train (72.0266 89.6443) | 1869.1543 M (1568.0100 -160.4903)| loss 2.0791 || lr 0.038482-0.007696-0.007696 | Time 2021-08-19 19:58:05
Epoch 059/120: (72.2800 91.0740) | 1853.2102 M (1551.5502 -159.9746) || train (71.9247 89.6109) | 1869.1713 M (1568.0266 -160.4899)| loss 2.0817 || lr 0.038482-0.007696-0.007696 | Time 2021-08-19 19:58:05
Epoch 060/120: (71.5520 90.3500) | 1852.9963 M (1551.1185 -159.7567) || train (72.4113 89.8185) | 1850.6727 M (1550.0814 -161.0433)| loss 2.0654 || lr 0.037500-0.007500-0.007500 | Time 2021-08-19 20:40:36
Epoch 060/120: (71.5520 90.3500) | 1852.9964 M (1551.1185 -159.7567) || train (72.2558 89.7419) | 1850.6804 M (1550.0910 -161.0452)| loss 2.0697 || lr 0.037500-0.007500-0.007500 | Time 2021-08-19 20:40:36
Epoch 061/120: (72.5340 91.0720) | 1851.7803 M (1550.3376 -160.1919) || train (72.7659 90.0324) | 1850.5916 M (1550.1042 -161.1472)| loss 2.0486 || lr 0.036518-0.007304-0.007304 | Time 2021-08-19 21:27:59
Epoch 061/120: (72.5340 91.0720) | 1851.7803 M (1550.3376 -160.1919) || train (72.8278 90.0197) | 1850.5955 M (1550.1069 -161.1459)| loss 2.0475 || lr 0.036518-0.007304-0.007304 | Time 2021-08-19 21:27:59
Epoch 062/120: (72.7940 91.4160) | 1851.1676 M (1549.6533 -160.1203) || train (73.2366 90.2185) | 1850.5820 M (1550.2226 -161.2752)| loss 2.0332 || lr 0.035537-0.007107-0.007107 | Time 2021-08-19 22:09:12
Epoch 062/120: (72.7940 91.4160) | 1851.1676 M (1549.6533 -160.1203) || train (73.1712 90.2097) | 1850.5819 M (1550.2227 -161.2754)| loss 2.0348 || lr 0.035537-0.007107-0.007107 | Time 2021-08-19 22:09:12
Epoch 063/120: (73.2140 91.3540) | 1851.1017 M (1549.5150 -160.0479) || train (73.5232 90.3816) | 1850.5366 M (1550.1068 -161.2047)| loss 2.0211 || lr 0.034558-0.006912-0.006912 | Time 2021-08-19 22:52:59
Epoch 063/120: (73.2140 91.3540) | 1851.1017 M (1549.5150 -160.0479) || train (73.5782 90.4495) | 1850.5557 M (1550.1255 -161.2043)| loss 2.0184 || lr 0.034558-0.006912-0.006912 | Time 2021-08-19 22:52:59
Epoch 064/120: (72.6980 91.1120) | 1851.0967 M (1549.2579 -159.7958) || train (73.8437 90.5772) | 1850.5216 M (1550.0252 -161.1381)| loss 2.0093 || lr 0.033580-0.006716-0.006716 | Time 2021-08-19 23:34:42
Epoch 064/120: (72.6980 91.1120) | 1851.0967 M (1549.2579 -159.7958) || train (73.8437 90.5511) | 1850.5109 M (1550.0137 -161.1373)| loss 2.0101 || lr 0.033580-0.006716-0.006716 | Time 2021-08-19 23:34:42
Epoch 065/120: (73.3740 91.5140) | 1850.7306 M (1548.9689 -159.8728) || train (74.1708 90.6543) | 1850.5008 M (1549.9224 -161.0561)| loss 2.0000 || lr 0.032605-0.006521-0.006521 | Time 2021-08-20 00:15:39
Epoch 065/120: (73.3740 91.5140) | 1850.7306 M (1548.9689 -159.8728) || train (74.1033 90.6863) | 1850.5105 M (1549.9320 -161.0560)| loss 1.9993 || lr 0.032605-0.006521-0.006521 | Time 2021-08-20 00:15:39
Epoch 066/120: (73.6480 91.6900) | 1851.4104 M (1549.2720 -159.4961) || train (74.5265 90.8508) | 1850.4815 M (1549.8108 -160.9639)| loss 1.9852 || lr 0.031634-0.006327-0.006327 | Time 2021-08-20 00:56:55
Epoch 066/120: (73.6480 91.6900) | 1851.4104 M (1549.2720 -159.4961) || train (74.2694 90.8396) | 1850.4820 M (1549.8100 -160.9625)| loss 1.9900 || lr 0.031634-0.006327-0.006327 | Time 2021-08-20 00:56:56
