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train2.log
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Files already downloaded and verified
Files already downloaded and verified
Start Training First 20 EPOCHs
Epoch 0: [39/195] Time 8.4959 Loss 12.8010 (17.5760) Prec@1 28.906 (25.401)
Epoch 0: [78/195] Time 5.4938 Loss 7.8593 (13.5068) Prec@1 34.766 (29.753)
Epoch 0: [117/195] Time 5.4924 Loss 5.5263 (10.9829) Prec@1 38.672 (32.772)
Epoch 0: [156/195] Time 5.4936 Loss 3.9786 (9.3463) Prec@1 41.406 (34.788)
Epoch 0: [195/195] Time 5.4966 Loss 3.2551 (8.1480) Prec@1 37.109 (36.312)
* Prec@1 45.833
Epoch 1: [39/195] Time 5.7264 Loss 2.5067 (2.7978) Prec@1 42.969 (42.959)
Epoch 1: [78/195] Time 5.5093 Loss 2.4058 (2.5965) Prec@1 48.047 (43.354)
Epoch 1: [117/195] Time 5.5100 Loss 2.2479 (2.4703) Prec@1 44.922 (43.813)
Epoch 1: [156/195] Time 5.5091 Loss 2.2558 (2.3790) Prec@1 41.797 (43.840)
Epoch 1: [195/195] Time 5.5036 Loss 1.8850 (2.2922) Prec@1 45.703 (44.137)
* Prec@1 49.129
Epoch 2: [39/195] Time 5.7351 Loss 1.9717 (1.8230) Prec@1 45.312 (46.404)
Epoch 2: [78/195] Time 5.5090 Loss 2.0442 (1.8022) Prec@1 45.703 (46.775)
Epoch 2: [117/195] Time 5.5099 Loss 1.8715 (1.7894) Prec@1 46.094 (46.575)
Epoch 2: [156/195] Time 5.5089 Loss 1.6657 (1.7702) Prec@1 47.656 (46.777)
Epoch 2: [195/195] Time 5.5054 Loss 1.6081 (1.7433) Prec@1 49.219 (46.987)
* Prec@1 50.160
Epoch 3: [39/195] Time 5.7016 Loss 1.6686 (1.6571) Prec@1 44.141 (47.546)
Epoch 3: [78/195] Time 5.5123 Loss 1.5735 (1.6458) Prec@1 48.438 (47.887)
Epoch 3: [117/195] Time 5.5114 Loss 1.5773 (1.6234) Prec@1 48.438 (48.334)
Epoch 3: [156/195] Time 5.5107 Loss 1.5110 (1.6013) Prec@1 53.125 (48.866)
Epoch 3: [195/195] Time 5.5066 Loss 1.2905 (1.5927) Prec@1 55.859 (49.056)
* Prec@1 52.504
Epoch 4: [39/195] Time 5.7174 Loss 1.4286 (1.5240) Prec@1 48.828 (49.579)
Epoch 4: [78/195] Time 5.5112 Loss 1.5064 (1.5268) Prec@1 50.781 (49.790)
Epoch 4: [117/195] Time 5.5104 Loss 1.5417 (1.5312) Prec@1 49.609 (49.786)
Epoch 4: [156/195] Time 5.5106 Loss 1.5547 (1.5207) Prec@1 50.391 (50.113)
Epoch 4: [195/195] Time 5.5055 Loss 1.3710 (1.5093) Prec@1 51.953 (50.475)
* Prec@1 53.736
Epoch 5: [39/195] Time 5.7330 Loss 1.3198 (1.4786) Prec@1 55.078 (51.232)
Epoch 5: [78/195] Time 5.5105 Loss 1.4473 (1.4743) Prec@1 51.562 (51.032)
Epoch 5: [117/195] Time 5.5106 Loss 1.4306 (1.4743) Prec@1 52.734 (51.108)
Epoch 5: [156/195] Time 5.5097 Loss 1.5434 (1.4648) Prec@1 49.219 (51.297)
Epoch 5: [195/195] Time 5.5076 Loss 1.4153 (1.4592) Prec@1 50.781 (51.402)
* Prec@1 54.407
Epoch 6: [39/195] Time 5.7208 Loss 1.3877 (1.4272) Prec@1 53.906 (52.003)
Epoch 6: [78/195] Time 5.5109 Loss 1.3887 (1.4163) Prec@1 53.516 (51.958)
Epoch 6: [117/195] Time 5.5103 Loss 1.5671 (1.4141) Prec@1 51.953 (52.294)
Epoch 6: [156/195] Time 5.5106 Loss 1.3447 (1.4105) Prec@1 56.641 (52.474)
Epoch 6: [195/195] Time 5.5046 Loss 1.4566 (1.4095) Prec@1 53.125 (52.450)
* Prec@1 55.419
Epoch 7: [39/195] Time 5.7482 Loss 1.4041 (1.3925) Prec@1 51.562 (52.885)
Epoch 7: [78/195] Time 5.5109 Loss 1.3773 (1.4014) Prec@1 55.078 (52.830)
Epoch 7: [117/195] Time 5.5085 Loss 1.3712 (1.3936) Prec@1 54.297 (53.062)
Epoch 7: [156/195] Time 5.5104 Loss 1.2366 (1.3893) Prec@1 57.812 (52.997)
Epoch 7: [195/195] Time 5.5051 Loss 1.2917 (1.3802) Prec@1 51.562 (53.129)
* Prec@1 56.130
Epoch 8: [39/195] Time 5.7156 Loss 1.5296 (1.3324) Prec@1 48.438 (54.688)
Epoch 8: [78/195] Time 5.5110 Loss 1.3462 (1.3504) Prec@1 53.906 (53.851)
Epoch 8: [117/195] Time 5.5100 Loss 1.2933 (1.3632) Prec@1 56.641 (53.409)
Epoch 8: [156/195] Time 5.5096 Loss 1.3499 (1.3586) Prec@1 54.297 (53.523)
Epoch 8: [195/195] Time 5.5062 Loss 1.4445 (1.3575) Prec@1 51.953 (53.652)
* Prec@1 56.601
Epoch 9: [39/195] Time 5.7502 Loss 1.2759 (1.3505) Prec@1 60.938 (53.656)
Epoch 9: [78/195] Time 5.5102 Loss 1.4159 (1.3511) Prec@1 50.781 (53.696)
Epoch 9: [117/195] Time 5.5098 Loss 1.2773 (1.3421) Prec@1 55.469 (54.207)
Epoch 9: [156/195] Time 5.5104 Loss 1.3417 (1.3435) Prec@1 50.781 (54.094)
Epoch 9: [195/195] Time 5.5080 Loss 1.3108 (1.3371) Prec@1 53.906 (54.271)
* Prec@1 56.721
Epoch 10: [39/195] Time 5.7171 Loss 1.3756 (1.3245) Prec@1 53.125 (54.427)
Epoch 10: [78/195] Time 5.5078 Loss 1.1690 (1.3234) Prec@1 60.547 (54.723)
Epoch 10: [117/195] Time 5.5083 Loss 1.4828 (1.3263) Prec@1 54.688 (54.531)
Epoch 10: [156/195] Time 5.5087 Loss 1.1854 (1.3244) Prec@1 61.719 (54.670)
Epoch 10: [195/195] Time 5.5034 Loss 1.3997 (1.3202) Prec@1 52.344 (54.712)
* Prec@1 57.352
Epoch 11: [39/195] Time 5.7491 Loss 1.2602 (1.3314) Prec@1 58.203 (54.497)
Epoch 11: [78/195] Time 5.5108 Loss 1.3154 (1.3177) Prec@1 52.734 (54.758)
Epoch 11: [117/195] Time 5.5130 Loss 1.1802 (1.3147) Prec@1 60.938 (54.721)
Epoch 11: [156/195] Time 5.5093 Loss 1.4073 (1.3128) Prec@1 55.078 (54.795)
Epoch 11: [195/195] Time 5.5067 Loss 1.2345 (1.3104) Prec@1 56.250 (54.812)
* Prec@1 56.500
Epoch 12: [39/195] Time 5.7122 Loss 1.2680 (1.3186) Prec@1 54.688 (54.547)
