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BIGBALLON/botnet50.log

Created March 16, 2021 16:10
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botnet50.log
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[2021-03-14 04:47:11] LOCAL_RANK: 0, RANK: 0
[2021-03-14 04:47:11]
CFG_DEST: config.yaml
CUDNN:
BENCHMARK: true
DETERMINISTIC: false
MODEL:
ARCH: botnet50
PRETRAINED: false
SYNCBN: false
WEIGHTS: null
OPTIM:
BASE_LR: 0.2
DAMPENING: 0.0
LR_MULT: 0.1
LR_POLICY: cos
MAX_EPOCH: 100
MIN_LR: 0.0
MOMENTUM: 0.9
NESTEROV: true
STEPS: []
WARMUP_EPOCHS: 5
WARMUP_FACTOR: 0.1
WEIGHT_DECAY: 5.0e-05
OUT_DIR: botnet50-wd5
RNG_SEED: null
TEST:
BATCH_SIZE: 200
DATASET: ./data/ILSVRC/
IM_SIZE: 256
PRINT_FREQ: 10
SPLIT: val
TRAIN:
AUTO_RESUME: true
BATCH_SIZE: 32
DATASET: ./data/ILSVRC/
IM_SIZE: 224
LOAD_OPT: true
PIN_MEMORY: true
PRINT_FREQ: 30
SPLIT: train
TOPK: 5
WORKERS: 4
[2021-03-14 04:47:27]
======= TRAINING =======
[2021-03-14 04:47:27] CURRENT EPOCH: 1, LR: 0.0200, POLICY: cos
[2021-03-14 04:47:37] TRAIN: [1][ 30/5004] | Time 0.274 ( 0.361) | Data 0.000 (0.027) | Loss 6.9213 (6.9279) | Acc@1 0.391 ( 0.130) | Acc@5 0.781 ( 0.560)
[2021-03-14 04:47:46] TRAIN: [1][ 60/5004] | Time 0.274 ( 0.319) | Data 0.000 (0.015) | Loss 6.8834 (6.9228) | Acc@1 0.391 ( 0.156) | Acc@5 1.172 ( 0.729)
[2021-03-14 04:47:54] TRAIN: [1][ 90/5004] | Time 0.276 ( 0.305) | Data 0.000 (0.010) | Loss 6.9049 (6.9141) | Acc@1 0.000 ( 0.135) | Acc@5 1.172 ( 0.738)
[2021-03-14 04:48:02] TRAIN: [1][ 120/5004] | Time 0.275 ( 0.298) | Data 0.000 (0.007) | Loss 6.9301 (6.9041) | Acc@1 0.000 ( 0.156) | Acc@5 0.781 ( 0.798)
[2021-03-14 04:48:11] TRAIN: [1][ 150/5004] | Time 0.282 ( 0.293) | Data 0.000 (0.006) | Loss 6.8141 (6.8905) | Acc@1 0.000 ( 0.193) | Acc@5 1.562 ( 0.924)
[2021-03-14 04:48:19] TRAIN: [1][ 180/5004] | Time 0.273 ( 0.290) | Data 0.000 (0.005) | Loss 6.7746 (6.8793) | Acc@1 0.391 ( 0.228) | Acc@5 1.562 ( 1.076)
[2021-03-14 04:48:27] TRAIN: [1][ 210/5004] | Time 0.279 ( 0.289) | Data 0.000 (0.005) | Loss 6.7464 (6.8693) | Acc@1 1.172 ( 0.246) | Acc@5 3.125 ( 1.142)
[2021-03-14 04:48:35] TRAIN: [1][ 240/5004] | Time 0.287 ( 0.287) | Data 0.000 (0.004) | Loss 6.8231 (6.8566) | Acc@1 0.391 ( 0.290) | Acc@5 2.344 ( 1.240)
[2021-03-14 04:48:44] TRAIN: [1][ 270/5004] | Time 0.276 ( 0.286) | Data 0.000 (0.004) | Loss 6.6999 (6.8413) | Acc@1 0.391 ( 0.331) | Acc@5 3.125 ( 1.406)
[2021-03-14 04:48:52] TRAIN: [1][ 300/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.003) | Loss 6.6648 (6.8259) | Acc@1 0.781 ( 0.374) | Acc@5 2.344 ( 1.534)
[2021-03-14 04:49:00] TRAIN: [1][ 330/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.003) | Loss 6.6568 (6.8092) | Acc@1 0.391 ( 0.405) | Acc@5 2.344 ( 1.668)
[2021-03-14 04:49:09] TRAIN: [1][ 360/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.003) | Loss 6.5765 (6.7930) | Acc@1 2.344 ( 0.456) | Acc@5 5.078 ( 1.795)
[2021-03-14 04:49:17] TRAIN: [1][ 390/5004] | Time 0.275 ( 0.283) | Data 0.000 (0.003) | Loss 6.4959 (6.7765) | Acc@1 1.562 ( 0.492) | Acc@5 3.125 ( 1.892)
[2021-03-14 04:49:25] TRAIN: [1][ 420/5004] | Time 0.288 ( 0.283) | Data 0.000 (0.002) | Loss 6.4853 (6.7585) | Acc@1 1.562 ( 0.534) | Acc@5 5.078 ( 2.024)
[2021-03-14 04:49:34] TRAIN: [1][ 450/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.002) | Loss 6.4394 (6.7412) | Acc@1 0.781 ( 0.563) | Acc@5 4.297 ( 2.144)
[2021-03-14 04:49:42] TRAIN: [1][ 480/5004] | Time 0.274 ( 0.283) | Data 0.000 (0.002) | Loss 6.4478 (6.7247) | Acc@1 1.562 ( 0.595) | Acc@5 4.688 ( 2.279)
[2021-03-14 04:49:51] TRAIN: [1][ 510/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.002) | Loss 6.4514 (6.7084) | Acc@1 0.391 ( 0.630) | Acc@5 3.516 ( 2.381)
[2021-03-14 04:49:59] TRAIN: [1][ 540/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.002) | Loss 6.3941 (6.6919) | Acc@1 1.562 ( 0.658) | Acc@5 3.125 ( 2.482)
[2021-03-14 04:50:08] TRAIN: [1][ 570/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.002) | Loss 6.3127 (6.6740) | Acc@1 0.781 ( 0.695) | Acc@5 5.859 ( 2.608)
[2021-03-14 04:50:16] TRAIN: [1][ 600/5004] | Time 0.284 ( 0.282) | Data 0.000 (0.002) | Loss 6.2532 (6.6565) | Acc@1 2.344 ( 0.730) | Acc@5 5.859 ( 2.732)
[2021-03-14 04:50:25] TRAIN: [1][ 630/5004] | Time 0.278 ( 0.282) | Data 0.000 (0.002) | Loss 6.3720 (6.6401) | Acc@1 1.953 ( 0.766) | Acc@5 6.250 ( 2.858)
[2021-03-14 04:50:33] TRAIN: [1][ 660/5004] | Time 0.279 ( 0.282) | Data 0.000 (0.002) | Loss 6.2245 (6.6242) | Acc@1 0.781 ( 0.801) | Acc@5 7.422 ( 2.981)
[2021-03-14 04:50:42] TRAIN: [1][ 690/5004] | Time 0.287 ( 0.283) | Data 0.000 (0.002) | Loss 6.3138 (6.6071) | Acc@1 0.391 ( 0.845) | Acc@5 3.906 ( 3.100)
[2021-03-14 04:50:50] TRAIN: [1][ 720/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.002) | Loss 6.1494 (6.5909) | Acc@1 1.953 ( 0.877) | Acc@5 6.641 ( 3.211)
[2021-03-14 04:50:59] TRAIN: [1][ 750/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.002) | Loss 6.0803 (6.5741) | Acc@1 0.781 ( 0.911) | Acc@5 7.812 ( 3.341)
[2021-03-14 04:51:07] TRAIN: [1][ 780/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.002) | Loss 6.1469 (6.5574) | Acc@1 1.953 ( 0.950) | Acc@5 6.250 ( 3.475)
[2021-03-14 04:51:16] TRAIN: [1][ 810/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.002) | Loss 6.0637 (6.5417) | Acc@1 1.562 ( 0.994) | Acc@5 6.641 ( 3.614)
[2021-03-14 04:51:24] TRAIN: [1][ 840/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 6.0019 (6.5280) | Acc@1 2.344 ( 1.026) | Acc@5 8.203 ( 3.730)
[2021-03-14 04:51:33] TRAIN: [1][ 870/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 6.0176 (6.5135) | Acc@1 1.562 ( 1.061) | Acc@5 7.031 ( 3.849)
[2021-03-14 04:51:41] TRAIN: [1][ 900/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 5.9684 (6.4994) | Acc@1 1.562 ( 1.101) | Acc@5 8.594 ( 3.980)
[2021-03-14 04:51:50] TRAIN: [1][ 930/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 6.0612 (6.4851) | Acc@1 2.734 ( 1.140) | Acc@5 8.203 ( 4.096)
[2021-03-14 04:51:58] TRAIN: [1][ 960/5004] | Time 0.291 ( 0.283) | Data 0.000 (0.001) | Loss 5.9581 (6.4702) | Acc@1 2.344 ( 1.180) | Acc@5 8.203 ( 4.222)
[2021-03-14 04:52:07] TRAIN: [1][ 990/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 5.8582 (6.4557) | Acc@1 2.734 ( 1.211) | Acc@5 11.328 ( 4.345)
[2021-03-14 04:52:15] TRAIN: [1][1020/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 5.9578 (6.4417) | Acc@1 3.516 ( 1.258) | Acc@5 12.109 ( 4.481)
[2021-03-14 04:52:23] TRAIN: [1][1050/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 5.8459 (6.4275) | Acc@1 3.516 ( 1.307) | Acc@5 9.766 ( 4.628)
[2021-03-14 04:52:32] TRAIN: [1][1080/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 6.1198 (6.4147) | Acc@1 4.297 ( 1.345) | Acc@5 8.594 ( 4.750)
[2021-03-14 04:52:40] TRAIN: [1][1110/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 6.0120 (6.4016) | Acc@1 1.953 ( 1.383) | Acc@5 10.156 ( 4.875)
[2021-03-14 04:52:49] TRAIN: [1][1140/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 5.9104 (6.3881) | Acc@1 4.688 ( 1.425) | Acc@5 12.109 ( 5.008)
[2021-03-14 04:52:57] TRAIN: [1][1170/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 5.7807 (6.3754) | Acc@1 3.906 ( 1.462) | Acc@5 12.500 ( 5.137)
[2021-03-14 04:53:06] TRAIN: [1][1200/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 5.8117 (6.3627) | Acc@1 1.172 ( 1.505) | Acc@5 6.641 ( 5.265)
[2021-03-14 04:53:14] TRAIN: [1][1230/5004] | Time 0.291 ( 0.283) | Data 0.000 (0.001) | Loss 5.8135 (6.3499) | Acc@1 3.516 ( 1.546) | Acc@5 10.547 ( 5.400)
[2021-03-14 04:53:23] TRAIN: [1][1260/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 5.9111 (6.3381) | Acc@1 3.906 ( 1.580) | Acc@5 9.375 ( 5.513)
[2021-03-14 04:53:31] TRAIN: [1][1290/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 5.8534 (6.3265) | Acc@1 2.734 ( 1.615) | Acc@5 9.375 ( 5.627)
[2021-03-14 04:53:40] TRAIN: [1][1320/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 5.8509 (6.3140) | Acc@1 5.469 ( 1.666) | Acc@5 12.500 ( 5.761)
[2021-03-14 04:53:48] TRAIN: [1][1350/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 5.7664 (6.3018) | Acc@1 3.516 ( 1.705) | Acc@5 11.719 ( 5.885)
[2021-03-14 04:53:57] TRAIN: [1][1380/5004] | Time 0.305 ( 0.283) | Data 0.001 (0.001) | Loss 5.7872 (6.2898) | Acc@1 5.469 ( 1.742) | Acc@5 14.844 ( 6.008)
[2021-03-14 04:54:05] TRAIN: [1][1410/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 5.7394 (6.2776) | Acc@1 3.906 ( 1.797) | Acc@5 14.062 ( 6.147)
[2021-03-14 04:54:14] TRAIN: [1][1440/5004] | Time 0.291 ( 0.283) | Data 0.000 (0.001) | Loss 5.8757 (6.2669) | Acc@1 1.172 ( 1.828) | Acc@5 12.109 ( 6.244)
[2021-03-14 04:54:22] TRAIN: [1][1470/5004] | Time 0.288 ( 0.283) | Data 0.000 (0.001) | Loss 5.8986 (6.2559) | Acc@1 3.516 ( 1.875) | Acc@5 9.766 ( 6.361)
[2021-03-14 04:54:31] TRAIN: [1][1500/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 5.6010 (6.2446) | Acc@1 4.297 ( 1.918) | Acc@5 11.328 ( 6.484)
[2021-03-14 04:54:39] TRAIN: [1][1530/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 5.7172 (6.2345) | Acc@1 5.469 ( 1.951) | Acc@5 15.234 ( 6.602)
[2021-03-14 04:54:48] TRAIN: [1][1560/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 5.8483 (6.2236) | Acc@1 3.906 ( 1.995) | Acc@5 9.375 ( 6.731)
[2021-03-14 04:54:56] TRAIN: [1][1590/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 5.6719 (6.2130) | Acc@1 4.688 ( 2.040) | Acc@5 14.062 ( 6.850)
[2021-03-14 04:55:05] TRAIN: [1][1620/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 5.4658 (6.2026) | Acc@1 4.297 ( 2.083) | Acc@5 15.234 ( 6.965)
[2021-03-14 04:55:13] TRAIN: [1][1650/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 5.6686 (6.1917) | Acc@1 6.250 ( 2.125) | Acc@5 16.406 ( 7.098)
[2021-03-14 04:55:22] TRAIN: [1][1680/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 5.6093 (6.1815) | Acc@1 2.344 ( 2.164) | Acc@5 12.109 ( 7.211)
[2021-03-14 04:55:30] TRAIN: [1][1710/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 5.6532 (6.1711) | Acc@1 3.906 ( 2.205) | Acc@5 12.891 ( 7.338)
[2021-03-14 04:55:39] TRAIN: [1][1740/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 5.4118 (6.1612) | Acc@1 4.297 ( 2.249) | Acc@5 13.672 ( 7.458)
[2021-03-14 04:55:47] TRAIN: [1][1770/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 5.6583 (6.1514) | Acc@1 3.125 ( 2.294) | Acc@5 8.594 ( 7.575)
[2021-03-14 04:55:56] TRAIN: [1][1800/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 5.4669 (6.1415) | Acc@1 6.641 ( 2.330) | Acc@5 16.406 ( 7.688)
[2021-03-14 04:56:04] TRAIN: [1][1830/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 5.5490 (6.1319) | Acc@1 3.906 ( 2.377) | Acc@5 11.719 ( 7.803)
[2021-03-14 04:56:13] TRAIN: [1][1860/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 5.6002 (6.1223) | Acc@1 1.953 ( 2.420) | Acc@5 10.547 ( 7.916)
[2021-03-14 04:56:21] TRAIN: [1][1890/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 5.6144 (6.1121) | Acc@1 3.906 ( 2.467) | Acc@5 10.547 ( 8.035)
[2021-03-14 04:56:30] TRAIN: [1][1920/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 5.6584 (6.1026) | Acc@1 5.078 ( 2.512) | Acc@5 12.109 ( 8.156)
[2021-03-14 04:56:38] TRAIN: [1][1950/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 5.4030 (6.0934) | Acc@1 6.641 ( 2.557) | Acc@5 12.891 ( 8.266)
[2021-03-14 04:56:47] TRAIN: [1][1980/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 5.3545 (6.0842) | Acc@1 5.859 ( 2.599) | Acc@5 16.016 ( 8.382)
[2021-03-14 04:56:55] TRAIN: [1][2010/5004] | Time 0.287 ( 0.283) | Data 0.000 (0.001) | Loss 5.4913 (6.0752) | Acc@1 4.688 ( 2.640) | Acc@5 12.109 ( 8.498)
[2021-03-14 04:57:04] TRAIN: [1][2040/5004] | Time 0.290 ( 0.283) | Data 0.000 (0.001) | Loss 5.4292 (6.0661) | Acc@1 5.078 ( 2.685) | Acc@5 17.578 ( 8.620)
[2021-03-14 04:57:12] TRAIN: [1][2070/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 5.5468 (6.0570) | Acc@1 6.250 ( 2.730) | Acc@5 15.234 ( 8.735)
[2021-03-14 04:57:21] TRAIN: [1][2100/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 5.4325 (6.0484) | Acc@1 3.906 ( 2.770) | Acc@5 15.625 ( 8.839)
[2021-03-14 04:57:29] TRAIN: [1][2130/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 5.4460 (6.0393) | Acc@1 6.641 ( 2.816) | Acc@5 17.578 ( 8.946)
[2021-03-14 04:57:38] TRAIN: [1][2160/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 5.4616 (6.0306) | Acc@1 6.250 ( 2.859) | Acc@5 17.578 ( 9.051)
[2021-03-14 04:57:46] TRAIN: [1][2190/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 5.3164 (6.0217) | Acc@1 6.250 ( 2.903) | Acc@5 16.406 ( 9.166)
[2021-03-14 04:57:55] TRAIN: [1][2220/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 5.4157 (6.0130) | Acc@1 5.469 ( 2.946) | Acc@5 14.844 ( 9.275)
[2021-03-14 04:58:03] TRAIN: [1][2250/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 5.3881 (6.0045) | Acc@1 7.812 ( 2.991) | Acc@5 17.578 ( 9.384)
[2021-03-14 04:58:12] TRAIN: [1][2280/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 5.2264 (5.9958) | Acc@1 6.641 ( 3.038) | Acc@5 21.094 ( 9.496)
[2021-03-14 04:58:20] TRAIN: [1][2310/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 5.4482 (5.9874) | Acc@1 4.688 ( 3.082) | Acc@5 17.578 ( 9.604)
[2021-03-14 04:58:29] TRAIN: [1][2340/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 5.3711 (5.9790) | Acc@1 8.203 ( 3.127) | Acc@5 17.578 ( 9.708)
[2021-03-14 04:58:37] TRAIN: [1][2370/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 5.3622 (5.9705) | Acc@1 5.469 ( 3.168) | Acc@5 16.016 ( 9.820)
[2021-03-14 04:58:46] TRAIN: [1][2400/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 5.3161 (5.9618) | Acc@1 6.641 ( 3.213) | Acc@5 19.531 ( 9.934)
[2021-03-14 04:58:54] TRAIN: [1][2430/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 5.2531 (5.9536) | Acc@1 7.031 ( 3.258) | Acc@5 18.750 (10.050)
[2021-03-14 04:59:03] TRAIN: [1][2460/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 5.1219 (5.9453) | Acc@1 7.422 ( 3.303) | Acc@5 18.359 (10.156)
[2021-03-14 04:59:11] TRAIN: [1][2490/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 5.1915 (5.9369) | Acc@1 6.250 ( 3.350) | Acc@5 19.531 (10.276)
[2021-03-14 04:59:20] TRAIN: [1][2520/5004] | Time 0.287 ( 0.283) | Data 0.000 (0.001) | Loss 5.2085 (5.9289) | Acc@1 5.469 ( 3.388) | Acc@5 16.797 (10.386)
[2021-03-14 04:59:28] TRAIN: [1][2550/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 5.3286 (5.9210) | Acc@1 8.203 ( 3.430) | Acc@5 17.969 (10.498)
[2021-03-14 04:59:37] TRAIN: [1][2580/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 5.4383 (5.9129) | Acc@1 6.250 ( 3.476) | Acc@5 16.016 (10.613)
[2021-03-14 04:59:45] TRAIN: [1][2610/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 5.2048 (5.9048) | Acc@1 8.594 ( 3.528) | Acc@5 23.828 (10.724)