Epoch 067/120: (72.7980 91.2460) | 1849.4528 M (1547.4127 -159.5945) || train (74.6572 90.9949) | 1850.4527 M (1549.7073 -160.8891)| loss 1.9759 || lr 0.030666-0.006133-0.006133 | Time 2021-08-20 02:11:22
Epoch 067/120: (72.7960 91.2460) | 1849.4528 M (1547.4127 -159.5944) || train (74.6819 90.9754) | 1850.4609 M (1549.7139 -160.8876)| loss 1.9768 || lr 0.030666-0.006133-0.006133 | Time 2021-08-20 02:11:22
Epoch 068/120: (73.9680 91.8880) | 1850.6083 M (1548.5188 -159.5450) || train (74.9121 91.0663) | 1850.4386 M (1549.6497 -160.8457)| loss 1.9682 || lr 0.029703-0.005941-0.005941 | Time 2021-08-20 02:53:52
Epoch 068/120: (73.9700 91.8880) | 1850.6083 M (1548.5188 -159.5450) || train (74.8746 91.1443) | 1850.4428 M (1549.6500 -160.8418)| loss 1.9681 || lr 0.029703-0.005941-0.005941 | Time 2021-08-20 02:53:52
Epoch 069/120: (73.4860 91.5300) | 1849.7552 M (1547.7986 -159.6779) || train (75.1357 91.2046) | 1850.4324 M (1549.7042 -160.9064)| loss 1.9604 || lr 0.028746-0.005749-0.005749 | Time 2021-08-20 03:36:20
Epoch 069/120: (73.4880 91.5300) | 1849.7552 M (1547.7986 -159.6779) || train (75.2452 91.2308) | 1850.4411 M (1549.7139 -160.9074)| loss 1.9571 || lr 0.028746-0.005749-0.005749 | Time 2021-08-20 03:36:20
Epoch 070/120: (73.9720 91.8180) | 1850.0949 M (1548.2021 -159.7418) || train (75.5034 91.3808) | 1850.4150 M (1549.7603 -160.9799)| loss 1.9473 || lr 0.027794-0.005559-0.005559 | Time 2021-08-20 04:18:31
Epoch 070/120: (73.9720 91.8180) | 1850.0949 M (1548.2021 -159.7418) || train (75.4444 91.3132) | 1850.4026 M (1549.7505 -160.9824)| loss 1.9498 || lr 0.027794-0.005559-0.005559 | Time 2021-08-20 04:18:31
Epoch 071/120: (74.2260 91.9480) | 1850.1571 M (1548.2889 -159.7664) || train (75.7154 91.4642) | 1850.4115 M (1549.8200 -161.0431)| loss 1.9382 || lr 0.026849-0.005370-0.005370 | Time 2021-08-20 05:01:17
Epoch 071/120: (74.2260 91.9480) | 1850.1571 M (1548.2889 -159.7664) || train (75.7362 91.4798) | 1850.4207 M (1549.8259 -161.0398)| loss 1.9371 || lr 0.026849-0.005370-0.005370 | Time 2021-08-20 05:01:17
Epoch 072/120: (73.7060 91.6360) | 1851.0761 M (1549.0639 -159.6224) || train (76.0436 91.6047) | 1850.3865 M (1549.7974 -161.0454)| loss 1.9276 || lr 0.025912-0.005182-0.005182 | Time 2021-08-20 05:43:10
Epoch 072/120: (73.7060 91.6360) | 1851.0761 M (1549.0639 -159.6224) || train (75.9562 91.5935) | 1850.3780 M (1549.7887 -161.0453)| loss 1.9290 || lr 0.025912-0.005182-0.005182 | Time 2021-08-20 05:43:10
Epoch 073/120: (74.2480 91.8260) | 1849.5349 M (1547.8788 -159.9784) || train (76.2042 91.7115) | 1850.3793 M (1549.8629 -161.1181)| loss 1.9193 || lr 0.024982-0.004996-0.004996 | Time 2021-08-20 06:24:16
Epoch 073/120: (74.2480 91.8260) | 1849.5349 M (1547.8788 -159.9784) || train (76.3244 91.7154) | 1850.3667 M (1549.8507 -161.1186)| loss 1.9183 || lr 0.024982-0.004996-0.004996 | Time 2021-08-20 06:24:16
Epoch 074/120: (74.4120 91.8980) | 1848.0964 M (1546.4939 -160.0320) || train (76.5263 91.8727) | 1850.3491 M (1549.8796 -161.1650)| loss 1.9082 || lr 0.024061-0.004812-0.004812 | Time 2021-08-20 07:06:21
