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train4.log
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Files already downloaded and verified
Files already downloaded and verified
Start Training First 20 EPOCHs
Epoch 0: [39/390] Time 10.1828 Loss 2.8929 (3.1212) Prec@1 20.312 (18.389)
Epoch 0: [78/390] Time 8.6404 Loss 2.5000 (2.9605) Prec@1 20.312 (19.421)
Epoch 0: [117/390] Time 8.6420 Loss 2.2530 (2.8028) Prec@1 25.781 (20.600)
Epoch 0: [156/390] Time 8.6440 Loss 2.2783 (2.6877) Prec@1 25.781 (21.329)
Epoch 0: [195/390] Time 8.6444 Loss 2.1905 (2.5974) Prec@1 27.344 (22.143)
Epoch 0: [234/390] Time 8.6492 Loss 2.0816 (2.5202) Prec@1 27.344 (22.806)
Epoch 0: [273/390] Time 8.6643 Loss 2.1069 (2.4558) Prec@1 28.125 (23.460)
Epoch 0: [312/390] Time 8.6660 Loss 2.0355 (2.3998) Prec@1 25.781 (24.046)
Epoch 0: [351/390] Time 8.6651 Loss 1.9030 (2.3484) Prec@1 32.812 (24.755)
Epoch 0: [390/390] Time 8.6642 Loss 2.0944 (2.3049) Prec@1 28.906 (25.383)
* Prec@1 32.412
Epoch 1: [39/390] Time 8.7755 Loss 1.9033 (1.8571) Prec@1 28.906 (31.330)
Epoch 1: [78/390] Time 8.6673 Loss 1.7354 (1.8572) Prec@1 42.188 (31.871)
Epoch 1: [117/390] Time 8.6663 Loss 1.7881 (1.8477) Prec@1 33.594 (32.118)
Epoch 1: [156/390] Time 8.6660 Loss 1.8192 (1.8378) Prec@1 32.031 (32.602)
Epoch 1: [195/390] Time 8.6673 Loss 1.7375 (1.8279) Prec@1 36.719 (32.804)
Epoch 1: [234/390] Time 8.6759 Loss 1.6787 (1.8202) Prec@1 42.188 (33.136)
Epoch 1: [273/390] Time 8.6800 Loss 1.8018 (1.8119) Prec@1 30.469 (33.465)
Epoch 1: [312/390] Time 8.6806 Loss 1.6869 (1.8018) Prec@1 41.406 (33.824)
Epoch 1: [351/390] Time 8.6809 Loss 1.5789 (1.7983) Prec@1 39.844 (33.876)
Epoch 1: [390/390] Time 8.6799 Loss 1.9124 (1.7904) Prec@1 31.250 (34.173)
* Prec@1 38.091
Epoch 2: [39/390] Time 8.7845 Loss 1.6185 (1.7174) Prec@1 42.969 (36.579)
Epoch 2: [78/390] Time 8.6817 Loss 1.6080 (1.7085) Prec@1 39.062 (37.220)
Epoch 2: [117/390] Time 8.6816 Loss 1.6670 (1.7003) Prec@1 30.469 (37.413)
Epoch 2: [156/390] Time 8.6821 Loss 1.8637 (1.6984) Prec@1 28.906 (37.585)
Epoch 2: [195/390] Time 8.6821 Loss 1.7140 (1.6932) Prec@1 35.938 (37.865)
Epoch 2: [234/390] Time 8.6832 Loss 1.4868 (1.6795) Prec@1 47.656 (38.515)
Epoch 2: [273/390] Time 8.6822 Loss 1.6508 (1.6744) Prec@1 40.625 (38.673)
Epoch 2: [312/390] Time 8.6833 Loss 1.7964 (1.6686) Prec@1 34.375 (38.822)
Epoch 2: [351/390] Time 8.6827 Loss 1.6530 (1.6633) Prec@1 38.281 (38.973)
Epoch 2: [390/390] Time 8.6825 Loss 1.7498 (1.6600) Prec@1 35.156 (39.109)
* Prec@1 42.147
Epoch 3: [39/390] Time 8.7945 Loss 1.6285 (1.5915) Prec@1 44.531 (41.687)
Epoch 3: [78/390] Time 8.6833 Loss 1.5722 (1.6015) Prec@1 42.969 (41.246)
Epoch 3: [117/390] Time 8.6840 Loss 1.5528 (1.5908) Prec@1 42.188 (41.546)
Epoch 3: [156/390] Time 8.6830 Loss 1.4760 (1.5857) Prec@1 47.656 (41.672)
Epoch 3: [195/390] Time 8.6837 Loss 1.5638 (1.5819) Prec@1 45.312 (41.847)
Epoch 3: [234/390] Time 8.6832 Loss 1.6457 (1.5768) Prec@1 35.156 (41.854)
Epoch 3: [273/390] Time 8.6849 Loss 1.6099 (1.5759) Prec@1 42.969 (42.004)
Epoch 3: [312/390] Time 8.6850 Loss 1.6189 (1.5721) Prec@1 41.406 (42.150)
Epoch 3: [351/390] Time 8.6846 Loss 1.6164 (1.5698) Prec@1 37.500 (42.176)
Epoch 3: [390/390] Time 8.6831 Loss 1.4425 (1.5663) Prec@1 40.625 (42.358)
* Prec@1 45.413
Epoch 4: [39/390] Time 8.7900 Loss 1.4988 (1.5286) Prec@1 46.875 (43.630)
Epoch 4: [78/390] Time 8.6863 Loss 1.5927 (1.5366) Prec@1 44.531 (43.450)
Epoch 4: [117/390] Time 8.6870 Loss 1.4563 (1.5260) Prec@1 50.000 (44.017)
Epoch 4: [156/390] Time 8.6873 Loss 1.4934 (1.5242) Prec@1 45.312 (44.040)
Epoch 4: [195/390] Time 8.6861 Loss 1.4437 (1.5209) Prec@1 46.875 (44.147)
Epoch 4: [234/390] Time 8.6861 Loss 1.5406 (1.5161) Prec@1 45.312 (44.424)
Epoch 4: [273/390] Time 8.6860 Loss 1.4835 (1.5107) Prec@1 45.312 (44.583)
Epoch 4: [312/390] Time 8.6853 Loss 1.4125 (1.5112) Prec@1 46.875 (44.509)
Epoch 4: [351/390] Time 8.6870 Loss 1.5528 (1.5083) Prec@1 43.750 (44.698)
Epoch 4: [390/390] Time 8.6856 Loss 1.3495 (1.5052) Prec@1 58.594 (44.874)
* Prec@1 47.336
Epoch 5: [39/390] Time 8.7951 Loss 1.6263 (1.4784) Prec@1 42.969 (46.194)
Epoch 5: [78/390] Time 8.6871 Loss 1.5623 (1.4743) Prec@1 46.094 (46.184)
Epoch 5: [117/390] Time 8.6873 Loss 1.3737 (1.4760) Prec@1 51.562 (46.434)
Epoch 5: [156/390] Time 8.6858 Loss 1.5108 (1.4662) Prec@1 45.312 (46.725)
Epoch 5: [195/390] Time 8.6862 Loss 1.5574 (1.4639) Prec@1 44.531 (46.727)
Epoch 5: [234/390] Time 8.6855 Loss 1.4483 (1.4620) Prec@1 46.094 (46.862)
Epoch 5: [273/390] Time 8.6859 Loss 1.5805 (1.4592) Prec@1 39.062 (46.969)
Epoch 5: [312/390] Time 8.6860 Loss 1.5711 (1.4587) Prec@1 39.062 (46.865)
Epoch 5: [351/390] Time 8.6867 Loss 1.3868 (1.4567) Prec@1 50.000 (46.977)
Epoch 5: [390/390] Time 8.6855 Loss 1.2666 (1.4535) Prec@1 54.688 (47.099)
* Prec@1 49.549
Epoch 6: [39/390] Time 8.7665 Loss 1.4215 (1.4141) Prec@1 47.656 (48.357)
Epoch 6: [78/390] Time 8.6875 Loss 1.3962 (1.4222) Prec@1 50.781 (48.698)
Epoch 6: [117/390] Time 8.6865 Loss 1.3624 (1.4231) Prec@1 47.656 (48.711)
Epoch 6: [156/390] Time 8.6871 Loss 1.3666 (1.4282) Prec@1 49.219 (48.443)
Epoch 6: [195/390] Time 8.6875 Loss 1.3480 (1.4211) Prec@1 55.469 (48.606)
Epoch 6: [234/390] Time 8.6862 Loss 1.2529 (1.4184) Prec@1 57.812 (48.594)
Epoch 6: [273/390] Time 8.6876 Loss 1.3120 (1.4201) Prec@1 52.344 (48.583)
Epoch 6: [312/390] Time 8.6887 Loss 1.3429 (1.4174) Prec@1 53.125 (48.640)
Epoch 6: [351/390] Time 8.6888 Loss 1.3728 (1.4171) Prec@1 51.562 (48.658)
Epoch 6: [390/390] Time 8.6869 Loss 1.3266 (1.4130) Prec@1 45.312 (48.768)
* Prec@1 51.002
Epoch 7: [39/390] Time 8.7548 Loss 1.3379 (1.4128) Prec@1 53.125 (49.499)
Epoch 7: [78/390] Time 8.6892 Loss 1.3870 (1.4057) Prec@1 48.438 (48.498)
Epoch 7: [117/390] Time 8.6886 Loss 1.4402 (1.3921) Prec@1 41.406 (49.245)
Epoch 7: [156/390] Time 8.6895 Loss 1.3515 (1.3896) Prec@1 48.438 (49.214)
Epoch 7: [195/390] Time 8.6911 Loss 1.5548 (1.3868) Prec@1 44.531 (49.267)
Epoch 7: [234/390] Time 8.6897 Loss 1.3367 (1.3825) Prec@1 52.344 (49.462)
Epoch 7: [273/390] Time 8.6909 Loss 1.3707 (1.3814) Prec@1 47.656 (49.525)
Epoch 7: [312/390] Time 8.6928 Loss 1.4612 (1.3800) Prec@1 43.750 (49.537)
Epoch 7: [351/390] Time 8.6932 Loss 1.4618 (1.3770) Prec@1 50.781 (49.766)
Epoch 7: [390/390] Time 8.6914 Loss 1.2955 (1.3758) Prec@1 48.438 (49.752)
* Prec@1 50.481
Epoch 8: [39/390] Time 8.7975 Loss 1.4534 (1.3709) Prec@1 49.219 (50.581)
Epoch 8: [78/390] Time 8.6932 Loss 1.3475 (1.3669) Prec@1 51.562 (50.331)
Epoch 8: [117/390] Time 8.6966 Loss 1.3024 (1.3591) Prec@1 53.906 (51.075)
Epoch 8: [156/390] Time 8.6962 Loss 1.2073 (1.3530) Prec@1 55.469 (51.092)
Epoch 8: [195/390] Time 8.6963 Loss 1.4139 (1.3498) Prec@1 45.312 (51.198)
Epoch 8: [234/390] Time 8.6955 Loss 1.3310 (1.3456) Prec@1 53.906 (51.329)
Epoch 8: [273/390] Time 8.6966 Loss 1.2597 (1.3431) Prec@1 57.031 (51.471)
Epoch 8: [312/390] Time 8.6940 Loss 1.3299 (1.3419) Prec@1 50.000 (51.490)
Epoch 8: [351/390] Time 8.6957 Loss 1.3269 (1.3406) Prec@1 54.688 (51.629)
Epoch 8: [390/390] Time 8.6954 Loss 1.3509 (1.3385) Prec@1 57.031 (51.699)
* Prec@1 54.087
Epoch 9: [39/390] Time 8.8056 Loss 1.2967 (1.3409) Prec@1 50.781 (51.222)
Epoch 9: [78/390] Time 8.6966 Loss 1.2827 (1.3237) Prec@1 55.469 (51.803)
Epoch 9: [117/390] Time 8.6962 Loss 1.2908 (1.3197) Prec@1 57.812 (52.097)
Epoch 9: [156/390] Time 8.6962 Loss 1.2736 (1.3196) Prec@1 54.688 (52.199)
Epoch 9: [195/390] Time 8.6969 Loss 1.6267 (1.3201) Prec@1 40.625 (52.216)
Epoch 9: [234/390] Time 8.6982 Loss 1.4163 (1.3255) Prec@1 50.781 (51.990)
Epoch 9: [273/390] Time 8.6982 Loss 1.4239 (1.3246) Prec@1 45.312 (51.946)
Epoch 9: [312/390] Time 8.6972 Loss 1.1840 (1.3202) Prec@1 55.469 (52.168)
Epoch 9: [351/390] Time 8.6960 Loss 1.3905 (1.3178) Prec@1 49.219 (52.288)
Epoch 9: [390/390] Time 8.6961 Loss 1.2405 (1.3186) Prec@1 54.688 (52.288)
* Prec@1 54.337
Epoch 10: [39/390] Time 8.8049 Loss 1.1641 (1.2745) Prec@1 54.688 (54.187)
Epoch 10: [78/390] Time 8.6961 Loss 1.2941 (1.2784) Prec@1 49.219 (53.986)
Epoch 10: [117/390] Time 8.6966 Loss 1.3898 (1.2958) Prec@1 53.906 (53.673)
Epoch 10: [156/390] Time 8.6973 Loss 1.3578 (1.2952) Prec@1 54.688 (53.646)
Epoch 10: [195/390] Time 8.6976 Loss 1.3859 (1.2915) Prec@1 52.344 (53.702)
Epoch 10: [234/390] Time 8.6971 Loss 1.3785 (1.2936) Prec@1 49.219 (53.446)
Epoch 10: [273/390] Time 8.6964 Loss 1.3515 (1.2940) Prec@1 50.000 (53.480)
Epoch 10: [312/390] Time 8.6975 Loss 1.2713 (1.2925) Prec@1 53.906 (53.548)
Epoch 10: [351/390] Time 8.6958 Loss 1.2420 (1.2922) Prec@1 57.031 (53.561)
Epoch 10: [390/390] Time 8.6960 Loss 1.2866 (1.2914) Prec@1 55.469 (53.562)
* Prec@1 54.377
Epoch 11: [39/390] Time 8.7905 Loss 1.3168 (1.2828) Prec@1 48.438 (53.706)