[2021-03-14 04:59:54] TRAIN: [1][2640/5004] | Time 0.293 ( 0.283) | Data 0.000 (0.001) | Loss 5.1109 (5.8970) | Acc@1 8.594 ( 3.573) | Acc@5 20.703 (10.828)
[2021-03-14 05:00:02] TRAIN: [1][2670/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 5.0873 (5.8894) | Acc@1 7.031 ( 3.614) | Acc@5 20.312 (10.934)
[2021-03-14 05:00:11] TRAIN: [1][2700/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 5.1948 (5.8817) | Acc@1 7.422 ( 3.659) | Acc@5 20.312 (11.042)
[2021-03-14 05:00:19] TRAIN: [1][2730/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 5.1480 (5.8738) | Acc@1 5.859 ( 3.702) | Acc@5 22.656 (11.155)
[2021-03-14 05:00:28] TRAIN: [1][2760/5004] | Time 0.320 ( 0.283) | Data 0.000 (0.001) | Loss 5.0714 (5.8662) | Acc@1 8.594 ( 3.744) | Acc@5 23.438 (11.259)
[2021-03-14 05:00:36] TRAIN: [1][2790/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 5.0305 (5.8587) | Acc@1 9.766 ( 3.789) | Acc@5 20.312 (11.363)
[2021-03-14 05:00:45] TRAIN: [1][2820/5004] | Time 0.300 ( 0.283) | Data 0.000 (0.001) | Loss 5.4109 (5.8511) | Acc@1 6.641 ( 3.836) | Acc@5 16.797 (11.470)
[2021-03-14 05:00:53] TRAIN: [1][2850/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 5.3120 (5.8438) | Acc@1 6.250 ( 3.881) | Acc@5 20.312 (11.579)
[2021-03-14 05:01:02] TRAIN: [1][2880/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 4.9361 (5.8363) | Acc@1 11.719 ( 3.923) | Acc@5 23.438 (11.685)
[2021-03-14 05:01:10] TRAIN: [1][2910/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 5.1207 (5.8291) | Acc@1 11.328 ( 3.960) | Acc@5 21.484 (11.784)
[2021-03-14 05:01:19] TRAIN: [1][2940/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 5.0866 (5.8222) | Acc@1 10.938 ( 4.005) | Acc@5 20.703 (11.885)
[2021-03-14 05:01:27] TRAIN: [1][2970/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 5.3304 (5.8150) | Acc@1 6.641 ( 4.048) | Acc@5 18.750 (11.985)
[2021-03-14 05:01:36] TRAIN: [1][3000/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 5.1929 (5.8079) | Acc@1 6.250 ( 4.090) | Acc@5 21.484 (12.089)
[2021-03-14 05:01:44] TRAIN: [1][3030/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 5.1259 (5.8005) | Acc@1 9.375 ( 4.134) | Acc@5 19.531 (12.193)
[2021-03-14 05:01:53] TRAIN: [1][3060/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 5.1089 (5.7935) | Acc@1 7.031 ( 4.183) | Acc@5 23.828 (12.293)
[2021-03-14 05:02:01] TRAIN: [1][3090/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 5.2115 (5.7864) | Acc@1 8.984 ( 4.222) | Acc@5 19.531 (12.391)
[2021-03-14 05:02:10] TRAIN: [1][3120/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 5.1664 (5.7792) | Acc@1 7.812 ( 4.272) | Acc@5 21.484 (12.499)
[2021-03-14 05:02:18] TRAIN: [1][3150/5004] | Time 0.293 ( 0.283) | Data 0.000 (0.001) | Loss 5.0467 (5.7721) | Acc@1 8.594 ( 4.320) | Acc@5 20.312 (12.607)
[2021-03-14 05:02:27] TRAIN: [1][3180/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 5.0561 (5.7651) | Acc@1 10.547 ( 4.366) | Acc@5 26.953 (12.712)
[2021-03-14 05:02:35] TRAIN: [1][3210/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 5.1266 (5.7579) | Acc@1 10.156 ( 4.416) | Acc@5 25.781 (12.827)
[2021-03-14 05:02:44] TRAIN: [1][3240/5004] | Time 0.288 ( 0.283) | Data 0.000 (0.001) | Loss 4.9383 (5.7513) | Acc@1 9.375 ( 4.456) | Acc@5 24.609 (12.923)
[2021-03-14 05:02:52] TRAIN: [1][3270/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 5.0676 (5.7443) | Acc@1 8.594 ( 4.502) | Acc@5 20.703 (13.022)
[2021-03-14 05:03:01] TRAIN: [1][3300/5004] | Time 0.291 ( 0.283) | Data 0.000 (0.001) | Loss 5.0737 (5.7375) | Acc@1 8.984 ( 4.548) | Acc@5 24.219 (13.120)
[2021-03-14 05:03:09] TRAIN: [1][3330/5004] | Time 0.290 ( 0.283) | Data 0.000 (0.001) | Loss 5.0488 (5.7304) | Acc@1 9.375 ( 4.593) | Acc@5 22.266 (13.224)
[2021-03-14 05:03:18] TRAIN: [1][3360/5004] | Time 0.292 ( 0.283) | Data 0.000 (0.001) | Loss 4.9580 (5.7236) | Acc@1 7.812 ( 4.641) | Acc@5 20.312 (13.323)
[2021-03-14 05:03:26] TRAIN: [1][3390/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 5.0342 (5.7168) | Acc@1 8.594 ( 4.684) | Acc@5 23.828 (13.424)
[2021-03-14 05:03:35] TRAIN: [1][3420/5004] | Time 0.290 ( 0.283) | Data 0.000 (0.001) | Loss 4.9953 (5.7100) | Acc@1 8.203 ( 4.729) | Acc@5 24.609 (13.527)
[2021-03-14 05:03:43] TRAIN: [1][3450/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 4.9807 (5.7035) | Acc@1 11.719 ( 4.772) | Acc@5 29.297 (13.625)
[2021-03-14 05:03:52] TRAIN: [1][3480/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 5.0277 (5.6969) | Acc@1 7.422 ( 4.820) | Acc@5 23.047 (13.725)
[2021-03-14 05:04:00] TRAIN: [1][3510/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 4.9858 (5.6904) | Acc@1 9.766 ( 4.867) | Acc@5 22.266 (13.828)
[2021-03-14 05:04:09] TRAIN: [1][3540/5004] | Time 0.290 ( 0.283) | Data 0.000 (0.001) | Loss 5.0306 (5.6838) | Acc@1 8.203 ( 4.914) | Acc@5 21.875 (13.927)
[2021-03-14 05:04:17] TRAIN: [1][3570/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 4.8857 (5.6774) | Acc@1 11.719 ( 4.955) | Acc@5 27.344 (14.024)
[2021-03-14 05:04:26] TRAIN: [1][3600/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 4.7654 (5.6708) | Acc@1 12.500 ( 5.000) | Acc@5 27.734 (14.129)
[2021-03-14 05:04:34] TRAIN: [1][3630/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 4.8343 (5.6643) | Acc@1 10.938 ( 5.046) | Acc@5 23.047 (14.227)
[2021-03-14 05:04:43] TRAIN: [1][3660/5004] | Time 0.288 ( 0.283) | Data 0.000 (0.001) | Loss 5.0636 (5.6581) | Acc@1 8.984 ( 5.087) | Acc@5 22.266 (14.321)
[2021-03-14 05:04:51] TRAIN: [1][3690/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 4.6603 (5.6516) | Acc@1 12.500 ( 5.129) | Acc@5 28.516 (14.419)
[2021-03-14 05:05:00] TRAIN: [1][3720/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 4.9152 (5.6453) | Acc@1 7.031 ( 5.169) | Acc@5 20.312 (14.514)
[2021-03-14 05:05:08] TRAIN: [1][3750/5004] | Time 0.308 ( 0.283) | Data 0.000 (0.001) | Loss 4.5356 (5.6388) | Acc@1 12.500 ( 5.219) | Acc@5 27.344 (14.618)
[2021-03-14 05:05:17] TRAIN: [1][3780/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 4.8737 (5.6324) | Acc@1 9.375 ( 5.264) | Acc@5 25.391 (14.715)
[2021-03-14 05:05:25] TRAIN: [1][3810/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 4.6885 (5.6259) | Acc@1 10.938 ( 5.311) | Acc@5 26.172 (14.816)
[2021-03-14 05:05:34] TRAIN: [1][3840/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 4.7713 (5.6195) | Acc@1 13.672 ( 5.355) | Acc@5 29.297 (14.917)
[2021-03-14 05:05:42] TRAIN: [1][3870/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 4.7949 (5.6133) | Acc@1 11.719 ( 5.399) | Acc@5 26.953 (15.008)
[2021-03-14 05:05:51] TRAIN: [1][3900/5004] | Time 0.279 ( 0.283) | Data 0.001 (0.001) | Loss 4.9371 (5.6073) | Acc@1 10.156 ( 5.442) | Acc@5 25.000 (15.103)
[2021-03-14 05:06:00] TRAIN: [1][3930/5004] | Time 0.292 ( 0.283) | Data 0.000 (0.001) | Loss 4.8489 (5.6012) | Acc@1 12.891 ( 5.483) | Acc@5 30.078 (15.199)
[2021-03-14 05:06:08] TRAIN: [1][3960/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 4.7468 (5.5949) | Acc@1 8.984 ( 5.528) | Acc@5 28.906 (15.299)
[2021-03-14 05:06:16] TRAIN: [1][3990/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 4.9725 (5.5889) | Acc@1 10.938 ( 5.573) | Acc@5 24.609 (15.392)
[2021-03-14 05:06:25] TRAIN: [1][4020/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 4.9937 (5.5828) | Acc@1 9.766 ( 5.618) | Acc@5 21.875 (15.491)
[2021-03-14 05:06:33] TRAIN: [1][4050/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 4.6023 (5.5766) | Acc@1 12.500 ( 5.659) | Acc@5 32.812 (15.588)
[2021-03-14 05:06:42] TRAIN: [1][4080/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 4.5703 (5.5707) | Acc@1 11.328 ( 5.702) | Acc@5 30.469 (15.678)
[2021-03-14 05:06:50] TRAIN: [1][4110/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 4.8889 (5.5649) | Acc@1 10.547 ( 5.746) | Acc@5 25.391 (15.772)
[2021-03-14 05:06:59] TRAIN: [1][4140/5004] | Time 0.357 ( 0.283) | Data 0.000 (0.001) | Loss 4.4718 (5.5587) | Acc@1 15.625 ( 5.795) | Acc@5 35.938 (15.871)
[2021-03-14 05:07:07] TRAIN: [1][4170/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 4.7769 (5.5528) | Acc@1 10.547 ( 5.834) | Acc@5 27.344 (15.968)
[2021-03-14 05:07:16] TRAIN: [1][4200/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 4.9223 (5.5470) | Acc@1 10.938 ( 5.879) | Acc@5 28.516 (16.059)
[2021-03-14 05:07:24] TRAIN: [1][4230/5004] | Time 0.287 ( 0.283) | Data 0.000 (0.001) | Loss 4.9385 (5.5409) | Acc@1 12.891 ( 5.923) | Acc@5 27.734 (16.154)
[2021-03-14 05:07:33] TRAIN: [1][4260/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 4.7940 (5.5351) | Acc@1 12.891 ( 5.969) | Acc@5 27.344 (16.246)
[2021-03-14 05:07:41] TRAIN: [1][4290/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 4.4062 (5.5292) | Acc@1 11.328 ( 6.018) | Acc@5 33.203 (16.341)
[2021-03-14 05:07:50] TRAIN: [1][4320/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 4.5949 (5.5233) | Acc@1 14.062 ( 6.065) | Acc@5 33.594 (16.440)
[2021-03-14 05:07:58] TRAIN: [1][4350/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 4.5956 (5.5172) | Acc@1 14.062 ( 6.115) | Acc@5 28.516 (16.536)
[2021-03-14 05:08:07] TRAIN: [1][4380/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 4.6075 (5.5114) | Acc@1 13.281 ( 6.159) | Acc@5 30.078 (16.624)
[2021-03-14 05:08:15] TRAIN: [1][4410/5004] | Time 0.296 ( 0.283) | Data 0.000 (0.001) | Loss 4.5732 (5.5058) | Acc@1 13.281 ( 6.203) | Acc@5 28.125 (16.714)
[2021-03-14 05:08:24] TRAIN: [1][4440/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 4.7453 (5.5000) | Acc@1 10.156 ( 6.248) | Acc@5 30.859 (16.808)
[2021-03-14 05:08:32] TRAIN: [1][4470/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 4.6500 (5.4942) | Acc@1 10.938 ( 6.295) | Acc@5 28.906 (16.903)
[2021-03-14 05:08:41] TRAIN: [1][4500/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 4.5881 (5.4884) | Acc@1 14.062 ( 6.341) | Acc@5 28.906 (16.996)
[2021-03-14 05:08:49] TRAIN: [1][4530/5004] | Time 0.299 ( 0.283) | Data 0.001 (0.001) | Loss 4.6555 (5.4825) | Acc@1 12.500 ( 6.386) | Acc@5 31.641 (17.090)
[2021-03-14 05:08:58] TRAIN: [1][4560/5004] | Time 0.289 ( 0.283) | Data 0.000 (0.001) | Loss 4.5958 (5.4769) | Acc@1 10.938 ( 6.428) | Acc@5 31.641 (17.180)
[2021-03-14 05:09:06] TRAIN: [1][4590/5004] | Time 0.291 ( 0.283) | Data 0.000 (0.001) | Loss 4.4496 (5.4710) | Acc@1 15.234 ( 6.473) | Acc@5 31.641 (17.278)
[2021-03-14 05:09:15] TRAIN: [1][4620/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 4.8022 (5.4652) | Acc@1 10.156 ( 6.517) | Acc@5 28.906 (17.372)
[2021-03-14 05:09:23] TRAIN: [1][4650/5004] | Time 0.287 ( 0.283) | Data 0.000 (0.001) | Loss 4.3898 (5.4593) | Acc@1 15.625 ( 6.565) | Acc@5 35.156 (17.469)
[2021-03-14 05:09:32] TRAIN: [1][4680/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 4.3786 (5.4538) | Acc@1 14.062 ( 6.612) | Acc@5 34.766 (17.560)
[2021-03-14 05:09:41] TRAIN: [1][4710/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 4.6784 (5.4481) | Acc@1 14.844 ( 6.658) | Acc@5 37.109 (17.654)
[2021-03-14 05:09:49] TRAIN: [1][4740/5004] | Time 0.309 ( 0.283) | Data 0.000 (0.001) | Loss 4.3492 (5.4424) | Acc@1 17.188 ( 6.704) | Acc@5 37.109 (17.748)
[2021-03-14 05:09:58] TRAIN: [1][4770/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 4.5993 (5.4371) | Acc@1 9.766 ( 6.746) | Acc@5 32.422 (17.837)
[2021-03-14 05:10:06] TRAIN: [1][4800/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 4.8651 (5.4315) | Acc@1 10.156 ( 6.792) | Acc@5 26.953 (17.926)
[2021-03-14 05:10:15] TRAIN: [1][4830/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 4.7386 (5.4260) | Acc@1 16.016 ( 6.841) | Acc@5 32.812 (18.017)
[2021-03-14 05:10:23] TRAIN: [1][4860/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 4.2759 (5.4207) | Acc@1 19.531 ( 6.883) | Acc@5 35.547 (18.100)
[2021-03-14 05:10:32] TRAIN: [1][4890/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 4.5922 (5.4150) | Acc@1 14.844 ( 6.930) | Acc@5 30.078 (18.196)
[2021-03-14 05:10:40] TRAIN: [1][4920/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 4.5776 (5.4094) | Acc@1 16.797 ( 6.975) | Acc@5 35.938 (18.290)
[2021-03-14 05:10:48] TRAIN: [1][4950/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 4.2810 (5.4040) | Acc@1 18.359 ( 7.018) | Acc@5 33.594 (18.379)
[2021-03-14 05:10:57] TRAIN: [1][4980/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 4.5438 (5.3986) | Acc@1 12.500 ( 7.063) | Acc@5 32.422 (18.472)
[2021-03-14 05:11:04] TRAIN: [1][5004/5004] | Time 0.274 ( 0.283) | Data 0.000 (0.001) | Loss 4.5215 (5.3941) | Acc@1 13.281 ( 7.102) | Acc@5 32.422 (18.548)
[2021-03-14 05:11:16] VAL: [10/32] | Time 0.600 ( 1.184) | Data 0.000 (0.349) | Loss 4.4975 (4.3882) | Acc@1 13.562 (14.950) | Acc@5 34.562 (34.963)
[2021-03-14 05:11:25] VAL: [20/32] | Time 1.200 ( 1.042) | Data 0.747 (0.314) | Loss 4.4272 (4.3892) | Acc@1 15.062 (15.172) | Acc@5 34.188 (34.706)
[2021-03-14 05:11:34] VAL: [30/32] | Time 0.589 ( 0.987) | Data 0.000 (0.311) | Loss 4.4211 (4.3821) | Acc@1 14.312 (15.287) | Acc@5 35.125 (34.821)
[2021-03-14 05:11:35] VAL: [32/32] | Time 1.047 ( 0.974) | Data 0.000 (0.292) | Loss 4.3715 (4.3839) | Acc@1 19.500 (15.330) | Acc@5 36.750 (34.878)
[2021-03-14 05:11:36] ACCURACY: TOP1 15.330(BEST 15.330) | TOP5 34.878 | SAVED botnet50-wd5/checkpoints/ckpt_ep_001.pth.tar
[2021-03-14 05:11:36] CURRENT EPOCH: 2, LR: 0.0560, POLICY: cos
[2021-03-14 05:11:45] TRAIN: [2][ 30/5004] | Time 0.280 ( 0.305) | Data 0.000 (0.025) | Loss 4.9171 (4.7280) | Acc@1 10.547 (12.122) | Acc@5 26.953 (28.984)
[2021-03-14 05:11:54] TRAIN: [2][ 60/5004] | Time 0.280 ( 0.292) | Data 0.000 (0.013) | Loss 4.7507 (4.7533) | Acc@1 12.109 (11.771) | Acc@5 28.125 (28.613)
[2021-03-14 05:12:02] TRAIN: [2][ 90/5004] | Time 0.276 ( 0.288) | Data 0.000 (0.009) | Loss 4.7266 (4.7666) | Acc@1 10.938 (11.484) | Acc@5 28.125 (28.472)
[2021-03-14 05:12:10] TRAIN: [2][ 120/5004] | Time 0.279 ( 0.287) | Data 0.000 (0.007) | Loss 4.7061 (4.7547) | Acc@1 13.281 (11.579) | Acc@5 31.641 (28.607)
[2021-03-14 05:12:19] TRAIN: [2][ 150/5004] | Time 0.281 ( 0.286) | Data 0.000 (0.005) | Loss 4.5845 (4.7602) | Acc@1 14.844 (11.555) | Acc@5 32.031 (28.500)
[2021-03-14 05:12:27] TRAIN: [2][ 180/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.005) | Loss 4.7268 (4.7535) | Acc@1 13.672 (11.630) | Acc@5 29.297 (28.585)
[2021-03-14 05:12:36] TRAIN: [2][ 210/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.004) | Loss 4.8337 (4.7467) | Acc@1 8.594 (11.711) | Acc@5 24.609 (28.670)
[2021-03-14 05:12:44] TRAIN: [2][ 240/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.004) | Loss 4.6076 (4.7471) | Acc@1 13.672 (11.678) | Acc@5 32.031 (28.656)