Epoch 074/120: (74.4100 91.8980) | 1848.0964 M (1546.4939 -160.0320) || train (76.5047 91.8868) | 1850.3562 M (1549.8855 -161.1639)| loss 1.9092 || lr 0.024061-0.004812-0.004812 | Time 2021-08-20 07:06:21
Epoch 075/120: (74.0960 91.9480) | 1847.4885 M (1545.9222 -160.0682) || train (76.8049 91.9217) | 1850.3480 M (1549.9023 -161.1889)| loss 1.8999 || lr 0.023149-0.004630-0.004630 | Time 2021-08-20 07:47:16
Epoch 075/120: (74.0960 91.9480) | 1847.4885 M (1545.9222 -160.0682) || train (76.8272 91.9670) | 1850.3406 M (1549.8951 -161.1891)| loss 1.8977 || lr 0.023149-0.004630-0.004630 | Time 2021-08-20 07:47:16
Epoch 076/120: (74.7320 92.1980) | 1848.6892 M (1547.3147 -160.2600) || train (77.0080 92.0757) | 1850.3264 M (1549.9406 -161.2487)| loss 1.8907 || lr 0.022247-0.004449-0.004449 | Time 2021-08-20 08:31:08
Epoch 076/120: (74.7320 92.1980) | 1848.6892 M (1547.3147 -160.2600) || train (77.1449 92.1081) | 1850.3455 M (1549.9595 -161.2486)| loss 1.8865 || lr 0.022247-0.004449-0.004449 | Time 2021-08-20 08:31:08
Epoch 077/120: (74.6040 92.0120) | 1848.1525 M (1546.7653 -160.2474) || train (77.2913 92.2173) | 1850.3058 M (1549.9763 -161.3051)| loss 1.8793 || lr 0.021356-0.004271-0.004271 | Time 2021-08-20 09:14:01
Epoch 077/120: (74.6020 92.0120) | 1848.1525 M (1546.7653 -160.2474) || train (77.2740 92.2319) | 1850.3276 M (1549.9955 -161.3025)| loss 1.8804 || lr 0.021356-0.004271-0.004271 | Time 2021-08-20 09:14:01
Epoch 078/120: (74.7540 92.2220) | 1849.2082 M (1547.7312 -160.1576) || train (77.5499 92.2811) | 1850.3009 M (1549.9832 -161.3168)| loss 1.8715 || lr 0.020475-0.004095-0.004095 | Time 2021-08-20 09:55:18
Epoch 078/120: (74.7540 92.2220) | 1849.2082 M (1547.7312 -160.1576) || train (77.5780 92.3267) | 1850.3113 M (1549.9940 -161.3173)| loss 1.8713 || lr 0.020475-0.004095-0.004095 | Time 2021-08-20 09:55:18
Epoch 079/120: (74.7260 92.3320) | 1848.0818 M (1546.6026 -160.1554) || train (77.9041 92.4800) | 1850.3111 M (1549.9297 -161.2532)| loss 1.8603 || lr 0.019607-0.003921-0.003921 | Time 2021-08-20 10:36:39
Epoch 079/120: (74.7260 92.3320) | 1848.0818 M (1546.6026 -160.1554) || train (77.7828 92.4115) | 1850.3066 M (1549.9229 -161.2508)| loss 1.8629 || lr 0.019607-0.003921-0.003921 | Time 2021-08-20 10:36:39
Epoch 080/120: (74.7760 92.2360) | 1847.9002 M (1546.2778 -160.0121) || train (78.0961 92.5432) | 1850.2817 M (1549.7945 -161.1473)| loss 1.8519 || lr 0.018750-0.003750-0.003750 | Time 2021-08-20 11:24:44
Epoch 080/120: (74.7760 92.2360) | 1847.9003 M (1546.2778 -160.0121) || train (78.1320 92.5251) | 1850.2824 M (1549.7981 -161.1502)| loss 1.8517 || lr 0.018750-0.003750-0.003750 | Time 2021-08-20 11:24:44
Epoch 081/120: (74.9480 92.3300) | 1847.0256 M (1545.5115 -160.1205) || train (78.4022 92.7001) | 1850.3015 M (1549.7473 -161.0804)| loss 1.8402 || lr 0.017906-0.003581-0.003581 | Time 2021-08-21 01:44:52
Epoch 081/120: (74.9480 92.3300) | 1847.0256 M (1545.5115 -160.1205) || train (78.3170 92.5797) | 1850.3057 M (1549.7522 -161.0810)| loss 1.8451 || lr 0.017906-0.003581-0.003581 | Time 2021-08-21 01:44:52