Epoch 11: [78/390] Time 8.6977 Loss 1.1879 (1.2780) Prec@1 57.031 (54.137)
Epoch 11: [117/390] Time 8.6992 Loss 1.3051 (1.2818) Prec@1 51.562 (53.786)
Epoch 11: [156/390] Time 8.6976 Loss 1.3829 (1.2772) Prec@1 52.344 (54.212)
Epoch 11: [195/390] Time 8.6987 Loss 1.2054 (1.2755) Prec@1 58.594 (54.195)
Epoch 11: [234/390] Time 8.6991 Loss 1.2936 (1.2742) Prec@1 57.812 (54.467)
Epoch 11: [273/390] Time 8.6987 Loss 1.3679 (1.2766) Prec@1 48.438 (54.376)
Epoch 11: [312/390] Time 8.6992 Loss 1.2841 (1.2787) Prec@1 53.125 (54.164)
Epoch 11: [351/390] Time 8.6987 Loss 1.2802 (1.2782) Prec@1 57.031 (54.006)
Epoch 11: [390/390] Time 8.6967 Loss 1.3383 (1.2787) Prec@1 49.219 (54.018)
* Prec@1 55.238
Epoch 12: [39/390] Time 8.8023 Loss 1.1773 (1.2665) Prec@1 57.031 (54.407)
Epoch 12: [78/390] Time 8.6986 Loss 1.5178 (1.2746) Prec@1 41.406 (54.097)
Epoch 12: [117/390] Time 8.7010 Loss 1.2210 (1.2752) Prec@1 56.250 (54.207)
Epoch 12: [156/390] Time 8.6997 Loss 1.1586 (1.2691) Prec@1 57.031 (54.452)
Epoch 12: [195/390] Time 8.6996 Loss 1.1390 (1.2696) Prec@1 55.469 (54.351)
Epoch 12: [234/390] Time 8.7004 Loss 1.3500 (1.2737) Prec@1 47.656 (54.103)
Epoch 12: [273/390] Time 8.6979 Loss 1.2680 (1.2745) Prec@1 54.688 (54.081)
Epoch 12: [312/390] Time 8.6981 Loss 1.3414 (1.2711) Prec@1 59.375 (54.239)
Epoch 12: [351/390] Time 8.6979 Loss 1.4402 (1.2692) Prec@1 50.781 (54.320)
Epoch 12: [390/390] Time 8.6974 Loss 1.3667 (1.2698) Prec@1 51.562 (54.337)
* Prec@1 55.919
Epoch 13: [39/390] Time 8.7951 Loss 1.2051 (1.2611) Prec@1 61.719 (55.569)
Epoch 13: [78/390] Time 8.6991 Loss 1.0909 (1.2548) Prec@1 60.938 (55.399)
Epoch 13: [117/390] Time 8.6982 Loss 1.1809 (1.2547) Prec@1 57.812 (55.175)
Epoch 13: [156/390] Time 8.6982 Loss 1.3910 (1.2593) Prec@1 50.000 (54.998)
Epoch 13: [195/390] Time 8.6983 Loss 1.1405 (1.2559) Prec@1 62.500 (55.052)
Epoch 13: [234/390] Time 8.6966 Loss 1.1468 (1.2542) Prec@1 57.031 (54.981)
Epoch 13: [273/390] Time 8.6969 Loss 1.1971 (1.2559) Prec@1 53.906 (54.922)
Epoch 13: [312/390] Time 8.6970 Loss 1.2741 (1.2554) Prec@1 51.562 (54.920)
Epoch 13: [351/390] Time 8.6974 Loss 1.1191 (1.2562) Prec@1 61.719 (54.886)
Epoch 13: [390/390] Time 8.6964 Loss 1.2527 (1.2578) Prec@1 55.469 (54.846)
* Prec@1 56.951
Epoch 14: [39/390] Time 8.8028 Loss 1.2556 (1.2291) Prec@1 57.031 (56.030)
Epoch 14: [78/390] Time 8.6971 Loss 1.2679 (1.2416) Prec@1 52.344 (55.208)
Epoch 14: [117/390] Time 8.6993 Loss 1.2415 (1.2497) Prec@1 55.469 (54.968)
Epoch 14: [156/390] Time 8.6995 Loss 1.3283 (1.2509) Prec@1 47.656 (54.878)
Epoch 14: [195/390] Time 8.6983 Loss 1.2938 (1.2511) Prec@1 46.875 (54.752)
Epoch 14: [234/390] Time 8.6990 Loss 1.2303 (1.2549) Prec@1 59.375 (54.768)
Epoch 14: [273/390] Time 8.6976 Loss 1.1971 (1.2572) Prec@1 61.719 (54.730)
Epoch 14: [312/390] Time 8.6979 Loss 1.1573 (1.2574) Prec@1 57.812 (54.785)
Epoch 14: [351/390] Time 8.6985 Loss 1.0581 (1.2572) Prec@1 57.031 (54.712)
Epoch 14: [390/390] Time 8.6974 Loss 1.2653 (1.2565) Prec@1 48.438 (54.720)
* Prec@1 54.928
Epoch 15: [39/390] Time 8.8087 Loss 1.2794 (1.2677) Prec@1 56.250 (54.647)
Epoch 15: [78/390] Time 8.6990 Loss 1.1742 (1.2577) Prec@1 57.031 (54.587)
Epoch 15: [117/390] Time 8.6982 Loss 1.2790 (1.2574) Prec@1 56.250 (54.975)
Epoch 15: [156/390] Time 8.6988 Loss 1.3665 (1.2532) Prec@1 50.781 (54.913)
Epoch 15: [195/390] Time 8.6984 Loss 1.3426 (1.2550) Prec@1 51.562 (54.828)
Epoch 15: [234/390] Time 8.6975 Loss 1.2022 (1.2559) Prec@1 60.156 (54.774)
Epoch 15: [273/390] Time 8.6974 Loss 1.2823 (1.2533) Prec@1 53.906 (54.802)
Epoch 15: [312/390] Time 8.6976 Loss 1.1196 (1.2493) Prec@1 57.031 (54.988)
Epoch 15: [351/390] Time 8.6986 Loss 1.2458 (1.2465) Prec@1 53.906 (55.035)
Epoch 15: [390/390] Time 8.6971 Loss 1.2198 (1.2440) Prec@1 53.125 (55.168)
* Prec@1 56.591
Epoch 16: [39/390] Time 8.7980 Loss 1.1960 (1.2363) Prec@1 62.500 (54.487)
Epoch 16: [78/390] Time 8.6997 Loss 1.2254 (1.2460) Prec@1 53.906 (54.728)
Epoch 16: [117/390] Time 8.6993 Loss 1.3401 (1.2442) Prec@1 53.125 (54.935)
Epoch 16: [156/390] Time 8.7005 Loss 1.1850 (1.2442) Prec@1 55.469 (55.093)
Epoch 16: [195/390] Time 8.6997 Loss 1.0530 (1.2388) Prec@1 59.375 (55.369)
Epoch 16: [234/390] Time 8.6986 Loss 1.1627 (1.2363) Prec@1 57.031 (55.415)
Epoch 16: [273/390] Time 8.6986 Loss 1.3221 (1.2352) Prec@1 57.812 (55.500)
Epoch 16: [312/390] Time 8.7008 Loss 1.2996 (1.2353) Prec@1 51.562 (55.394)
Epoch 16: [351/390] Time 8.6999 Loss 1.1944 (1.2366) Prec@1 57.812 (55.355)
Epoch 16: [390/390] Time 8.6999 Loss 1.1951 (1.2380) Prec@1 54.688 (55.379)
* Prec@1 57.482
Epoch 17: [39/390] Time 8.7990 Loss 1.2868 (1.2399) Prec@1 50.000 (54.988)
Epoch 17: [78/390] Time 8.6999 Loss 1.2754 (1.2279) Prec@1 59.375 (55.429)
Epoch 17: [117/390] Time 8.7005 Loss 1.2113 (1.2328) Prec@1 52.344 (55.262)
Epoch 17: [156/390] Time 8.7009 Loss 1.3263 (1.2369) Prec@1 50.781 (55.434)
Epoch 17: [195/390] Time 8.6999 Loss 1.3066 (1.2377) Prec@1 55.469 (55.473)
Epoch 17: [234/390] Time 8.6993 Loss 1.2641 (1.2399) Prec@1 53.125 (55.479)
Epoch 17: [273/390] Time 8.7006 Loss 1.3216 (1.2398) Prec@1 49.219 (55.563)
Epoch 17: [312/390] Time 8.7013 Loss 1.2294 (1.2407) Prec@1 58.594 (55.561)
Epoch 17: [351/390] Time 8.7004 Loss 1.2227 (1.2386) Prec@1 57.812 (55.631)
Epoch 17: [390/390] Time 8.6989 Loss 1.2217 (1.2363) Prec@1 57.812 (55.715)
* Prec@1 57.642
Epoch 18: [39/390] Time 8.7808 Loss 1.2043 (1.2213) Prec@1 58.594 (57.192)
Epoch 18: [78/390] Time 8.7005 Loss 1.1492 (1.2230) Prec@1 59.375 (57.192)
Epoch 18: [117/390] Time 8.6990 Loss 1.2093 (1.2345) Prec@1 55.469 (56.163)
Epoch 18: [156/390] Time 8.6993 Loss 1.2139 (1.2328) Prec@1 58.594 (55.904)
Epoch 18: [195/390] Time 8.6989 Loss 1.2840 (1.2346) Prec@1 58.594 (55.942)
Epoch 18: [234/390] Time 8.6999 Loss 1.1381 (1.2338) Prec@1 55.469 (55.889)
Epoch 18: [273/390] Time 8.7010 Loss 1.5079 (1.2361) Prec@1 45.312 (55.815)
Epoch 18: [312/390] Time 8.7005 Loss 1.1799 (1.2364) Prec@1 56.250 (55.747)
Epoch 18: [351/390] Time 8.7005 Loss 1.2271 (1.2364) Prec@1 57.031 (55.776)
Epoch 18: [390/390] Time 8.6988 Loss 1.0784 (1.2342) Prec@1 57.812 (55.877)
* Prec@1 56.100
Epoch 19: [39/390] Time 8.8006 Loss 1.1674 (1.2362) Prec@1 59.375 (55.409)
Epoch 19: [78/390] Time 8.7013 Loss 1.2979 (1.2356) Prec@1 54.688 (55.699)
Epoch 19: [117/390] Time 8.6997 Loss 1.2383 (1.2406) Prec@1 56.250 (55.596)
Epoch 19: [156/390] Time 8.6981 Loss 1.1326 (1.2375) Prec@1 61.719 (55.624)
Epoch 19: [195/390] Time 8.6989 Loss 1.3129 (1.2399) Prec@1 55.469 (55.485)
Epoch 19: [234/390] Time 8.7001 Loss 1.1918 (1.2436) Prec@1 51.562 (55.265)
Epoch 19: [273/390] Time 8.7012 Loss 1.2584 (1.2414) Prec@1 49.219 (55.246)
Epoch 19: [312/390] Time 8.7010 Loss 1.1536 (1.2411) Prec@1 56.250 (55.303)
Epoch 19: [351/390] Time 8.6996 Loss 1.3510 (1.2419) Prec@1 51.562 (55.371)
Epoch 19: [390/390] Time 8.6992 Loss 1.1831 (1.2400) Prec@1 53.125 (55.389)
* Prec@1 57.282
Best Prec@1 57.642
Start Training Next 60 EPOCHs
Epoch 0: [39/390] Time 8.7858 Loss 1.2497 (1.1900) Prec@1 58.594 (57.833)
Epoch 0: [78/390] Time 8.6997 Loss 1.0917 (1.1046) Prec@1 64.062 (60.467)
Epoch 0: [117/390] Time 8.6978 Loss 0.9372 (1.0570) Prec@1 65.625 (62.266)
Epoch 0: [156/390] Time 8.6993 Loss 0.8329 (1.0213) Prec@1 67.969 (63.592)
Epoch 0: [195/390] Time 8.6981 Loss 1.0139 (0.9947) Prec@1 63.281 (64.663)
Epoch 0: [234/390] Time 8.6999 Loss 0.8484 (0.9724) Prec@1 73.438 (65.448)
Epoch 0: [273/390] Time 8.6995 Loss 0.6454 (0.9515) Prec@1 74.219 (66.223)
Epoch 0: [312/390] Time 8.6984 Loss 0.7467 (0.9349) Prec@1 68.750 (66.792)
Epoch 0: [351/390] Time 8.6989 Loss 0.9747 (0.9187) Prec@1 67.188 (67.368)
Epoch 0: [390/390] Time 8.6976 Loss 0.7831 (0.9018) Prec@1 71.094 (68.005)
* Prec@1 74.229
Epoch 1: [39/390] Time 8.8248 Loss 0.8037 (0.7504) Prec@1 73.438 (73.558)
Epoch 1: [78/390] Time 8.6976 Loss 0.7053 (0.7435) Prec@1 75.781 (73.888)
Epoch 1: [117/390] Time 8.6975 Loss 0.7816 (0.7372) Prec@1 72.656 (74.172)
Epoch 1: [156/390] Time 8.6972 Loss 0.7796 (0.7315) Prec@1 67.969 (74.394)
Epoch 1: [195/390] Time 8.6987 Loss 0.7674 (0.7188) Prec@1 75.000 (74.832)
Epoch 1: [234/390] Time 8.6991 Loss 0.7353 (0.7111) Prec@1 71.094 (74.987)
Epoch 1: [273/390] Time 8.6992 Loss 0.6119 (0.7087) Prec@1 79.688 (75.152)
Epoch 1: [312/390] Time 8.6998 Loss 0.6274 (0.7014) Prec@1 78.906 (75.401)
Epoch 1: [351/390] Time 8.6985 Loss 0.7626 (0.6956) Prec@1 71.094 (75.650)
Epoch 1: [390/390] Time 8.6989 Loss 0.6256 (0.6928) Prec@1 81.250 (75.837)
* Prec@1 76.613
Epoch 2: [39/390] Time 8.8035 Loss 0.6799 (0.6216) Prec@1 78.906 (78.305)
Epoch 2: [78/390] Time 8.6989 Loss 0.6993 (0.6347) Prec@1 75.000 (78.015)
Epoch 2: [117/390] Time 8.7003 Loss 0.7598 (0.6260) Prec@1 78.125 (78.279)
Epoch 2: [156/390] Time 8.7001 Loss 0.6338 (0.6250) Prec@1 76.562 (78.255)