Epoch 12: [78/195] Time 5.5092 Loss 1.2826 (1.3158) Prec@1 58.203 (54.597)
Epoch 12: [117/195] Time 5.5097 Loss 1.4192 (1.3157) Prec@1 50.781 (54.330)
Epoch 12: [156/195] Time 5.5108 Loss 1.3933 (1.3186) Prec@1 50.781 (54.327)
Epoch 12: [195/195] Time 5.5046 Loss 1.3032 (1.3167) Prec@1 57.812 (54.419)
* Prec@1 57.091
Epoch 13: [39/195] Time 5.7401 Loss 1.1995 (1.2924) Prec@1 55.859 (55.759)
Epoch 13: [78/195] Time 5.5105 Loss 1.3669 (1.3019) Prec@1 50.000 (55.349)
Epoch 13: [117/195] Time 5.5096 Loss 1.2330 (1.2994) Prec@1 57.422 (55.449)
Epoch 13: [156/195] Time 5.5100 Loss 1.1642 (1.2978) Prec@1 60.156 (55.484)
Epoch 13: [195/195] Time 5.5046 Loss 1.2749 (1.3004) Prec@1 58.594 (55.403)
* Prec@1 58.023
Epoch 14: [39/195] Time 5.7258 Loss 1.3751 (1.3013) Prec@1 53.516 (55.749)
Epoch 14: [78/195] Time 5.5103 Loss 1.3925 (1.3156) Prec@1 55.078 (54.923)
Epoch 14: [117/195] Time 5.5113 Loss 1.2833 (1.3147) Prec@1 54.297 (54.621)
Epoch 14: [156/195] Time 5.5122 Loss 1.3444 (1.3088) Prec@1 58.594 (54.805)
Epoch 14: [195/195] Time 5.5074 Loss 1.3690 (1.3073) Prec@1 56.641 (55.026)
* Prec@1 56.841
Epoch 15: [39/195] Time 5.7204 Loss 1.2929 (1.2864) Prec@1 57.422 (55.499)
Epoch 15: [78/195] Time 5.5119 Loss 1.1853 (1.2711) Prec@1 58.594 (55.784)
Epoch 15: [117/195] Time 5.5134 Loss 1.2426 (1.2831) Prec@1 61.328 (55.425)
Epoch 15: [156/195] Time 5.5104 Loss 1.3084 (1.2902) Prec@1 52.734 (55.243)
Epoch 15: [195/195] Time 5.5062 Loss 1.4505 (1.2929) Prec@1 50.781 (55.192)
* Prec@1 57.051
Epoch 16: [39/195] Time 5.7208 Loss 1.1826 (1.2860) Prec@1 60.156 (55.559)
Epoch 16: [78/195] Time 5.5126 Loss 1.2934 (1.2931) Prec@1 57.031 (55.273)
Epoch 16: [117/195] Time 5.5108 Loss 1.1933 (1.2970) Prec@1 58.203 (55.178)
Epoch 16: [156/195] Time 5.5108 Loss 1.3163 (1.2890) Prec@1 56.641 (55.356)
Epoch 16: [195/195] Time 5.5067 Loss 1.2421 (1.2884) Prec@1 55.469 (55.333)
* Prec@1 58.253
Epoch 17: [39/195] Time 5.7484 Loss 1.4459 (1.2748) Prec@1 53.125 (56.240)
Epoch 17: [78/195] Time 5.5102 Loss 1.2755 (1.2764) Prec@1 56.641 (56.175)
Epoch 17: [117/195] Time 5.5097 Loss 1.2648 (1.2783) Prec@1 55.859 (55.990)
Epoch 17: [156/195] Time 5.5108 Loss 1.3014 (1.2841) Prec@1 55.859 (55.704)
Epoch 17: [195/195] Time 5.5056 Loss 1.4101 (1.2888) Prec@1 57.812 (55.635)
* Prec@1 57.312
Epoch 18: [39/195] Time 5.7060 Loss 1.1388 (1.2940) Prec@1 63.281 (55.389)
Epoch 18: [78/195] Time 5.5119 Loss 1.2624 (1.2947) Prec@1 55.859 (55.369)
Epoch 18: [117/195] Time 5.5123 Loss 1.2553 (1.2882) Prec@1 53.125 (55.399)
Epoch 18: [156/195] Time 5.5100 Loss 1.1486 (1.2886) Prec@1 58.984 (55.451)
Epoch 18: [195/195] Time 5.5051 Loss 1.3347 (1.2916) Prec@1 53.906 (55.276)
* Prec@1 58.393
Epoch 19: [39/195] Time 5.7214 Loss 1.4012 (1.2880) Prec@1 50.781 (55.008)
Epoch 19: [78/195] Time 5.5098 Loss 1.3768 (1.2947) Prec@1 48.828 (54.893)
Epoch 19: [117/195] Time 5.5099 Loss 1.2646 (1.2940) Prec@1 53.125 (55.125)
Epoch 19: [156/195] Time 5.5093 Loss 1.4415 (1.2922) Prec@1 49.219 (55.296)
Epoch 19: [195/195] Time 5.5045 Loss 1.4315 (1.2878) Prec@1 50.781 (55.429)
* Prec@1 57.412
Best Prec@1 58.393
Start Training Next 60 EPOCHs
Epoch 0: [39/195] Time 5.7185 Loss 2.0861 (4.0024) Prec@1 48.438 (44.571)
Epoch 0: [78/195] Time 5.5096 Loss 1.3540 (2.8000) Prec@1 58.203 (48.252)
Epoch 0: [117/195] Time 5.5101 Loss 1.2952 (2.2937) Prec@1 60.547 (51.345)
Epoch 0: [156/195] Time 5.5085 Loss 1.0887 (2.0038) Prec@1 62.891 (53.884)
Epoch 0: [195/195] Time 5.5049 Loss 1.0856 (1.8273) Prec@1 64.453 (55.611)
* Prec@1 63.932
Epoch 1: [39/195] Time 5.7559 Loss 1.0814 (1.0558) Prec@1 63.672 (64.133)
Epoch 1: [78/195] Time 5.5098 Loss 1.0526 (1.0322) Prec@1 66.406 (64.899)
Epoch 1: [117/195] Time 5.5092 Loss 0.9093 (1.0170) Prec@1 67.578 (65.278)
Epoch 1: [156/195] Time 5.5093 Loss 1.0695 (0.9951) Prec@1 62.109 (65.815)
Epoch 1: [195/195] Time 5.5038 Loss 1.0646 (0.9851) Prec@1 64.844 (66.114)
* Prec@1 68.019
Epoch 2: [39/195] Time 5.7558 Loss 0.9782 (0.9355) Prec@1 66.797 (67.588)
Epoch 2: [78/195] Time 5.5112 Loss 0.7818 (0.9080) Prec@1 73.438 (68.450)
Epoch 2: [117/195] Time 5.5103 Loss 0.8396 (0.8950) Prec@1 70.312 (69.064)
Epoch 2: [156/195] Time 5.5113 Loss 0.8692 (0.8830) Prec@1 69.531 (69.353)
Epoch 2: [195/195] Time 5.5059 Loss 0.9378 (0.8769) Prec@1 66.406 (69.571)
* Prec@1 70.733
Epoch 3: [39/195] Time 5.7177 Loss 0.9354 (0.8556) Prec@1 64.453 (70.543)
Epoch 3: [78/195] Time 5.5079 Loss 0.7932 (0.8531) Prec@1 68.750 (70.428)
Epoch 3: [117/195] Time 5.5088 Loss 0.8681 (0.8368) Prec@1 70.703 (70.873)
Epoch 3: [156/195] Time 5.5095 Loss 0.9098 (0.8328) Prec@1 68.359 (70.989)
Epoch 3: [195/195] Time 5.5052 Loss 0.6831 (0.8200) Prec@1 77.344 (71.380)
* Prec@1 72.506
Epoch 4: [39/195] Time 5.7557 Loss 0.6682 (0.8010) Prec@1 74.609 (71.745)
Epoch 4: [78/195] Time 5.5100 Loss 0.7945 (0.7798) Prec@1 73.438 (72.611)
Epoch 4: [117/195] Time 5.5120 Loss 0.8529 (0.7742) Prec@1 71.094 (72.867)