Epoch 082/120: (74.9200 92.2520) | 1847.1235 M (1545.4932 -160.0043) || train (78.6179 92.7664) | 1850.2614 M (1549.6785 -161.0517)| loss 1.8338 || lr 0.017076-0.003415-0.003415 | Time 2021-08-21 02:25:23
Epoch 082/120: (74.9200 92.2520) | 1847.1235 M (1545.4932 -160.0043) || train (78.6924 92.7755) | 1850.2635 M (1549.6832 -161.0542)| loss 1.8316 || lr 0.017076-0.003415-0.003415 | Time 2021-08-21 02:25:23
Epoch 083/120: (75.0460 92.3180) | 1846.4769 M (1544.8607 -160.0184) || train (78.8432 92.9260) | 1850.2766 M (1549.6670 -161.0250)| loss 1.8229 || lr 0.016260-0.003252-0.003252 | Time 2021-08-21 03:05:51
Epoch 083/120: (75.0460 92.3180) | 1846.4769 M (1544.8607 -160.0184) || train (78.9303 92.9263) | 1850.2790 M (1549.6692 -161.0247)| loss 1.8211 || lr 0.016260-0.003252-0.003252 | Time 2021-08-21 03:05:51
Epoch 084/120: (75.0640 92.2920) | 1848.1117 M (1546.4437 -159.9665) || train (79.1843 93.0446) | 1850.2668 M (1549.6390 -161.0068)| loss 1.8119 || lr 0.015458-0.003092-0.003092 | Time 2021-08-21 03:46:21
Epoch 084/120: (75.0640 92.2920) | 1848.1117 M (1546.4437 -159.9665) || train (79.1692 92.9931) | 1850.2624 M (1549.6351 -161.0073)| loss 1.8126 || lr 0.015458-0.003092-0.003092 | Time 2021-08-21 03:46:21
Epoch 085/120: (75.3940 92.4080) | 1846.3544 M (1544.7442 -160.0243) || train (79.4572 93.1192) | 1850.2694 M (1549.6258 -160.9909)| loss 1.8021 || lr 0.014671-0.002934-0.002934 | Time 2021-08-21 04:26:51
Epoch 085/120: (75.3940 92.4080) | 1846.3544 M (1544.7442 -160.0243) || train (79.4349 93.0815) | 1850.2630 M (1549.6178 -160.9894)| loss 1.8040 || lr 0.014671-0.002934-0.002934 | Time 2021-08-21 04:26:51
Epoch 086/120: (75.4220 92.6300) | 1846.5012 M (1544.8813 -160.0147) || train (79.7685 93.2780) | 1850.2225 M (1549.5764 -160.9885)| loss 1.7918 || lr 0.013900-0.002780-0.002780 | Time 2021-08-21 05:07:22
Epoch 086/120: (75.4220 92.6300) | 1846.5012 M (1544.8813 -160.0147) || train (79.7230 93.1901) | 1850.2221 M (1549.5756 -160.9880)| loss 1.7953 || lr 0.013900-0.002780-0.002780 | Time 2021-08-21 05:07:22
Epoch 087/120: (75.5260 92.5220) | 1846.9674 M (1545.3034 -159.9706) || train (79.9519 93.2935) | 1850.2405 M (1549.5791 -160.9732)| loss 1.7867 || lr 0.013146-0.002629-0.002629 | Time 2021-08-21 05:47:51
Epoch 087/120: (75.5260 92.5220) | 1846.9674 M (1545.3034 -159.9706) || train (80.0335 93.3782) | 1850.2514 M (1549.5907 -160.9739)| loss 1.7839 || lr 0.013146-0.002629-0.002629 | Time 2021-08-21 05:47:52
Epoch 088/120: (75.5240 92.5020) | 1846.4962 M (1544.8110 -159.9493) || train (80.3325 93.5435) | 1850.2671 M (1549.6011 -160.9686)| loss 1.7716 || lr 0.012408-0.002482-0.002482 | Time 2021-08-21 06:28:22
Epoch 088/120: (75.5240 92.5020) | 1846.4962 M (1544.8110 -159.9493) || train (80.3395 93.4179) | 1850.2614 M (1549.5968 -160.9699)| loss 1.7741 || lr 0.012408-0.002482-0.002482 | Time 2021-08-21 06:28:22
Epoch 089/120: (75.5060 92.5000) | 1846.5672 M (1544.8005 -159.8678) || train (80.5763 93.5593) | 1850.2397 M (1549.5458 -160.9406)| loss 1.7639 || lr 0.011687-0.002337-0.002337 | Time 2021-08-21 07:08:51