Epoch 2: [195/390] Time 8.7003 Loss 0.7969 (0.6273) Prec@1 71.875 (78.109)
Epoch 2: [234/390] Time 8.7012 Loss 0.5180 (0.6214) Prec@1 82.031 (78.332)
Epoch 2: [273/390] Time 8.7018 Loss 0.6627 (0.6210) Prec@1 74.219 (78.383)
Epoch 2: [312/390] Time 8.7009 Loss 0.4709 (0.6182) Prec@1 83.594 (78.533)
Epoch 2: [351/390] Time 8.7022 Loss 0.5731 (0.6166) Prec@1 79.688 (78.641)
Epoch 2: [390/390] Time 8.6985 Loss 0.7217 (0.6139) Prec@1 75.000 (78.712)
* Prec@1 78.225
Epoch 3: [39/390] Time 8.7962 Loss 0.5867 (0.5802) Prec@1 75.000 (79.768)
Epoch 3: [78/390] Time 8.7009 Loss 0.4179 (0.5733) Prec@1 85.938 (80.058)
Epoch 3: [117/390] Time 8.7012 Loss 0.6467 (0.5736) Prec@1 74.219 (79.841)
Epoch 3: [156/390] Time 8.7002 Loss 0.6645 (0.5740) Prec@1 75.781 (79.763)
Epoch 3: [195/390] Time 8.7017 Loss 0.5679 (0.5699) Prec@1 81.250 (80.040)
Epoch 3: [234/390] Time 8.7026 Loss 0.5563 (0.5695) Prec@1 74.219 (80.038)
Epoch 3: [273/390] Time 8.7022 Loss 0.5166 (0.5697) Prec@1 80.469 (80.014)
Epoch 3: [312/390] Time 8.7019 Loss 0.6126 (0.5697) Prec@1 73.438 (80.033)
Epoch 3: [351/390] Time 8.7014 Loss 0.4491 (0.5690) Prec@1 85.938 (80.046)
Epoch 3: [390/390] Time 8.6998 Loss 0.5181 (0.5676) Prec@1 78.125 (80.128)
* Prec@1 79.667
Epoch 4: [39/390] Time 8.7928 Loss 0.5736 (0.5341) Prec@1 82.812 (81.571)
Epoch 4: [78/390] Time 8.7017 Loss 0.4702 (0.5354) Prec@1 78.906 (81.250)
Epoch 4: [117/390] Time 8.7014 Loss 0.5290 (0.5335) Prec@1 79.688 (81.203)
Epoch 4: [156/390] Time 8.7025 Loss 0.5163 (0.5344) Prec@1 80.469 (81.125)
Epoch 4: [195/390] Time 8.7016 Loss 0.4752 (0.5323) Prec@1 84.375 (81.290)
Epoch 4: [234/390] Time 8.7015 Loss 0.6325 (0.5362) Prec@1 79.688 (81.113)
Epoch 4: [273/390] Time 8.7015 Loss 0.4719 (0.5343) Prec@1 82.031 (81.187)
Epoch 4: [312/390] Time 8.7001 Loss 0.4975 (0.5336) Prec@1 81.250 (81.207)
Epoch 4: [351/390] Time 8.7000 Loss 0.5372 (0.5329) Prec@1 80.469 (81.223)
Epoch 4: [390/390] Time 8.6995 Loss 0.4730 (0.5320) Prec@1 84.375 (81.330)
* Prec@1 80.899
Epoch 5: [39/390] Time 8.8077 Loss 0.4700 (0.4931) Prec@1 80.469 (82.692)
Epoch 5: [78/390] Time 8.7029 Loss 0.6895 (0.5011) Prec@1 75.000 (82.562)
Epoch 5: [117/390] Time 8.7025 Loss 0.3412 (0.4987) Prec@1 91.406 (82.599)
Epoch 5: [156/390] Time 8.7021 Loss 0.4171 (0.4956) Prec@1 85.156 (82.777)
Epoch 5: [195/390] Time 8.7021 Loss 0.5360 (0.4936) Prec@1 83.594 (82.800)
Epoch 5: [234/390] Time 8.7016 Loss 0.4824 (0.4981) Prec@1 85.938 (82.659)
Epoch 5: [273/390] Time 8.7015 Loss 0.5105 (0.4979) Prec@1 84.375 (82.689)
Epoch 5: [312/390] Time 8.7000 Loss 0.5232 (0.4977) Prec@1 79.688 (82.720)
Epoch 5: [351/390] Time 8.7003 Loss 0.4107 (0.4991) Prec@1 86.719 (82.657)
Epoch 5: [390/390] Time 8.7021 Loss 0.4694 (0.5000) Prec@1 84.375 (82.656)
* Prec@1 81.080
Epoch 6: [39/390] Time 8.8010 Loss 0.4733 (0.4639) Prec@1 78.906 (83.674)
Epoch 6: [78/390] Time 8.7016 Loss 0.5288 (0.4693) Prec@1 78.906 (83.444)
Epoch 6: [117/390] Time 8.7019 Loss 0.4444 (0.4720) Prec@1 84.375 (83.454)
Epoch 6: [156/390] Time 8.7033 Loss 0.3686 (0.4754) Prec@1 87.500 (83.328)
Epoch 6: [195/390] Time 8.7022 Loss 0.5492 (0.4760) Prec@1 81.250 (83.257)
Epoch 6: [234/390] Time 8.7023 Loss 0.5207 (0.4774) Prec@1 81.250 (83.196)
Epoch 6: [273/390] Time 8.7023 Loss 0.4316 (0.4755) Prec@1 85.156 (83.233)
Epoch 6: [312/390] Time 8.7025 Loss 0.4456 (0.4736) Prec@1 83.594 (83.401)
Epoch 6: [351/390] Time 8.7018 Loss 0.6438 (0.4751) Prec@1 82.031 (83.396)
Epoch 6: [390/390] Time 8.7007 Loss 0.3253 (0.4731) Prec@1 89.844 (83.482)
* Prec@1 82.171
Epoch 7: [39/390] Time 8.8121 Loss 0.5485 (0.4552) Prec@1 82.031 (84.355)
Epoch 7: [78/390] Time 8.7023 Loss 0.4652 (0.4574) Prec@1 84.375 (84.024)
Epoch 7: [117/390] Time 8.7014 Loss 0.4919 (0.4549) Prec@1 79.688 (84.075)
Epoch 7: [156/390] Time 8.7031 Loss 0.4435 (0.4582) Prec@1 84.375 (84.059)
Epoch 7: [195/390] Time 8.7026 Loss 0.5728 (0.4583) Prec@1 77.344 (84.054)
Epoch 7: [234/390] Time 8.7021 Loss 0.5452 (0.4563) Prec@1 80.469 (84.108)
Epoch 7: [273/390] Time 8.7015 Loss 0.4948 (0.4544) Prec@1 81.250 (84.129)
Epoch 7: [312/390] Time 8.7019 Loss 0.5703 (0.4553) Prec@1 83.594 (84.054)
Epoch 7: [351/390] Time 8.7026 Loss 0.3434 (0.4540) Prec@1 89.062 (84.103)
Epoch 7: [390/390] Time 8.7018 Loss 0.4230 (0.4558) Prec@1 84.375 (84.062)
* Prec@1 83.033
Epoch 8: [39/390] Time 8.7986 Loss 0.5708 (0.4235) Prec@1 82.031 (85.397)
Epoch 8: [78/390] Time 8.7037 Loss 0.4244 (0.4295) Prec@1 85.156 (85.276)
Epoch 8: [117/390] Time 8.7030 Loss 0.3764 (0.4228) Prec@1 86.719 (85.604)
Epoch 8: [156/390] Time 8.7044 Loss 0.4438 (0.4291) Prec@1 86.719 (85.266)
Epoch 8: [195/390] Time 8.7024 Loss 0.3993 (0.4328) Prec@1 85.938 (85.072)
Epoch 8: [234/390] Time 8.7034 Loss 0.3490 (0.4367) Prec@1 84.375 (84.872)
Epoch 8: [273/390] Time 8.7033 Loss 0.3030 (0.4419) Prec@1 89.844 (84.747)
Epoch 8: [312/390] Time 8.7023 Loss 0.4941 (0.4440) Prec@1 85.156 (84.728)
Epoch 8: [351/390] Time 8.7013 Loss 0.2858 (0.4442) Prec@1 91.406 (84.669)
Epoch 8: [390/390] Time 8.7011 Loss 0.3971 (0.4435) Prec@1 85.938 (84.679)
* Prec@1 82.552
Epoch 9: [39/390] Time 8.7846 Loss 0.4540 (0.3869) Prec@1 83.594 (86.999)
Epoch 9: [78/390] Time 8.7029 Loss 0.4360 (0.4076) Prec@1 84.375 (85.958)
Epoch 9: [117/390] Time 8.7017 Loss 0.3640 (0.4134) Prec@1 87.500 (85.570)
Epoch 9: [156/390] Time 8.7022 Loss 0.5647 (0.4150) Prec@1 82.812 (85.527)
Epoch 9: [195/390] Time 8.7030 Loss 0.3671 (0.4169) Prec@1 85.938 (85.465)
Epoch 9: [234/390] Time 8.7029 Loss 0.3986 (0.4180) Prec@1 88.281 (85.447)
Epoch 9: [273/390] Time 8.7030 Loss 0.5489 (0.4203) Prec@1 81.250 (85.368)
Epoch 9: [312/390] Time 8.7035 Loss 0.3990 (0.4185) Prec@1 85.938 (85.414)
Epoch 9: [351/390] Time 8.7019 Loss 0.5042 (0.4221) Prec@1 83.594 (85.312)
Epoch 9: [390/390] Time 8.7012 Loss 0.3157 (0.4201) Prec@1 89.062 (85.337)
* Prec@1 83.794
Epoch 10: [39/390] Time 8.7858 Loss 0.3228 (0.4095) Prec@1 89.844 (85.677)
Epoch 10: [78/390] Time 8.7027 Loss 0.4553 (0.4035) Prec@1 84.375 (86.038)
Epoch 10: [117/390] Time 8.7023 Loss 0.4597 (0.4121) Prec@1 82.812 (85.791)
Epoch 10: [156/390] Time 8.7015 Loss 0.5083 (0.4118) Prec@1 83.594 (85.662)
Epoch 10: [195/390] Time 8.6999 Loss 0.2672 (0.4100) Prec@1 89.844 (85.673)
Epoch 10: [234/390] Time 8.7015 Loss 0.5390 (0.4075) Prec@1 78.125 (85.781)
Epoch 10: [273/390] Time 8.7010 Loss 0.3735 (0.4057) Prec@1 84.375 (85.857)
Epoch 10: [312/390] Time 8.7026 Loss 0.3406 (0.4058) Prec@1 88.281 (85.862)
Epoch 10: [351/390] Time 8.7011 Loss 0.4822 (0.4065) Prec@1 83.594 (85.895)
Epoch 10: [390/390] Time 8.7006 Loss 0.3966 (0.4074) Prec@1 86.719 (85.869)
* Prec@1 83.253
Epoch 11: [39/390] Time 8.7900 Loss 0.3314 (0.3672) Prec@1 89.844 (87.200)
Epoch 11: [78/390] Time 8.7012 Loss 0.4128 (0.3816) Prec@1 84.375 (86.929)
Epoch 11: [117/390] Time 8.7006 Loss 0.2879 (0.3836) Prec@1 88.281 (86.612)
Epoch 11: [156/390] Time 8.7009 Loss 0.3507 (0.3908) Prec@1 88.281 (86.343)
Epoch 11: [195/390] Time 8.7025 Loss 0.4922 (0.3927) Prec@1 80.469 (86.258)
Epoch 11: [234/390] Time 8.7024 Loss 0.3627 (0.3937) Prec@1 85.938 (86.188)
Epoch 11: [273/390] Time 8.7003 Loss 0.3676 (0.3944) Prec@1 89.062 (86.158)
Epoch 11: [312/390] Time 8.7004 Loss 0.4483 (0.3946) Prec@1 82.031 (86.168)
Epoch 11: [351/390] Time 8.6989 Loss 0.3332 (0.3952) Prec@1 88.281 (86.140)
Epoch 11: [390/390] Time 8.6995 Loss 0.4876 (0.3976) Prec@1 82.812 (86.076)
* Prec@1 84.435
Epoch 12: [39/390] Time 8.7864 Loss 0.4155 (0.3918) Prec@1 87.500 (86.318)
Epoch 12: [78/390] Time 8.7014 Loss 0.3108 (0.3905) Prec@1 86.719 (86.428)
Epoch 12: [117/390] Time 8.7011 Loss 0.4232 (0.3885) Prec@1 88.281 (86.438)
Epoch 12: [156/390] Time 8.7004 Loss 0.2617 (0.3851) Prec@1 89.844 (86.493)
Epoch 12: [195/390] Time 8.7019 Loss 0.2893 (0.3834) Prec@1 89.062 (86.502)
Epoch 12: [234/390] Time 8.7016 Loss 0.3396 (0.3832) Prec@1 85.938 (86.488)
Epoch 12: [273/390] Time 8.7014 Loss 0.3335 (0.3829) Prec@1 89.062 (86.527)
Epoch 12: [312/390] Time 8.7006 Loss 0.3657 (0.3830) Prec@1 89.844 (86.553)
Epoch 12: [351/390] Time 8.7003 Loss 0.5091 (0.3824) Prec@1 82.031 (86.572)
Epoch 12: [390/390] Time 8.6982 Loss 0.4349 (0.3835) Prec@1 82.812 (86.548)
* Prec@1 84.085
Epoch 13: [39/390] Time 8.7971 Loss 0.2843 (0.3654) Prec@1 92.188 (87.139)
Epoch 13: [78/390] Time 8.7019 Loss 0.4039 (0.3621) Prec@1 87.500 (87.190)
Epoch 13: [117/390] Time 8.7018 Loss 0.3975 (0.3692) Prec@1 84.375 (87.026)
Epoch 13: [156/390] Time 8.7015 Loss 0.4239 (0.3727) Prec@1 82.031 (86.899)
Epoch 13: [195/390] Time 8.7014 Loss 0.4428 (0.3755) Prec@1 83.594 (86.863)
Epoch 13: [234/390] Time 8.7004 Loss 0.3064 (0.3735) Prec@1 89.062 (86.989)
Epoch 13: [273/390] Time 8.7015 Loss 0.3425 (0.3725) Prec@1 86.719 (87.011)
Epoch 13: [312/390] Time 8.7031 Loss 0.4475 (0.3705) Prec@1 88.281 (87.062)