[2021-03-14 05:12:53] TRAIN: [2][ 270/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.003) | Loss 4.7654 (4.7372) | Acc@1 15.625 (11.840) | Acc@5 29.297 (28.889)
[2021-03-14 05:13:01] TRAIN: [2][ 300/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.003) | Loss 4.5410 (4.7297) | Acc@1 17.188 (11.940) | Acc@5 30.078 (28.970)
[2021-03-14 05:13:10] TRAIN: [2][ 330/5004] | Time 0.316 ( 0.285) | Data 0.001 (0.003) | Loss 4.5586 (4.7195) | Acc@1 12.109 (12.042) | Acc@5 30.469 (29.103)
[2021-03-14 05:13:18] TRAIN: [2][ 360/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.003) | Loss 4.5674 (4.7137) | Acc@1 10.156 (12.091) | Acc@5 30.469 (29.209)
[2021-03-14 05:13:27] TRAIN: [2][ 390/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.002) | Loss 4.5273 (4.7077) | Acc@1 12.891 (12.134) | Acc@5 34.375 (29.301)
[2021-03-14 05:13:36] TRAIN: [2][ 420/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.002) | Loss 4.6931 (4.7024) | Acc@1 14.062 (12.178) | Acc@5 26.172 (29.382)
[2021-03-14 05:13:44] TRAIN: [2][ 450/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.002) | Loss 4.6510 (4.6926) | Acc@1 8.984 (12.280) | Acc@5 25.391 (29.543)
[2021-03-14 05:13:52] TRAIN: [2][ 480/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.002) | Loss 4.5763 (4.6835) | Acc@1 15.234 (12.358) | Acc@5 31.250 (29.747)
[2021-03-14 05:14:01] TRAIN: [2][ 510/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.002) | Loss 4.5540 (4.6747) | Acc@1 15.234 (12.460) | Acc@5 33.203 (29.871)
[2021-03-14 05:14:09] TRAIN: [2][ 540/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.002) | Loss 4.5152 (4.6652) | Acc@1 18.359 (12.556) | Acc@5 35.938 (30.054)
[2021-03-14 05:14:18] TRAIN: [2][ 570/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.002) | Loss 4.2060 (4.6584) | Acc@1 19.922 (12.627) | Acc@5 42.188 (30.216)
[2021-03-14 05:14:27] TRAIN: [2][ 600/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.002) | Loss 4.2791 (4.6501) | Acc@1 16.797 (12.751) | Acc@5 40.625 (30.367)
[2021-03-14 05:14:35] TRAIN: [2][ 630/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.002) | Loss 4.7732 (4.6446) | Acc@1 13.281 (12.806) | Acc@5 27.734 (30.449)
[2021-03-14 05:14:44] TRAIN: [2][ 660/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.002) | Loss 4.4010 (4.6370) | Acc@1 16.406 (12.904) | Acc@5 34.766 (30.597)
[2021-03-14 05:14:52] TRAIN: [2][ 690/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 4.4092 (4.6291) | Acc@1 13.281 (12.993) | Acc@5 33.594 (30.780)
[2021-03-14 05:15:01] TRAIN: [2][ 720/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 4.3803 (4.6219) | Acc@1 14.062 (13.088) | Acc@5 33.203 (30.921)
[2021-03-14 05:15:09] TRAIN: [2][ 750/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 4.4400 (4.6143) | Acc@1 16.016 (13.194) | Acc@5 35.938 (31.073)
[2021-03-14 05:15:18] TRAIN: [2][ 780/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.001) | Loss 4.1912 (4.6062) | Acc@1 17.969 (13.268) | Acc@5 39.062 (31.240)
[2021-03-14 05:15:26] TRAIN: [2][ 810/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 4.4478 (4.5983) | Acc@1 15.234 (13.356) | Acc@5 36.328 (31.413)
[2021-03-14 05:15:35] TRAIN: [2][ 840/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 4.5028 (4.5916) | Acc@1 14.062 (13.442) | Acc@5 33.203 (31.538)
[2021-03-14 05:15:43] TRAIN: [2][ 870/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 4.2472 (4.5848) | Acc@1 16.797 (13.504) | Acc@5 35.156 (31.665)
[2021-03-14 05:15:52] TRAIN: [2][ 900/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 4.4421 (4.5789) | Acc@1 15.234 (13.586) | Acc@5 33.984 (31.785)
[2021-03-14 05:16:00] TRAIN: [2][ 930/5004] | Time 0.300 ( 0.284) | Data 0.001 (0.001) | Loss 4.5201 (4.5721) | Acc@1 14.453 (13.670) | Acc@5 33.984 (31.918)
[2021-03-14 05:16:09] TRAIN: [2][ 960/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 4.3919 (4.5638) | Acc@1 16.406 (13.764) | Acc@5 35.156 (32.061)
[2021-03-14 05:16:17] TRAIN: [2][ 990/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 4.3493 (4.5576) | Acc@1 16.406 (13.840) | Acc@5 34.375 (32.183)
[2021-03-14 05:16:26] TRAIN: [2][1020/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 4.4827 (4.5501) | Acc@1 13.672 (13.921) | Acc@5 36.719 (32.318)
[2021-03-14 05:16:34] TRAIN: [2][1050/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 4.3182 (4.5440) | Acc@1 19.922 (14.007) | Acc@5 34.766 (32.435)
[2021-03-14 05:16:43] TRAIN: [2][1080/5004] | Time 0.298 ( 0.284) | Data 0.000 (0.001) | Loss 4.0998 (4.5372) | Acc@1 18.359 (14.091) | Acc@5 38.672 (32.556)
[2021-03-14 05:16:51] TRAIN: [2][1110/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 4.2253 (4.5302) | Acc@1 17.578 (14.167) | Acc@5 37.891 (32.669)
[2021-03-14 05:17:00] TRAIN: [2][1140/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 4.2563 (4.5224) | Acc@1 16.016 (14.249) | Acc@5 37.109 (32.819)
[2021-03-14 05:17:08] TRAIN: [2][1170/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 4.3466 (4.5156) | Acc@1 14.844 (14.322) | Acc@5 35.547 (32.943)
[2021-03-14 05:17:17] TRAIN: [2][1200/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 4.0978 (4.5091) | Acc@1 18.359 (14.400) | Acc@5 42.578 (33.081)
[2021-03-14 05:17:25] TRAIN: [2][1230/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 4.2286 (4.5016) | Acc@1 15.625 (14.489) | Acc@5 41.406 (33.216)
[2021-03-14 05:17:34] TRAIN: [2][1260/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 4.1002 (4.4952) | Acc@1 16.797 (14.560) | Acc@5 37.891 (33.335)
[2021-03-14 05:17:42] TRAIN: [2][1290/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 4.1125 (4.4875) | Acc@1 17.969 (14.641) | Acc@5 42.969 (33.480)
[2021-03-14 05:17:51] TRAIN: [2][1320/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 4.3660 (4.4803) | Acc@1 15.625 (14.702) | Acc@5 35.156 (33.610)
[2021-03-14 05:17:59] TRAIN: [2][1350/5004] | Time 0.273 ( 0.284) | Data 0.000 (0.001) | Loss 4.3530 (4.4747) | Acc@1 16.406 (14.782) | Acc@5 37.891 (33.720)
[2021-03-14 05:18:08] TRAIN: [2][1380/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 4.4523 (4.4676) | Acc@1 16.406 (14.864) | Acc@5 36.328 (33.854)
[2021-03-14 05:18:17] TRAIN: [2][1410/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 4.3077 (4.4606) | Acc@1 18.750 (14.937) | Acc@5 38.672 (33.982)
[2021-03-14 05:18:25] TRAIN: [2][1440/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 4.2132 (4.4550) | Acc@1 20.312 (15.016) | Acc@5 39.453 (34.093)
[2021-03-14 05:18:33] TRAIN: [2][1470/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 4.1965 (4.4488) | Acc@1 14.062 (15.092) | Acc@5 38.672 (34.211)
[2021-03-14 05:18:42] TRAIN: [2][1500/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 3.9119 (4.4421) | Acc@1 19.922 (15.178) | Acc@5 42.188 (34.338)
[2021-03-14 05:18:50] TRAIN: [2][1530/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 4.3978 (4.4360) | Acc@1 18.750 (15.256) | Acc@5 36.719 (34.459)
[2021-03-14 05:18:59] TRAIN: [2][1560/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 4.1587 (4.4303) | Acc@1 19.141 (15.326) | Acc@5 42.188 (34.577)
[2021-03-14 05:19:07] TRAIN: [2][1590/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 4.0579 (4.4242) | Acc@1 17.188 (15.401) | Acc@5 42.578 (34.691)
[2021-03-14 05:19:16] TRAIN: [2][1620/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 4.0173 (4.4183) | Acc@1 19.922 (15.478) | Acc@5 41.797 (34.809)
[2021-03-14 05:19:24] TRAIN: [2][1650/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 4.1800 (4.4125) | Acc@1 22.266 (15.554) | Acc@5 38.281 (34.917)
[2021-03-14 05:19:33] TRAIN: [2][1680/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 4.0538 (4.4062) | Acc@1 18.359 (15.623) | Acc@5 42.578 (35.037)
[2021-03-14 05:19:42] TRAIN: [2][1710/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 4.0223 (4.3997) | Acc@1 21.484 (15.704) | Acc@5 39.844 (35.164)
[2021-03-14 05:19:50] TRAIN: [2][1740/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.001) | Loss 4.0409 (4.3935) | Acc@1 18.359 (15.780) | Acc@5 43.359 (35.291)
[2021-03-14 05:19:59] TRAIN: [2][1770/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 4.0942 (4.3881) | Acc@1 17.578 (15.847) | Acc@5 41.016 (35.385)
[2021-03-14 05:20:07] TRAIN: [2][1800/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 4.2005 (4.3825) | Acc@1 16.016 (15.920) | Acc@5 39.062 (35.501)
[2021-03-14 05:20:16] TRAIN: [2][1830/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 3.8584 (4.3772) | Acc@1 22.266 (15.981) | Acc@5 45.703 (35.598)
[2021-03-14 05:20:24] TRAIN: [2][1860/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 4.1126 (4.3717) | Acc@1 21.875 (16.056) | Acc@5 42.578 (35.695)
[2021-03-14 05:20:33] TRAIN: [2][1890/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 4.0110 (4.3658) | Acc@1 19.141 (16.130) | Acc@5 42.188 (35.805)
[2021-03-14 05:20:41] TRAIN: [2][1920/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 4.0613 (4.3604) | Acc@1 16.797 (16.204) | Acc@5 44.141 (35.912)
[2021-03-14 05:20:50] TRAIN: [2][1950/5004] | Time 0.297 ( 0.284) | Data 0.000 (0.001) | Loss 3.8637 (4.3551) | Acc@1 19.141 (16.274) | Acc@5 45.703 (36.013)
[2021-03-14 05:20:58] TRAIN: [2][1980/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 4.0772 (4.3501) | Acc@1 22.656 (16.339) | Acc@5 42.969 (36.114)
[2021-03-14 05:21:07] TRAIN: [2][2010/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 4.0351 (4.3446) | Acc@1 20.312 (16.413) | Acc@5 39.453 (36.212)
[2021-03-14 05:21:15] TRAIN: [2][2040/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 3.9562 (4.3395) | Acc@1 21.484 (16.478) | Acc@5 44.141 (36.309)
[2021-03-14 05:21:24] TRAIN: [2][2070/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 4.1036 (4.3342) | Acc@1 19.141 (16.550) | Acc@5 40.234 (36.415)
[2021-03-14 05:21:32] TRAIN: [2][2100/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 3.8541 (4.3285) | Acc@1 24.219 (16.628) | Acc@5 48.828 (36.526)
[2021-03-14 05:21:41] TRAIN: [2][2130/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 3.8971 (4.3232) | Acc@1 20.312 (16.704) | Acc@5 43.359 (36.624)
[2021-03-14 05:21:49] TRAIN: [2][2160/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 4.0808 (4.3175) | Acc@1 19.141 (16.781) | Acc@5 39.844 (36.738)
[2021-03-14 05:21:58] TRAIN: [2][2190/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 4.1123 (4.3122) | Acc@1 17.969 (16.844) | Acc@5 37.500 (36.842)
[2021-03-14 05:22:06] TRAIN: [2][2220/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 3.9813 (4.3071) | Acc@1 19.922 (16.913) | Acc@5 45.312 (36.944)
[2021-03-14 05:22:15] TRAIN: [2][2250/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 3.7595 (4.3019) | Acc@1 25.000 (16.982) | Acc@5 46.484 (37.052)
[2021-03-14 05:22:23] TRAIN: [2][2280/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.7483 (4.2967) | Acc@1 23.047 (17.043) | Acc@5 48.047 (37.153)
[2021-03-14 05:22:32] TRAIN: [2][2310/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 3.7337 (4.2915) | Acc@1 26.953 (17.118) | Acc@5 49.609 (37.253)
[2021-03-14 05:22:40] TRAIN: [2][2340/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 3.6533 (4.2863) | Acc@1 25.781 (17.183) | Acc@5 50.000 (37.347)
[2021-03-14 05:22:49] TRAIN: [2][2370/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 3.7426 (4.2811) | Acc@1 23.047 (17.252) | Acc@5 49.219 (37.448)
[2021-03-14 05:22:57] TRAIN: [2][2400/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 3.7620 (4.2762) | Acc@1 24.609 (17.315) | Acc@5 47.656 (37.535)
[2021-03-14 05:23:06] TRAIN: [2][2430/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 3.9995 (4.2711) | Acc@1 18.750 (17.373) | Acc@5 44.531 (37.634)
[2021-03-14 05:23:14] TRAIN: [2][2460/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 3.7442 (4.2657) | Acc@1 22.266 (17.452) | Acc@5 47.266 (37.738)
[2021-03-14 05:23:23] TRAIN: [2][2490/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 3.7414 (4.2604) | Acc@1 25.000 (17.514) | Acc@5 45.703 (37.836)
[2021-03-14 05:23:31] TRAIN: [2][2520/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 4.1188 (4.2551) | Acc@1 20.703 (17.587) | Acc@5 38.672 (37.936)
[2021-03-14 05:23:40] TRAIN: [2][2550/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 3.6948 (4.2501) | Acc@1 25.391 (17.648) | Acc@5 49.609 (38.038)
[2021-03-14 05:23:48] TRAIN: [2][2580/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 3.8553 (4.2450) | Acc@1 23.828 (17.720) | Acc@5 44.531 (38.141)
[2021-03-14 05:23:57] TRAIN: [2][2610/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 3.8628 (4.2404) | Acc@1 26.953 (17.782) | Acc@5 48.438 (38.227)
[2021-03-14 05:24:05] TRAIN: [2][2640/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 3.8958 (4.2355) | Acc@1 23.047 (17.853) | Acc@5 40.625 (38.321)
[2021-03-14 05:24:14] TRAIN: [2][2670/5004] | Time 0.298 ( 0.284) | Data 0.000 (0.001) | Loss 3.8179 (4.2304) | Acc@1 24.219 (17.919) | Acc@5 44.922 (38.417)
[2021-03-14 05:24:22] TRAIN: [2][2700/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 3.9718 (4.2256) | Acc@1 20.703 (17.982) | Acc@5 41.016 (38.501)
[2021-03-14 05:24:31] TRAIN: [2][2730/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 3.6824 (4.2205) | Acc@1 24.219 (18.052) | Acc@5 48.828 (38.597)
[2021-03-14 05:24:39] TRAIN: [2][2760/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 3.8765 (4.2152) | Acc@1 20.703 (18.121) | Acc@5 49.219 (38.698)
[2021-03-14 05:24:48] TRAIN: [2][2790/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 3.8889 (4.2103) | Acc@1 19.922 (18.182) | Acc@5 46.875 (38.782)
[2021-03-14 05:24:57] TRAIN: [2][2820/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 3.8124 (4.2055) | Acc@1 23.047 (18.252) | Acc@5 48.828 (38.869)
[2021-03-14 05:25:05] TRAIN: [2][2850/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 4.0175 (4.2003) | Acc@1 22.266 (18.330) | Acc@5 38.672 (38.967)
[2021-03-14 05:25:14] TRAIN: [2][2880/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 3.7320 (4.1954) | Acc@1 21.484 (18.397) | Acc@5 48.828 (39.066)
[2021-03-14 05:25:22] TRAIN: [2][2910/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 3.7336 (4.1907) | Acc@1 25.000 (18.457) | Acc@5 47.266 (39.152)
[2021-03-14 05:25:31] TRAIN: [2][2940/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 3.9056 (4.1854) | Acc@1 23.828 (18.523) | Acc@5 44.141 (39.251)
[2021-03-14 05:25:39] TRAIN: [2][2970/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 3.7883 (4.1804) | Acc@1 22.266 (18.591) | Acc@5 47.266 (39.345)
[2021-03-14 05:25:48] TRAIN: [2][3000/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 3.9285 (4.1757) | Acc@1 23.438 (18.659) | Acc@5 44.531 (39.439)