Epoch 089/120: (75.5060 92.5000) | 1846.5672 M (1544.8005 -159.8678) || train (80.5434 93.5545) | 1850.2337 M (1549.5413 -160.9421)| loss 1.7647 || lr 0.011687-0.002337-0.002337 | Time 2021-08-21 07:08:51
Epoch 090/120: (75.8760 92.6500) | 1846.6465 M (1544.9738 -159.9618) || train (80.8701 93.6564) | 1850.2272 M (1549.5233 -160.9307)| loss 1.7549 || lr 0.010983-0.002197-0.002197 | Time 2021-08-21 07:49:20
Epoch 090/120: (75.8760 92.6500) | 1846.6465 M (1544.9738 -159.9618) || train (80.8828 93.6580) | 1850.2182 M (1549.5157 -160.9320)| loss 1.7549 || lr 0.010983-0.002197-0.002197 | Time 2021-08-21 07:49:20
Epoch 091/120: (75.7760 92.5540) | 1846.6057 M (1544.9009 -159.9298) || train (81.1566 93.7791) | 1850.2186 M (1549.4940 -160.9100)| loss 1.7450 || lr 0.010298-0.002060-0.002060 | Time 2021-08-21 08:29:50
Epoch 091/120: (75.7760 92.5540) | 1846.6057 M (1544.9009 -159.9298) || train (81.1244 93.7715) | 1850.2168 M (1549.4928 -160.9105)| loss 1.7451 || lr 0.010298-0.002060-0.002060 | Time 2021-08-21 08:29:50
Epoch 092/120: (75.8240 92.6040) | 1847.4461 M (1545.6496 -159.8381) || train (81.4374 93.8523) | 1850.2094 M (1549.4795 -160.9046)| loss 1.7357 || lr 0.009632-0.001926-0.001926 | Time 2021-08-21 09:10:19
Epoch 092/120: (75.8240 92.6040) | 1847.4461 M (1545.6496 -159.8381) || train (81.3437 93.8277) | 1850.2088 M (1549.4799 -160.9056)| loss 1.7382 || lr 0.009632-0.001926-0.001926 | Time 2021-08-21 09:10:19
Epoch 093/120: (75.8180 92.7020) | 1846.6483 M (1544.9469 -159.9331) || train (81.6433 93.9131) | 1850.1990 M (1549.4561 -160.8917)| loss 1.7291 || lr 0.008985-0.001797-0.001797 | Time 2021-08-21 09:50:49
Epoch 093/120: (75.8180 92.7020) | 1846.6483 M (1544.9469 -159.9331) || train (81.7264 93.9785) | 1850.2110 M (1549.4695 -160.8931)| loss 1.7253 || lr 0.008985-0.001797-0.001797 | Time 2021-08-21 09:50:49
Epoch 094/120: (75.9980 92.7500) | 1846.2574 M (1544.4569 -159.8341) || train (81.9833 94.0643) | 1850.1946 M (1549.4313 -160.8712)| loss 1.7176 || lr 0.008357-0.001671-0.001671 | Time 2021-08-21 10:31:19
Epoch 094/120: (75.9980 92.7500) | 1846.2574 M (1544.4569 -159.8341) || train (81.9960 94.0662) | 1850.1849 M (1549.4215 -160.8712)| loss 1.7170 || lr 0.008357-0.001671-0.001671 | Time 2021-08-21 10:31:19
Epoch 095/120: (76.0420 92.8680) | 1846.3919 M (1544.6118 -159.8545) || train (82.3310 94.1861) | 1850.1927 M (1549.4176 -160.8595)| loss 1.7061 || lr 0.007749-0.001550-0.001550 | Time 2021-08-21 11:11:49
Epoch 095/120: (76.0420 92.8680) | 1846.3919 M (1544.6118 -159.8545) || train (82.3099 94.1772) | 1850.1985 M (1549.4214 -160.8575)| loss 1.7060 || lr 0.007749-0.001550-0.001550 | Time 2021-08-21 11:11:49
Epoch 096/120: (76.1220 92.8100) | 1846.6098 M (1544.8103 -159.8351) || train (82.5302 94.2449) | 1850.1934 M (1549.4085 -160.8497)| loss 1.6992 || lr 0.007162-0.001432-0.001432 | Time 2021-08-21 11:52:18
Epoch 096/120: (76.1220 92.8100) | 1846.6098 M (1544.8103 -159.8351) || train (82.5105 94.2395) | 1850.1958 M (1549.4102 -160.8489)| loss 1.6982 || lr 0.007162-0.001432-0.001432 | Time 2021-08-21 11:52:18