Epoch 13: [351/390] Time 8.7030 Loss 0.2768 (0.3749) Prec@1 92.188 (86.928)
Epoch 13: [390/390] Time 8.6998 Loss 0.3245 (0.3763) Prec@1 89.844 (86.845)
* Prec@1 84.535
Epoch 14: [39/390] Time 8.8227 Loss 0.2793 (0.3641) Prec@1 90.625 (86.839)
Epoch 14: [78/390] Time 8.7015 Loss 0.2844 (0.3578) Prec@1 91.406 (87.430)
Epoch 14: [117/390] Time 8.7009 Loss 0.2744 (0.3490) Prec@1 88.281 (87.694)
Epoch 14: [156/390] Time 8.7016 Loss 0.3687 (0.3546) Prec@1 89.062 (87.575)
Epoch 14: [195/390] Time 8.7022 Loss 0.3433 (0.3570) Prec@1 89.062 (87.472)
Epoch 14: [234/390] Time 8.6997 Loss 0.4234 (0.3588) Prec@1 85.938 (87.370)
Epoch 14: [273/390] Time 8.6993 Loss 0.3833 (0.3601) Prec@1 87.500 (87.314)
Epoch 14: [312/390] Time 8.7003 Loss 0.3456 (0.3633) Prec@1 88.281 (87.137)
Epoch 14: [351/390] Time 8.7024 Loss 0.3138 (0.3650) Prec@1 85.938 (87.084)
Epoch 14: [390/390] Time 8.7006 Loss 0.3043 (0.3653) Prec@1 89.062 (87.041)
* Prec@1 84.475
Epoch 15: [39/390] Time 8.8135 Loss 0.2973 (0.3608) Prec@1 88.281 (87.300)
Epoch 15: [78/390] Time 8.7001 Loss 0.3952 (0.3572) Prec@1 87.500 (87.280)
Epoch 15: [117/390] Time 8.7015 Loss 0.3747 (0.3469) Prec@1 85.156 (87.674)
Epoch 15: [156/390] Time 8.7019 Loss 0.2591 (0.3473) Prec@1 89.062 (87.725)
Epoch 15: [195/390] Time 8.7009 Loss 0.4494 (0.3529) Prec@1 82.812 (87.548)
Epoch 15: [234/390] Time 8.7025 Loss 0.4005 (0.3516) Prec@1 89.062 (87.614)
Epoch 15: [273/390] Time 8.7017 Loss 0.3871 (0.3538) Prec@1 89.844 (87.572)
Epoch 15: [312/390] Time 8.7014 Loss 0.3160 (0.3548) Prec@1 89.844 (87.573)
Epoch 15: [351/390] Time 8.7006 Loss 0.3654 (0.3536) Prec@1 85.156 (87.629)
Epoch 15: [390/390] Time 8.6997 Loss 0.3143 (0.3544) Prec@1 89.844 (87.588)
* Prec@1 83.834
Epoch 16: [39/390] Time 8.8175 Loss 0.3703 (0.3381) Prec@1 89.844 (88.021)
Epoch 16: [78/390] Time 8.7014 Loss 0.3569 (0.3408) Prec@1 88.281 (88.021)
Epoch 16: [117/390] Time 8.7019 Loss 0.2499 (0.3404) Prec@1 90.625 (88.128)
Epoch 16: [156/390] Time 8.7024 Loss 0.2774 (0.3400) Prec@1 93.750 (88.126)
Epoch 16: [195/390] Time 8.7012 Loss 0.4249 (0.3415) Prec@1 85.938 (88.025)
Epoch 16: [234/390] Time 8.7020 Loss 0.4424 (0.3423) Prec@1 86.719 (87.967)
Epoch 16: [273/390] Time 8.7022 Loss 0.3871 (0.3404) Prec@1 85.156 (88.041)
Epoch 16: [312/390] Time 8.7034 Loss 0.3863 (0.3413) Prec@1 87.500 (88.036)
Epoch 16: [351/390] Time 8.7036 Loss 0.2775 (0.3402) Prec@1 90.625 (88.097)
Epoch 16: [390/390] Time 8.7014 Loss 0.4533 (0.3419) Prec@1 85.156 (88.047)
* Prec@1 85.477
Epoch 17: [39/390] Time 8.8123 Loss 0.2569 (0.3321) Prec@1 92.969 (88.482)
Epoch 17: [78/390] Time 8.7041 Loss 0.2957 (0.3247) Prec@1 85.938 (88.472)
Epoch 17: [117/390] Time 8.7023 Loss 0.2445 (0.3307) Prec@1 92.969 (88.375)
Epoch 17: [156/390] Time 8.7025 Loss 0.3404 (0.3315) Prec@1 89.844 (88.442)
Epoch 17: [195/390] Time 8.7028 Loss 0.3473 (0.3371) Prec@1 89.062 (88.281)
Epoch 17: [234/390] Time 8.7047 Loss 0.3682 (0.3384) Prec@1 85.156 (88.224)
Epoch 17: [273/390] Time 8.7042 Loss 0.3113 (0.3368) Prec@1 89.844 (88.301)
Epoch 17: [312/390] Time 8.7021 Loss 0.3418 (0.3368) Prec@1 89.062 (88.331)
Epoch 17: [351/390] Time 8.7037 Loss 0.3018 (0.3362) Prec@1 89.062 (88.335)
Epoch 17: [390/390] Time 8.7013 Loss 0.2875 (0.3375) Prec@1 89.844 (88.255)
* Prec@1 85.086
Epoch 18: [39/390] Time 8.7888 Loss 0.2971 (0.3256) Prec@1 89.844 (88.321)
Epoch 18: [78/390] Time 8.7012 Loss 0.2768 (0.3225) Prec@1 90.625 (88.502)
Epoch 18: [117/390] Time 8.7001 Loss 0.2757 (0.3249) Prec@1 89.844 (88.488)
Epoch 18: [156/390] Time 8.7013 Loss 0.3763 (0.3266) Prec@1 85.938 (88.497)
Epoch 18: [195/390] Time 8.7019 Loss 0.5084 (0.3275) Prec@1 87.500 (88.566)
Epoch 18: [234/390] Time 8.7018 Loss 0.2946 (0.3263) Prec@1 88.281 (88.642)
Epoch 18: [273/390] Time 8.7018 Loss 0.3419 (0.3281) Prec@1 88.281 (88.550)
Epoch 18: [312/390] Time 8.7010 Loss 0.2687 (0.3277) Prec@1 89.844 (88.522)
Epoch 18: [351/390] Time 8.7019 Loss 0.3872 (0.3276) Prec@1 87.500 (88.497)
Epoch 18: [390/390] Time 8.7004 Loss 0.4445 (0.3283) Prec@1 80.469 (88.419)
* Prec@1 85.587
Epoch 19: [39/390] Time 8.8089 Loss 0.2015 (0.3240) Prec@1 93.750 (88.401)
Epoch 19: [78/390] Time 8.7025 Loss 0.2251 (0.3107) Prec@1 89.062 (89.012)
Epoch 19: [117/390] Time 8.7035 Loss 0.2738 (0.3077) Prec@1 90.625 (89.169)
Epoch 19: [156/390] Time 8.7029 Loss 0.4102 (0.3100) Prec@1 84.375 (89.108)
Epoch 19: [195/390] Time 8.7032 Loss 0.3726 (0.3124) Prec@1 85.938 (89.034)
Epoch 19: [234/390] Time 8.7013 Loss 0.3427 (0.3144) Prec@1 86.719 (88.959)
Epoch 19: [273/390] Time 8.7014 Loss 0.3396 (0.3172) Prec@1 88.281 (88.845)
Epoch 19: [312/390] Time 8.7021 Loss 0.3416 (0.3168) Prec@1 88.281 (88.847)
Epoch 19: [351/390] Time 8.7022 Loss 0.2574 (0.3180) Prec@1 89.844 (88.804)
Epoch 19: [390/390] Time 8.7009 Loss 0.3545 (0.3184) Prec@1 87.500 (88.750)
* Prec@1 84.916
Epoch 20: [39/390] Time 8.8024 Loss 0.3306 (0.3018) Prec@1 89.062 (89.443)
Epoch 20: [78/390] Time 8.7018 Loss 0.2682 (0.3060) Prec@1 87.500 (89.393)
Epoch 20: [117/390] Time 8.7007 Loss 0.3760 (0.3084) Prec@1 88.281 (89.256)
Epoch 20: [156/390] Time 8.6998 Loss 0.1982 (0.3077) Prec@1 96.875 (89.283)
Epoch 20: [195/390] Time 8.7008 Loss 0.2778 (0.3131) Prec@1 90.625 (89.075)
Epoch 20: [234/390] Time 8.7010 Loss 0.3433 (0.3132) Prec@1 85.938 (89.049)
Epoch 20: [273/390] Time 8.7013 Loss 0.2978 (0.3160) Prec@1 90.625 (88.959)
Epoch 20: [312/390] Time 8.7019 Loss 0.2893 (0.3163) Prec@1 92.188 (88.997)
Epoch 20: [351/390] Time 8.7011 Loss 0.2450 (0.3178) Prec@1 91.406 (88.907)
Epoch 20: [390/390] Time 8.7007 Loss 0.2573 (0.3171) Prec@1 91.406 (88.928)
* Prec@1 85.357
Epoch 21: [39/390] Time 8.8017 Loss 0.3413 (0.2940) Prec@1 87.500 (89.924)
Epoch 21: [78/390] Time 8.7006 Loss 0.4422 (0.2987) Prec@1 81.250 (89.423)
Epoch 21: [117/390] Time 8.7011 Loss 0.2181 (0.2999) Prec@1 92.969 (89.363)
Epoch 21: [156/390] Time 8.7012 Loss 0.2426 (0.3012) Prec@1 90.625 (89.328)
Epoch 21: [195/390] Time 8.7026 Loss 0.2801 (0.3006) Prec@1 89.062 (89.443)
Epoch 21: [234/390] Time 8.7028 Loss 0.4422 (0.3030) Prec@1 86.719 (89.356)
Epoch 21: [273/390] Time 8.7027 Loss 0.3622 (0.3040) Prec@1 88.281 (89.266)
Epoch 21: [312/390] Time 8.7031 Loss 0.2907 (0.3067) Prec@1 92.188 (89.168)
Epoch 21: [351/390] Time 8.7029 Loss 0.4361 (0.3065) Prec@1 85.938 (89.194)
Epoch 21: [390/390] Time 8.7001 Loss 0.2408 (0.3061) Prec@1 92.188 (89.243)
* Prec@1 86.268
Epoch 22: [39/390] Time 8.7848 Loss 0.2395 (0.3172) Prec@1 92.969 (88.982)
Epoch 22: [78/390] Time 8.7010 Loss 0.2656 (0.3090) Prec@1 89.062 (89.203)
Epoch 22: [117/390] Time 8.7020 Loss 0.2449 (0.3057) Prec@1 89.844 (89.196)
Epoch 22: [156/390] Time 8.7022 Loss 0.2232 (0.3012) Prec@1 90.625 (89.388)
Epoch 22: [195/390] Time 8.7021 Loss 0.2600 (0.2988) Prec@1 90.625 (89.499)
Epoch 22: [234/390] Time 8.7030 Loss 0.2477 (0.2959) Prec@1 88.281 (89.603)
Epoch 22: [273/390] Time 8.7021 Loss 0.3234 (0.2962) Prec@1 88.281 (89.589)
Epoch 22: [312/390] Time 8.7023 Loss 0.2614 (0.2962) Prec@1 90.625 (89.598)
Epoch 22: [351/390] Time 8.7013 Loss 0.4010 (0.2966) Prec@1 83.594 (89.557)
Epoch 22: [390/390] Time 8.7010 Loss 0.2680 (0.2981) Prec@1 91.406 (89.537)
* Prec@1 85.056
Epoch 23: [39/390] Time 8.7963 Loss 0.2454 (0.2940) Prec@1 91.406 (89.323)
Epoch 23: [78/390] Time 8.7034 Loss 0.3123 (0.3006) Prec@1 87.500 (89.223)
Epoch 23: [117/390] Time 8.7036 Loss 0.3221 (0.2939) Prec@1 86.719 (89.577)
Epoch 23: [156/390] Time 8.7034 Loss 0.2888 (0.2978) Prec@1 90.625 (89.328)
Epoch 23: [195/390] Time 8.7023 Loss 0.3521 (0.2965) Prec@1 86.719 (89.407)
Epoch 23: [234/390] Time 8.7025 Loss 0.3105 (0.2989) Prec@1 89.844 (89.413)
Epoch 23: [273/390] Time 8.7032 Loss 0.2948 (0.2958) Prec@1 89.062 (89.463)
Epoch 23: [312/390] Time 8.7031 Loss 0.2035 (0.2960) Prec@1 92.188 (89.466)
Epoch 23: [351/390] Time 8.7041 Loss 0.2864 (0.2958) Prec@1 89.062 (89.508)
Epoch 23: [390/390] Time 8.7026 Loss 0.3029 (0.2940) Prec@1 89.062 (89.575)
* Prec@1 86.478
Epoch 24: [39/390] Time 8.7965 Loss 0.4082 (0.2965) Prec@1 86.719 (89.503)
Epoch 24: [78/390] Time 8.7041 Loss 0.2462 (0.2840) Prec@1 90.625 (89.874)
Epoch 24: [117/390] Time 8.7031 Loss 0.2785 (0.2805) Prec@1 90.625 (89.850)
Epoch 24: [156/390] Time 8.7030 Loss 0.2628 (0.2818) Prec@1 89.844 (89.919)
Epoch 24: [195/390] Time 8.7031 Loss 0.3092 (0.2811) Prec@1 90.625 (89.920)
Epoch 24: [234/390] Time 8.7031 Loss 0.3821 (0.2805) Prec@1 88.281 (89.977)
Epoch 24: [273/390] Time 8.7032 Loss 0.3297 (0.2810) Prec@1 87.500 (89.958)
Epoch 24: [312/390] Time 8.7034 Loss 0.2933 (0.2835) Prec@1 89.844 (89.906)
Epoch 24: [351/390] Time 8.7020 Loss 0.2575 (0.2854) Prec@1 89.062 (89.895)
Epoch 24: [390/390] Time 8.7012 Loss 0.2881 (0.2854) Prec@1 90.625 (89.894)
* Prec@1 86.989
Epoch 25: [39/390] Time 8.7979 Loss 0.2976 (0.2685) Prec@1 91.406 (90.345)