Epoch 4: [156/195] Time 5.5119 Loss 0.7729 (0.7683) Prec@1 73.438 (73.022)
Epoch 4: [195/195] Time 5.5071 Loss 0.7143 (0.7639) Prec@1 74.609 (73.173)
* Prec@1 74.840
Epoch 5: [39/195] Time 5.7121 Loss 0.7312 (0.7395) Prec@1 73.047 (74.119)
Epoch 5: [78/195] Time 5.5133 Loss 0.8270 (0.7442) Prec@1 69.531 (73.823)
Epoch 5: [117/195] Time 5.5106 Loss 0.7213 (0.7345) Prec@1 73.828 (74.005)
Epoch 5: [156/195] Time 5.5086 Loss 0.5335 (0.7290) Prec@1 81.250 (74.251)
Epoch 5: [195/195] Time 5.5044 Loss 0.7400 (0.7248) Prec@1 71.875 (74.371)
* Prec@1 75.050
Epoch 6: [39/195] Time 5.7569 Loss 0.8126 (0.6859) Prec@1 73.047 (76.172)
Epoch 6: [78/195] Time 5.5101 Loss 0.6543 (0.6893) Prec@1 78.125 (76.097)
Epoch 6: [117/195] Time 5.5102 Loss 0.6775 (0.6992) Prec@1 77.734 (75.644)
Epoch 6: [156/195] Time 5.5089 Loss 0.6122 (0.6970) Prec@1 79.297 (75.634)
Epoch 6: [195/195] Time 5.5046 Loss 0.7073 (0.6945) Prec@1 75.391 (75.675)
* Prec@1 75.260
Epoch 7: [39/195] Time 5.7453 Loss 0.6864 (0.6628) Prec@1 76.562 (76.542)
Epoch 7: [78/195] Time 5.5100 Loss 0.6216 (0.6633) Prec@1 78.906 (76.738)
Epoch 7: [117/195] Time 5.5114 Loss 0.5020 (0.6636) Prec@1 80.859 (76.706)
Epoch 7: [156/195] Time 5.5115 Loss 0.7122 (0.6716) Prec@1 78.906 (76.375)
Epoch 7: [195/195] Time 5.5050 Loss 0.6514 (0.6703) Prec@1 77.344 (76.456)
* Prec@1 75.962
Epoch 8: [39/195] Time 5.7771 Loss 0.6886 (0.6349) Prec@1 77.734 (78.275)
Epoch 8: [78/195] Time 5.5097 Loss 0.6426 (0.6446) Prec@1 77.344 (77.524)
Epoch 8: [117/195] Time 5.5099 Loss 0.5877 (0.6446) Prec@1 78.906 (77.661)
Epoch 8: [156/195] Time 5.5103 Loss 0.6928 (0.6435) Prec@1 76.953 (77.529)
Epoch 8: [195/195] Time 5.5057 Loss 0.6391 (0.6431) Prec@1 77.734 (77.586)
* Prec@1 76.132
Epoch 9: [39/195] Time 5.7287 Loss 0.6106 (0.6362) Prec@1 77.734 (77.394)
Epoch 9: [78/195] Time 5.5111 Loss 0.5319 (0.6320) Prec@1 85.938 (77.860)
Epoch 9: [117/195] Time 5.5113 Loss 0.6874 (0.6326) Prec@1 75.391 (77.774)
Epoch 9: [156/195] Time 5.5112 Loss 0.5562 (0.6321) Prec@1 78.516 (77.692)
Epoch 9: [195/195] Time 5.5052 Loss 0.6859 (0.6301) Prec@1 78.125 (77.768)
* Prec@1 77.694
Epoch 10: [39/195] Time 5.6974 Loss 0.6223 (0.6280) Prec@1 75.391 (77.804)
Epoch 10: [78/195] Time 5.5115 Loss 0.6534 (0.6247) Prec@1 78.125 (78.145)
Epoch 10: [117/195] Time 5.5110 Loss 0.5280 (0.6226) Prec@1 82.031 (78.112)
Epoch 10: [156/195] Time 5.5094 Loss 0.5135 (0.6169) Prec@1 82.422 (78.338)
Epoch 10: [195/195] Time 5.5048 Loss 0.6981 (0.6142) Prec@1 75.391 (78.397)
* Prec@1 77.724
Epoch 11: [39/195] Time 5.7616 Loss 0.6777 (0.5847) Prec@1 76.172 (79.137)
Epoch 11: [78/195] Time 5.5114 Loss 0.5859 (0.5875) Prec@1 80.078 (79.207)
Epoch 11: [117/195] Time 5.5106 Loss 0.5428 (0.5830) Prec@1 80.859 (79.307)
Epoch 11: [156/195] Time 5.5117 Loss 0.7151 (0.5905) Prec@1 75.781 (79.072)
Epoch 11: [195/195] Time 5.5068 Loss 0.5635 (0.5922) Prec@1 78.125 (79.012)
* Prec@1 77.825
Epoch 12: [39/195] Time 5.7532 Loss 0.5366 (0.5802) Prec@1 81.641 (79.367)
Epoch 12: [78/195] Time 5.5098 Loss 0.4712 (0.5901) Prec@1 83.594 (79.197)
Epoch 12: [117/195] Time 5.5118 Loss 0.4305 (0.5819) Prec@1 85.938 (79.414)
Epoch 12: [156/195] Time 5.5095 Loss 0.6269 (0.5805) Prec@1 76.562 (79.324)
Epoch 12: [195/195] Time 5.5067 Loss 0.5636 (0.5803) Prec@1 80.469 (79.433)
* Prec@1 78.185
Epoch 13: [39/195] Time 5.7280 Loss 0.5991 (0.5567) Prec@1 78.516 (80.168)
Epoch 13: [78/195] Time 5.5110 Loss 0.4366 (0.5576) Prec@1 86.719 (80.078)
Epoch 13: [117/195] Time 5.5116 Loss 0.5641 (0.5571) Prec@1 78.125 (80.282)
Epoch 13: [156/195] Time 5.5109 Loss 0.5423 (0.5601) Prec@1 79.297 (80.208)
Epoch 13: [195/195] Time 5.5070 Loss 0.4771 (0.5615) Prec@1 82.812 (80.178)
* Prec@1 78.055
Epoch 14: [39/195] Time 5.7342 Loss 0.5142 (0.5413) Prec@1 82.812 (81.060)
Epoch 14: [78/195] Time 5.5111 Loss 0.6448 (0.5527) Prec@1 78.125 (80.729)
Epoch 14: [117/195] Time 5.5100 Loss 0.6443 (0.5598) Prec@1 76.562 (80.465)
Epoch 14: [156/195] Time 5.5094 Loss 0.5533 (0.5574) Prec@1 80.469 (80.504)
Epoch 14: [195/195] Time 5.5057 Loss 0.5443 (0.5579) Prec@1 80.859 (80.369)
* Prec@1 78.786
Epoch 15: [39/195] Time 5.7244 Loss 0.5166 (0.5516) Prec@1 83.594 (80.449)
Epoch 15: [78/195] Time 5.5082 Loss 0.4449 (0.5529) Prec@1 85.938 (80.454)
Epoch 15: [117/195] Time 5.5098 Loss 0.5398 (0.5477) Prec@1 79.297 (80.579)
Epoch 15: [156/195] Time 5.5116 Loss 0.6101 (0.5472) Prec@1 80.859 (80.561)
Epoch 15: [195/195] Time 5.5069 Loss 0.5735 (0.5424) Prec@1 79.688 (80.799)
* Prec@1 78.876
Epoch 16: [39/195] Time 5.7057 Loss 0.5546 (0.5387) Prec@1 83.594 (80.819)
Epoch 16: [78/195] Time 5.5114 Loss 0.5717 (0.5353) Prec@1 76.953 (80.975)
Epoch 16: [117/195] Time 5.5113 Loss 0.5734 (0.5387) Prec@1 81.250 (80.879)
Epoch 16: [156/195] Time 5.5109 Loss 0.5662 (0.5332) Prec@1 79.297 (81.152)
Epoch 16: [195/195] Time 5.5068 Loss 0.6051 (0.5327) Prec@1 82.422 (81.190)
* Prec@1 79.137
Epoch 17: [39/195] Time 5.7028 Loss 0.5646 (0.5147) Prec@1 80.859 (81.651)