Epoch 097/120: (76.1840 92.8600) | 1847.0093 M (1545.2211 -159.8464) || train (82.7707 94.3797) | 1850.1906 M (1549.4091 -160.8531)| loss 1.6879 || lr 0.006595-0.001319-0.001319 | Time 2021-08-21 12:32:51
Epoch 097/120: (76.1840 92.8600) | 1847.0093 M (1545.2211 -159.8464) || train (82.8069 94.3798) | 1850.1854 M (1549.4019 -160.8511)| loss 1.6885 || lr 0.006595-0.001319-0.001319 | Time 2021-08-21 12:32:51
Epoch 098/120: (76.2520 92.8720) | 1846.7931 M (1545.0004 -159.8419) || train (83.0121 94.4296) | 1850.2118 M (1549.4256 -160.8484)| loss 1.6817 || lr 0.006050-0.001210-0.001210 | Time 2021-08-21 13:13:22
Epoch 098/120: (76.2520 92.8720) | 1846.7931 M (1545.0004 -159.8419) || train (83.1043 94.4499) | 1850.1953 M (1549.4107 -160.8500)| loss 1.6805 || lr 0.006050-0.001210-0.001210 | Time 2021-08-21 13:13:22
Epoch 099/120: (76.2900 92.8060) | 1847.3030 M (1545.4043 -159.7359) || train (83.3013 94.4786) | 1850.1887 M (1549.3891 -160.8349)| loss 1.6738 || lr 0.005526-0.001105-0.001105 | Time 2021-08-21 13:53:52
Epoch 099/120: (76.2900 92.8060) | 1847.3030 M (1545.4043 -159.7359) || train (83.3436 94.5278) | 1850.1926 M (1549.3937 -160.8356)| loss 1.6712 || lr 0.005526-0.001105-0.001105 | Time 2021-08-21 13:53:52
Epoch 100/120: (76.2620 92.7360) | 1846.5771 M (1544.8162 -159.8737) || train (83.5052 94.6057) | 1850.1795 M (1549.3777 -160.8327)| loss 1.6643 || lr 0.005024-0.001005-0.001005 | Time 2021-08-21 14:34:22
Epoch 100/120: (76.2620 92.7360) | 1846.5771 M (1544.8162 -159.8737) || train (83.6020 94.6330) | 1850.1845 M (1549.3832 -160.8333)| loss 1.6621 || lr 0.005024-0.001005-0.001005 | Time 2021-08-21 14:34:22
Epoch 101/120: (76.1780 92.8300) | 1846.8279 M (1544.9678 -159.7745) || train (83.7984 94.6944) | 1850.1818 M (1549.3774 -160.8301)| loss 1.6558 || lr 0.004544-0.000909-0.000909 | Time 2021-08-21 15:14:52
Epoch 101/120: (76.1780 92.8300) | 1846.8279 M (1544.9678 -159.7745) || train (83.8079 94.6820) | 1850.1735 M (1549.3690 -160.8300)| loss 1.6556 || lr 0.004544-0.000909-0.000909 | Time 2021-08-21 15:14:52
Epoch 102/120: (76.3460 92.8240) | 1846.4714 M (1544.6641 -159.8273) || train (84.0672 94.7805) | 1850.1786 M (1549.3754 -160.8314)| loss 1.6462 || lr 0.004087-0.000817-0.000817 | Time 2021-08-21 15:55:22
Epoch 102/120: (76.3460 92.8240) | 1846.4714 M (1544.6641 -159.8273) || train (83.9695 94.6866) | 1850.1746 M (1549.3737 -160.8337)| loss 1.6513 || lr 0.004087-0.000817-0.000817 | Time 2021-08-21 15:55:23
Epoch 103/120: (76.3500 92.8420) | 1845.5934 M (1543.8911 -159.9323) || train (84.2278 94.8460) | 1850.1927 M (1549.3869 -160.8288)| loss 1.6407 || lr 0.003653-0.000731-0.000731 | Time 2021-08-21 16:35:54
Epoch 103/120: (76.3500 92.8420) | 1845.5934 M (1543.8911 -159.9323) || train (84.2280 94.8096) | 1850.1842 M (1549.3739 -160.8243)| loss 1.6418 || lr 0.003653-0.000731-0.000731 | Time 2021-08-21 16:35:54
Epoch 104/120: (76.4140 92.8260) | 1846.8835 M (1545.0290 -159.7800) || train (84.4114 94.8842) | 1850.1805 M (1549.3703 -160.8243)| loss 1.6349 || lr 0.003242-0.000648-0.000648 | Time 2021-08-21 17:16:23
Epoch 104/120: (76.4140 92.8260) | 1846.8835 M (1545.0290 -159.7800) || train (84.3613 94.9304) | 1850.1644 M (1549.3566 -160.8268)| loss 1.6351 || lr 0.003242-0.000648-0.000648 | Time 2021-08-21 17:16:23