Epoch 25: [78/390] Time 8.7019 Loss 0.3634 (0.2719) Prec@1 85.156 (90.204)
Epoch 25: [117/390] Time 8.7024 Loss 0.3063 (0.2765) Prec@1 89.844 (89.984)
Epoch 25: [156/390] Time 8.7032 Loss 0.3088 (0.2748) Prec@1 89.844 (90.059)
Epoch 25: [195/390] Time 8.7032 Loss 0.2124 (0.2729) Prec@1 91.406 (90.232)
Epoch 25: [234/390] Time 8.7039 Loss 0.3035 (0.2694) Prec@1 92.188 (90.401)
Epoch 25: [273/390] Time 8.7026 Loss 0.2245 (0.2725) Prec@1 91.406 (90.273)
Epoch 25: [312/390] Time 8.7028 Loss 0.2095 (0.2757) Prec@1 94.531 (90.204)
Epoch 25: [351/390] Time 8.7030 Loss 0.2692 (0.2752) Prec@1 92.188 (90.249)
Epoch 25: [390/390] Time 8.7016 Loss 0.2084 (0.2757) Prec@1 92.188 (90.208)
* Prec@1 87.019
Epoch 26: [39/390] Time 8.8135 Loss 0.2010 (0.2649) Prec@1 92.969 (90.725)
Epoch 26: [78/390] Time 8.7028 Loss 0.2683 (0.2627) Prec@1 89.062 (90.905)
Epoch 26: [117/390] Time 8.7026 Loss 0.2200 (0.2641) Prec@1 92.188 (90.859)
Epoch 26: [156/390] Time 8.7022 Loss 0.2978 (0.2658) Prec@1 85.938 (90.605)
Epoch 26: [195/390] Time 8.7021 Loss 0.3087 (0.2683) Prec@1 86.719 (90.509)
Epoch 26: [234/390] Time 8.7012 Loss 0.2820 (0.2692) Prec@1 92.188 (90.468)
Epoch 26: [273/390] Time 8.7013 Loss 0.2498 (0.2700) Prec@1 91.406 (90.445)
Epoch 26: [312/390] Time 8.7024 Loss 0.2231 (0.2698) Prec@1 90.625 (90.435)
Epoch 26: [351/390] Time 8.7025 Loss 0.2838 (0.2696) Prec@1 89.844 (90.429)
Epoch 26: [390/390] Time 8.7010 Loss 0.1873 (0.2695) Prec@1 92.188 (90.403)
* Prec@1 86.699
Epoch 27: [39/390] Time 8.8163 Loss 0.2153 (0.2591) Prec@1 93.750 (90.745)
Epoch 27: [78/390] Time 8.7026 Loss 0.2973 (0.2530) Prec@1 89.844 (91.046)
Epoch 27: [117/390] Time 8.7038 Loss 0.3953 (0.2577) Prec@1 86.719 (90.952)
Epoch 27: [156/390] Time 8.7042 Loss 0.2802 (0.2626) Prec@1 88.281 (90.795)
Epoch 27: [195/390] Time 8.7043 Loss 0.2537 (0.2636) Prec@1 91.406 (90.773)
Epoch 27: [234/390] Time 8.7041 Loss 0.2210 (0.2640) Prec@1 92.969 (90.715)
Epoch 27: [273/390] Time 8.7026 Loss 0.2641 (0.2659) Prec@1 88.281 (90.642)
Epoch 27: [312/390] Time 8.7021 Loss 0.2210 (0.2661) Prec@1 90.625 (90.550)
Epoch 27: [351/390] Time 8.7027 Loss 0.1579 (0.2671) Prec@1 95.312 (90.514)
Epoch 27: [390/390] Time 8.7006 Loss 0.3558 (0.2670) Prec@1 88.281 (90.515)
* Prec@1 86.699
Epoch 28: [39/390] Time 8.8072 Loss 0.2025 (0.2642) Prec@1 93.750 (90.825)
Epoch 28: [78/390] Time 8.7006 Loss 0.1856 (0.2610) Prec@1 93.750 (90.865)
Epoch 28: [117/390] Time 8.7031 Loss 0.2738 (0.2589) Prec@1 89.844 (90.779)
Epoch 28: [156/390] Time 8.7040 Loss 0.3178 (0.2580) Prec@1 88.281 (90.905)
Epoch 28: [195/390] Time 8.7031 Loss 0.2501 (0.2579) Prec@1 91.406 (90.929)
Epoch 28: [234/390] Time 8.7043 Loss 0.3162 (0.2582) Prec@1 86.719 (90.845)
Epoch 28: [273/390] Time 8.7044 Loss 0.2744 (0.2588) Prec@1 87.500 (90.788)
Epoch 28: [312/390] Time 8.7030 Loss 0.2788 (0.2586) Prec@1 92.188 (90.825)
Epoch 28: [351/390] Time 8.7046 Loss 0.2091 (0.2593) Prec@1 90.625 (90.814)
Epoch 28: [390/390] Time 8.7019 Loss 0.2129 (0.2596) Prec@1 92.188 (90.785)
* Prec@1 86.899
Epoch 29: [39/390] Time 8.8044 Loss 0.2174 (0.2493) Prec@1 90.625 (91.166)
Epoch 29: [78/390] Time 8.7029 Loss 0.3100 (0.2476) Prec@1 89.844 (91.176)
Epoch 29: [117/390] Time 8.7030 Loss 0.2729 (0.2443) Prec@1 90.625 (91.453)
Epoch 29: [156/390] Time 8.7032 Loss 0.1774 (0.2450) Prec@1 93.750 (91.436)
Epoch 29: [195/390] Time 8.7041 Loss 0.2993 (0.2456) Prec@1 87.500 (91.370)
Epoch 29: [234/390] Time 8.7025 Loss 0.2550 (0.2473) Prec@1 90.625 (91.289)
Epoch 29: [273/390] Time 8.7033 Loss 0.1898 (0.2463) Prec@1 93.750 (91.323)
Epoch 29: [312/390] Time 8.7042 Loss 0.3397 (0.2493) Prec@1 85.156 (91.183)
Epoch 29: [351/390] Time 8.7024 Loss 0.2242 (0.2503) Prec@1 91.406 (91.137)
Epoch 29: [390/390] Time 8.7024 Loss 0.2642 (0.2515) Prec@1 91.406 (91.118)
* Prec@1 86.629
Epoch 30: [39/390] Time 8.7845 Loss 0.1995 (0.2314) Prec@1 92.969 (91.567)
Epoch 30: [78/390] Time 8.7033 Loss 0.2689 (0.2386) Prec@1 89.062 (91.667)
Epoch 30: [117/390] Time 8.7016 Loss 0.2625 (0.2419) Prec@1 92.188 (91.500)
Epoch 30: [156/390] Time 8.7029 Loss 0.2131 (0.2460) Prec@1 94.531 (91.336)
Epoch 30: [195/390] Time 8.7024 Loss 0.2348 (0.2476) Prec@1 92.188 (91.290)
Epoch 30: [234/390] Time 8.7036 Loss 0.2900 (0.2489) Prec@1 89.062 (91.246)
Epoch 30: [273/390] Time 8.7034 Loss 0.2748 (0.2497) Prec@1 88.281 (91.134)
Epoch 30: [312/390] Time 8.7038 Loss 0.2735 (0.2487) Prec@1 89.062 (91.121)
Epoch 30: [351/390] Time 8.7022 Loss 0.2470 (0.2476) Prec@1 89.844 (91.135)
Epoch 30: [390/390] Time 8.7008 Loss 0.2038 (0.2480) Prec@1 92.188 (91.128)
* Prec@1 87.520
Epoch 31: [39/390] Time 8.8200 Loss 0.3306 (0.2343) Prec@1 85.156 (91.727)
Epoch 31: [78/390] Time 8.7036 Loss 0.2250 (0.2324) Prec@1 92.969 (91.827)
Epoch 31: [117/390] Time 8.7038 Loss 0.1518 (0.2374) Prec@1 94.531 (91.580)
Epoch 31: [156/390] Time 8.7034 Loss 0.2280 (0.2412) Prec@1 92.188 (91.491)
Epoch 31: [195/390] Time 8.7031 Loss 0.2354 (0.2373) Prec@1 92.188 (91.659)
Epoch 31: [234/390] Time 8.7028 Loss 0.2569 (0.2412) Prec@1 92.969 (91.450)
Epoch 31: [273/390] Time 8.7045 Loss 0.3442 (0.2441) Prec@1 87.500 (91.349)
Epoch 31: [312/390] Time 8.7032 Loss 0.2155 (0.2439) Prec@1 91.406 (91.339)
Epoch 31: [351/390] Time 8.7046 Loss 0.3698 (0.2446) Prec@1 86.719 (91.262)
Epoch 31: [390/390] Time 8.7026 Loss 0.2573 (0.2429) Prec@1 91.406 (91.322)
* Prec@1 86.909
Epoch 32: [39/390] Time 8.7887 Loss 0.2250 (0.2224) Prec@1 92.969 (92.007)
Epoch 32: [78/390] Time 8.7051 Loss 0.1281 (0.2257) Prec@1 96.094 (91.807)
Epoch 32: [117/390] Time 8.7040 Loss 0.2386 (0.2219) Prec@1 90.625 (92.034)
Epoch 32: [156/390] Time 8.7033 Loss 0.2238 (0.2256) Prec@1 92.969 (91.817)
Epoch 32: [195/390] Time 8.7041 Loss 0.2798 (0.2283) Prec@1 91.406 (91.767)
Epoch 32: [234/390] Time 8.7042 Loss 0.2748 (0.2282) Prec@1 91.406 (91.774)
Epoch 32: [273/390] Time 8.7047 Loss 0.2268 (0.2299) Prec@1 92.188 (91.710)
Epoch 32: [312/390] Time 8.7056 Loss 0.1928 (0.2300) Prec@1 92.969 (91.774)
Epoch 32: [351/390] Time 8.7040 Loss 0.1965 (0.2326) Prec@1 91.406 (91.689)
Epoch 32: [390/390] Time 8.7018 Loss 0.1932 (0.2339) Prec@1 91.406 (91.641)
* Prec@1 87.660
Epoch 33: [39/390] Time 8.8010 Loss 0.2797 (0.2246) Prec@1 88.281 (92.167)
Epoch 33: [78/390] Time 8.7049 Loss 0.1766 (0.2220) Prec@1 92.969 (92.238)
Epoch 33: [117/390] Time 8.7046 Loss 0.2751 (0.2275) Prec@1 92.188 (92.127)
Epoch 33: [156/390] Time 8.7047 Loss 0.2777 (0.2324) Prec@1 89.844 (91.837)
Epoch 33: [195/390] Time 8.7054 Loss 0.2088 (0.2324) Prec@1 92.188 (91.835)
Epoch 33: [234/390] Time 8.7049 Loss 0.2034 (0.2305) Prec@1 92.969 (91.844)
Epoch 33: [273/390] Time 8.7040 Loss 0.2142 (0.2297) Prec@1 94.531 (91.896)
Epoch 33: [312/390] Time 8.7049 Loss 0.3395 (0.2309) Prec@1 83.594 (91.824)
Epoch 33: [351/390] Time 8.7080 Loss 0.2497 (0.2298) Prec@1 91.406 (91.867)
Epoch 33: [390/390] Time 8.7036 Loss 0.1719 (0.2276) Prec@1 92.969 (91.961)
* Prec@1 86.929
Epoch 34: [39/390] Time 8.7935 Loss 0.2783 (0.2160) Prec@1 89.844 (92.408)
Epoch 34: [78/390] Time 8.7038 Loss 0.1789 (0.2201) Prec@1 94.531 (92.228)
Epoch 34: [117/390] Time 8.7028 Loss 0.1742 (0.2191) Prec@1 93.750 (92.221)
Epoch 34: [156/390] Time 8.7027 Loss 0.2552 (0.2194) Prec@1 92.188 (92.223)
Epoch 34: [195/390] Time 8.7042 Loss 0.2507 (0.2178) Prec@1 92.188 (92.312)
Epoch 34: [234/390] Time 8.7042 Loss 0.2073 (0.2170) Prec@1 94.531 (92.341)
Epoch 34: [273/390] Time 8.7052 Loss 0.2485 (0.2211) Prec@1 89.062 (92.208)
Epoch 34: [312/390] Time 8.7053 Loss 0.2730 (0.2214) Prec@1 89.844 (92.182)
Epoch 34: [351/390] Time 8.7049 Loss 0.2642 (0.2226) Prec@1 88.281 (92.103)
Epoch 34: [390/390] Time 8.7034 Loss 0.2406 (0.2239) Prec@1 92.188 (92.081)
* Prec@1 87.370
Epoch 35: [39/390] Time 8.8012 Loss 0.2160 (0.2024) Prec@1 92.969 (93.289)
Epoch 35: [78/390] Time 8.7037 Loss 0.2038 (0.2036) Prec@1 89.844 (92.939)
Epoch 35: [117/390] Time 8.7037 Loss 0.1596 (0.2069) Prec@1 94.531 (92.795)
Epoch 35: [156/390] Time 8.7024 Loss 0.1605 (0.2103) Prec@1 96.094 (92.638)
Epoch 35: [195/390] Time 8.7024 Loss 0.3159 (0.2107) Prec@1 89.062 (92.620)
Epoch 35: [234/390] Time 8.7032 Loss 0.2676 (0.2117) Prec@1 88.281 (92.575)
Epoch 35: [273/390] Time 8.7043 Loss 0.1971 (0.2115) Prec@1 93.750 (92.534)
Epoch 35: [312/390] Time 8.7045 Loss 0.2856 (0.2123) Prec@1 91.406 (92.473)
Epoch 35: [351/390] Time 8.7040 Loss 0.2403 (0.2133) Prec@1 92.188 (92.477)
Epoch 35: [390/390] Time 8.7028 Loss 0.2545 (0.2132) Prec@1 91.406 (92.474)
* Prec@1 87.750
Epoch 36: [39/390] Time 8.8388 Loss 0.1072 (0.2104) Prec@1 97.656 (92.648)
Epoch 36: [78/390] Time 8.7042 Loss 0.1526 (0.2094) Prec@1 93.750 (92.688)
Epoch 36: [117/390] Time 8.7050 Loss 0.2187 (0.2075) Prec@1 92.188 (92.735)
Epoch 36: [156/390] Time 8.7042 Loss 0.1989 (0.2072) Prec@1 92.188 (92.703)