Epoch 17: [78/195] Time 5.5111 Loss 0.5721 (0.5202) Prec@1 81.250 (81.606)
Epoch 17: [117/195] Time 5.5106 Loss 0.5636 (0.5226) Prec@1 78.125 (81.397)
Epoch 17: [156/195] Time 5.5101 Loss 0.4795 (0.5188) Prec@1 83.594 (81.566)
Epoch 17: [195/195] Time 5.5053 Loss 0.5409 (0.5181) Prec@1 81.641 (81.607)
* Prec@1 79.828
Epoch 18: [39/195] Time 5.7549 Loss 0.5006 (0.4934) Prec@1 84.375 (82.422)
Epoch 18: [78/195] Time 5.5108 Loss 0.5679 (0.5050) Prec@1 80.469 (81.776)
Epoch 18: [117/195] Time 5.5122 Loss 0.5100 (0.5064) Prec@1 82.422 (81.868)
Epoch 18: [156/195] Time 5.5125 Loss 0.4565 (0.5111) Prec@1 86.328 (81.718)
Epoch 18: [195/195] Time 5.5072 Loss 0.4438 (0.5080) Prec@1 84.766 (81.867)
* Prec@1 79.637
Epoch 19: [39/195] Time 5.7119 Loss 0.5891 (0.5000) Prec@1 81.250 (82.302)
Epoch 19: [78/195] Time 5.5109 Loss 0.4897 (0.5059) Prec@1 83.203 (81.906)
Epoch 19: [117/195] Time 5.5101 Loss 0.5420 (0.5045) Prec@1 79.688 (82.088)
Epoch 19: [156/195] Time 5.5120 Loss 0.5096 (0.5056) Prec@1 81.250 (82.124)
Epoch 19: [195/195] Time 5.5064 Loss 0.5236 (0.5026) Prec@1 82.031 (82.208)
* Prec@1 79.808
Epoch 20: [39/195] Time 5.7525 Loss 0.3978 (0.4966) Prec@1 84.766 (82.091)
Epoch 20: [78/195] Time 5.5102 Loss 0.5321 (0.4993) Prec@1 82.812 (82.166)
Epoch 20: [117/195] Time 5.5093 Loss 0.5029 (0.4960) Prec@1 83.594 (82.288)
Epoch 20: [156/195] Time 5.5097 Loss 0.5932 (0.4947) Prec@1 78.906 (82.342)
Epoch 20: [195/195] Time 5.5047 Loss 0.5247 (0.4906) Prec@1 81.641 (82.570)
* Prec@1 80.178
Epoch 21: [39/195] Time 5.7551 Loss 0.5940 (0.4936) Prec@1 80.859 (82.422)
Epoch 21: [78/195] Time 5.5115 Loss 0.3852 (0.4880) Prec@1 87.500 (82.657)
Epoch 21: [117/195] Time 5.5095 Loss 0.5011 (0.4895) Prec@1 82.031 (82.569)
Epoch 21: [156/195] Time 5.5107 Loss 0.5068 (0.4897) Prec@1 78.125 (82.587)
Epoch 21: [195/195] Time 5.5060 Loss 0.5987 (0.4902) Prec@1 81.250 (82.542)
* Prec@1 80.138
Epoch 22: [39/195] Time 5.7074 Loss 0.5222 (0.4752) Prec@1 82.422 (83.193)
Epoch 22: [78/195] Time 5.5110 Loss 0.5433 (0.4795) Prec@1 82.031 (82.903)
Epoch 22: [117/195] Time 5.5093 Loss 0.4990 (0.4814) Prec@1 82.031 (82.839)
Epoch 22: [156/195] Time 5.5110 Loss 0.4675 (0.4773) Prec@1 80.078 (82.910)
Epoch 22: [195/195] Time 5.5063 Loss 0.4733 (0.4758) Prec@1 83.594 (83.003)
* Prec@1 80.839
Epoch 23: [39/195] Time 5.7298 Loss 0.3483 (0.4671) Prec@1 87.109 (83.283)
Epoch 23: [78/195] Time 5.5105 Loss 0.4069 (0.4729) Prec@1 86.719 (83.153)
Epoch 23: [117/195] Time 5.5125 Loss 0.3582 (0.4749) Prec@1 86.719 (83.146)
Epoch 23: [156/195] Time 5.5120 Loss 0.4389 (0.4741) Prec@1 85.156 (83.168)
Epoch 23: [195/195] Time 5.5065 Loss 0.4706 (0.4708) Prec@1 83.984 (83.257)
* Prec@1 80.108
Epoch 24: [39/195] Time 5.7164 Loss 0.4155 (0.4639) Prec@1 86.328 (83.604)
Epoch 24: [78/195] Time 5.5114 Loss 0.5191 (0.4620) Prec@1 80.859 (83.634)
Epoch 24: [117/195] Time 5.5120 Loss 0.4339 (0.4583) Prec@1 83.984 (83.751)
Epoch 24: [156/195] Time 5.5102 Loss 0.5816 (0.4591) Prec@1 77.344 (83.631)
Epoch 24: [195/195] Time 5.5061 Loss 0.5361 (0.4592) Prec@1 81.641 (83.604)
* Prec@1 80.158
Epoch 25: [39/195] Time 5.7075 Loss 0.4442 (0.4596) Prec@1 85.547 (83.764)
Epoch 25: [78/195] Time 5.5102 Loss 0.4946 (0.4605) Prec@1 84.375 (83.559)
Epoch 25: [117/195] Time 5.5097 Loss 0.5143 (0.4632) Prec@1 83.203 (83.540)
Epoch 25: [156/195] Time 5.5090 Loss 0.4256 (0.4614) Prec@1 84.375 (83.589)
Epoch 25: [195/195] Time 5.5032 Loss 0.4129 (0.4612) Prec@1 87.500 (83.574)
* Prec@1 80.599
Epoch 26: [39/195] Time 5.7208 Loss 0.5888 (0.4530) Prec@1 79.688 (83.894)
Epoch 26: [78/195] Time 5.5106 Loss 0.3879 (0.4589) Prec@1 85.938 (83.559)
Epoch 26: [117/195] Time 5.5095 Loss 0.3987 (0.4537) Prec@1 83.203 (83.757)
Epoch 26: [156/195] Time 5.5092 Loss 0.4878 (0.4534) Prec@1 81.641 (83.864)
Epoch 26: [195/195] Time 5.5050 Loss 0.4214 (0.4544) Prec@1 85.156 (83.762)
* Prec@1 80.769
Epoch 27: [39/195] Time 5.7225 Loss 0.3951 (0.4455) Prec@1 86.328 (84.165)
Epoch 27: [78/195] Time 5.5119 Loss 0.4496 (0.4420) Prec@1 87.500 (84.305)
Epoch 27: [117/195] Time 5.5098 Loss 0.4978 (0.4453) Prec@1 82.812 (84.141)
Epoch 27: [156/195] Time 5.5096 Loss 0.4930 (0.4472) Prec@1 81.250 (84.034)
Epoch 27: [195/195] Time 5.5066 Loss 0.5025 (0.4474) Prec@1 82.031 (84.024)
* Prec@1 79.818
Epoch 28: [39/195] Time 5.7370 Loss 0.4651 (0.4468) Prec@1 83.984 (83.934)
Epoch 28: [78/195] Time 5.5105 Loss 0.4519 (0.4458) Prec@1 84.766 (83.869)
Epoch 28: [117/195] Time 5.5121 Loss 0.4641 (0.4489) Prec@1 85.547 (83.871)
Epoch 28: [156/195] Time 5.5118 Loss 0.4614 (0.4448) Prec@1 84.766 (84.042)
Epoch 28: [195/195] Time 5.5063 Loss 0.4633 (0.4430) Prec@1 82.422 (84.054)
* Prec@1 80.950
Epoch 29: [39/195] Time 5.7551 Loss 0.4476 (0.4409) Prec@1 82.031 (84.365)
Epoch 29: [78/195] Time 5.5103 Loss 0.3909 (0.4344) Prec@1 86.719 (84.525)
Epoch 29: [117/195] Time 5.5125 Loss 0.4457 (0.4394) Prec@1 83.984 (84.322)
Epoch 29: [156/195] Time 5.5122 Loss 0.4690 (0.4362) Prec@1 85.547 (84.525)