Epoch 105/120: (76.4540 92.9340) | 1847.2032 M (1545.3708 -159.8022) || train (84.6150 94.9249) | 1850.1579 M (1549.3520 -160.8287)| loss 1.6292 || lr 0.002855-0.000571-0.000571 | Time 2021-08-21 17:56:52
Epoch 105/120: (76.4540 92.9340) | 1847.2032 M (1545.3708 -159.8022) || train (84.6699 94.9651) | 1850.1491 M (1549.3427 -160.8282)| loss 1.6259 || lr 0.002855-0.000571-0.000571 | Time 2021-08-21 17:56:52
Epoch 106/120: (76.6440 92.9920) | 1847.1449 M (1545.2989 -159.7885) || train (84.8805 95.0503) | 1850.1736 M (1549.3643 -160.8252)| loss 1.6184 || lr 0.002491-0.000498-0.000498 | Time 2021-08-21 18:37:22
Epoch 106/120: (76.6440 92.9920) | 1847.1449 M (1545.2989 -159.7885) || train (84.8218 95.0021) | 1850.1832 M (1549.3729 -160.8242)| loss 1.6223 || lr 0.002491-0.000498-0.000498 | Time 2021-08-21 18:37:22
Epoch 107/120: (76.5200 92.9040) | 1846.2308 M (1544.4132 -159.8170) || train (84.9060 95.0108) | 1850.1741 M (1549.3597 -160.8202)| loss 1.6200 || lr 0.002151-0.000430-0.000430 | Time 2021-08-21 19:17:51
Epoch 107/120: (76.5200 92.9040) | 1846.2308 M (1544.4132 -159.8170) || train (85.0067 95.0662) | 1850.1569 M (1549.3478 -160.8254)| loss 1.6158 || lr 0.002151-0.000430-0.000430 | Time 2021-08-21 19:17:51
Epoch 108/120: (76.5600 92.9580) | 1845.9566 M (1544.1862 -159.8641) || train (85.1478 95.1466) | 1850.1569 M (1549.3517 -160.8294)| loss 1.6104 || lr 0.001835-0.000367-0.000367 | Time 2021-08-21 19:58:20
Epoch 108/120: (76.5600 92.9580) | 1845.9566 M (1544.1862 -159.8641) || train (85.1342 95.1218) | 1850.1364 M (1549.3344 -160.8326)| loss 1.6104 || lr 0.001835-0.000367-0.000367 | Time 2021-08-21 19:58:20
Epoch 109/120: (76.6200 93.1000) | 1846.3705 M (1544.6163 -159.8804) || train (85.3360 95.1563) | 1850.1769 M (1549.3728 -160.8305)| loss 1.6065 || lr 0.001544-0.000309-0.000309 | Time 2021-08-21 20:38:50
Epoch 109/120: (76.6200 93.1000) | 1846.3705 M (1544.6163 -159.8804) || train (85.2633 95.1722) | 1850.1678 M (1549.3616 -160.8284)| loss 1.6067 || lr 0.001544-0.000309-0.000309 | Time 2021-08-21 20:38:50
Epoch 110/120: (76.6740 92.9780) | 1846.4662 M (1544.6286 -159.7970) || train (85.3980 95.2036) | 1850.1648 M (1549.3566 -160.8263)| loss 1.6026 || lr 0.001278-0.000256-0.000256 | Time 2021-08-21 21:19:20
Epoch 110/120: (76.6740 92.9780) | 1846.4662 M (1544.6286 -159.7970) || train (85.3955 95.1874) | 1850.1708 M (1549.3585 -160.8222)| loss 1.6031 || lr 0.001278-0.000256-0.000256 | Time 2021-08-21 21:19:20
Epoch 111/120: (76.6620 93.0000) | 1846.1336 M (1544.3298 -159.8308) || train (85.4979 95.2292) | 1850.1657 M (1549.3492 -160.8180)| loss 1.5990 || lr 0.001036-0.000207-0.000207 | Time 2021-08-21 21:59:51
Epoch 111/120: (76.6620 93.0000) | 1846.1336 M (1544.3298 -159.8308) || train (85.5483 95.2311) | 1850.1753 M (1549.3591 -160.8184)| loss 1.5998 || lr 0.001036-0.000207-0.000207 | Time 2021-08-21 21:59:51
Epoch 112/120: (76.7640 92.9820) | 1847.6522 M (1545.6812 -159.6635) || train (85.6456 95.2598) | 1850.1585 M (1549.3402 -160.8163)| loss 1.5956 || lr 0.000819-0.000164-0.000164 | Time 2021-08-21 22:40:22