[2021-03-14 05:25:56] TRAIN: [2][3030/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 3.6784 (4.1711) | Acc@1 27.344 (18.728) | Acc@5 48.828 (39.525)
[2021-03-14 05:26:05] TRAIN: [2][3060/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 3.7415 (4.1666) | Acc@1 27.734 (18.792) | Acc@5 50.391 (39.614)
[2021-03-14 05:26:13] TRAIN: [2][3090/5004] | Time 0.333 ( 0.284) | Data 0.000 (0.001) | Loss 3.8355 (4.1614) | Acc@1 27.344 (18.865) | Acc@5 46.484 (39.711)
[2021-03-14 05:26:22] TRAIN: [2][3120/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 3.6705 (4.1572) | Acc@1 26.562 (18.926) | Acc@5 49.609 (39.790)
[2021-03-14 05:26:30] TRAIN: [2][3150/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 3.4702 (4.1521) | Acc@1 29.297 (19.001) | Acc@5 51.562 (39.888)
[2021-03-14 05:26:39] TRAIN: [2][3180/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 3.7119 (4.1477) | Acc@1 22.656 (19.054) | Acc@5 47.656 (39.967)
[2021-03-14 05:26:47] TRAIN: [2][3210/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 3.7390 (4.1432) | Acc@1 24.219 (19.112) | Acc@5 47.656 (40.053)
[2021-03-14 05:26:56] TRAIN: [2][3240/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.8414 (4.1388) | Acc@1 23.047 (19.168) | Acc@5 47.266 (40.132)
[2021-03-14 05:27:04] TRAIN: [2][3270/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 3.5775 (4.1341) | Acc@1 31.641 (19.232) | Acc@5 49.609 (40.222)
[2021-03-14 05:27:13] TRAIN: [2][3300/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 3.4311 (4.1294) | Acc@1 28.516 (19.299) | Acc@5 51.562 (40.312)
[2021-03-14 05:27:22] TRAIN: [2][3330/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 3.7140 (4.1248) | Acc@1 24.219 (19.369) | Acc@5 49.219 (40.397)
[2021-03-14 05:27:30] TRAIN: [2][3360/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 3.6350 (4.1203) | Acc@1 25.781 (19.429) | Acc@5 50.781 (40.483)
[2021-03-14 05:27:39] TRAIN: [2][3390/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 3.8716 (4.1163) | Acc@1 22.656 (19.489) | Acc@5 44.922 (40.559)
[2021-03-14 05:27:47] TRAIN: [2][3420/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 3.6793 (4.1117) | Acc@1 25.391 (19.550) | Acc@5 47.656 (40.646)
[2021-03-14 05:27:56] TRAIN: [2][3450/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 3.4121 (4.1072) | Acc@1 27.344 (19.607) | Acc@5 50.781 (40.733)
[2021-03-14 05:28:05] TRAIN: [2][3480/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 3.4012 (4.1032) | Acc@1 33.203 (19.664) | Acc@5 54.297 (40.810)
[2021-03-14 05:28:13] TRAIN: [2][3510/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 3.5177 (4.0985) | Acc@1 26.953 (19.730) | Acc@5 53.906 (40.898)
[2021-03-14 05:28:21] TRAIN: [2][3540/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.6919 (4.0946) | Acc@1 28.516 (19.785) | Acc@5 49.219 (40.976)
[2021-03-14 05:28:30] TRAIN: [2][3570/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 3.7262 (4.0904) | Acc@1 32.031 (19.845) | Acc@5 47.656 (41.055)
[2021-03-14 05:28:38] TRAIN: [2][3600/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 3.6694 (4.0866) | Acc@1 26.953 (19.900) | Acc@5 50.000 (41.129)
[2021-03-14 05:28:47] TRAIN: [2][3630/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 3.6504 (4.0824) | Acc@1 28.125 (19.958) | Acc@5 49.609 (41.208)
[2021-03-14 05:28:56] TRAIN: [2][3660/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 3.6367 (4.0783) | Acc@1 26.953 (20.015) | Acc@5 47.266 (41.283)
[2021-03-14 05:29:04] TRAIN: [2][3690/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 3.4596 (4.0741) | Acc@1 31.250 (20.077) | Acc@5 55.078 (41.361)
[2021-03-14 05:29:13] TRAIN: [2][3720/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 3.4549 (4.0701) | Acc@1 26.953 (20.134) | Acc@5 50.781 (41.436)
[2021-03-14 05:29:21] TRAIN: [2][3750/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 3.4076 (4.0663) | Acc@1 29.297 (20.187) | Acc@5 55.469 (41.504)
[2021-03-14 05:29:30] TRAIN: [2][3780/5004] | Time 0.274 ( 0.284) | Data 0.000 (0.001) | Loss 3.7352 (4.0618) | Acc@1 22.266 (20.247) | Acc@5 46.875 (41.591)
[2021-03-14 05:29:38] TRAIN: [2][3810/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 3.6502 (4.0576) | Acc@1 26.953 (20.307) | Acc@5 51.172 (41.671)
[2021-03-14 05:29:47] TRAIN: [2][3840/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 3.7100 (4.0536) | Acc@1 28.125 (20.361) | Acc@5 50.000 (41.742)
[2021-03-14 05:29:56] TRAIN: [2][3870/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 3.7010 (4.0499) | Acc@1 24.219 (20.413) | Acc@5 49.219 (41.812)
[2021-03-14 05:30:04] TRAIN: [2][3900/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.6419 (4.0460) | Acc@1 25.781 (20.465) | Acc@5 51.172 (41.881)
[2021-03-14 05:30:12] TRAIN: [2][3930/5004] | Time 0.274 ( 0.284) | Data 0.000 (0.001) | Loss 3.4995 (4.0421) | Acc@1 24.609 (20.519) | Acc@5 52.344 (41.955)
[2021-03-14 05:30:21] TRAIN: [2][3960/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 3.3449 (4.0380) | Acc@1 28.125 (20.575) | Acc@5 53.906 (42.032)
[2021-03-14 05:30:29] TRAIN: [2][3990/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 3.2902 (4.0338) | Acc@1 30.469 (20.632) | Acc@5 55.469 (42.110)
[2021-03-14 05:30:38] TRAIN: [2][4020/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 3.4353 (4.0299) | Acc@1 30.469 (20.692) | Acc@5 52.734 (42.185)
[2021-03-14 05:30:47] TRAIN: [2][4050/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 3.5042 (4.0260) | Acc@1 29.297 (20.749) | Acc@5 48.828 (42.256)
[2021-03-14 05:30:55] TRAIN: [2][4080/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.4735 (4.0222) | Acc@1 29.688 (20.802) | Acc@5 53.125 (42.329)
[2021-03-14 05:31:04] TRAIN: [2][4110/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 3.3826 (4.0182) | Acc@1 25.391 (20.856) | Acc@5 53.906 (42.402)
[2021-03-14 05:31:12] TRAIN: [2][4140/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 3.4629 (4.0143) | Acc@1 31.641 (20.916) | Acc@5 46.875 (42.473)
[2021-03-14 05:31:21] TRAIN: [2][4170/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 3.5315 (4.0105) | Acc@1 30.469 (20.975) | Acc@5 50.391 (42.545)
[2021-03-14 05:31:29] TRAIN: [2][4200/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 3.4408 (4.0069) | Acc@1 30.469 (21.027) | Acc@5 55.078 (42.612)
[2021-03-14 05:31:38] TRAIN: [2][4230/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 3.3171 (4.0031) | Acc@1 25.000 (21.083) | Acc@5 55.469 (42.682)
[2021-03-14 05:31:46] TRAIN: [2][4260/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.6091 (3.9992) | Acc@1 27.734 (21.139) | Acc@5 49.609 (42.751)
[2021-03-14 05:31:55] TRAIN: [2][4290/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 3.6642 (3.9958) | Acc@1 27.734 (21.188) | Acc@5 50.000 (42.816)
[2021-03-14 05:32:03] TRAIN: [2][4320/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 3.3676 (3.9919) | Acc@1 27.344 (21.244) | Acc@5 51.953 (42.890)
[2021-03-14 05:32:12] TRAIN: [2][4350/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 3.7002 (3.9882) | Acc@1 25.391 (21.299) | Acc@5 48.828 (42.962)
[2021-03-14 05:32:20] TRAIN: [2][4380/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 3.4177 (3.9847) | Acc@1 31.250 (21.351) | Acc@5 53.516 (43.030)
[2021-03-14 05:32:29] TRAIN: [2][4410/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 3.2518 (3.9805) | Acc@1 28.906 (21.411) | Acc@5 57.422 (43.114)
[2021-03-14 05:32:37] TRAIN: [2][4440/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.4961 (3.9765) | Acc@1 28.125 (21.466) | Acc@5 56.250 (43.190)
[2021-03-14 05:32:46] TRAIN: [2][4470/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.001) | Loss 3.4014 (3.9727) | Acc@1 31.250 (21.519) | Acc@5 55.078 (43.260)
[2021-03-14 05:32:54] TRAIN: [2][4500/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 3.4433 (3.9693) | Acc@1 28.125 (21.569) | Acc@5 53.516 (43.325)
[2021-03-14 05:33:03] TRAIN: [2][4530/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 3.2243 (3.9657) | Acc@1 33.203 (21.625) | Acc@5 58.203 (43.397)
[2021-03-14 05:33:11] TRAIN: [2][4560/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.2720 (3.9621) | Acc@1 30.859 (21.675) | Acc@5 55.469 (43.468)
[2021-03-14 05:33:20] TRAIN: [2][4590/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 3.4758 (3.9587) | Acc@1 27.734 (21.726) | Acc@5 51.953 (43.532)
[2021-03-14 05:33:28] TRAIN: [2][4620/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 3.4449 (3.9551) | Acc@1 28.516 (21.778) | Acc@5 51.562 (43.599)
[2021-03-14 05:33:37] TRAIN: [2][4650/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 3.2179 (3.9514) | Acc@1 32.422 (21.829) | Acc@5 58.203 (43.672)
[2021-03-14 05:33:46] TRAIN: [2][4680/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 3.2945 (3.9477) | Acc@1 26.172 (21.881) | Acc@5 55.859 (43.737)
[2021-03-14 05:33:54] TRAIN: [2][4710/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 3.3417 (3.9443) | Acc@1 30.469 (21.930) | Acc@5 55.469 (43.802)
[2021-03-14 05:34:03] TRAIN: [2][4740/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 3.4070 (3.9406) | Acc@1 28.906 (21.983) | Acc@5 52.344 (43.871)
[2021-03-14 05:34:11] TRAIN: [2][4770/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 3.5877 (3.9369) | Acc@1 27.734 (22.037) | Acc@5 49.609 (43.943)
[2021-03-14 05:34:20] TRAIN: [2][4800/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 3.4933 (3.9333) | Acc@1 27.344 (22.087) | Acc@5 51.953 (44.011)
[2021-03-14 05:34:28] TRAIN: [2][4830/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.4152 (3.9299) | Acc@1 29.297 (22.138) | Acc@5 51.562 (44.073)
[2021-03-14 05:34:37] TRAIN: [2][4860/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 3.2655 (3.9262) | Acc@1 31.250 (22.189) | Acc@5 55.078 (44.145)
[2021-03-14 05:34:45] TRAIN: [2][4890/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 3.0412 (3.9227) | Acc@1 34.766 (22.237) | Acc@5 61.328 (44.212)
[2021-03-14 05:34:54] TRAIN: [2][4920/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 3.2124 (3.9194) | Acc@1 34.375 (22.283) | Acc@5 55.469 (44.274)
[2021-03-14 05:35:02] TRAIN: [2][4950/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 3.1463 (3.9159) | Acc@1 34.766 (22.335) | Acc@5 58.594 (44.338)
[2021-03-14 05:35:11] TRAIN: [2][4980/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 3.2977 (3.9124) | Acc@1 33.203 (22.387) | Acc@5 55.469 (44.398)
[2021-03-14 05:35:18] TRAIN: [2][5004/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 3.3119 (3.9098) | Acc@1 26.562 (22.426) | Acc@5 54.688 (44.446)
[2021-03-14 05:35:30] VAL: [10/32] | Time 0.612 ( 1.202) | Data 0.000 (0.587) | Loss 3.1608 (3.0683) | Acc@1 33.312 (33.600) | Acc@5 59.000 (60.144)
[2021-03-14 05:35:38] VAL: [20/32] | Time 0.589 ( 1.016) | Data 0.000 (0.381) | Loss 3.1195 (3.0853) | Acc@1 31.375 (33.303) | Acc@5 57.812 (59.631)
[2021-03-14 05:35:48] VAL: [30/32] | Time 0.540 ( 0.983) | Data 0.000 (0.375) | Loss 3.0685 (3.0752) | Acc@1 32.688 (33.456) | Acc@5 58.562 (59.729)
[2021-03-14 05:35:48] VAL: [32/32] | Time 0.247 ( 0.945) | Data 0.000 (0.351) | Loss 2.9867 (3.0748) | Acc@1 35.250 (33.510) | Acc@5 62.000 (59.738)
[2021-03-14 05:35:49] ACCURACY: TOP1 33.510(BEST 33.510) | TOP5 59.738 | SAVED botnet50-wd5/checkpoints/ckpt_ep_002.pth.tar
[2021-03-14 05:35:49] CURRENT EPOCH: 3, LR: 0.0919, POLICY: cos
[2021-03-14 05:35:58] TRAIN: [3][ 30/5004] | Time 0.275 ( 0.305) | Data 0.000 (0.028) | Loss 3.5357 (3.4299) | Acc@1 23.438 (28.750) | Acc@5 50.391 (53.203)
[2021-03-14 05:36:07] TRAIN: [3][ 60/5004] | Time 0.278 ( 0.292) | Data 0.000 (0.014) | Loss 3.4872 (3.4639) | Acc@1 29.297 (28.424) | Acc@5 55.469 (52.728)
[2021-03-14 05:36:15] TRAIN: [3][ 90/5004] | Time 0.298 ( 0.288) | Data 0.000 (0.010) | Loss 3.3554 (3.4727) | Acc@1 31.250 (28.494) | Acc@5 55.078 (52.808)
[2021-03-14 05:36:23] TRAIN: [3][ 120/5004] | Time 0.280 ( 0.286) | Data 0.000 (0.007) | Loss 3.5355 (3.4851) | Acc@1 26.953 (28.288) | Acc@5 50.391 (52.575)
[2021-03-14 05:36:32] TRAIN: [3][ 150/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.006) | Loss 3.3349 (3.4773) | Acc@1 28.516 (28.521) | Acc@5 55.469 (52.648)
[2021-03-14 05:36:40] TRAIN: [3][ 180/5004] | Time 0.297 ( 0.285) | Data 0.000 (0.005) | Loss 3.4458 (3.4803) | Acc@1 22.266 (28.487) | Acc@5 54.688 (52.676)
[2021-03-14 05:36:49] TRAIN: [3][ 210/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.004) | Loss 3.6150 (3.4804) | Acc@1 28.125 (28.560) | Acc@5 53.906 (52.679)
[2021-03-14 05:36:57] TRAIN: [3][ 240/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.004) | Loss 3.5633 (3.4704) | Acc@1 27.344 (28.659) | Acc@5 49.219 (52.878)
[2021-03-14 05:37:06] TRAIN: [3][ 270/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.003) | Loss 3.5700 (3.4739) | Acc@1 24.219 (28.555) | Acc@5 53.516 (52.779)
[2021-03-14 05:37:14] TRAIN: [3][ 300/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.003) | Loss 3.4701 (3.4724) | Acc@1 30.078 (28.518) | Acc@5 53.125 (52.818)
[2021-03-14 05:37:23] TRAIN: [3][ 330/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.003) | Loss 3.5785 (3.4718) | Acc@1 29.297 (28.491) | Acc@5 51.953 (52.827)
[2021-03-14 05:37:31] TRAIN: [3][ 360/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.003) | Loss 3.2755 (3.4676) | Acc@1 32.422 (28.539) | Acc@5 54.297 (52.925)
[2021-03-14 05:37:40] TRAIN: [3][ 390/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.002) | Loss 3.4357 (3.4650) | Acc@1 29.688 (28.594) | Acc@5 50.000 (52.973)
[2021-03-14 05:37:49] TRAIN: [3][ 420/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.002) | Loss 3.1705 (3.4608) | Acc@1 32.812 (28.647) | Acc@5 58.203 (53.024)
[2021-03-14 05:37:57] TRAIN: [3][ 450/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.002) | Loss 3.3445 (3.4614) | Acc@1 31.641 (28.602) | Acc@5 54.297 (53.017)
[2021-03-14 05:38:06] TRAIN: [3][ 480/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.002) | Loss 3.3515 (3.4564) | Acc@1 29.297 (28.715) | Acc@5 53.906 (53.106)
[2021-03-14 05:38:14] TRAIN: [3][ 510/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.002) | Loss 3.3781 (3.4557) | Acc@1 27.734 (28.720) | Acc@5 54.297 (53.096)
[2021-03-14 05:38:23] TRAIN: [3][ 540/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.002) | Loss 3.3987 (3.4527) | Acc@1 29.297 (28.765) | Acc@5 54.688 (53.129)
[2021-03-14 05:38:31] TRAIN: [3][ 570/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.002) | Loss 3.2997 (3.4500) | Acc@1 32.812 (28.803) | Acc@5 56.641 (53.156)
[2021-03-14 05:38:40] TRAIN: [3][ 600/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.002) | Loss 3.1452 (3.4477) | Acc@1 30.078 (28.846) | Acc@5 57.422 (53.208)
[2021-03-14 05:38:48] TRAIN: [3][ 630/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.002) | Loss 3.2198 (3.4440) | Acc@1 33.594 (28.908) | Acc@5 58.594 (53.253)