Epoch 29: [195/195] Time 5.5074 Loss 0.3956 (0.4351) Prec@1 85.156 (84.581)
* Prec@1 80.899
Epoch 30: [39/195] Time 5.7431 Loss 0.4652 (0.4061) Prec@1 82.422 (85.517)
Epoch 30: [78/195] Time 5.5111 Loss 0.3672 (0.4195) Prec@1 86.719 (85.036)
Epoch 30: [117/195] Time 5.5108 Loss 0.4416 (0.4247) Prec@1 85.547 (84.906)
Epoch 30: [156/195] Time 5.5107 Loss 0.4593 (0.4267) Prec@1 83.984 (84.888)
Epoch 30: [195/195] Time 5.5065 Loss 0.3637 (0.4241) Prec@1 86.719 (84.972)
* Prec@1 80.849
Epoch 31: [39/195] Time 5.7309 Loss 0.4060 (0.4104) Prec@1 84.766 (85.076)
Epoch 31: [78/195] Time 5.5112 Loss 0.3843 (0.4108) Prec@1 88.281 (85.181)
Epoch 31: [117/195] Time 5.5115 Loss 0.3447 (0.4143) Prec@1 88.281 (85.073)
Epoch 31: [156/195] Time 5.5106 Loss 0.4538 (0.4203) Prec@1 86.719 (84.918)
Epoch 31: [195/195] Time 5.5044 Loss 0.3996 (0.4235) Prec@1 84.766 (84.832)
* Prec@1 81.130
Epoch 32: [39/195] Time 5.7097 Loss 0.3578 (0.4143) Prec@1 87.500 (85.046)
Epoch 32: [78/195] Time 5.5088 Loss 0.4535 (0.4211) Prec@1 84.375 (84.881)
Epoch 32: [117/195] Time 5.5105 Loss 0.3867 (0.4172) Prec@1 84.375 (85.016)
Epoch 32: [156/195] Time 5.5114 Loss 0.3544 (0.4139) Prec@1 88.281 (85.194)
Epoch 32: [195/195] Time 5.5057 Loss 0.3686 (0.4165) Prec@1 84.766 (85.084)
* Prec@1 81.070
Epoch 33: [39/195] Time 5.7338 Loss 0.3988 (0.4321) Prec@1 84.375 (84.635)
Epoch 33: [78/195] Time 5.5115 Loss 0.4041 (0.4192) Prec@1 84.766 (84.991)
Epoch 33: [117/195] Time 5.5114 Loss 0.4362 (0.4171) Prec@1 85.547 (85.023)
Epoch 33: [156/195] Time 5.5095 Loss 0.4692 (0.4178) Prec@1 86.328 (85.024)
Epoch 33: [195/195] Time 5.5054 Loss 0.4930 (0.4170) Prec@1 84.375 (85.068)
* Prec@1 81.540
Epoch 34: [39/195] Time 5.7227 Loss 0.5251 (0.3997) Prec@1 80.469 (85.517)
Epoch 34: [78/195] Time 5.5122 Loss 0.3500 (0.4093) Prec@1 88.281 (85.337)
Epoch 34: [117/195] Time 5.5099 Loss 0.3861 (0.4076) Prec@1 86.719 (85.500)
Epoch 34: [156/195] Time 5.5118 Loss 0.5182 (0.4067) Prec@1 84.375 (85.462)
Epoch 34: [195/195] Time 5.5073 Loss 0.4201 (0.4042) Prec@1 83.984 (85.559)
* Prec@1 81.480
Epoch 35: [39/195] Time 5.7310 Loss 0.3815 (0.4028) Prec@1 87.500 (85.597)
Epoch 35: [78/195] Time 5.5110 Loss 0.5071 (0.4036) Prec@1 79.297 (85.702)
Epoch 35: [117/195] Time 5.5121 Loss 0.3998 (0.4073) Prec@1 86.328 (85.600)
Epoch 35: [156/195] Time 5.5113 Loss 0.3417 (0.4024) Prec@1 87.891 (85.760)
Epoch 35: [195/195] Time 5.5054 Loss 0.4216 (0.4005) Prec@1 85.547 (85.795)
* Prec@1 81.240
Epoch 36: [39/195] Time 5.7294 Loss 0.4703 (0.4089) Prec@1 83.203 (85.166)
Epoch 36: [78/195] Time 5.5116 Loss 0.3566 (0.4005) Prec@1 87.500 (85.687)
Epoch 36: [117/195] Time 5.5104 Loss 0.3317 (0.3959) Prec@1 86.719 (85.781)
Epoch 36: [156/195] Time 5.5117 Loss 0.3913 (0.3964) Prec@1 88.281 (85.817)
Epoch 36: [195/195] Time 5.5045 Loss 0.3678 (0.3980) Prec@1 87.109 (85.733)
* Prec@1 81.771
Epoch 37: [39/195] Time 5.7410 Loss 0.3258 (0.4052) Prec@1 88.672 (85.537)
Epoch 37: [78/195] Time 5.5106 Loss 0.3326 (0.4029) Prec@1 88.672 (85.637)
Epoch 37: [117/195] Time 5.5104 Loss 0.4073 (0.3976) Prec@1 85.938 (85.834)
Epoch 37: [156/195] Time 5.5106 Loss 0.4430 (0.3962) Prec@1 83.594 (85.810)
Epoch 37: [195/195] Time 5.5041 Loss 0.3184 (0.3948) Prec@1 89.844 (85.843)
* Prec@1 81.991
Epoch 38: [39/195] Time 5.7582 Loss 0.4062 (0.3919) Prec@1 85.156 (86.038)
Epoch 38: [78/195] Time 5.5114 Loss 0.4168 (0.3921) Prec@1 87.500 (86.218)
Epoch 38: [117/195] Time 5.5116 Loss 0.3843 (0.3930) Prec@1 83.984 (85.968)
Epoch 38: [156/195] Time 5.5115 Loss 0.3823 (0.3908) Prec@1 86.328 (86.035)
Epoch 38: [195/195] Time 5.5069 Loss 0.3670 (0.3890) Prec@1 84.766 (86.130)
* Prec@1 82.202
Epoch 39: [39/195] Time 5.7069 Loss 0.4122 (0.3716) Prec@1 83.594 (86.518)
Epoch 39: [78/195] Time 5.5113 Loss 0.3598 (0.3854) Prec@1 85.938 (86.093)
Epoch 39: [117/195] Time 5.5130 Loss 0.4428 (0.3862) Prec@1 83.203 (86.018)
Epoch 39: [156/195] Time 5.5114 Loss 0.3695 (0.3841) Prec@1 87.891 (86.145)
Epoch 39: [195/195] Time 5.5058 Loss 0.3351 (0.3837) Prec@1 87.891 (86.186)
* Prec@1 82.512
Epoch 40: [39/195] Time 5.7324 Loss 0.4009 (0.3840) Prec@1 84.375 (86.428)
Epoch 40: [78/195] Time 5.5108 Loss 0.3152 (0.3766) Prec@1 88.281 (86.624)
Epoch 40: [117/195] Time 5.5105 Loss 0.4040 (0.3814) Prec@1 85.156 (86.438)
Epoch 40: [156/195] Time 5.5111 Loss 0.4356 (0.3805) Prec@1 84.375 (86.401)
Epoch 40: [195/195] Time 5.5056 Loss 0.3540 (0.3841) Prec@1 87.109 (86.334)
* Prec@1 81.711
Epoch 41: [39/195] Time 5.7091 Loss 0.3589 (0.3740) Prec@1 87.500 (86.579)
Epoch 41: [78/195] Time 5.5105 Loss 0.4190 (0.3844) Prec@1 83.984 (86.143)
Epoch 41: [117/195] Time 5.5109 Loss 0.3718 (0.3794) Prec@1 85.938 (86.278)
Epoch 41: [156/195] Time 5.5105 Loss 0.3473 (0.3828) Prec@1 88.672 (86.130)
Epoch 41: [195/195] Time 5.5065 Loss 0.4071 (0.3826) Prec@1 86.719 (86.182)
* Prec@1 82.011
Epoch 42: [39/195] Time 5.7115 Loss 0.4141 (0.3769) Prec@1 84.375 (86.338)
Epoch 42: [78/195] Time 5.5130 Loss 0.3616 (0.3726) Prec@1 86.328 (86.483)