Epoch 36: [195/390] Time 8.7045 Loss 0.1719 (0.2068) Prec@1 95.312 (92.720)
Epoch 36: [234/390] Time 8.7035 Loss 0.1584 (0.2071) Prec@1 95.312 (92.682)
Epoch 36: [273/390] Time 8.7050 Loss 0.2507 (0.2087) Prec@1 92.188 (92.571)
Epoch 36: [312/390] Time 8.7042 Loss 0.3563 (0.2093) Prec@1 88.281 (92.566)
Epoch 36: [351/390] Time 8.7041 Loss 0.2607 (0.2110) Prec@1 89.062 (92.490)
Epoch 36: [390/390] Time 8.7014 Loss 0.2617 (0.2112) Prec@1 92.188 (92.486)
* Prec@1 87.500
Epoch 37: [39/390] Time 8.7904 Loss 0.1648 (0.2076) Prec@1 91.406 (93.129)
Epoch 37: [78/390] Time 8.7061 Loss 0.1592 (0.2024) Prec@1 96.094 (93.189)
Epoch 37: [117/390] Time 8.7043 Loss 0.1978 (0.1983) Prec@1 92.188 (93.263)
Epoch 37: [156/390] Time 8.7041 Loss 0.1488 (0.1995) Prec@1 93.750 (93.139)
Epoch 37: [195/390] Time 8.7056 Loss 0.1061 (0.2031) Prec@1 96.875 (93.073)
Epoch 37: [234/390] Time 8.7075 Loss 0.1756 (0.2029) Prec@1 94.531 (93.056)
Epoch 37: [273/390] Time 8.7064 Loss 0.1994 (0.2051) Prec@1 93.750 (93.029)
Epoch 37: [312/390] Time 8.7065 Loss 0.2281 (0.2044) Prec@1 92.969 (93.069)
Epoch 37: [351/390] Time 8.7062 Loss 0.1280 (0.2044) Prec@1 96.094 (93.053)
Epoch 37: [390/390] Time 8.7038 Loss 0.2513 (0.2051) Prec@1 89.062 (93.003)
* Prec@1 87.871
Epoch 38: [39/390] Time 8.7964 Loss 0.1677 (0.2072) Prec@1 94.531 (92.368)
Epoch 38: [78/390] Time 8.7051 Loss 0.1640 (0.1996) Prec@1 94.531 (92.829)
Epoch 38: [117/390] Time 8.7059 Loss 0.1856 (0.1996) Prec@1 92.188 (92.922)
Epoch 38: [156/390] Time 8.7068 Loss 0.1427 (0.1956) Prec@1 93.750 (93.089)
Epoch 38: [195/390] Time 8.7073 Loss 0.1947 (0.1978) Prec@1 93.750 (92.961)
Epoch 38: [234/390] Time 8.7061 Loss 0.2612 (0.1960) Prec@1 89.062 (93.039)
Epoch 38: [273/390] Time 8.7054 Loss 0.1738 (0.1932) Prec@1 96.875 (93.143)
Epoch 38: [312/390] Time 8.7047 Loss 0.1173 (0.1941) Prec@1 96.875 (93.119)
Epoch 38: [351/390] Time 8.7044 Loss 0.2050 (0.1937) Prec@1 91.406 (93.138)
Epoch 38: [390/390] Time 8.7043 Loss 0.2689 (0.1952) Prec@1 85.938 (93.045)
* Prec@1 87.911
Epoch 39: [39/390] Time 8.8064 Loss 0.1657 (0.1830) Prec@1 94.531 (93.450)
Epoch 39: [78/390] Time 8.7063 Loss 0.2024 (0.1913) Prec@1 92.188 (93.079)
Epoch 39: [117/390] Time 8.7041 Loss 0.2193 (0.1910) Prec@1 92.188 (93.069)
Epoch 39: [156/390] Time 8.7047 Loss 0.2536 (0.1916) Prec@1 91.406 (93.094)
Epoch 39: [195/390] Time 8.7048 Loss 0.1522 (0.1906) Prec@1 92.969 (93.177)
Epoch 39: [234/390] Time 8.7058 Loss 0.1987 (0.1941) Prec@1 95.312 (93.062)
Epoch 39: [273/390] Time 8.7091 Loss 0.2547 (0.1922) Prec@1 90.625 (93.132)
Epoch 39: [312/390] Time 8.7075 Loss 0.1587 (0.1923) Prec@1 94.531 (93.106)
Epoch 39: [351/390] Time 8.7096 Loss 0.1674 (0.1912) Prec@1 91.406 (93.136)
Epoch 39: [390/390] Time 8.7083 Loss 0.2735 (0.1927) Prec@1 89.062 (93.097)
* Prec@1 88.331
Epoch 40: [39/390] Time 8.8187 Loss 0.1573 (0.1739) Prec@1 95.312 (93.870)
Epoch 40: [78/390] Time 8.7087 Loss 0.1484 (0.1786) Prec@1 95.312 (93.640)
Epoch 40: [117/390] Time 8.7093 Loss 0.1706 (0.1768) Prec@1 93.750 (93.610)
Epoch 40: [156/390] Time 8.7080 Loss 0.1317 (0.1763) Prec@1 94.531 (93.665)
Epoch 40: [195/390] Time 8.7100 Loss 0.1319 (0.1801) Prec@1 95.312 (93.574)
Epoch 40: [234/390] Time 8.7094 Loss 0.2217 (0.1828) Prec@1 92.188 (93.476)
Epoch 40: [273/390] Time 8.7105 Loss 0.1036 (0.1852) Prec@1 96.875 (93.421)
Epoch 40: [312/390] Time 8.7093 Loss 0.1885 (0.1832) Prec@1 93.750 (93.510)
Epoch 40: [351/390] Time 8.7091 Loss 0.1388 (0.1826) Prec@1 96.875 (93.561)
Epoch 40: [390/390] Time 8.7067 Loss 0.1780 (0.1843) Prec@1 93.750 (93.474)
* Prec@1 88.081
Epoch 41: [39/390] Time 8.8029 Loss 0.2406 (0.1801) Prec@1 90.625 (93.409)
Epoch 41: [78/390] Time 8.7082 Loss 0.1302 (0.1785) Prec@1 95.312 (93.520)
Epoch 41: [117/390] Time 8.7084 Loss 0.1520 (0.1733) Prec@1 92.969 (93.730)
Epoch 41: [156/390] Time 8.7086 Loss 0.1441 (0.1733) Prec@1 96.094 (93.705)
Epoch 41: [195/390] Time 8.7066 Loss 0.1323 (0.1708) Prec@1 94.531 (93.774)
Epoch 41: [234/390] Time 8.7069 Loss 0.2226 (0.1735) Prec@1 91.406 (93.723)
Epoch 41: [273/390] Time 8.7053 Loss 0.2234 (0.1762) Prec@1 92.969 (93.681)
Epoch 41: [312/390] Time 8.7056 Loss 0.2124 (0.1756) Prec@1 92.188 (93.710)
Epoch 41: [351/390] Time 8.7070 Loss 0.2182 (0.1759) Prec@1 90.625 (93.748)
Epoch 41: [390/390] Time 8.7057 Loss 0.2414 (0.1762) Prec@1 89.844 (93.724)
* Prec@1 87.881
Epoch 42: [39/390] Time 8.8047 Loss 0.2014 (0.1753) Prec@1 94.531 (93.890)
Epoch 42: [78/390] Time 8.7059 Loss 0.1895 (0.1804) Prec@1 95.312 (93.720)
Epoch 42: [117/390] Time 8.7069 Loss 0.1969 (0.1783) Prec@1 91.406 (93.817)
Epoch 42: [156/390] Time 8.7070 Loss 0.1881 (0.1801) Prec@1 92.969 (93.745)
Epoch 42: [195/390] Time 8.7068 Loss 0.1893 (0.1811) Prec@1 92.188 (93.638)
Epoch 42: [234/390] Time 8.7059 Loss 0.1085 (0.1790) Prec@1 96.875 (93.680)
Epoch 42: [273/390] Time 8.7065 Loss 0.1380 (0.1772) Prec@1 96.094 (93.793)
Epoch 42: [312/390] Time 8.7058 Loss 0.1648 (0.1761) Prec@1 92.969 (93.853)
Epoch 42: [351/390] Time 8.7055 Loss 0.1826 (0.1770) Prec@1 90.625 (93.843)
Epoch 42: [390/390] Time 8.7036 Loss 0.1291 (0.1756) Prec@1 94.531 (93.894)
* Prec@1 87.921
Epoch 43: [39/390] Time 8.7805 Loss 0.1594 (0.1616) Prec@1 92.188 (94.391)
Epoch 43: [78/390] Time 8.7061 Loss 0.1009 (0.1663) Prec@1 96.875 (94.311)
Epoch 43: [117/390] Time 8.7085 Loss 0.1658 (0.1684) Prec@1 93.750 (94.224)
Epoch 43: [156/390] Time 8.7091 Loss 0.1573 (0.1737) Prec@1 93.750 (93.995)
Epoch 43: [195/390] Time 8.7087 Loss 0.2475 (0.1751) Prec@1 89.844 (93.830)
Epoch 43: [234/390] Time 8.7081 Loss 0.1369 (0.1752) Prec@1 96.875 (93.810)
Epoch 43: [273/390] Time 8.7079 Loss 0.1654 (0.1735) Prec@1 93.750 (93.844)
Epoch 43: [312/390] Time 8.7091 Loss 0.1579 (0.1727) Prec@1 92.969 (93.898)
Epoch 43: [351/390] Time 8.7092 Loss 0.1794 (0.1724) Prec@1 96.094 (93.924)
Epoch 43: [390/390] Time 8.7095 Loss 0.2090 (0.1730) Prec@1 91.406 (93.922)
* Prec@1 88.832
Epoch 44: [39/390] Time 8.8227 Loss 0.1459 (0.1710) Prec@1 96.094 (93.590)
Epoch 44: [78/390] Time 8.7082 Loss 0.1511 (0.1648) Prec@1 96.094 (93.830)
Epoch 44: [117/390] Time 8.7082 Loss 0.0809 (0.1625) Prec@1 96.875 (94.044)
Epoch 44: [156/390] Time 8.7068 Loss 0.1706 (0.1635) Prec@1 94.531 (94.055)
Epoch 44: [195/390] Time 8.7085 Loss 0.1392 (0.1642) Prec@1 93.750 (94.018)
Epoch 44: [234/390] Time 8.7087 Loss 0.1757 (0.1639) Prec@1 93.750 (94.071)
Epoch 44: [273/390] Time 8.7115 Loss 0.1472 (0.1642) Prec@1 95.312 (94.145)
Epoch 44: [312/390] Time 8.7094 Loss 0.1616 (0.1638) Prec@1 92.188 (94.171)
Epoch 44: [351/390] Time 8.7082 Loss 0.0671 (0.1643) Prec@1 97.656 (94.133)
Epoch 44: [390/390] Time 8.7084 Loss 0.1444 (0.1625) Prec@1 94.531 (94.223)
* Prec@1 88.792
Epoch 45: [39/390] Time 8.7879 Loss 0.1265 (0.1624) Prec@1 95.312 (94.351)
Epoch 45: [78/390] Time 8.7096 Loss 0.2583 (0.1620) Prec@1 90.625 (94.441)
Epoch 45: [117/390] Time 8.7104 Loss 0.2410 (0.1577) Prec@1 92.188 (94.525)
Epoch 45: [156/390] Time 8.7102 Loss 0.1263 (0.1575) Prec@1 96.094 (94.551)
Epoch 45: [195/390] Time 8.7093 Loss 0.1382 (0.1555) Prec@1 94.531 (94.655)
Epoch 45: [234/390] Time 8.7092 Loss 0.0764 (0.1566) Prec@1 98.438 (94.571)
Epoch 45: [273/390] Time 8.7088 Loss 0.1314 (0.1567) Prec@1 94.531 (94.574)
Epoch 45: [312/390] Time 8.7083 Loss 0.2282 (0.1576) Prec@1 91.406 (94.521)
Epoch 45: [351/390] Time 8.7080 Loss 0.1705 (0.1586) Prec@1 92.969 (94.462)
Epoch 45: [390/390] Time 8.7057 Loss 0.1240 (0.1586) Prec@1 96.094 (94.471)
* Prec@1 88.732
Epoch 46: [39/390] Time 8.8027 Loss 0.1709 (0.1451) Prec@1 94.531 (94.952)
Epoch 46: [78/390] Time 8.7104 Loss 0.1506 (0.1506) Prec@1 96.094 (94.681)
Epoch 46: [117/390] Time 8.7092 Loss 0.1551 (0.1508) Prec@1 95.312 (94.618)
Epoch 46: [156/390] Time 8.7081 Loss 0.1566 (0.1520) Prec@1 95.312 (94.616)
Epoch 46: [195/390] Time 8.7092 Loss 0.2142 (0.1543) Prec@1 94.531 (94.535)
Epoch 46: [234/390] Time 8.7092 Loss 0.1424 (0.1545) Prec@1 93.750 (94.571)
Epoch 46: [273/390] Time 8.7085 Loss 0.1698 (0.1550) Prec@1 92.188 (94.543)
Epoch 46: [312/390] Time 8.7090 Loss 0.0891 (0.1548) Prec@1 97.656 (94.556)
Epoch 46: [351/390] Time 8.7087 Loss 0.0944 (0.1552) Prec@1 96.875 (94.565)
Epoch 46: [390/390] Time 8.7073 Loss 0.1911 (0.1558) Prec@1 95.312 (94.535)
* Prec@1 88.632
Epoch 47: [39/390] Time 8.8094 Loss 0.1271 (0.1461) Prec@1 95.312 (94.932)
Epoch 47: [78/390] Time 8.7087 Loss 0.1174 (0.1527) Prec@1 95.312 (94.651)
Epoch 47: [117/390] Time 8.7102 Loss 0.1302 (0.1548) Prec@1 95.312 (94.598)
Epoch 47: [156/390] Time 8.7082 Loss 0.2031 (0.1524) Prec@1 92.188 (94.767)
Epoch 47: [195/390] Time 8.7079 Loss 0.0889 (0.1487) Prec@1 96.094 (94.880)
Epoch 47: [234/390] Time 8.7077 Loss 0.0594 (0.1484) Prec@1 100.000 (94.888)
Epoch 47: [273/390] Time 8.7092 Loss 0.1011 (0.1494) Prec@1 96.875 (94.849)