[2021-03-14 05:38:57] TRAIN: [3][ 660/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.002) | Loss 3.3879 (3.4424) | Acc@1 29.297 (28.946) | Acc@5 55.859 (53.285)
[2021-03-14 05:39:05] TRAIN: [3][ 690/5004] | Time 0.334 ( 0.284) | Data 0.000 (0.002) | Loss 3.2602 (3.4390) | Acc@1 34.375 (28.983) | Acc@5 54.297 (53.321)
[2021-03-14 05:39:14] TRAIN: [3][ 720/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.002) | Loss 3.4421 (3.4388) | Acc@1 26.562 (29.001) | Acc@5 57.422 (53.318)
[2021-03-14 05:39:22] TRAIN: [3][ 750/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 3.2315 (3.4359) | Acc@1 29.297 (29.044) | Acc@5 55.859 (53.380)
[2021-03-14 05:39:31] TRAIN: [3][ 780/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 3.4511 (3.4337) | Acc@1 29.297 (29.083) | Acc@5 54.688 (53.439)
[2021-03-14 05:39:39] TRAIN: [3][ 810/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 3.3539 (3.4308) | Acc@1 29.688 (29.126) | Acc@5 58.594 (53.506)
[2021-03-14 05:39:48] TRAIN: [3][ 840/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 3.4003 (3.4278) | Acc@1 29.688 (29.190) | Acc@5 52.734 (53.571)
[2021-03-14 05:39:56] TRAIN: [3][ 870/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 3.4227 (3.4230) | Acc@1 28.125 (29.249) | Acc@5 53.906 (53.658)
[2021-03-14 05:40:05] TRAIN: [3][ 900/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.4061 (3.4195) | Acc@1 33.594 (29.294) | Acc@5 55.078 (53.727)
[2021-03-14 05:40:13] TRAIN: [3][ 930/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 3.0807 (3.4166) | Acc@1 35.547 (29.341) | Acc@5 58.594 (53.793)
[2021-03-14 05:40:22] TRAIN: [3][ 960/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 3.5523 (3.4140) | Acc@1 25.000 (29.392) | Acc@5 50.391 (53.854)
[2021-03-14 05:40:30] TRAIN: [3][ 990/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 3.3455 (3.4113) | Acc@1 33.203 (29.434) | Acc@5 53.125 (53.898)
[2021-03-14 05:40:39] TRAIN: [3][1020/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 3.5594 (3.4097) | Acc@1 28.516 (29.470) | Acc@5 50.391 (53.909)
[2021-03-14 05:40:47] TRAIN: [3][1050/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 3.4650 (3.4067) | Acc@1 30.469 (29.512) | Acc@5 50.781 (53.949)
[2021-03-14 05:40:56] TRAIN: [3][1080/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.001) | Loss 3.0392 (3.4020) | Acc@1 36.719 (29.591) | Acc@5 62.500 (54.035)
[2021-03-14 05:41:04] TRAIN: [3][1110/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.3150 (3.3991) | Acc@1 30.078 (29.660) | Acc@5 54.688 (54.097)
[2021-03-14 05:41:13] TRAIN: [3][1140/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 3.1923 (3.3963) | Acc@1 33.203 (29.726) | Acc@5 58.984 (54.148)
[2021-03-14 05:41:21] TRAIN: [3][1170/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.001) | Loss 3.2618 (3.3932) | Acc@1 30.469 (29.768) | Acc@5 52.344 (54.177)
[2021-03-14 05:41:30] TRAIN: [3][1200/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.3684 (3.3911) | Acc@1 30.859 (29.811) | Acc@5 51.172 (54.216)
[2021-03-14 05:41:38] TRAIN: [3][1230/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.9845 (3.3881) | Acc@1 34.766 (29.855) | Acc@5 59.375 (54.270)
[2021-03-14 05:41:47] TRAIN: [3][1260/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 3.4301 (3.3858) | Acc@1 31.250 (29.900) | Acc@5 52.344 (54.316)
[2021-03-14 05:41:55] TRAIN: [3][1290/5004] | Time 0.306 ( 0.284) | Data 0.000 (0.001) | Loss 3.0480 (3.3815) | Acc@1 37.109 (29.990) | Acc@5 59.766 (54.389)
[2021-03-14 05:42:04] TRAIN: [3][1320/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 3.2051 (3.3783) | Acc@1 29.297 (30.041) | Acc@5 53.906 (54.432)
[2021-03-14 05:42:12] TRAIN: [3][1350/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.2202 (3.3757) | Acc@1 33.594 (30.076) | Acc@5 50.781 (54.477)
[2021-03-14 05:42:21] TRAIN: [3][1380/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.4733 (3.3735) | Acc@1 27.344 (30.115) | Acc@5 50.391 (54.519)
[2021-03-14 05:42:29] TRAIN: [3][1410/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 3.1237 (3.3707) | Acc@1 37.500 (30.161) | Acc@5 59.375 (54.569)
[2021-03-14 05:42:38] TRAIN: [3][1440/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 3.1524 (3.3678) | Acc@1 32.031 (30.218) | Acc@5 56.641 (54.633)
[2021-03-14 05:42:46] TRAIN: [3][1470/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 3.3185 (3.3656) | Acc@1 32.422 (30.244) | Acc@5 56.250 (54.681)
[2021-03-14 05:42:55] TRAIN: [3][1500/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.2724 (3.3625) | Acc@1 33.203 (30.306) | Acc@5 58.984 (54.745)
[2021-03-14 05:43:03] TRAIN: [3][1530/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 3.1605 (3.3591) | Acc@1 33.594 (30.361) | Acc@5 57.422 (54.794)
[2021-03-14 05:43:12] TRAIN: [3][1560/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.4471 (3.3566) | Acc@1 29.297 (30.406) | Acc@5 55.469 (54.840)
[2021-03-14 05:43:20] TRAIN: [3][1590/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.3147 (3.3538) | Acc@1 28.125 (30.446) | Acc@5 56.641 (54.891)
[2021-03-14 05:43:29] TRAIN: [3][1620/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 3.1624 (3.3508) | Acc@1 30.469 (30.495) | Acc@5 58.594 (54.944)
[2021-03-14 05:43:37] TRAIN: [3][1650/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 3.2947 (3.3482) | Acc@1 29.297 (30.548) | Acc@5 57.422 (54.999)
[2021-03-14 05:43:46] TRAIN: [3][1680/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 3.2290 (3.3460) | Acc@1 32.422 (30.580) | Acc@5 57.031 (55.041)
[2021-03-14 05:43:54] TRAIN: [3][1710/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.0922 (3.3439) | Acc@1 33.203 (30.612) | Acc@5 62.891 (55.073)
[2021-03-14 05:44:03] TRAIN: [3][1740/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 3.2480 (3.3410) | Acc@1 30.469 (30.651) | Acc@5 55.469 (55.119)
[2021-03-14 05:44:11] TRAIN: [3][1770/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 3.2573 (3.3387) | Acc@1 32.422 (30.700) | Acc@5 55.078 (55.165)
[2021-03-14 05:44:20] TRAIN: [3][1800/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.5990 (3.3371) | Acc@1 26.172 (30.725) | Acc@5 50.000 (55.189)
[2021-03-14 05:44:28] TRAIN: [3][1830/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 3.3108 (3.3356) | Acc@1 32.812 (30.759) | Acc@5 53.125 (55.220)
[2021-03-14 05:44:37] TRAIN: [3][1860/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 3.1339 (3.3328) | Acc@1 32.031 (30.809) | Acc@5 57.422 (55.271)
[2021-03-14 05:44:45] TRAIN: [3][1890/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.9380 (3.3303) | Acc@1 40.234 (30.847) | Acc@5 60.938 (55.311)
[2021-03-14 05:44:54] TRAIN: [3][1920/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 3.4488 (3.3278) | Acc@1 27.734 (30.885) | Acc@5 55.078 (55.356)
[2021-03-14 05:45:02] TRAIN: [3][1950/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.001) | Loss 2.9739 (3.3253) | Acc@1 34.766 (30.921) | Acc@5 62.500 (55.405)
[2021-03-14 05:45:11] TRAIN: [3][1980/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 3.0605 (3.3227) | Acc@1 35.156 (30.957) | Acc@5 61.328 (55.456)
[2021-03-14 05:45:19] TRAIN: [3][2010/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 3.1041 (3.3199) | Acc@1 37.109 (31.007) | Acc@5 60.156 (55.509)
[2021-03-14 05:45:28] TRAIN: [3][2040/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.9482 (3.3174) | Acc@1 37.500 (31.048) | Acc@5 62.500 (55.554)
[2021-03-14 05:45:36] TRAIN: [3][2070/5004] | Time 0.300 ( 0.284) | Data 0.001 (0.001) | Loss 3.3113 (3.3159) | Acc@1 28.125 (31.071) | Acc@5 54.297 (55.579)
[2021-03-14 05:45:45] TRAIN: [3][2100/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 3.2049 (3.3138) | Acc@1 33.203 (31.098) | Acc@5 58.984 (55.616)
[2021-03-14 05:45:53] TRAIN: [3][2130/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 3.2394 (3.3110) | Acc@1 30.859 (31.140) | Acc@5 57.812 (55.668)
[2021-03-14 05:46:02] TRAIN: [3][2160/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.9439 (3.3080) | Acc@1 38.672 (31.187) | Acc@5 59.766 (55.724)
[2021-03-14 05:46:10] TRAIN: [3][2190/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 3.2186 (3.3055) | Acc@1 31.641 (31.226) | Acc@5 57.031 (55.762)
[2021-03-14 05:46:19] TRAIN: [3][2220/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 3.2574 (3.3039) | Acc@1 35.156 (31.247) | Acc@5 58.594 (55.795)
[2021-03-14 05:46:27] TRAIN: [3][2250/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 3.0228 (3.3021) | Acc@1 35.938 (31.276) | Acc@5 60.938 (55.837)
[2021-03-14 05:46:36] TRAIN: [3][2280/5004] | Time 0.273 ( 0.284) | Data 0.000 (0.001) | Loss 2.9864 (3.2992) | Acc@1 33.594 (31.320) | Acc@5 60.156 (55.889)
[2021-03-14 05:46:44] TRAIN: [3][2310/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 3.0690 (3.2975) | Acc@1 32.031 (31.346) | Acc@5 60.938 (55.916)
[2021-03-14 05:46:53] TRAIN: [3][2340/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 3.0423 (3.2957) | Acc@1 35.156 (31.387) | Acc@5 63.281 (55.956)
[2021-03-14 05:47:01] TRAIN: [3][2370/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 3.2509 (3.2935) | Acc@1 30.469 (31.417) | Acc@5 57.422 (55.997)
[2021-03-14 05:47:09] TRAIN: [3][2400/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 3.3026 (3.2917) | Acc@1 31.250 (31.443) | Acc@5 58.984 (56.033)
[2021-03-14 05:47:18] TRAIN: [3][2430/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.8419 (3.2891) | Acc@1 34.766 (31.486) | Acc@5 65.234 (56.079)
[2021-03-14 05:47:27] TRAIN: [3][2460/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 3.3915 (3.2866) | Acc@1 26.172 (31.519) | Acc@5 52.344 (56.122)
[2021-03-14 05:47:35] TRAIN: [3][2490/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.9377 (3.2844) | Acc@1 32.422 (31.563) | Acc@5 61.719 (56.162)
[2021-03-14 05:47:43] TRAIN: [3][2520/5004] | Time 0.297 ( 0.284) | Data 0.000 (0.001) | Loss 2.9577 (3.2822) | Acc@1 39.062 (31.598) | Acc@5 62.891 (56.196)
[2021-03-14 05:47:52] TRAIN: [3][2550/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 3.2849 (3.2798) | Acc@1 28.125 (31.633) | Acc@5 54.688 (56.240)
[2021-03-14 05:48:01] TRAIN: [3][2580/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 3.0095 (3.2782) | Acc@1 36.719 (31.665) | Acc@5 57.031 (56.272)
[2021-03-14 05:48:09] TRAIN: [3][2610/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 3.3665 (3.2761) | Acc@1 31.641 (31.697) | Acc@5 54.688 (56.306)
[2021-03-14 05:48:18] TRAIN: [3][2640/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 3.0091 (3.2734) | Acc@1 35.156 (31.737) | Acc@5 64.062 (56.349)
[2021-03-14 05:48:26] TRAIN: [3][2670/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.9951 (3.2710) | Acc@1 39.453 (31.772) | Acc@5 63.672 (56.395)
[2021-03-14 05:48:35] TRAIN: [3][2700/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 3.1252 (3.2681) | Acc@1 35.938 (31.819) | Acc@5 60.547 (56.450)
[2021-03-14 05:48:43] TRAIN: [3][2730/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.9155 (3.2662) | Acc@1 34.766 (31.860) | Acc@5 64.453 (56.490)
[2021-03-14 05:48:52] TRAIN: [3][2760/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.8213 (3.2636) | Acc@1 39.844 (31.909) | Acc@5 66.016 (56.539)
[2021-03-14 05:49:00] TRAIN: [3][2790/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 3.0400 (3.2616) | Acc@1 36.328 (31.947) | Acc@5 61.328 (56.576)
[2021-03-14 05:49:09] TRAIN: [3][2820/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.7040 (3.2596) | Acc@1 37.500 (31.987) | Acc@5 67.188 (56.614)
[2021-03-14 05:49:17] TRAIN: [3][2850/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 3.0387 (3.2576) | Acc@1 34.766 (32.020) | Acc@5 60.547 (56.649)
[2021-03-14 05:49:26] TRAIN: [3][2880/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.9923 (3.2552) | Acc@1 33.594 (32.059) | Acc@5 61.328 (56.691)
[2021-03-14 05:49:34] TRAIN: [3][2910/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.2963 (3.2528) | Acc@1 31.250 (32.095) | Acc@5 54.688 (56.733)
[2021-03-14 05:49:43] TRAIN: [3][2940/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 3.2848 (3.2507) | Acc@1 35.547 (32.131) | Acc@5 55.469 (56.767)
[2021-03-14 05:49:51] TRAIN: [3][2970/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 3.1257 (3.2487) | Acc@1 36.328 (32.167) | Acc@5 58.594 (56.803)
[2021-03-14 05:50:00] TRAIN: [3][3000/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 3.0359 (3.2461) | Acc@1 39.844 (32.207) | Acc@5 58.984 (56.846)
[2021-03-14 05:50:08] TRAIN: [3][3030/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.9243 (3.2442) | Acc@1 37.891 (32.236) | Acc@5 62.500 (56.876)
[2021-03-14 05:50:17] TRAIN: [3][3060/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 3.2978 (3.2426) | Acc@1 29.688 (32.262) | Acc@5 56.641 (56.907)
[2021-03-14 05:50:25] TRAIN: [3][3090/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 3.3194 (3.2405) | Acc@1 31.250 (32.299) | Acc@5 53.906 (56.946)
[2021-03-14 05:50:34] TRAIN: [3][3120/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.8309 (3.2384) | Acc@1 43.750 (32.338) | Acc@5 64.453 (56.988)
[2021-03-14 05:50:42] TRAIN: [3][3150/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 3.0140 (3.2364) | Acc@1 34.766 (32.368) | Acc@5 55.469 (57.017)
[2021-03-14 05:50:50] TRAIN: [3][3180/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 3.1020 (3.2344) | Acc@1 33.594 (32.403) | Acc@5 61.328 (57.052)
[2021-03-14 05:50:59] TRAIN: [3][3210/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 3.1991 (3.2324) | Acc@1 36.719 (32.434) | Acc@5 59.375 (57.089)
[2021-03-14 05:51:08] TRAIN: [3][3240/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 3.0932 (3.2304) | Acc@1 38.672 (32.477) | Acc@5 61.328 (57.125)
[2021-03-14 05:51:16] TRAIN: [3][3270/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.9671 (3.2278) | Acc@1 37.891 (32.515) | Acc@5 62.891 (57.170)
[2021-03-14 05:51:25] TRAIN: [3][3300/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.8663 (3.2256) | Acc@1 40.625 (32.555) | Acc@5 64.062 (57.212)
[2021-03-14 05:51:33] TRAIN: [3][3330/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.8975 (3.2236) | Acc@1 38.672 (32.584) | Acc@5 63.281 (57.251)
[2021-03-14 05:51:42] TRAIN: [3][3360/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 3.3067 (3.2214) | Acc@1 32.031 (32.616) | Acc@5 53.906 (57.288)
[2021-03-14 05:51:50] TRAIN: [3][3390/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.9955 (3.2193) | Acc@1 38.281 (32.656) | Acc@5 63.281 (57.328)
[2021-03-14 05:51:59] TRAIN: [3][3420/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 3.1582 (3.2176) | Acc@1 33.984 (32.683) | Acc@5 61.719 (57.357)