Epoch 42: [117/195] Time 5.5115 Loss 0.3425 (0.3701) Prec@1 87.500 (86.639)
Epoch 42: [156/195] Time 5.5110 Loss 0.4838 (0.3714) Prec@1 84.766 (86.576)
Epoch 42: [195/195] Time 5.5060 Loss 0.3381 (0.3731) Prec@1 88.672 (86.560)
* Prec@1 81.811
Epoch 43: [39/195] Time 5.7174 Loss 0.3325 (0.3713) Prec@1 87.109 (86.388)
Epoch 43: [78/195] Time 5.5107 Loss 0.3920 (0.3694) Prec@1 86.719 (86.679)
Epoch 43: [117/195] Time 5.5124 Loss 0.4159 (0.3702) Prec@1 84.766 (86.592)
Epoch 43: [156/195] Time 5.5102 Loss 0.3383 (0.3687) Prec@1 87.891 (86.649)
Epoch 43: [195/195] Time 5.5048 Loss 0.4166 (0.3703) Prec@1 83.984 (86.665)
* Prec@1 82.212
Epoch 44: [39/195] Time 5.7516 Loss 0.3785 (0.3775) Prec@1 86.328 (86.348)
Epoch 44: [78/195] Time 5.5107 Loss 0.3930 (0.3694) Prec@1 85.938 (86.674)
Epoch 44: [117/195] Time 5.5112 Loss 0.3954 (0.3724) Prec@1 85.547 (86.679)
Epoch 44: [156/195] Time 5.5110 Loss 0.3820 (0.3730) Prec@1 85.156 (86.644)
Epoch 44: [195/195] Time 5.5080 Loss 0.3523 (0.3723) Prec@1 86.719 (86.641)
* Prec@1 82.252
Epoch 45: [39/195] Time 5.7388 Loss 0.3854 (0.3550) Prec@1 86.328 (87.280)
Epoch 45: [78/195] Time 5.5118 Loss 0.3778 (0.3653) Prec@1 85.156 (86.994)
Epoch 45: [117/195] Time 5.5118 Loss 0.3244 (0.3667) Prec@1 87.109 (86.929)
Epoch 45: [156/195] Time 5.5102 Loss 0.2795 (0.3634) Prec@1 91.016 (87.047)
Epoch 45: [195/195] Time 5.5050 Loss 0.3440 (0.3638) Prec@1 87.500 (87.011)
* Prec@1 82.071
Epoch 46: [39/195] Time 5.7311 Loss 0.2737 (0.3580) Prec@1 91.797 (87.440)
Epoch 46: [78/195] Time 5.5101 Loss 0.3591 (0.3561) Prec@1 88.281 (87.310)
Epoch 46: [117/195] Time 5.5098 Loss 0.3308 (0.3588) Prec@1 88.672 (87.119)
Epoch 46: [156/195] Time 5.5115 Loss 0.3541 (0.3558) Prec@1 86.719 (87.257)
Epoch 46: [195/195] Time 5.5062 Loss 0.3424 (0.3571) Prec@1 87.500 (87.228)
* Prec@1 82.392
Epoch 47: [39/195] Time 5.7440 Loss 0.2813 (0.3569) Prec@1 92.188 (87.520)
Epoch 47: [78/195] Time 5.5101 Loss 0.3616 (0.3663) Prec@1 87.109 (87.149)
Epoch 47: [117/195] Time 5.5131 Loss 0.2907 (0.3637) Prec@1 89.062 (87.109)
Epoch 47: [156/195] Time 5.5106 Loss 0.3456 (0.3617) Prec@1 88.672 (87.164)
Epoch 47: [195/195] Time 5.5074 Loss 0.3076 (0.3621) Prec@1 88.672 (87.149)
* Prec@1 82.001
Epoch 48: [39/195] Time 5.7380 Loss 0.3786 (0.3607) Prec@1 86.719 (87.179)
Epoch 48: [78/195] Time 5.5118 Loss 0.3218 (0.3607) Prec@1 87.109 (87.174)
Epoch 48: [117/195] Time 5.5102 Loss 0.2755 (0.3600) Prec@1 90.234 (87.230)
Epoch 48: [156/195] Time 5.5120 Loss 0.3224 (0.3565) Prec@1 87.891 (87.355)
Epoch 48: [195/195] Time 5.5056 Loss 0.4196 (0.3585) Prec@1 84.766 (87.234)
* Prec@1 82.282
Epoch 49: [39/195] Time 5.7432 Loss 0.3653 (0.3632) Prec@1 87.109 (87.290)
Epoch 49: [78/195] Time 5.5088 Loss 0.2848 (0.3549) Prec@1 88.281 (87.445)
Epoch 49: [117/195] Time 5.5093 Loss 0.4524 (0.3575) Prec@1 85.547 (87.196)
Epoch 49: [156/195] Time 5.5082 Loss 0.3153 (0.3563) Prec@1 88.281 (87.310)
Epoch 49: [195/195] Time 5.5035 Loss 0.2826 (0.3557) Prec@1 89.062 (87.298)
* Prec@1 82.402
Epoch 50: [39/195] Time 5.7266 Loss 0.3643 (0.3472) Prec@1 86.328 (87.610)
Epoch 50: [78/195] Time 5.5111 Loss 0.2765 (0.3456) Prec@1 89.062 (87.760)
Epoch 50: [117/195] Time 5.5115 Loss 0.3513 (0.3484) Prec@1 86.328 (87.654)
Epoch 50: [156/195] Time 5.5110 Loss 0.4175 (0.3530) Prec@1 85.938 (87.495)
Epoch 50: [195/195] Time 5.5062 Loss 0.3969 (0.3532) Prec@1 85.938 (87.518)
* Prec@1 82.612
Epoch 51: [39/195] Time 5.7216 Loss 0.3785 (0.3439) Prec@1 85.938 (87.600)
Epoch 51: [78/195] Time 5.5116 Loss 0.3552 (0.3471) Prec@1 87.500 (87.600)
Epoch 51: [117/195] Time 5.5116 Loss 0.3573 (0.3536) Prec@1 87.109 (87.370)
Epoch 51: [156/195] Time 5.5123 Loss 0.4007 (0.3540) Prec@1 86.328 (87.270)
Epoch 51: [195/195] Time 5.5053 Loss 0.3406 (0.3510) Prec@1 89.844 (87.398)
* Prec@1 82.402
Epoch 52: [39/195] Time 5.7571 Loss 0.3680 (0.3619) Prec@1 85.156 (87.169)
Epoch 52: [78/195] Time 5.5113 Loss 0.2787 (0.3563) Prec@1 90.625 (87.245)
Epoch 52: [117/195] Time 5.5118 Loss 0.3022 (0.3571) Prec@1 89.062 (87.286)
Epoch 52: [156/195] Time 5.5113 Loss 0.3742 (0.3562) Prec@1 86.719 (87.215)
Epoch 52: [195/195] Time 5.5046 Loss 0.3229 (0.3568) Prec@1 87.891 (87.198)
* Prec@1 82.292
Epoch 53: [39/195] Time 5.7676 Loss 0.3579 (0.3461) Prec@1 87.500 (87.560)
Epoch 53: [78/195] Time 5.5119 Loss 0.3793 (0.3449) Prec@1 87.109 (87.700)
Epoch 53: [117/195] Time 5.5107 Loss 0.3427 (0.3470) Prec@1 86.719 (87.587)
Epoch 53: [156/195] Time 5.5102 Loss 0.3987 (0.3495) Prec@1 85.938 (87.563)
Epoch 53: [195/195] Time 5.5044 Loss 0.4186 (0.3493) Prec@1 86.328 (87.554)
* Prec@1 82.121
Epoch 54: [39/195] Time 5.7429 Loss 0.2657 (0.3238) Prec@1 91.406 (88.602)
Epoch 54: [78/195] Time 5.5121 Loss 0.4257 (0.3384) Prec@1 87.891 (88.031)
Epoch 54: [117/195] Time 5.5114 Loss 0.3652 (0.3427) Prec@1 86.719 (87.764)
Epoch 54: [156/195] Time 5.5104 Loss 0.3794 (0.3458) Prec@1 87.109 (87.668)
Epoch 54: [195/195] Time 5.5047 Loss 0.3521 (0.3456) Prec@1 84.766 (87.716)