Epoch 47: [312/390] Time 8.7109 Loss 0.1797 (0.1506) Prec@1 93.750 (94.769)
Epoch 47: [351/390] Time 8.7110 Loss 0.0554 (0.1507) Prec@1 99.219 (94.772)
Epoch 47: [390/390] Time 8.7086 Loss 0.2645 (0.1505) Prec@1 92.188 (94.768)
* Prec@1 88.742
Epoch 48: [39/390] Time 8.8079 Loss 0.1528 (0.1421) Prec@1 94.531 (95.092)
Epoch 48: [78/390] Time 8.7094 Loss 0.0759 (0.1402) Prec@1 97.656 (94.982)
Epoch 48: [117/390] Time 8.7107 Loss 0.0980 (0.1419) Prec@1 95.312 (95.052)
Epoch 48: [156/390] Time 8.7093 Loss 0.1272 (0.1426) Prec@1 94.531 (94.987)
Epoch 48: [195/390] Time 8.7103 Loss 0.0988 (0.1460) Prec@1 97.656 (94.872)
Epoch 48: [234/390] Time 8.7089 Loss 0.1446 (0.1451) Prec@1 96.875 (94.922)
Epoch 48: [273/390] Time 8.7084 Loss 0.1299 (0.1432) Prec@1 94.531 (94.961)
Epoch 48: [312/390] Time 8.7089 Loss 0.2157 (0.1435) Prec@1 92.188 (94.954)
Epoch 48: [351/390] Time 8.7125 Loss 0.1125 (0.1445) Prec@1 96.094 (94.905)
Epoch 48: [390/390] Time 8.7074 Loss 0.2270 (0.1442) Prec@1 91.406 (94.944)
* Prec@1 88.812
Epoch 49: [39/390] Time 8.7982 Loss 0.1183 (0.1429) Prec@1 97.656 (95.132)
Epoch 49: [78/390] Time 8.7095 Loss 0.2285 (0.1440) Prec@1 89.062 (95.042)
Epoch 49: [117/390] Time 8.7094 Loss 0.1938 (0.1451) Prec@1 92.188 (94.912)
Epoch 49: [156/390] Time 8.7087 Loss 0.0977 (0.1411) Prec@1 96.094 (95.072)
Epoch 49: [195/390] Time 8.7090 Loss 0.1866 (0.1397) Prec@1 92.188 (95.120)
Epoch 49: [234/390] Time 8.7101 Loss 0.1930 (0.1402) Prec@1 92.969 (95.099)
Epoch 49: [273/390] Time 8.7097 Loss 0.1111 (0.1427) Prec@1 96.094 (95.021)
Epoch 49: [312/390] Time 8.7097 Loss 0.1265 (0.1431) Prec@1 95.312 (95.035)
Epoch 49: [351/390] Time 8.7086 Loss 0.0868 (0.1432) Prec@1 96.094 (94.985)
Epoch 49: [390/390] Time 8.7082 Loss 0.2108 (0.1427) Prec@1 90.625 (94.980)
* Prec@1 88.992
Epoch 50: [39/390] Time 8.8032 Loss 0.0710 (0.1371) Prec@1 97.656 (95.493)
Epoch 50: [78/390] Time 8.7103 Loss 0.2192 (0.1377) Prec@1 91.406 (95.212)
Epoch 50: [117/390] Time 8.7089 Loss 0.1893 (0.1353) Prec@1 94.531 (95.399)
Epoch 50: [156/390] Time 8.7103 Loss 0.0911 (0.1365) Prec@1 96.094 (95.363)
Epoch 50: [195/390] Time 8.7073 Loss 0.1834 (0.1384) Prec@1 93.750 (95.288)
Epoch 50: [234/390] Time 8.7088 Loss 0.1161 (0.1371) Prec@1 96.875 (95.346)
Epoch 50: [273/390] Time 8.7085 Loss 0.1110 (0.1374) Prec@1 95.312 (95.270)
Epoch 50: [312/390] Time 8.7094 Loss 0.1848 (0.1368) Prec@1 95.312 (95.285)
Epoch 50: [351/390] Time 8.7085 Loss 0.1323 (0.1371) Prec@1 95.312 (95.255)
Epoch 50: [390/390] Time 8.7072 Loss 0.0997 (0.1375) Prec@1 96.875 (95.196)
* Prec@1 89.113
Epoch 51: [39/390] Time 8.8163 Loss 0.1790 (0.1325) Prec@1 93.750 (95.493)
Epoch 51: [78/390] Time 8.7080 Loss 0.1882 (0.1277) Prec@1 92.188 (95.743)
Epoch 51: [117/390] Time 8.7084 Loss 0.0640 (0.1341) Prec@1 98.438 (95.312)
Epoch 51: [156/390] Time 8.7085 Loss 0.1742 (0.1363) Prec@1 93.750 (95.172)
Epoch 51: [195/390] Time 8.7091 Loss 0.1307 (0.1370) Prec@1 95.312 (95.128)
Epoch 51: [234/390] Time 8.7108 Loss 0.0712 (0.1376) Prec@1 98.438 (95.139)
Epoch 51: [273/390] Time 8.7087 Loss 0.1654 (0.1380) Prec@1 95.312 (95.081)
Epoch 51: [312/390] Time 8.7103 Loss 0.1170 (0.1387) Prec@1 97.656 (95.052)
Epoch 51: [351/390] Time 8.7097 Loss 0.0762 (0.1385) Prec@1 97.656 (95.097)
Epoch 51: [390/390] Time 8.7092 Loss 0.0982 (0.1384) Prec@1 96.875 (95.108)
* Prec@1 89.443
Epoch 52: [39/390] Time 8.8095 Loss 0.1715 (0.1316) Prec@1 93.750 (95.533)
Epoch 52: [78/390] Time 8.7121 Loss 0.0826 (0.1313) Prec@1 96.875 (95.473)
Epoch 52: [117/390] Time 8.7095 Loss 0.0937 (0.1330) Prec@1 97.656 (95.373)
Epoch 52: [156/390] Time 8.7090 Loss 0.0542 (0.1337) Prec@1 98.438 (95.328)
Epoch 52: [195/390] Time 8.7082 Loss 0.1615 (0.1329) Prec@1 92.188 (95.377)
Epoch 52: [234/390] Time 8.7092 Loss 0.0888 (0.1330) Prec@1 98.438 (95.339)
Epoch 52: [273/390] Time 8.7100 Loss 0.1723 (0.1343) Prec@1 94.531 (95.324)
Epoch 52: [312/390] Time 8.7090 Loss 0.1751 (0.1342) Prec@1 93.750 (95.315)
Epoch 52: [351/390] Time 8.7091 Loss 0.1721 (0.1341) Prec@1 92.188 (95.295)
Epoch 52: [390/390] Time 8.7082 Loss 0.0843 (0.1343) Prec@1 98.438 (95.288)
* Prec@1 89.443
Epoch 53: [39/390] Time 8.7834 Loss 0.0929 (0.1348) Prec@1 96.875 (95.252)
Epoch 53: [78/390] Time 8.7075 Loss 0.1131 (0.1318) Prec@1 96.094 (95.413)
Epoch 53: [117/390] Time 8.7081 Loss 0.1306 (0.1303) Prec@1 93.750 (95.479)
Epoch 53: [156/390] Time 8.7082 Loss 0.1032 (0.1310) Prec@1 97.656 (95.383)
Epoch 53: [195/390] Time 8.7066 Loss 0.1304 (0.1308) Prec@1 95.312 (95.373)
Epoch 53: [234/390] Time 8.7078 Loss 0.1186 (0.1302) Prec@1 96.094 (95.449)
Epoch 53: [273/390] Time 8.7065 Loss 0.0811 (0.1289) Prec@1 96.094 (95.519)
Epoch 53: [312/390] Time 8.7061 Loss 0.0724 (0.1292) Prec@1 98.438 (95.513)
Epoch 53: [351/390] Time 8.7063 Loss 0.1241 (0.1298) Prec@1 96.875 (95.493)
Epoch 53: [390/390] Time 8.7054 Loss 0.0841 (0.1296) Prec@1 96.094 (95.513)
* Prec@1 89.383
Epoch 54: [39/390] Time 8.7905 Loss 0.2174 (0.1353) Prec@1 96.094 (95.192)
Epoch 54: [78/390] Time 8.7080 Loss 0.1252 (0.1348) Prec@1 96.094 (95.222)
Epoch 54: [117/390] Time 8.7071 Loss 0.1123 (0.1357) Prec@1 95.312 (95.146)
Epoch 54: [156/390] Time 8.7083 Loss 0.0850 (0.1317) Prec@1 97.656 (95.398)
Epoch 54: [195/390] Time 8.7071 Loss 0.1213 (0.1306) Prec@1 94.531 (95.449)
Epoch 54: [234/390] Time 8.7071 Loss 0.1193 (0.1312) Prec@1 96.094 (95.469)
Epoch 54: [273/390] Time 8.7089 Loss 0.1052 (0.1301) Prec@1 95.312 (95.461)
Epoch 54: [312/390] Time 8.7088 Loss 0.1106 (0.1303) Prec@1 96.875 (95.455)
Epoch 54: [351/390] Time 8.7080 Loss 0.1556 (0.1294) Prec@1 93.750 (95.502)
Epoch 54: [390/390] Time 8.7070 Loss 0.1469 (0.1307) Prec@1 94.531 (95.443)
* Prec@1 89.133
Epoch 55: [39/390] Time 8.7995 Loss 0.1182 (0.1262) Prec@1 96.875 (95.793)
Epoch 55: [78/390] Time 8.7074 Loss 0.1529 (0.1211) Prec@1 94.531 (95.873)
Epoch 55: [117/390] Time 8.7071 Loss 0.1825 (0.1239) Prec@1 92.969 (95.633)
Epoch 55: [156/390] Time 8.7101 Loss 0.1936 (0.1235) Prec@1 92.969 (95.698)
Epoch 55: [195/390] Time 8.7090 Loss 0.0586 (0.1232) Prec@1 98.438 (95.681)
Epoch 55: [234/390] Time 8.7080 Loss 0.1412 (0.1235) Prec@1 93.750 (95.640)
Epoch 55: [273/390] Time 8.7088 Loss 0.0753 (0.1252) Prec@1 96.875 (95.567)
Epoch 55: [312/390] Time 8.7066 Loss 0.1269 (0.1267) Prec@1 94.531 (95.518)
Epoch 55: [351/390] Time 8.7066 Loss 0.0667 (0.1261) Prec@1 98.438 (95.526)
Epoch 55: [390/390] Time 8.7076 Loss 0.1136 (0.1260) Prec@1 96.094 (95.509)
* Prec@1 89.573
Epoch 56: [39/390] Time 8.7954 Loss 0.1696 (0.1370) Prec@1 92.188 (95.172)
Epoch 56: [78/390] Time 8.7090 Loss 0.1151 (0.1267) Prec@1 96.875 (95.593)
Epoch 56: [117/390] Time 8.7105 Loss 0.1449 (0.1261) Prec@1 92.969 (95.560)
Epoch 56: [156/390] Time 8.7097 Loss 0.0898 (0.1239) Prec@1 96.875 (95.663)
Epoch 56: [195/390] Time 8.7095 Loss 0.1526 (0.1222) Prec@1 95.312 (95.777)
Epoch 56: [234/390] Time 8.7090 Loss 0.1690 (0.1238) Prec@1 91.406 (95.700)
Epoch 56: [273/390] Time 8.7105 Loss 0.1338 (0.1240) Prec@1 94.531 (95.659)
Epoch 56: [312/390] Time 8.7102 Loss 0.1449 (0.1248) Prec@1 93.750 (95.623)
Epoch 56: [351/390] Time 8.7099 Loss 0.1056 (0.1245) Prec@1 96.094 (95.620)
Epoch 56: [390/390] Time 8.7069 Loss 0.1600 (0.1247) Prec@1 93.750 (95.617)
* Prec@1 89.303
Epoch 57: [39/390] Time 8.8019 Loss 0.1612 (0.1185) Prec@1 95.312 (95.753)
Epoch 57: [78/390] Time 8.7080 Loss 0.1870 (0.1160) Prec@1 95.312 (96.004)
Epoch 57: [117/390] Time 8.7078 Loss 0.0933 (0.1197) Prec@1 96.875 (95.947)
Epoch 57: [156/390] Time 8.7085 Loss 0.1038 (0.1206) Prec@1 96.875 (95.848)
Epoch 57: [195/390] Time 8.7106 Loss 0.1627 (0.1233) Prec@1 94.531 (95.741)
Epoch 57: [234/390] Time 8.7091 Loss 0.1899 (0.1210) Prec@1 91.406 (95.853)
Epoch 57: [273/390] Time 8.7071 Loss 0.1701 (0.1204) Prec@1 92.969 (95.845)
Epoch 57: [312/390] Time 8.7069 Loss 0.1721 (0.1195) Prec@1 93.750 (95.896)
Epoch 57: [351/390] Time 8.7077 Loss 0.1031 (0.1200) Prec@1 96.875 (95.862)
Epoch 57: [390/390] Time 8.7072 Loss 0.1260 (0.1207) Prec@1 95.312 (95.803)
* Prec@1 89.343
Epoch 58: [39/390] Time 8.7909 Loss 0.1341 (0.1114) Prec@1 96.094 (96.134)
Epoch 58: [78/390] Time 8.7079 Loss 0.1616 (0.1172) Prec@1 92.188 (95.893)
Epoch 58: [117/390] Time 8.7083 Loss 0.1430 (0.1186) Prec@1 92.969 (95.726)
Epoch 58: [156/390] Time 8.7075 Loss 0.0873 (0.1211) Prec@1 97.656 (95.648)
Epoch 58: [195/390] Time 8.7061 Loss 0.1745 (0.1227) Prec@1 94.531 (95.613)
Epoch 58: [234/390] Time 8.7081 Loss 0.0989 (0.1217) Prec@1 96.094 (95.656)
Epoch 58: [273/390] Time 8.7067 Loss 0.1919 (0.1215) Prec@1 95.312 (95.664)
Epoch 58: [312/390] Time 8.7078 Loss 0.1112 (0.1220) Prec@1 96.875 (95.653)
Epoch 58: [351/390] Time 8.7087 Loss 0.0898 (0.1228) Prec@1 96.875 (95.622)
Epoch 58: [390/390] Time 8.7063 Loss 0.1244 (0.1228) Prec@1 94.531 (95.621)