[2021-03-14 05:52:07] TRAIN: [3][3450/5004] | Time 0.304 ( 0.283) | Data 0.001 (0.001) | Loss 3.2107 (3.2157) | Acc@1 32.812 (32.720) | Acc@5 58.203 (57.390)
[2021-03-14 05:52:16] TRAIN: [3][3480/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.7776 (3.2138) | Acc@1 39.844 (32.754) | Acc@5 63.672 (57.420)
[2021-03-14 05:52:24] TRAIN: [3][3510/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 3.2020 (3.2121) | Acc@1 33.594 (32.779) | Acc@5 55.469 (57.448)
[2021-03-14 05:52:33] TRAIN: [3][3540/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 3.1715 (3.2101) | Acc@1 32.422 (32.809) | Acc@5 58.203 (57.483)
[2021-03-14 05:52:41] TRAIN: [3][3570/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.9473 (3.2089) | Acc@1 37.500 (32.828) | Acc@5 63.672 (57.505)
[2021-03-14 05:52:50] TRAIN: [3][3600/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 3.2475 (3.2070) | Acc@1 32.422 (32.862) | Acc@5 57.031 (57.538)
[2021-03-14 05:52:58] TRAIN: [3][3630/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.9696 (3.2051) | Acc@1 35.156 (32.891) | Acc@5 64.062 (57.570)
[2021-03-14 05:53:07] TRAIN: [3][3660/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.7108 (3.2034) | Acc@1 40.234 (32.917) | Acc@5 67.578 (57.596)
[2021-03-14 05:53:15] TRAIN: [3][3690/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 3.0582 (3.2017) | Acc@1 35.156 (32.948) | Acc@5 58.203 (57.626)
[2021-03-14 05:53:24] TRAIN: [3][3720/5004] | Time 0.275 ( 0.283) | Data 0.000 (0.001) | Loss 2.8601 (3.1998) | Acc@1 41.406 (32.983) | Acc@5 63.281 (57.656)
[2021-03-14 05:53:32] TRAIN: [3][3750/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 2.9470 (3.1977) | Acc@1 42.578 (33.028) | Acc@5 65.234 (57.697)
[2021-03-14 05:53:41] TRAIN: [3][3780/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.7826 (3.1958) | Acc@1 39.844 (33.058) | Acc@5 64.453 (57.732)
[2021-03-14 05:53:49] TRAIN: [3][3810/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.9598 (3.1942) | Acc@1 35.547 (33.086) | Acc@5 63.672 (57.765)
[2021-03-14 05:53:58] TRAIN: [3][3840/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 2.6612 (3.1923) | Acc@1 43.359 (33.116) | Acc@5 69.141 (57.799)
[2021-03-14 05:54:06] TRAIN: [3][3870/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.8155 (3.1903) | Acc@1 41.016 (33.148) | Acc@5 63.281 (57.829)
[2021-03-14 05:54:15] TRAIN: [3][3900/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 3.0436 (3.1883) | Acc@1 38.672 (33.187) | Acc@5 60.156 (57.863)
[2021-03-14 05:54:23] TRAIN: [3][3930/5004] | Time 0.288 ( 0.283) | Data 0.000 (0.001) | Loss 3.0566 (3.1867) | Acc@1 37.109 (33.215) | Acc@5 57.812 (57.892)
[2021-03-14 05:54:32] TRAIN: [3][3960/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 2.9757 (3.1849) | Acc@1 36.328 (33.245) | Acc@5 59.375 (57.925)
[2021-03-14 05:54:40] TRAIN: [3][3990/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 3.0489 (3.1828) | Acc@1 35.547 (33.276) | Acc@5 60.547 (57.964)
[2021-03-14 05:54:49] TRAIN: [3][4020/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.7184 (3.1805) | Acc@1 39.453 (33.316) | Acc@5 68.750 (58.007)
[2021-03-14 05:54:57] TRAIN: [3][4050/5004] | Time 0.308 ( 0.283) | Data 0.000 (0.001) | Loss 2.8587 (3.1789) | Acc@1 39.453 (33.342) | Acc@5 63.672 (58.033)
[2021-03-14 05:55:06] TRAIN: [3][4080/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.7790 (3.1772) | Acc@1 39.453 (33.372) | Acc@5 65.625 (58.065)
[2021-03-14 05:55:14] TRAIN: [3][4110/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.7725 (3.1754) | Acc@1 35.547 (33.402) | Acc@5 65.625 (58.098)
[2021-03-14 05:55:23] TRAIN: [3][4140/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.9003 (3.1739) | Acc@1 37.500 (33.427) | Acc@5 62.891 (58.124)
[2021-03-14 05:55:31] TRAIN: [3][4170/5004] | Time 0.288 ( 0.283) | Data 0.000 (0.001) | Loss 2.9370 (3.1722) | Acc@1 37.891 (33.460) | Acc@5 62.109 (58.153)
[2021-03-14 05:55:40] TRAIN: [3][4200/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 3.0253 (3.1707) | Acc@1 38.672 (33.487) | Acc@5 60.938 (58.178)
[2021-03-14 05:55:48] TRAIN: [3][4230/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.9641 (3.1690) | Acc@1 36.328 (33.516) | Acc@5 59.766 (58.206)
[2021-03-14 05:55:57] TRAIN: [3][4260/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 3.2126 (3.1671) | Acc@1 33.594 (33.550) | Acc@5 57.812 (58.238)
[2021-03-14 05:56:05] TRAIN: [3][4290/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.9668 (3.1655) | Acc@1 36.328 (33.575) | Acc@5 61.328 (58.266)
[2021-03-14 05:56:14] TRAIN: [3][4320/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.9986 (3.1639) | Acc@1 38.281 (33.603) | Acc@5 63.281 (58.294)
[2021-03-14 05:56:22] TRAIN: [3][4350/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.6455 (3.1622) | Acc@1 41.406 (33.629) | Acc@5 66.406 (58.325)
[2021-03-14 05:56:30] TRAIN: [3][4380/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 2.8782 (3.1600) | Acc@1 38.281 (33.665) | Acc@5 62.500 (58.365)
[2021-03-14 05:56:39] TRAIN: [3][4410/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.9774 (3.1585) | Acc@1 34.375 (33.696) | Acc@5 61.719 (58.389)
[2021-03-14 05:56:47] TRAIN: [3][4440/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.9007 (3.1567) | Acc@1 36.328 (33.724) | Acc@5 63.672 (58.420)
[2021-03-14 05:56:56] TRAIN: [3][4470/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 3.1023 (3.1551) | Acc@1 35.547 (33.754) | Acc@5 61.328 (58.448)
[2021-03-14 05:57:05] TRAIN: [3][4500/5004] | Time 0.291 ( 0.283) | Data 0.000 (0.001) | Loss 2.5801 (3.1533) | Acc@1 42.188 (33.787) | Acc@5 69.141 (58.480)
[2021-03-14 05:57:13] TRAIN: [3][4530/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 3.0070 (3.1513) | Acc@1 35.156 (33.816) | Acc@5 62.109 (58.516)
[2021-03-14 05:57:22] TRAIN: [3][4560/5004] | Time 0.291 ( 0.283) | Data 0.000 (0.001) | Loss 2.8237 (3.1495) | Acc@1 41.016 (33.849) | Acc@5 64.453 (58.548)
[2021-03-14 05:57:30] TRAIN: [3][4590/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.7093 (3.1476) | Acc@1 38.672 (33.883) | Acc@5 66.016 (58.579)
[2021-03-14 05:57:39] TRAIN: [3][4620/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.8819 (3.1458) | Acc@1 37.891 (33.914) | Acc@5 65.234 (58.611)
[2021-03-14 05:57:47] TRAIN: [3][4650/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 3.2791 (3.1441) | Acc@1 29.297 (33.941) | Acc@5 55.859 (58.644)
[2021-03-14 05:57:56] TRAIN: [3][4680/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.9540 (3.1423) | Acc@1 34.766 (33.969) | Acc@5 62.891 (58.679)
[2021-03-14 05:58:04] TRAIN: [3][4710/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.8683 (3.1405) | Acc@1 42.578 (34.002) | Acc@5 64.062 (58.711)
[2021-03-14 05:58:13] TRAIN: [3][4740/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 3.0021 (3.1388) | Acc@1 33.594 (34.034) | Acc@5 59.766 (58.740)
[2021-03-14 05:58:21] TRAIN: [3][4770/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.6752 (3.1371) | Acc@1 39.453 (34.067) | Acc@5 67.969 (58.768)
[2021-03-14 05:58:30] TRAIN: [3][4800/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.8405 (3.1354) | Acc@1 40.625 (34.097) | Acc@5 63.672 (58.797)
[2021-03-14 05:58:38] TRAIN: [3][4830/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.9362 (3.1340) | Acc@1 37.109 (34.120) | Acc@5 62.891 (58.823)
[2021-03-14 05:58:47] TRAIN: [3][4860/5004] | Time 0.294 ( 0.283) | Data 0.000 (0.001) | Loss 3.0547 (3.1325) | Acc@1 35.156 (34.147) | Acc@5 60.938 (58.849)
[2021-03-14 05:58:55] TRAIN: [3][4890/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 2.9119 (3.1309) | Acc@1 38.281 (34.169) | Acc@5 64.062 (58.877)
[2021-03-14 05:59:04] TRAIN: [3][4920/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.8437 (3.1294) | Acc@1 43.359 (34.196) | Acc@5 62.891 (58.902)
[2021-03-14 05:59:12] TRAIN: [3][4950/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.8818 (3.1274) | Acc@1 41.406 (34.233) | Acc@5 63.672 (58.934)
[2021-03-14 05:59:21] TRAIN: [3][4980/5004] | Time 0.288 ( 0.283) | Data 0.000 (0.001) | Loss 2.8096 (3.1259) | Acc@1 37.500 (34.258) | Acc@5 66.797 (58.965)
[2021-03-14 05:59:28] TRAIN: [3][5004/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.8781 (3.1246) | Acc@1 35.547 (34.281) | Acc@5 62.891 (58.987)
[2021-03-14 05:59:40] VAL: [10/32] | Time 0.628 ( 1.195) | Data 0.000 (0.558) | Loss 2.5876 (2.4921) | Acc@1 43.812 (43.838) | Acc@5 68.625 (69.844)
[2021-03-14 05:59:48] VAL: [20/32] | Time 0.598 ( 1.011) | Data 0.001 (0.365) | Loss 2.5102 (2.4971) | Acc@1 41.938 (43.703) | Acc@5 68.875 (69.703)
[2021-03-14 05:59:57] VAL: [30/32] | Time 0.575 ( 0.969) | Data 0.000 (0.339) | Loss 2.5334 (2.4922) | Acc@1 41.125 (43.685) | Acc@5 69.938 (69.977)
[2021-03-14 05:59:58] VAL: [32/32] | Time 0.263 ( 0.932) | Data 0.000 (0.318) | Loss 2.5142 (2.4925) | Acc@1 45.500 (43.712) | Acc@5 71.500 (69.948)
[2021-03-14 05:59:59] ACCURACY: TOP1 43.712(BEST 43.712) | TOP5 69.948 | SAVED botnet50-wd5/checkpoints/ckpt_ep_003.pth.tar
[2021-03-14 05:59:59] CURRENT EPOCH: 4, LR: 0.1277, POLICY: cos
[2021-03-14 06:00:08] TRAIN: [4][ 30/5004] | Time 0.341 ( 0.321) | Data 0.000 (0.026) | Loss 2.8829 (2.8702) | Acc@1 37.500 (38.229) | Acc@5 64.453 (62.852)
[2021-03-14 06:00:17] TRAIN: [4][ 60/5004] | Time 0.276 ( 0.312) | Data 0.000 (0.013) | Loss 2.7329 (2.8869) | Acc@1 41.016 (38.034) | Acc@5 66.406 (62.949)
[2021-03-14 06:00:26] TRAIN: [4][ 90/5004] | Time 0.279 ( 0.302) | Data 0.000 (0.009) | Loss 2.9461 (2.8909) | Acc@1 31.250 (38.077) | Acc@5 58.984 (62.921)
[2021-03-14 06:00:34] TRAIN: [4][ 120/5004] | Time 0.295 ( 0.298) | Data 0.000 (0.007) | Loss 2.7233 (2.9076) | Acc@1 41.406 (37.848) | Acc@5 64.062 (62.673)
[2021-03-14 06:00:43] TRAIN: [4][ 150/5004] | Time 0.285 ( 0.296) | Data 0.000 (0.006) | Loss 3.0769 (2.9129) | Acc@1 33.594 (37.745) | Acc@5 59.375 (62.586)
[2021-03-14 06:00:51] TRAIN: [4][ 180/5004] | Time 0.276 ( 0.294) | Data 0.000 (0.005) | Loss 2.5770 (2.9250) | Acc@1 44.922 (37.476) | Acc@5 69.141 (62.435)
[2021-03-14 06:01:00] TRAIN: [4][ 210/5004] | Time 0.279 ( 0.292) | Data 0.000 (0.004) | Loss 3.0724 (2.9262) | Acc@1 33.984 (37.448) | Acc@5 59.375 (62.381)
[2021-03-14 06:01:08] TRAIN: [4][ 240/5004] | Time 0.305 ( 0.291) | Data 0.000 (0.004) | Loss 3.1797 (2.9235) | Acc@1 32.812 (37.399) | Acc@5 59.375 (62.466)
[2021-03-14 06:01:17] TRAIN: [4][ 270/5004] | Time 0.292 ( 0.290) | Data 0.000 (0.003) | Loss 2.7786 (2.9229) | Acc@1 38.672 (37.470) | Acc@5 64.844 (62.423)
[2021-03-14 06:01:25] TRAIN: [4][ 300/5004] | Time 0.282 ( 0.289) | Data 0.000 (0.003) | Loss 2.8464 (2.9238) | Acc@1 39.844 (37.471) | Acc@5 64.453 (62.443)
[2021-03-14 06:01:34] TRAIN: [4][ 330/5004] | Time 0.284 ( 0.289) | Data 0.000 (0.003) | Loss 3.3478 (2.9270) | Acc@1 32.812 (37.410) | Acc@5 56.641 (62.379)
[2021-03-14 06:01:42] TRAIN: [4][ 360/5004] | Time 0.277 ( 0.288) | Data 0.000 (0.003) | Loss 2.7605 (2.9240) | Acc@1 44.531 (37.467) | Acc@5 64.062 (62.420)
[2021-03-14 06:01:51] TRAIN: [4][ 390/5004] | Time 0.281 ( 0.288) | Data 0.000 (0.002) | Loss 2.7133 (2.9238) | Acc@1 41.406 (37.469) | Acc@5 66.406 (62.399)
[2021-03-14 06:01:59] TRAIN: [4][ 420/5004] | Time 0.280 ( 0.287) | Data 0.000 (0.002) | Loss 2.8949 (2.9235) | Acc@1 39.453 (37.526) | Acc@5 62.891 (62.413)
[2021-03-14 06:02:08] TRAIN: [4][ 450/5004] | Time 0.282 ( 0.287) | Data 0.000 (0.002) | Loss 2.8935 (2.9218) | Acc@1 39.062 (37.533) | Acc@5 61.719 (62.466)
[2021-03-14 06:02:16] TRAIN: [4][ 480/5004] | Time 0.280 ( 0.287) | Data 0.000 (0.002) | Loss 2.8465 (2.9214) | Acc@1 40.234 (37.529) | Acc@5 61.328 (62.468)
[2021-03-14 06:02:25] TRAIN: [4][ 510/5004] | Time 0.277 ( 0.286) | Data 0.000 (0.002) | Loss 3.2276 (2.9241) | Acc@1 37.891 (37.533) | Acc@5 58.203 (62.462)
[2021-03-14 06:02:33] TRAIN: [4][ 540/5004] | Time 0.278 ( 0.286) | Data 0.000 (0.002) | Loss 3.1098 (2.9240) | Acc@1 35.156 (37.533) | Acc@5 62.891 (62.501)
[2021-03-14 06:02:42] TRAIN: [4][ 570/5004] | Time 0.279 ( 0.286) | Data 0.000 (0.002) | Loss 2.8343 (2.9236) | Acc@1 41.016 (37.541) | Acc@5 62.500 (62.533)
[2021-03-14 06:02:50] TRAIN: [4][ 600/5004] | Time 0.282 ( 0.286) | Data 0.000 (0.002) | Loss 2.7515 (2.9225) | Acc@1 41.016 (37.545) | Acc@5 67.969 (62.577)
[2021-03-14 06:02:59] TRAIN: [4][ 630/5004] | Time 0.299 ( 0.286) | Data 0.001 (0.002) | Loss 3.0249 (2.9229) | Acc@1 34.375 (37.548) | Acc@5 64.453 (62.579)
[2021-03-14 06:03:07] TRAIN: [4][ 660/5004] | Time 0.289 ( 0.286) | Data 0.000 (0.002) | Loss 3.0030 (2.9234) | Acc@1 36.719 (37.529) | Acc@5 63.281 (62.552)
[2021-03-14 06:03:16] TRAIN: [4][ 690/5004] | Time 0.276 ( 0.286) | Data 0.000 (0.002) | Loss 2.8260 (2.9226) | Acc@1 34.766 (37.542) | Acc@5 65.625 (62.556)
[2021-03-14 06:03:24] TRAIN: [4][ 720/5004] | Time 0.280 ( 0.286) | Data 0.000 (0.001) | Loss 2.9025 (2.9201) | Acc@1 39.453 (37.568) | Acc@5 61.719 (62.599)
[2021-03-14 06:03:33] TRAIN: [4][ 750/5004] | Time 0.285 ( 0.286) | Data 0.000 (0.001) | Loss 2.7740 (2.9192) | Acc@1 39.844 (37.585) | Acc@5 65.625 (62.607)
[2021-03-14 06:03:41] TRAIN: [4][ 780/5004] | Time 0.281 ( 0.286) | Data 0.000 (0.001) | Loss 3.1575 (2.9177) | Acc@1 32.422 (37.607) | Acc@5 59.375 (62.634)
[2021-03-14 06:03:50] TRAIN: [4][ 810/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.8680 (2.9172) | Acc@1 40.234 (37.607) | Acc@5 62.891 (62.648)
[2021-03-14 06:03:58] TRAIN: [4][ 840/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.9413 (2.9171) | Acc@1 35.938 (37.640) | Acc@5 65.625 (62.644)
[2021-03-14 06:04:07] TRAIN: [4][ 870/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.6823 (2.9172) | Acc@1 42.188 (37.641) | Acc@5 67.188 (62.645)
[2021-03-14 06:04:16] TRAIN: [4][ 900/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 3.1812 (2.9153) | Acc@1 31.641 (37.689) | Acc@5 58.594 (62.674)
[2021-03-14 06:04:24] TRAIN: [4][ 930/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.8305 (2.9147) | Acc@1 37.109 (37.694) | Acc@5 64.062 (62.690)
[2021-03-14 06:04:33] TRAIN: [4][ 960/5004] | Time 0.286 ( 0.286) | Data 0.000 (0.001) | Loss 2.8298 (2.9137) | Acc@1 43.750 (37.714) | Acc@5 64.453 (62.691)
[2021-03-14 06:04:41] TRAIN: [4][ 990/5004] | Time 0.278 ( 0.286) | Data 0.000 (0.001) | Loss 3.0187 (2.9129) | Acc@1 35.547 (37.724) | Acc@5 60.156 (62.708)
[2021-03-14 06:04:50] TRAIN: [4][1020/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.9405 (2.9116) | Acc@1 37.500 (37.742) | Acc@5 62.500 (62.739)
[2021-03-14 06:04:58] TRAIN: [4][1050/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 3.0344 (2.9106) | Acc@1 36.719 (37.762) | Acc@5 63.672 (62.753)
[2021-03-14 06:05:07] TRAIN: [4][1080/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.8370 (2.9100) | Acc@1 38.672 (37.793) | Acc@5 64.453 (62.763)