* Prec@1 82.812
Epoch 55: [39/195] Time 5.7253 Loss 0.3962 (0.3557) Prec@1 83.984 (87.190)
Epoch 55: [78/195] Time 5.5120 Loss 0.3555 (0.3515) Prec@1 87.109 (87.470)
Epoch 55: [117/195] Time 5.5103 Loss 0.3271 (0.3510) Prec@1 85.156 (87.443)
Epoch 55: [156/195] Time 5.5112 Loss 0.2880 (0.3469) Prec@1 91.016 (87.540)
Epoch 55: [195/195] Time 5.5102 Loss 0.3401 (0.3463) Prec@1 87.891 (87.480)
* Prec@1 82.672
Epoch 56: [39/195] Time 5.7439 Loss 0.2910 (0.3513) Prec@1 89.844 (87.700)
Epoch 56: [78/195] Time 5.5114 Loss 0.3836 (0.3509) Prec@1 85.938 (87.580)
Epoch 56: [117/195] Time 5.5114 Loss 0.3894 (0.3491) Prec@1 86.328 (87.550)
Epoch 56: [156/195] Time 5.5122 Loss 0.2767 (0.3475) Prec@1 92.578 (87.645)
Epoch 56: [195/195] Time 5.5038 Loss 0.4727 (0.3472) Prec@1 82.812 (87.682)
* Prec@1 82.342
Epoch 57: [39/195] Time 5.7411 Loss 0.3201 (0.3505) Prec@1 88.281 (87.981)
Epoch 57: [78/195] Time 5.5099 Loss 0.3593 (0.3468) Prec@1 88.281 (87.750)
Epoch 57: [117/195] Time 5.5101 Loss 0.3154 (0.3478) Prec@1 88.672 (87.657)
Epoch 57: [156/195] Time 5.5112 Loss 0.3398 (0.3486) Prec@1 87.891 (87.545)
Epoch 57: [195/195] Time 5.5058 Loss 0.3186 (0.3482) Prec@1 87.500 (87.612)
* Prec@1 82.482
Epoch 58: [39/195] Time 5.7539 Loss 0.2612 (0.3480) Prec@1 89.844 (87.330)
Epoch 58: [78/195] Time 5.5094 Loss 0.4176 (0.3472) Prec@1 83.984 (87.510)
Epoch 58: [117/195] Time 5.5119 Loss 0.3672 (0.3476) Prec@1 85.547 (87.550)
Epoch 58: [156/195] Time 5.5095 Loss 0.2646 (0.3474) Prec@1 89.844 (87.510)
Epoch 58: [195/195] Time 5.5048 Loss 0.3110 (0.3476) Prec@1 88.281 (87.466)
* Prec@1 82.432
Epoch 59: [39/195] Time 5.7469 Loss 0.3886 (0.3513) Prec@1 87.109 (87.430)
Epoch 59: [78/195] Time 5.5112 Loss 0.3158 (0.3422) Prec@1 87.500 (87.911)
Epoch 59: [117/195] Time 5.5126 Loss 0.2962 (0.3432) Prec@1 89.453 (87.894)
Epoch 59: [156/195] Time 5.5104 Loss 0.3294 (0.3440) Prec@1 87.891 (87.763)
Epoch 59: [195/195] Time 5.5069 Loss 0.3698 (0.3423) Prec@1 87.109 (87.815)
* Prec@1 82.422
Best Prec@1 82.812
Start Training Last 20 EPOCHs
Epoch 0: [39/195] Time 5.7012 Loss 0.3148 (0.3547) Prec@1 88.672 (87.029)
Epoch 0: [78/195] Time 5.5101 Loss 0.3033 (0.3439) Prec@1 89.062 (87.605)
Epoch 0: [117/195] Time 5.5103 Loss 0.3095 (0.3465) Prec@1 87.109 (87.440)
Epoch 0: [156/195] Time 5.5100 Loss 0.3664 (0.3438) Prec@1 89.062 (87.600)
Epoch 0: [195/195] Time 5.5063 Loss 0.4355 (0.3449) Prec@1 85.938 (87.570)
* Prec@1 81.861
Epoch 1: [39/195] Time 5.7872 Loss 0.3562 (0.3549) Prec@1 87.500 (87.360)
Epoch 1: [78/195] Time 5.5105 Loss 0.3530 (0.3495) Prec@1 87.891 (87.395)
Epoch 1: [117/195] Time 5.5105 Loss 0.2663 (0.3482) Prec@1 90.625 (87.477)
Epoch 1: [156/195] Time 5.5102 Loss 0.3755 (0.3491) Prec@1 87.891 (87.397)
Epoch 1: [195/195] Time 5.5060 Loss 0.2027 (0.3489) Prec@1 93.359 (87.378)
* Prec@1 82.863
Epoch 2: [39/195] Time 5.7646 Loss 0.3830 (0.3458) Prec@1 86.328 (87.670)
Epoch 2: [78/195] Time 5.5095 Loss 0.2611 (0.3417) Prec@1 90.625 (87.800)
Epoch 2: [117/195] Time 5.5104 Loss 0.2714 (0.3434) Prec@1 90.625 (87.727)
Epoch 2: [156/195] Time 5.5108 Loss 0.4015 (0.3474) Prec@1 85.938 (87.588)
Epoch 2: [195/195] Time 5.5055 Loss 0.3182 (0.3481) Prec@1 91.406 (87.600)
* Prec@1 82.833
Epoch 3: [39/195] Time 5.7227 Loss 0.3446 (0.3490) Prec@1 85.547 (87.620)
Epoch 3: [78/195] Time 5.5099 Loss 0.2895 (0.3523) Prec@1 89.453 (87.410)
Epoch 3: [117/195] Time 5.5113 Loss 0.3134 (0.3558) Prec@1 88.672 (87.173)
Epoch 3: [156/195] Time 5.5097 Loss 0.3203 (0.3518) Prec@1 87.500 (87.265)
Epoch 3: [195/195] Time 5.5031 Loss 0.3754 (0.3523) Prec@1 84.375 (87.264)
* Prec@1 82.372
Epoch 4: [39/195] Time 5.7474 Loss 0.3958 (0.3686) Prec@1 87.891 (86.709)
Epoch 4: [78/195] Time 5.5111 Loss 0.2908 (0.3607) Prec@1 90.234 (86.919)
Epoch 4: [117/195] Time 5.5095 Loss 0.2860 (0.3565) Prec@1 90.234 (87.086)
Epoch 4: [156/195] Time 5.5115 Loss 0.3495 (0.3543) Prec@1 89.062 (87.277)
Epoch 4: [195/195] Time 5.5069 Loss 0.3077 (0.3523) Prec@1 87.500 (87.330)
* Prec@1 82.252
Epoch 5: [39/195] Time 5.7438 Loss 0.3916 (0.3352) Prec@1 86.328 (87.881)
Epoch 5: [78/195] Time 5.5124 Loss 0.3732 (0.3398) Prec@1 86.719 (87.775)
Epoch 5: [117/195] Time 5.5116 Loss 0.4162 (0.3426) Prec@1 84.375 (87.724)
Epoch 5: [156/195] Time 5.5110 Loss 0.4107 (0.3459) Prec@1 85.156 (87.548)
Epoch 5: [195/195] Time 5.5046 Loss 0.3413 (0.3462) Prec@1 87.891 (87.564)
* Prec@1 82.572
Epoch 6: [39/195] Time 5.7365 Loss 0.3547 (0.3578) Prec@1 87.109 (87.240)
Epoch 6: [78/195] Time 5.5121 Loss 0.3347 (0.3453) Prec@1 85.156 (87.665)
Epoch 6: [117/195] Time 5.5118 Loss 0.2939 (0.3471) Prec@1 87.109 (87.630)
Epoch 6: [156/195] Time 5.5113 Loss 0.3940 (0.3444) Prec@1 85.938 (87.670)
Epoch 6: [195/195] Time 5.5062 Loss 0.4057 (0.3415) Prec@1 87.109 (87.730)
* Prec@1 82.522
Epoch 7: [39/195] Time 5.7116 Loss 0.3398 (0.3299) Prec@1 86.719 (88.011)
Epoch 7: [78/195] Time 5.5134 Loss 0.3310 (0.3331) Prec@1 90.625 (87.906)