Epoch 112/120: (76.7640 92.9820) | 1847.6522 M (1545.6812 -159.6635) || train (85.6080 95.2425) | 1850.1579 M (1549.3408 -160.8174)| loss 1.5960 || lr 0.000819-0.000164-0.000164 | Time 2021-08-21 22:40:22
Epoch 113/120: (76.6840 92.9880) | 1846.0397 M (1544.2511 -159.8459) || train (85.7096 95.2600) | 1850.1456 M (1549.3268 -160.8157)| loss 1.5937 || lr 0.000628-0.000126-0.000126 | Time 2021-08-21 23:20:54
Epoch 113/120: (76.6840 92.9880) | 1846.0397 M (1544.2511 -159.8459) || train (85.7009 95.2144) | 1850.1488 M (1549.3270 -160.8127)| loss 1.5950 || lr 0.000628-0.000126-0.000126 | Time 2021-08-21 23:20:54
Epoch 114/120: (76.6820 92.9940) | 1846.3775 M (1544.6190 -159.8760) || train (85.7464 95.3135) | 1850.1592 M (1549.3382 -160.8136)| loss 1.5907 || lr 0.000462-0.000092-0.000092 | Time 2021-08-22 00:01:24
Epoch 114/120: (76.6820 92.9940) | 1846.3775 M (1544.6190 -159.8760) || train (85.7786 95.2742) | 1850.1556 M (1549.3365 -160.8155)| loss 1.5912 || lr 0.000462-0.000092-0.000092 | Time 2021-08-22 00:01:24
Epoch 115/120: (76.7420 93.0480) | 1846.8550 M (1544.9999 -159.7795) || train (85.9330 95.3630) | 1850.1562 M (1549.3360 -160.8144)| loss 1.5869 || lr 0.000321-0.000064-0.000064 | Time 2021-08-22 00:41:54
Epoch 115/120: (76.7420 93.0480) | 1846.8550 M (1544.9999 -159.7795) || train (85.8596 95.3024) | 1850.1557 M (1549.3362 -160.8151)| loss 1.5886 || lr 0.000321-0.000064-0.000064 | Time 2021-08-22 00:41:54
Epoch 116/120: (76.7140 93.0180) | 1846.8816 M (1545.0134 -159.7664) || train (85.8752 95.3692) | 1850.1570 M (1549.3330 -160.8105)| loss 1.5861 || lr 0.000205-0.000041-0.000041 | Time 2021-08-22 01:22:22
Epoch 116/120: (76.7140 93.0180) | 1846.8816 M (1545.0134 -159.7664) || train (85.9038 95.3564) | 1850.1452 M (1549.3236 -160.8129)| loss 1.5861 || lr 0.000205-0.000041-0.000041 | Time 2021-08-22 01:22:23
Epoch 117/120: (76.7500 93.0920) | 1846.8045 M (1544.9180 -159.7481) || train (85.9375 95.3449) | 1850.1566 M (1549.3319 -160.8098)| loss 1.5854 || lr 0.000116-0.000023-0.000023 | Time 2021-08-22 02:02:51
Epoch 117/120: (76.7500 93.0920) | 1846.8045 M (1544.9180 -159.7481) || train (85.9366 95.3196) | 1850.1583 M (1549.3342 -160.8105)| loss 1.5864 || lr 0.000116-0.000023-0.000023 | Time 2021-08-22 02:02:51
Epoch 118/120: (76.6820 93.1060) | 1846.7964 M (1544.9235 -159.7617) || train (85.9675 95.3639) | 1850.1594 M (1549.3370 -160.8121)| loss 1.5843 || lr 0.000051-0.000010-0.000010 | Time 2021-08-22 02:43:20
Epoch 118/120: (76.6820 93.1060) | 1846.7964 M (1544.9235 -159.7617) || train (86.0277 95.3674) | 1850.1405 M (1549.3183 -160.8123)| loss 1.5830 || lr 0.000051-0.000010-0.000010 | Time 2021-08-22 02:43:21
Epoch 119/120: (76.6860 93.0380) | 1846.2609 M (1544.4293 -159.8029) || train (86.0221 95.3544) | 1850.1466 M (1549.3233 -160.8112)| loss 1.5835 || lr 0.000013-0.000003-0.000003 | Time 2021-08-22 03:23:50
Epoch 119/120: (76.6860 93.0380) | 1846.2609 M (1544.4293 -159.8029) || train (85.9116 95.3496) | 1850.1471 M (1549.3248 -160.8122)| loss 1.5857 || lr 0.000013-0.000003-0.000003 | Time 2021-08-22 03:23:50