[2021-03-14 06:05:15] TRAIN: [4][1110/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.6262 (2.9085) | Acc@1 43.750 (37.828) | Acc@5 65.625 (62.779)
[2021-03-14 06:05:24] TRAIN: [4][1140/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.6838 (2.9074) | Acc@1 41.797 (37.847) | Acc@5 66.797 (62.816)
[2021-03-14 06:05:32] TRAIN: [4][1170/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.8227 (2.9059) | Acc@1 43.359 (37.888) | Acc@5 64.062 (62.846)
[2021-03-14 06:05:41] TRAIN: [4][1200/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 3.2044 (2.9049) | Acc@1 34.766 (37.894) | Acc@5 58.203 (62.870)
[2021-03-14 06:05:49] TRAIN: [4][1230/5004] | Time 0.303 ( 0.285) | Data 0.000 (0.001) | Loss 2.9320 (2.9033) | Acc@1 35.547 (37.917) | Acc@5 62.109 (62.895)
[2021-03-14 06:05:58] TRAIN: [4][1260/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.7830 (2.9028) | Acc@1 37.891 (37.927) | Acc@5 62.500 (62.907)
[2021-03-14 06:06:06] TRAIN: [4][1290/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.8897 (2.9023) | Acc@1 39.844 (37.934) | Acc@5 65.234 (62.936)
[2021-03-14 06:06:15] TRAIN: [4][1320/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.7840 (2.8997) | Acc@1 41.016 (37.982) | Acc@5 63.281 (62.983)
[2021-03-14 06:06:23] TRAIN: [4][1350/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.8778 (2.8989) | Acc@1 39.453 (37.998) | Acc@5 63.281 (63.002)
[2021-03-14 06:06:32] TRAIN: [4][1380/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.9139 (2.8975) | Acc@1 35.938 (38.006) | Acc@5 63.672 (63.031)
[2021-03-14 06:06:40] TRAIN: [4][1410/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 3.2836 (2.8962) | Acc@1 32.031 (38.027) | Acc@5 57.812 (63.057)
[2021-03-14 06:06:49] TRAIN: [4][1440/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.6879 (2.8956) | Acc@1 39.453 (38.036) | Acc@5 68.359 (63.060)
[2021-03-14 06:06:58] TRAIN: [4][1470/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 3.1087 (2.8943) | Acc@1 35.547 (38.061) | Acc@5 60.156 (63.083)
[2021-03-14 06:07:06] TRAIN: [4][1500/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.9115 (2.8940) | Acc@1 37.109 (38.072) | Acc@5 64.844 (63.088)
[2021-03-14 06:07:15] TRAIN: [4][1530/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 3.1007 (2.8930) | Acc@1 37.109 (38.091) | Acc@5 56.250 (63.105)
[2021-03-14 06:07:23] TRAIN: [4][1560/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 3.0229 (2.8914) | Acc@1 35.547 (38.125) | Acc@5 58.203 (63.118)
[2021-03-14 06:07:32] TRAIN: [4][1590/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.5827 (2.8902) | Acc@1 44.141 (38.144) | Acc@5 66.406 (63.139)
[2021-03-14 06:07:40] TRAIN: [4][1620/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.8831 (2.8885) | Acc@1 37.891 (38.183) | Acc@5 61.719 (63.161)
[2021-03-14 06:07:49] TRAIN: [4][1650/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.7242 (2.8889) | Acc@1 39.844 (38.173) | Acc@5 64.453 (63.158)
[2021-03-14 06:07:57] TRAIN: [4][1680/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.7053 (2.8869) | Acc@1 42.578 (38.212) | Acc@5 67.188 (63.194)
[2021-03-14 06:08:06] TRAIN: [4][1710/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.7413 (2.8860) | Acc@1 41.797 (38.239) | Acc@5 67.188 (63.204)
[2021-03-14 06:08:14] TRAIN: [4][1740/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.9099 (2.8843) | Acc@1 37.109 (38.265) | Acc@5 60.938 (63.229)
[2021-03-14 06:08:23] TRAIN: [4][1770/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.7567 (2.8836) | Acc@1 39.844 (38.272) | Acc@5 68.359 (63.245)
[2021-03-14 06:08:31] TRAIN: [4][1800/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.7369 (2.8825) | Acc@1 41.406 (38.287) | Acc@5 66.406 (63.266)
[2021-03-14 06:08:40] TRAIN: [4][1830/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.001) | Loss 2.8634 (2.8817) | Acc@1 40.234 (38.297) | Acc@5 65.234 (63.285)
[2021-03-14 06:08:48] TRAIN: [4][1860/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 3.0208 (2.8801) | Acc@1 33.203 (38.322) | Acc@5 64.062 (63.319)
[2021-03-14 06:08:57] TRAIN: [4][1890/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.8514 (2.8785) | Acc@1 38.672 (38.350) | Acc@5 62.891 (63.343)
[2021-03-14 06:09:05] TRAIN: [4][1920/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.7494 (2.8773) | Acc@1 42.969 (38.376) | Acc@5 63.672 (63.362)
[2021-03-14 06:09:14] TRAIN: [4][1950/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.7482 (2.8761) | Acc@1 40.234 (38.397) | Acc@5 64.062 (63.378)
[2021-03-14 06:09:22] TRAIN: [4][1980/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.6551 (2.8757) | Acc@1 38.281 (38.407) | Acc@5 67.969 (63.390)
[2021-03-14 06:09:31] TRAIN: [4][2010/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.7832 (2.8749) | Acc@1 42.969 (38.431) | Acc@5 66.016 (63.399)
[2021-03-14 06:09:39] TRAIN: [4][2040/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.7514 (2.8741) | Acc@1 41.797 (38.439) | Acc@5 66.406 (63.406)
[2021-03-14 06:09:48] TRAIN: [4][2070/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.8208 (2.8735) | Acc@1 39.453 (38.448) | Acc@5 65.625 (63.421)
[2021-03-14 06:09:56] TRAIN: [4][2100/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.9309 (2.8723) | Acc@1 39.062 (38.472) | Acc@5 64.062 (63.439)
[2021-03-14 06:10:05] TRAIN: [4][2130/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.8822 (2.8714) | Acc@1 39.453 (38.486) | Acc@5 63.672 (63.448)
[2021-03-14 06:10:13] TRAIN: [4][2160/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.8156 (2.8705) | Acc@1 39.844 (38.497) | Acc@5 61.328 (63.466)
[2021-03-14 06:10:22] TRAIN: [4][2190/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.8016 (2.8695) | Acc@1 40.234 (38.515) | Acc@5 65.234 (63.479)
[2021-03-14 06:10:30] TRAIN: [4][2220/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 2.6938 (2.8689) | Acc@1 40.234 (38.526) | Acc@5 64.844 (63.487)
[2021-03-14 06:10:39] TRAIN: [4][2250/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.9321 (2.8678) | Acc@1 35.547 (38.540) | Acc@5 60.547 (63.504)
[2021-03-14 06:10:47] TRAIN: [4][2280/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.4930 (2.8662) | Acc@1 41.016 (38.564) | Acc@5 71.094 (63.534)
[2021-03-14 06:10:56] TRAIN: [4][2310/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.6787 (2.8649) | Acc@1 40.234 (38.589) | Acc@5 64.453 (63.559)
[2021-03-14 06:11:04] TRAIN: [4][2340/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.6018 (2.8636) | Acc@1 43.359 (38.614) | Acc@5 67.578 (63.584)
[2021-03-14 06:11:13] TRAIN: [4][2370/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.6600 (2.8620) | Acc@1 44.141 (38.646) | Acc@5 66.016 (63.607)
[2021-03-14 06:11:21] TRAIN: [4][2400/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 3.0802 (2.8611) | Acc@1 37.109 (38.657) | Acc@5 60.938 (63.616)
[2021-03-14 06:11:30] TRAIN: [4][2430/5004] | Time 0.303 ( 0.285) | Data 0.001 (0.001) | Loss 2.9588 (2.8603) | Acc@1 38.281 (38.673) | Acc@5 61.719 (63.627)
[2021-03-14 06:11:39] TRAIN: [4][2460/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.6844 (2.8592) | Acc@1 41.016 (38.694) | Acc@5 65.234 (63.651)
[2021-03-14 06:11:47] TRAIN: [4][2490/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.5044 (2.8580) | Acc@1 41.016 (38.717) | Acc@5 67.188 (63.667)
[2021-03-14 06:11:56] TRAIN: [4][2520/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.7742 (2.8571) | Acc@1 43.359 (38.738) | Acc@5 66.406 (63.690)
[2021-03-14 06:12:04] TRAIN: [4][2550/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.7795 (2.8562) | Acc@1 41.797 (38.751) | Acc@5 63.281 (63.707)
[2021-03-14 06:12:13] TRAIN: [4][2580/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.7818 (2.8556) | Acc@1 41.406 (38.763) | Acc@5 65.625 (63.721)
[2021-03-14 06:12:21] TRAIN: [4][2610/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.8700 (2.8540) | Acc@1 39.844 (38.785) | Acc@5 63.672 (63.751)
[2021-03-14 06:12:30] TRAIN: [4][2640/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.7754 (2.8534) | Acc@1 40.625 (38.796) | Acc@5 64.453 (63.766)
[2021-03-14 06:12:38] TRAIN: [4][2670/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.001) | Loss 2.6170 (2.8523) | Acc@1 41.797 (38.820) | Acc@5 69.141 (63.787)
[2021-03-14 06:12:47] TRAIN: [4][2700/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.9011 (2.8511) | Acc@1 35.547 (38.845) | Acc@5 64.453 (63.808)
[2021-03-14 06:12:55] TRAIN: [4][2730/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.8114 (2.8497) | Acc@1 42.188 (38.867) | Acc@5 63.281 (63.834)
[2021-03-14 06:13:04] TRAIN: [4][2760/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 3.0035 (2.8490) | Acc@1 33.984 (38.880) | Acc@5 59.375 (63.849)
[2021-03-14 06:13:12] TRAIN: [4][2790/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.6934 (2.8482) | Acc@1 41.406 (38.902) | Acc@5 64.062 (63.862)
[2021-03-14 06:13:21] TRAIN: [4][2820/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.7450 (2.8473) | Acc@1 43.359 (38.922) | Acc@5 65.234 (63.873)
[2021-03-14 06:13:29] TRAIN: [4][2850/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 3.0974 (2.8463) | Acc@1 35.547 (38.942) | Acc@5 59.766 (63.892)
[2021-03-14 06:13:38] TRAIN: [4][2880/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.8067 (2.8452) | Acc@1 34.375 (38.958) | Acc@5 66.797 (63.907)
[2021-03-14 06:13:46] TRAIN: [4][2910/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.6550 (2.8442) | Acc@1 41.797 (38.975) | Acc@5 66.797 (63.923)
[2021-03-14 06:13:55] TRAIN: [4][2940/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4897 (2.8429) | Acc@1 46.094 (39.005) | Acc@5 71.094 (63.949)
[2021-03-14 06:14:03] TRAIN: [4][2970/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.5986 (2.8417) | Acc@1 40.625 (39.033) | Acc@5 66.016 (63.972)
[2021-03-14 06:14:12] TRAIN: [4][3000/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4803 (2.8406) | Acc@1 44.141 (39.055) | Acc@5 71.484 (63.993)
[2021-03-14 06:14:20] TRAIN: [4][3030/5004] | Time 0.323 ( 0.284) | Data 0.005 (0.001) | Loss 2.7842 (2.8393) | Acc@1 41.016 (39.083) | Acc@5 64.844 (64.011)
[2021-03-14 06:14:29] TRAIN: [4][3060/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.6004 (2.8388) | Acc@1 43.750 (39.094) | Acc@5 68.359 (64.028)
[2021-03-14 06:14:37] TRAIN: [4][3090/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.8689 (2.8378) | Acc@1 41.797 (39.104) | Acc@5 62.500 (64.042)
[2021-03-14 06:14:46] TRAIN: [4][3120/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.3943 (2.8368) | Acc@1 42.578 (39.119) | Acc@5 69.531 (64.056)
[2021-03-14 06:14:54] TRAIN: [4][3150/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.8598 (2.8358) | Acc@1 36.328 (39.133) | Acc@5 65.234 (64.078)
[2021-03-14 06:15:03] TRAIN: [4][3180/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.9322 (2.8344) | Acc@1 39.453 (39.165) | Acc@5 62.891 (64.105)
[2021-03-14 06:15:12] TRAIN: [4][3210/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.4798 (2.8338) | Acc@1 45.703 (39.176) | Acc@5 69.141 (64.118)
[2021-03-14 06:15:20] TRAIN: [4][3240/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.8947 (2.8330) | Acc@1 39.062 (39.191) | Acc@5 64.062 (64.132)
[2021-03-14 06:15:29] TRAIN: [4][3270/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.6762 (2.8321) | Acc@1 43.359 (39.209) | Acc@5 64.062 (64.146)
[2021-03-14 06:15:37] TRAIN: [4][3300/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.6566 (2.8309) | Acc@1 44.922 (39.225) | Acc@5 66.797 (64.163)
[2021-03-14 06:15:46] TRAIN: [4][3330/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.5149 (2.8295) | Acc@1 41.797 (39.252) | Acc@5 69.531 (64.192)
[2021-03-14 06:15:54] TRAIN: [4][3360/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.6239 (2.8283) | Acc@1 49.609 (39.274) | Acc@5 67.188 (64.210)
[2021-03-14 06:16:03] TRAIN: [4][3390/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.8079 (2.8276) | Acc@1 41.406 (39.292) | Acc@5 66.797 (64.224)
[2021-03-14 06:16:11] TRAIN: [4][3420/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.6868 (2.8265) | Acc@1 42.578 (39.314) | Acc@5 67.578 (64.239)
[2021-03-14 06:16:20] TRAIN: [4][3450/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.9853 (2.8256) | Acc@1 38.672 (39.330) | Acc@5 62.109 (64.255)
[2021-03-14 06:16:28] TRAIN: [4][3480/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.5236 (2.8243) | Acc@1 45.703 (39.349) | Acc@5 71.875 (64.278)
[2021-03-14 06:16:37] TRAIN: [4][3510/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.7682 (2.8234) | Acc@1 42.578 (39.366) | Acc@5 64.453 (64.293)
[2021-03-14 06:16:45] TRAIN: [4][3540/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.8685 (2.8227) | Acc@1 36.328 (39.381) | Acc@5 63.672 (64.309)
[2021-03-14 06:16:54] TRAIN: [4][3570/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.6535 (2.8216) | Acc@1 41.797 (39.403) | Acc@5 68.359 (64.328)
[2021-03-14 06:17:02] TRAIN: [4][3600/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.7250 (2.8208) | Acc@1 41.016 (39.418) | Acc@5 66.406 (64.340)
[2021-03-14 06:17:11] TRAIN: [4][3630/5004] | Time 0.299 ( 0.284) | Data 0.001 (0.001) | Loss 2.8415 (2.8202) | Acc@1 40.625 (39.431) | Acc@5 64.844 (64.355)
[2021-03-14 06:17:19] TRAIN: [4][3660/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.8241 (2.8191) | Acc@1 37.891 (39.447) | Acc@5 62.109 (64.375)
[2021-03-14 06:17:28] TRAIN: [4][3690/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.5603 (2.8176) | Acc@1 45.312 (39.472) | Acc@5 71.094 (64.398)
[2021-03-14 06:17:36] TRAIN: [4][3720/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.7307 (2.8169) | Acc@1 42.578 (39.488) | Acc@5 66.016 (64.411)
[2021-03-14 06:17:45] TRAIN: [4][3750/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.7880 (2.8163) | Acc@1 41.406 (39.503) | Acc@5 64.844 (64.422)
[2021-03-14 06:17:53] TRAIN: [4][3780/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.7809 (2.8153) | Acc@1 41.406 (39.525) | Acc@5 63.281 (64.435)
[2021-03-14 06:18:02] TRAIN: [4][3810/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.6218 (2.8140) | Acc@1 43.359 (39.548) | Acc@5 67.969 (64.459)
[2021-03-14 06:18:10] TRAIN: [4][3840/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.8869 (2.8131) | Acc@1 41.797 (39.568) | Acc@5 64.453 (64.476)
[2021-03-14 06:18:19] TRAIN: [4][3870/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.5789 (2.8119) | Acc@1 43.359 (39.587) | Acc@5 67.969 (64.492)
[2021-03-14 06:18:28] TRAIN: [4][3900/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.5644 (2.8109) | Acc@1 44.922 (39.606) | Acc@5 65.625 (64.507)