Epoch 7: [117/195] Time 5.5129 Loss 0.2801 (0.3363) Prec@1 90.234 (87.861)
Epoch 7: [156/195] Time 5.5115 Loss 0.3470 (0.3408) Prec@1 87.500 (87.780)
Epoch 7: [195/195] Time 5.5072 Loss 0.3569 (0.3395) Prec@1 85.938 (87.833)
* Prec@1 82.562
Epoch 8: [39/195] Time 5.7437 Loss 0.2419 (0.3460) Prec@1 92.188 (87.580)
Epoch 8: [78/195] Time 5.5127 Loss 0.3504 (0.3435) Prec@1 89.453 (87.841)
Epoch 8: [117/195] Time 5.5139 Loss 0.3378 (0.3459) Prec@1 88.672 (87.717)
Epoch 8: [156/195] Time 5.5118 Loss 0.3293 (0.3462) Prec@1 89.062 (87.688)
Epoch 8: [195/195] Time 5.5073 Loss 0.4124 (0.3445) Prec@1 85.156 (87.756)
* Prec@1 82.522
Epoch 9: [39/195] Time 5.7156 Loss 0.2491 (0.3468) Prec@1 92.969 (87.810)
Epoch 9: [78/195] Time 5.5093 Loss 0.3000 (0.3468) Prec@1 87.891 (87.570)
Epoch 9: [117/195] Time 5.5110 Loss 0.2773 (0.3448) Prec@1 91.016 (87.627)
Epoch 9: [156/195] Time 5.5133 Loss 0.2966 (0.3445) Prec@1 88.672 (87.625)
Epoch 9: [195/195] Time 5.5069 Loss 0.3648 (0.3457) Prec@1 87.500 (87.564)
* Prec@1 82.732
Epoch 10: [39/195] Time 5.7396 Loss 0.3224 (0.3434) Prec@1 88.281 (87.770)
Epoch 10: [78/195] Time 5.5140 Loss 0.2636 (0.3509) Prec@1 91.016 (87.515)
Epoch 10: [117/195] Time 5.5125 Loss 0.3336 (0.3475) Prec@1 87.109 (87.654)
Epoch 10: [156/195] Time 5.5133 Loss 0.4188 (0.3443) Prec@1 86.328 (87.690)
Epoch 10: [195/195] Time 5.5085 Loss 0.4061 (0.3422) Prec@1 87.109 (87.760)
* Prec@1 82.001
Epoch 11: [39/195] Time 5.7101 Loss 0.2985 (0.3411) Prec@1 88.672 (88.081)
Epoch 11: [78/195] Time 5.5130 Loss 0.3465 (0.3384) Prec@1 89.844 (88.046)
Epoch 11: [117/195] Time 5.5105 Loss 0.3546 (0.3398) Prec@1 89.062 (87.897)
Epoch 11: [156/195] Time 5.5109 Loss 0.2814 (0.3393) Prec@1 90.234 (87.873)
Epoch 11: [195/195] Time 5.5055 Loss 0.3796 (0.3411) Prec@1 86.719 (87.762)
* Prec@1 83.083
Epoch 12: [39/195] Time 5.7074 Loss 0.3722 (0.3388) Prec@1 85.938 (88.191)
Epoch 12: [78/195] Time 5.5148 Loss 0.3456 (0.3356) Prec@1 87.500 (88.091)
Epoch 12: [117/195] Time 5.5141 Loss 0.3801 (0.3378) Prec@1 85.938 (87.961)
Epoch 12: [156/195] Time 5.5157 Loss 0.4377 (0.3435) Prec@1 82.031 (87.723)
Epoch 12: [195/195] Time 5.5085 Loss 0.4386 (0.3416) Prec@1 84.375 (87.774)
* Prec@1 82.853
Epoch 13: [39/195] Time 5.7156 Loss 0.4132 (0.3445) Prec@1 84.375 (87.500)
Epoch 13: [78/195] Time 5.5117 Loss 0.2782 (0.3398) Prec@1 91.406 (87.785)
Epoch 13: [117/195] Time 5.5108 Loss 0.3532 (0.3427) Prec@1 88.281 (87.824)
Epoch 13: [156/195] Time 5.5107 Loss 0.2645 (0.3426) Prec@1 90.625 (87.843)
Epoch 13: [195/195] Time 5.5065 Loss 0.3517 (0.3414) Prec@1 85.938 (87.819)
* Prec@1 82.722
Epoch 14: [39/195] Time 5.7122 Loss 0.3255 (0.3378) Prec@1 89.453 (87.570)
Epoch 14: [78/195] Time 5.5127 Loss 0.3062 (0.3380) Prec@1 87.891 (87.906)
Epoch 14: [117/195] Time 5.5123 Loss 0.2873 (0.3410) Prec@1 90.234 (87.854)
Epoch 14: [156/195] Time 5.5116 Loss 0.3277 (0.3416) Prec@1 86.328 (87.793)
Epoch 14: [195/195] Time 5.5083 Loss 0.3909 (0.3420) Prec@1 84.766 (87.780)
* Prec@1 82.973
Epoch 15: [39/195] Time 5.7386 Loss 0.3455 (0.3388) Prec@1 87.891 (87.961)
Epoch 15: [78/195] Time 5.5134 Loss 0.2881 (0.3419) Prec@1 91.016 (87.785)
Epoch 15: [117/195] Time 5.5126 Loss 0.3543 (0.3406) Prec@1 87.891 (87.777)
Epoch 15: [156/195] Time 5.5120 Loss 0.3370 (0.3373) Prec@1 87.500 (87.843)
Epoch 15: [195/195] Time 5.5079 Loss 0.3361 (0.3376) Prec@1 87.109 (87.829)
* Prec@1 82.502
Epoch 16: [39/195] Time 5.7164 Loss 0.3916 (0.3532) Prec@1 86.328 (87.260)
Epoch 16: [78/195] Time 5.5109 Loss 0.3287 (0.3455) Prec@1 85.938 (87.515)
Epoch 16: [117/195] Time 5.5139 Loss 0.3333 (0.3460) Prec@1 88.672 (87.500)
Epoch 16: [156/195] Time 5.5121 Loss 0.2460 (0.3431) Prec@1 89.844 (87.558)
Epoch 16: [195/195] Time 5.5078 Loss 0.3619 (0.3435) Prec@1 87.500 (87.586)
* Prec@1 82.712
Epoch 17: [39/195] Time 5.7592 Loss 0.5106 (0.3445) Prec@1 83.984 (87.871)
Epoch 17: [78/195] Time 5.5139 Loss 0.2673 (0.3277) Prec@1 90.234 (88.286)
Epoch 17: [117/195] Time 5.5121 Loss 0.4335 (0.3331) Prec@1 84.375 (88.121)
Epoch 17: [156/195] Time 5.5113 Loss 0.3746 (0.3355) Prec@1 86.719 (87.983)
Epoch 17: [195/195] Time 5.5054 Loss 0.2968 (0.3376) Prec@1 88.281 (87.879)
* Prec@1 82.692
Epoch 18: [39/195] Time 5.7350 Loss 0.2883 (0.3447) Prec@1 90.625 (87.620)
Epoch 18: [78/195] Time 5.5112 Loss 0.4501 (0.3414) Prec@1 84.766 (87.715)
Epoch 18: [117/195] Time 5.5083 Loss 0.2847 (0.3402) Prec@1 88.672 (87.620)
Epoch 18: [156/195] Time 5.5122 Loss 0.3377 (0.3406) Prec@1 89.844 (87.648)
Epoch 18: [195/195] Time 5.5077 Loss 0.2820 (0.3409) Prec@1 91.016 (87.680)
* Prec@1 82.652
Epoch 19: [39/195] Time 5.7173 Loss 0.3043 (0.3351) Prec@1 89.844 (87.971)
Epoch 19: [78/195] Time 5.5110 Loss 0.4317 (0.3457) Prec@1 83.594 (87.580)
Epoch 19: [117/195] Time 5.5127 Loss 0.2582 (0.3397) Prec@1 92.188 (87.780)
Epoch 19: [156/195] Time 5.5101 Loss 0.4368 (0.3412) Prec@1 82.422 (87.688)
Epoch 19: [195/195] Time 5.5071 Loss 0.3816 (0.3384) Prec@1 84.766 (87.817)
* Prec@1 82.542
Best Prec@1 83.083