* Prec@1 89.203
Epoch 59: [39/390] Time 8.8024 Loss 0.1218 (0.1367) Prec@1 96.094 (95.192)
Epoch 59: [78/390] Time 8.7070 Loss 0.1446 (0.1286) Prec@1 96.094 (95.523)
Epoch 59: [117/390] Time 8.7076 Loss 0.1344 (0.1238) Prec@1 96.094 (95.740)
Epoch 59: [156/390] Time 8.7068 Loss 0.0788 (0.1222) Prec@1 96.875 (95.828)
Epoch 59: [195/390] Time 8.7067 Loss 0.1089 (0.1217) Prec@1 96.094 (95.877)
Epoch 59: [234/390] Time 8.7066 Loss 0.1027 (0.1227) Prec@1 97.656 (95.793)
Epoch 59: [273/390] Time 8.7056 Loss 0.1183 (0.1234) Prec@1 95.312 (95.759)
Epoch 59: [312/390] Time 8.7058 Loss 0.0933 (0.1230) Prec@1 97.656 (95.738)
Epoch 59: [351/390] Time 8.7092 Loss 0.1642 (0.1228) Prec@1 94.531 (95.740)
Epoch 59: [390/390] Time 8.7064 Loss 0.1740 (0.1233) Prec@1 92.969 (95.707)
* Prec@1 89.433
Best Prec@1 89.573
Start Training Last 20 EPOCHs
Epoch 0: [39/390] Time 8.7822 Loss 0.0581 (0.1210) Prec@1 98.438 (95.853)
Epoch 0: [78/390] Time 8.7046 Loss 0.0683 (0.1195) Prec@1 97.656 (96.024)
Epoch 0: [117/390] Time 8.7052 Loss 0.1405 (0.1217) Prec@1 94.531 (95.807)
Epoch 0: [156/390] Time 8.7050 Loss 0.0961 (0.1209) Prec@1 98.438 (95.858)
Epoch 0: [195/390] Time 8.7058 Loss 0.1924 (0.1215) Prec@1 94.531 (95.813)
Epoch 0: [234/390] Time 8.7076 Loss 0.1476 (0.1214) Prec@1 93.750 (95.817)
Epoch 0: [273/390] Time 8.7077 Loss 0.1389 (0.1208) Prec@1 95.312 (95.848)
Epoch 0: [312/390] Time 8.7085 Loss 0.1497 (0.1220) Prec@1 95.312 (95.828)
Epoch 0: [351/390] Time 8.7063 Loss 0.1344 (0.1237) Prec@1 95.312 (95.749)
Epoch 0: [390/390] Time 8.7044 Loss 0.0778 (0.1231) Prec@1 98.438 (95.743)
* Prec@1 89.443
Epoch 1: [39/390] Time 8.8038 Loss 0.0724 (0.1217) Prec@1 95.312 (95.533)
Epoch 1: [78/390] Time 8.7058 Loss 0.1158 (0.1183) Prec@1 97.656 (95.853)
Epoch 1: [117/390] Time 8.7070 Loss 0.0769 (0.1235) Prec@1 97.656 (95.700)
Epoch 1: [156/390] Time 8.7063 Loss 0.0910 (0.1209) Prec@1 96.094 (95.743)
Epoch 1: [195/390] Time 8.7072 Loss 0.1617 (0.1196) Prec@1 95.312 (95.745)
Epoch 1: [234/390] Time 8.7059 Loss 0.1137 (0.1194) Prec@1 95.312 (95.770)
Epoch 1: [273/390] Time 8.7062 Loss 0.0864 (0.1209) Prec@1 96.094 (95.705)
Epoch 1: [312/390] Time 8.7063 Loss 0.1130 (0.1214) Prec@1 96.875 (95.696)
Epoch 1: [351/390] Time 8.7060 Loss 0.1209 (0.1214) Prec@1 95.312 (95.713)
Epoch 1: [390/390] Time 8.7039 Loss 0.1368 (0.1225) Prec@1 94.531 (95.663)
* Prec@1 89.583
Epoch 2: [39/390] Time 8.7844 Loss 0.1925 (0.1341) Prec@1 91.406 (95.232)
Epoch 2: [78/390] Time 8.7078 Loss 0.0973 (0.1340) Prec@1 95.312 (95.312)
Epoch 2: [117/390] Time 8.7079 Loss 0.1062 (0.1278) Prec@1 95.312 (95.573)
Epoch 2: [156/390] Time 8.7076 Loss 0.0393 (0.1248) Prec@1 99.219 (95.638)
Epoch 2: [195/390] Time 8.7075 Loss 0.1066 (0.1259) Prec@1 92.969 (95.593)
Epoch 2: [234/390] Time 8.7075 Loss 0.1151 (0.1266) Prec@1 96.094 (95.573)
Epoch 2: [273/390] Time 8.7071 Loss 0.1643 (0.1266) Prec@1 91.406 (95.573)
Epoch 2: [312/390] Time 8.7089 Loss 0.1154 (0.1263) Prec@1 95.312 (95.558)
Epoch 2: [351/390] Time 8.7086 Loss 0.0693 (0.1264) Prec@1 97.656 (95.537)
Epoch 2: [390/390] Time 8.7062 Loss 0.1180 (0.1260) Prec@1 96.875 (95.575)
* Prec@1 89.503
Epoch 3: [39/390] Time 8.8172 Loss 0.1084 (0.1291) Prec@1 96.875 (95.413)
Epoch 3: [78/390] Time 8.7082 Loss 0.1024 (0.1284) Prec@1 96.875 (95.463)
Epoch 3: [117/390] Time 8.7084 Loss 0.2041 (0.1276) Prec@1 92.188 (95.499)
Epoch 3: [156/390] Time 8.7089 Loss 0.1194 (0.1257) Prec@1 94.531 (95.528)
Epoch 3: [195/390] Time 8.7093 Loss 0.1363 (0.1266) Prec@1 93.750 (95.493)
Epoch 3: [234/390] Time 8.7089 Loss 0.1372 (0.1258) Prec@1 94.531 (95.493)
Epoch 3: [273/390] Time 8.7084 Loss 0.2464 (0.1269) Prec@1 89.844 (95.421)
Epoch 3: [312/390] Time 8.7079 Loss 0.0854 (0.1259) Prec@1 98.438 (95.470)
Epoch 3: [351/390] Time 8.7091 Loss 0.0519 (0.1262) Prec@1 98.438 (95.475)
Epoch 3: [390/390] Time 8.7066 Loss 0.0627 (0.1255) Prec@1 97.656 (95.535)
* Prec@1 89.824
Epoch 4: [39/390] Time 8.8202 Loss 0.1770 (0.1330) Prec@1 92.188 (95.433)
Epoch 4: [78/390] Time 8.7098 Loss 0.0774 (0.1275) Prec@1 97.656 (95.583)
Epoch 4: [117/390] Time 8.7090 Loss 0.0819 (0.1287) Prec@1 98.438 (95.553)
Epoch 4: [156/390] Time 8.7073 Loss 0.1055 (0.1290) Prec@1 96.094 (95.603)
Epoch 4: [195/390] Time 8.7078 Loss 0.1476 (0.1288) Prec@1 95.312 (95.669)
Epoch 4: [234/390] Time 8.7084 Loss 0.0947 (0.1303) Prec@1 96.875 (95.570)
Epoch 4: [273/390] Time 8.7080 Loss 0.1335 (0.1295) Prec@1 94.531 (95.607)
Epoch 4: [312/390] Time 8.7087 Loss 0.0584 (0.1272) Prec@1 98.438 (95.663)
Epoch 4: [351/390] Time 8.7086 Loss 0.1429 (0.1263) Prec@1 95.312 (95.655)
Epoch 4: [390/390] Time 8.7075 Loss 0.1252 (0.1261) Prec@1 93.750 (95.659)
* Prec@1 89.273
Epoch 5: [39/390] Time 8.7984 Loss 0.1469 (0.1244) Prec@1 95.312 (95.793)
Epoch 5: [78/390] Time 8.7087 Loss 0.1096 (0.1199) Prec@1 95.312 (95.923)
Epoch 5: [117/390] Time 8.7098 Loss 0.1305 (0.1203) Prec@1 95.312 (95.920)
Epoch 5: [156/390] Time 8.7097 Loss 0.1345 (0.1215) Prec@1 96.094 (95.813)
Epoch 5: [195/390] Time 8.7097 Loss 0.2028 (0.1250) Prec@1 92.188 (95.665)
Epoch 5: [234/390] Time 8.7094 Loss 0.1067 (0.1248) Prec@1 97.656 (95.690)
Epoch 5: [273/390] Time 8.7089 Loss 0.1226 (0.1234) Prec@1 94.531 (95.756)
Epoch 5: [312/390] Time 8.7094 Loss 0.0991 (0.1229) Prec@1 96.875 (95.801)
Epoch 5: [351/390] Time 8.7110 Loss 0.1315 (0.1240) Prec@1 93.750 (95.742)
Epoch 5: [390/390] Time 8.7095 Loss 0.1747 (0.1234) Prec@1 92.188 (95.789)
* Prec@1 89.553
Epoch 6: [39/390] Time 8.7991 Loss 0.1496 (0.1177) Prec@1 95.312 (95.853)
Epoch 6: [78/390] Time 8.7106 Loss 0.1229 (0.1207) Prec@1 96.094 (95.693)
Epoch 6: [117/390] Time 8.7087 Loss 0.1496 (0.1192) Prec@1 95.312 (95.847)
Epoch 6: [156/390] Time 8.7097 Loss 0.1072 (0.1184) Prec@1 96.094 (95.903)
Epoch 6: [195/390] Time 8.7090 Loss 0.1375 (0.1208) Prec@1 97.656 (95.861)
Epoch 6: [234/390] Time 8.7092 Loss 0.1166 (0.1197) Prec@1 93.750 (95.900)
Epoch 6: [273/390] Time 8.7092 Loss 0.1307 (0.1204) Prec@1 94.531 (95.851)
Epoch 6: [312/390] Time 8.7091 Loss 0.0641 (0.1205) Prec@1 97.656 (95.831)
Epoch 6: [351/390] Time 8.7085 Loss 0.0909 (0.1202) Prec@1 96.094 (95.844)
Epoch 6: [390/390] Time 8.7068 Loss 0.0890 (0.1206) Prec@1 96.875 (95.797)
* Prec@1 89.353
Epoch 7: [39/390] Time 8.8250 Loss 0.1359 (0.1143) Prec@1 93.750 (96.094)
Epoch 7: [78/390] Time 8.7105 Loss 0.1695 (0.1178) Prec@1 95.312 (95.933)
Epoch 7: [117/390] Time 8.7104 Loss 0.2169 (0.1183) Prec@1 89.844 (95.780)
Epoch 7: [156/390] Time 8.7093 Loss 0.1415 (0.1192) Prec@1 95.312 (95.738)
Epoch 7: [195/390] Time 8.7088 Loss 0.0689 (0.1194) Prec@1 98.438 (95.761)
Epoch 7: [234/390] Time 8.7103 Loss 0.1278 (0.1203) Prec@1 95.312 (95.753)
Epoch 7: [273/390] Time 8.7112 Loss 0.1926 (0.1219) Prec@1 89.844 (95.747)
Epoch 7: [312/390] Time 8.7100 Loss 0.1146 (0.1220) Prec@1 95.312 (95.736)
Epoch 7: [351/390] Time 8.7094 Loss 0.1597 (0.1210) Prec@1 94.531 (95.762)
Epoch 7: [390/390] Time 8.7075 Loss 0.1322 (0.1213) Prec@1 95.312 (95.749)
* Prec@1 89.313
Epoch 8: [39/390] Time 8.8005 Loss 0.1254 (0.1263) Prec@1 95.312 (95.813)
Epoch 8: [78/390] Time 8.7100 Loss 0.0876 (0.1232) Prec@1 96.875 (95.803)
Epoch 8: [117/390] Time 8.7090 Loss 0.1417 (0.1200) Prec@1 93.750 (95.820)
Epoch 8: [156/390] Time 8.7110 Loss 0.1026 (0.1214) Prec@1 97.656 (95.818)
Epoch 8: [195/390] Time 8.7101 Loss 0.1157 (0.1220) Prec@1 96.875 (95.765)
Epoch 8: [234/390] Time 8.7106 Loss 0.1207 (0.1230) Prec@1 93.750 (95.693)
Epoch 8: [273/390] Time 8.7096 Loss 0.0986 (0.1213) Prec@1 96.875 (95.796)
Epoch 8: [312/390] Time 8.7102 Loss 0.1858 (0.1224) Prec@1 93.750 (95.733)
Epoch 8: [351/390] Time 8.7104 Loss 0.1281 (0.1227) Prec@1 94.531 (95.755)
Epoch 8: [390/390] Time 8.7090 Loss 0.1835 (0.1230) Prec@1 94.531 (95.745)
* Prec@1 89.243
Epoch 9: [39/390] Time 8.7998 Loss 0.0833 (0.1117) Prec@1 96.875 (95.913)
Epoch 9: [78/390] Time 8.7113 Loss 0.2488 (0.1192) Prec@1 92.969 (95.753)
Epoch 9: [117/390] Time 8.7110 Loss 0.0913 (0.1191) Prec@1 97.656 (95.660)
Epoch 9: [156/390] Time 8.7096 Loss 0.1287 (0.1194) Prec@1 96.094 (95.738)
Epoch 9: [195/390] Time 8.7103 Loss 0.1400 (0.1207) Prec@1 95.312 (95.713)
Epoch 9: [234/390] Time 8.7103 Loss 0.0943 (0.1213) Prec@1 96.094 (95.680)
Epoch 9: [273/390] Time 8.7098 Loss 0.1372 (0.1224) Prec@1 93.750 (95.622)
Epoch 9: [312/390] Time 8.7109 Loss 0.1335 (0.1220) Prec@1 96.094 (95.656)
Epoch 9: [351/390] Time 8.7106 Loss 0.1533 (0.1216) Prec@1 93.750 (95.691)
Epoch 9: [390/390] Time 8.7091 Loss 0.1531 (0.1220) Prec@1 92.969 (95.683)
* Prec@1 89.513
Epoch 10: [39/390] Time 8.8220 Loss 0.1245 (0.1182) Prec@1 96.094 (95.913)
Epoch 10: [78/390] Time 8.7121 Loss 0.1285 (0.1136) Prec@1 95.312 (96.064)
Epoch 10: [117/390] Time 8.7123 Loss 0.1006 (0.1185) Prec@1 96.094 (95.773)