[2021-03-14 06:18:36] TRAIN: [4][3930/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.3746 (2.8099) | Acc@1 46.484 (39.623) | Acc@5 68.359 (64.524)
[2021-03-14 06:18:45] TRAIN: [4][3960/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4619 (2.8091) | Acc@1 47.266 (39.635) | Acc@5 69.922 (64.535)
[2021-03-14 06:18:53] TRAIN: [4][3990/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.5950 (2.8082) | Acc@1 46.875 (39.654) | Acc@5 68.750 (64.547)
[2021-03-14 06:19:02] TRAIN: [4][4020/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.6209 (2.8072) | Acc@1 36.719 (39.668) | Acc@5 68.359 (64.564)
[2021-03-14 06:19:10] TRAIN: [4][4050/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.001) | Loss 2.4848 (2.8063) | Acc@1 43.750 (39.682) | Acc@5 69.922 (64.580)
[2021-03-14 06:19:19] TRAIN: [4][4080/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.7700 (2.8050) | Acc@1 41.406 (39.700) | Acc@5 66.406 (64.603)
[2021-03-14 06:19:27] TRAIN: [4][4110/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.7871 (2.8042) | Acc@1 37.109 (39.717) | Acc@5 66.797 (64.618)
[2021-03-14 06:19:36] TRAIN: [4][4140/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.7186 (2.8033) | Acc@1 40.234 (39.735) | Acc@5 67.969 (64.632)
[2021-03-14 06:19:44] TRAIN: [4][4170/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 3.0376 (2.8025) | Acc@1 37.891 (39.747) | Acc@5 59.766 (64.644)
[2021-03-14 06:19:53] TRAIN: [4][4200/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.5227 (2.8014) | Acc@1 42.969 (39.766) | Acc@5 67.578 (64.659)
[2021-03-14 06:20:01] TRAIN: [4][4230/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.6798 (2.8005) | Acc@1 44.922 (39.779) | Acc@5 66.406 (64.673)
[2021-03-14 06:20:10] TRAIN: [4][4260/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.4204 (2.7995) | Acc@1 46.094 (39.797) | Acc@5 71.094 (64.689)
[2021-03-14 06:20:19] TRAIN: [4][4290/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.9273 (2.7989) | Acc@1 37.500 (39.812) | Acc@5 62.109 (64.702)
[2021-03-14 06:20:27] TRAIN: [4][4320/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.6152 (2.7978) | Acc@1 43.359 (39.834) | Acc@5 65.234 (64.721)
[2021-03-14 06:20:36] TRAIN: [4][4350/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.6123 (2.7965) | Acc@1 43.359 (39.856) | Acc@5 64.062 (64.747)
[2021-03-14 06:20:44] TRAIN: [4][4380/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.7469 (2.7958) | Acc@1 41.406 (39.862) | Acc@5 64.062 (64.756)
[2021-03-14 06:20:53] TRAIN: [4][4410/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.5427 (2.7947) | Acc@1 43.750 (39.879) | Acc@5 69.141 (64.775)
[2021-03-14 06:21:01] TRAIN: [4][4440/5004] | Time 0.300 ( 0.284) | Data 0.000 (0.001) | Loss 2.5129 (2.7938) | Acc@1 47.266 (39.897) | Acc@5 68.750 (64.790)
[2021-03-14 06:21:10] TRAIN: [4][4470/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.5180 (2.7928) | Acc@1 46.875 (39.918) | Acc@5 67.188 (64.809)
[2021-03-14 06:21:18] TRAIN: [4][4500/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.7731 (2.7919) | Acc@1 39.062 (39.937) | Acc@5 65.234 (64.826)
[2021-03-14 06:21:27] TRAIN: [4][4530/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.8357 (2.7910) | Acc@1 40.234 (39.949) | Acc@5 61.719 (64.840)
[2021-03-14 06:21:36] TRAIN: [4][4560/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.9060 (2.7902) | Acc@1 39.844 (39.961) | Acc@5 64.062 (64.852)
[2021-03-14 06:21:44] TRAIN: [4][4590/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.6373 (2.7892) | Acc@1 41.797 (39.979) | Acc@5 66.406 (64.867)
[2021-03-14 06:21:53] TRAIN: [4][4620/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.9180 (2.7884) | Acc@1 38.672 (39.992) | Acc@5 62.500 (64.880)
[2021-03-14 06:22:01] TRAIN: [4][4650/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.6400 (2.7875) | Acc@1 39.062 (40.007) | Acc@5 66.016 (64.895)
[2021-03-14 06:22:10] TRAIN: [4][4680/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.6600 (2.7868) | Acc@1 42.969 (40.017) | Acc@5 66.797 (64.908)
[2021-03-14 06:22:18] TRAIN: [4][4710/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.6082 (2.7860) | Acc@1 43.750 (40.033) | Acc@5 68.750 (64.924)
[2021-03-14 06:22:27] TRAIN: [4][4740/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.5353 (2.7851) | Acc@1 43.359 (40.049) | Acc@5 66.797 (64.942)
[2021-03-14 06:22:35] TRAIN: [4][4770/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.6788 (2.7843) | Acc@1 41.406 (40.063) | Acc@5 65.234 (64.954)
[2021-03-14 06:22:44] TRAIN: [4][4800/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.7903 (2.7836) | Acc@1 36.719 (40.073) | Acc@5 65.625 (64.966)
[2021-03-14 06:22:52] TRAIN: [4][4830/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.7748 (2.7829) | Acc@1 38.281 (40.084) | Acc@5 61.719 (64.977)
[2021-03-14 06:23:01] TRAIN: [4][4860/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.6232 (2.7817) | Acc@1 41.797 (40.102) | Acc@5 66.016 (64.996)
[2021-03-14 06:23:09] TRAIN: [4][4890/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.7627 (2.7811) | Acc@1 43.359 (40.115) | Acc@5 64.062 (65.005)
[2021-03-14 06:23:18] TRAIN: [4][4920/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.6699 (2.7800) | Acc@1 42.578 (40.133) | Acc@5 66.797 (65.021)
[2021-03-14 06:23:26] TRAIN: [4][4950/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.5163 (2.7793) | Acc@1 41.406 (40.147) | Acc@5 68.359 (65.034)
[2021-03-14 06:23:35] TRAIN: [4][4980/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.5530 (2.7785) | Acc@1 45.312 (40.161) | Acc@5 67.188 (65.050)
[2021-03-14 06:23:42] TRAIN: [4][5004/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.5574 (2.7778) | Acc@1 41.406 (40.176) | Acc@5 66.406 (65.062)
[2021-03-14 06:23:54] VAL: [10/32] | Time 0.638 ( 1.219) | Data 0.000 (0.568) | Loss 2.4122 (2.3196) | Acc@1 46.688 (47.056) | Acc@5 72.688 (73.163)
[2021-03-14 06:24:03] VAL: [20/32] | Time 0.601 ( 1.021) | Data 0.000 (0.401) | Loss 2.3259 (2.3328) | Acc@1 45.688 (46.681) | Acc@5 72.938 (72.913)
[2021-03-14 06:24:12] VAL: [30/32] | Time 0.572 ( 1.002) | Data 0.000 (0.404) | Loss 2.3473 (2.3255) | Acc@1 45.000 (46.771) | Acc@5 73.750 (72.925)
[2021-03-14 06:24:13] VAL: [32/32] | Time 0.249 ( 0.964) | Data 0.000 (0.379) | Loss 2.1932 (2.3238) | Acc@1 51.750 (46.896) | Acc@5 74.750 (72.906)
[2021-03-14 06:24:14] ACCURACY: TOP1 46.896(BEST 46.896) | TOP5 72.906 | SAVED botnet50-wd5/checkpoints/ckpt_ep_004.pth.tar
[2021-03-14 06:24:14] CURRENT EPOCH: 5, LR: 0.1634, POLICY: cos
[2021-03-14 06:24:23] TRAIN: [5][ 30/5004] | Time 0.276 ( 0.303) | Data 0.000 (0.025) | Loss 2.4280 (2.6190) | Acc@1 43.750 (42.956) | Acc@5 70.312 (67.552)
[2021-03-14 06:24:31] TRAIN: [5][ 60/5004] | Time 0.280 ( 0.290) | Data 0.000 (0.013) | Loss 2.6546 (2.6407) | Acc@1 41.406 (42.461) | Acc@5 66.797 (67.422)
[2021-03-14 06:24:40] TRAIN: [5][ 90/5004] | Time 0.283 ( 0.287) | Data 0.000 (0.009) | Loss 2.7097 (2.6553) | Acc@1 41.797 (42.305) | Acc@5 64.062 (67.131)
[2021-03-14 06:24:48] TRAIN: [5][ 120/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.007) | Loss 2.5973 (2.6586) | Acc@1 44.531 (42.337) | Acc@5 67.578 (67.054)
[2021-03-14 06:24:56] TRAIN: [5][ 150/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.005) | Loss 2.6803 (2.6601) | Acc@1 43.750 (42.297) | Acc@5 65.234 (67.117)
[2021-03-14 06:25:05] TRAIN: [5][ 180/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.005) | Loss 2.6870 (2.6673) | Acc@1 44.141 (42.205) | Acc@5 66.797 (67.101)
[2021-03-14 06:25:14] TRAIN: [5][ 210/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.004) | Loss 2.7821 (2.6639) | Acc@1 38.672 (42.253) | Acc@5 62.109 (67.009)
[2021-03-14 06:25:22] TRAIN: [5][ 240/5004] | Time 0.341 ( 0.285) | Data 0.000 (0.003) | Loss 2.7685 (2.6666) | Acc@1 41.016 (42.147) | Acc@5 65.234 (66.968)
[2021-03-14 06:25:31] TRAIN: [5][ 270/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.003) | Loss 2.5374 (2.6727) | Acc@1 41.406 (41.995) | Acc@5 69.531 (66.868)
[2021-03-14 06:25:39] TRAIN: [5][ 300/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.003) | Loss 2.5230 (2.6781) | Acc@1 45.312 (41.892) | Acc@5 68.750 (66.745)
[2021-03-14 06:25:48] TRAIN: [5][ 330/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.003) | Loss 2.8245 (2.6783) | Acc@1 40.625 (41.844) | Acc@5 64.062 (66.725)
[2021-03-14 06:25:56] TRAIN: [5][ 360/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.002) | Loss 2.5753 (2.6849) | Acc@1 46.484 (41.730) | Acc@5 66.797 (66.627)
[2021-03-14 06:26:05] TRAIN: [5][ 390/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.002) | Loss 2.6722 (2.6903) | Acc@1 42.969 (41.644) | Acc@5 64.844 (66.541)
[2021-03-14 06:26:13] TRAIN: [5][ 420/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.002) | Loss 2.6326 (2.6882) | Acc@1 45.312 (41.679) | Acc@5 68.359 (66.520)
[2021-03-14 06:26:22] TRAIN: [5][ 450/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.002) | Loss 2.5209 (2.6872) | Acc@1 45.703 (41.734) | Acc@5 67.969 (66.556)
[2021-03-14 06:26:30] TRAIN: [5][ 480/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.002) | Loss 2.6686 (2.6911) | Acc@1 41.016 (41.672) | Acc@5 69.141 (66.492)
[2021-03-14 06:26:39] TRAIN: [5][ 510/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.002) | Loss 2.6070 (2.6904) | Acc@1 42.578 (41.652) | Acc@5 69.531 (66.534)
[2021-03-14 06:26:47] TRAIN: [5][ 540/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.002) | Loss 2.8056 (2.6905) | Acc@1 39.453 (41.635) | Acc@5 60.547 (66.578)
[2021-03-14 06:26:56] TRAIN: [5][ 570/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.002) | Loss 2.5788 (2.6929) | Acc@1 40.234 (41.577) | Acc@5 69.922 (66.549)
[2021-03-14 06:27:04] TRAIN: [5][ 600/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.002) | Loss 2.4489 (2.6927) | Acc@1 48.047 (41.569) | Acc@5 66.406 (66.518)
[2021-03-14 06:27:13] TRAIN: [5][ 630/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.002) | Loss 2.5169 (2.6917) | Acc@1 42.969 (41.561) | Acc@5 71.875 (66.552)
[2021-03-14 06:27:21] TRAIN: [5][ 660/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.002) | Loss 2.5994 (2.6935) | Acc@1 42.969 (41.564) | Acc@5 70.312 (66.522)
[2021-03-14 06:27:30] TRAIN: [5][ 690/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.7680 (2.6937) | Acc@1 40.234 (41.590) | Acc@5 62.891 (66.518)
[2021-03-14 06:27:38] TRAIN: [5][ 720/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.7040 (2.6945) | Acc@1 45.312 (41.544) | Acc@5 64.844 (66.515)
[2021-03-14 06:27:47] TRAIN: [5][ 750/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.001) | Loss 2.4304 (2.6942) | Acc@1 46.484 (41.561) | Acc@5 72.266 (66.517)
[2021-03-14 06:27:55] TRAIN: [5][ 780/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.5452 (2.6937) | Acc@1 45.703 (41.566) | Acc@5 70.312 (66.523)
[2021-03-14 06:28:04] TRAIN: [5][ 810/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.4414 (2.6937) | Acc@1 46.875 (41.590) | Acc@5 68.359 (66.527)
[2021-03-14 06:28:12] TRAIN: [5][ 840/5004] | Time 0.341 ( 0.284) | Data 0.000 (0.001) | Loss 2.9324 (2.6928) | Acc@1 39.844 (41.627) | Acc@5 61.328 (66.533)
[2021-03-14 06:28:21] TRAIN: [5][ 870/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.7922 (2.6916) | Acc@1 38.281 (41.633) | Acc@5 63.281 (66.580)
[2021-03-14 06:28:29] TRAIN: [5][ 900/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.8518 (2.6910) | Acc@1 37.109 (41.648) | Acc@5 64.062 (66.590)
[2021-03-14 06:28:38] TRAIN: [5][ 930/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.5719 (2.6906) | Acc@1 47.266 (41.653) | Acc@5 67.969 (66.582)
[2021-03-14 06:28:46] TRAIN: [5][ 960/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.8418 (2.6912) | Acc@1 39.844 (41.653) | Acc@5 62.500 (66.562)
[2021-03-14 06:28:55] TRAIN: [5][ 990/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.8686 (2.6903) | Acc@1 41.797 (41.674) | Acc@5 66.406 (66.577)
[2021-03-14 06:29:04] TRAIN: [5][1020/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4519 (2.6907) | Acc@1 45.703 (41.663) | Acc@5 72.656 (66.566)
[2021-03-14 06:29:12] TRAIN: [5][1050/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.7616 (2.6904) | Acc@1 45.703 (41.674) | Acc@5 60.938 (66.580)
[2021-03-14 06:29:21] TRAIN: [5][1080/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.6700 (2.6899) | Acc@1 43.359 (41.687) | Acc@5 66.797 (66.584)
[2021-03-14 06:29:29] TRAIN: [5][1110/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.4552 (2.6895) | Acc@1 46.094 (41.702) | Acc@5 69.141 (66.585)
[2021-03-14 06:29:38] TRAIN: [5][1140/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.8533 (2.6894) | Acc@1 37.500 (41.700) | Acc@5 67.578 (66.569)
[2021-03-14 06:29:46] TRAIN: [5][1170/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.7309 (2.6879) | Acc@1 42.188 (41.730) | Acc@5 64.453 (66.599)
[2021-03-14 06:29:55] TRAIN: [5][1200/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.8852 (2.6878) | Acc@1 39.844 (41.720) | Acc@5 60.938 (66.608)
[2021-03-14 06:30:03] TRAIN: [5][1230/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.7685 (2.6877) | Acc@1 44.922 (41.718) | Acc@5 66.797 (66.603)
[2021-03-14 06:30:12] TRAIN: [5][1260/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.6156 (2.6874) | Acc@1 40.625 (41.718) | Acc@5 67.188 (66.602)
[2021-03-14 06:30:20] TRAIN: [5][1290/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.6514 (2.6864) | Acc@1 42.969 (41.734) | Acc@5 67.188 (66.619)
[2021-03-14 06:30:29] TRAIN: [5][1320/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.7649 (2.6845) | Acc@1 41.016 (41.756) | Acc@5 68.359 (66.655)
[2021-03-14 06:30:37] TRAIN: [5][1350/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.5617 (2.6844) | Acc@1 39.062 (41.754) | Acc@5 67.188 (66.653)
[2021-03-14 06:30:46] TRAIN: [5][1380/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.5279 (2.6835) | Acc@1 44.531 (41.766) | Acc@5 69.531 (66.666)
[2021-03-14 06:30:54] TRAIN: [5][1410/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.6936 (2.6836) | Acc@1 40.625 (41.759) | Acc@5 65.234 (66.665)
[2021-03-14 06:31:03] TRAIN: [5][1440/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 2.5691 (2.6840) | Acc@1 42.969 (41.765) | Acc@5 69.922 (66.668)
[2021-03-14 06:31:11] TRAIN: [5][1470/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.4781 (2.6834) | Acc@1 42.578 (41.768) | Acc@5 71.094 (66.681)
[2021-03-14 06:31:20] TRAIN: [5][1500/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.6589 (2.6825) | Acc@1 41.797 (41.783) | Acc@5 67.578 (66.698)
[2021-03-14 06:31:28] TRAIN: [5][1530/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4738 (2.6806) | Acc@1 43.750 (41.815) | Acc@5 71.094 (66.730)
[2021-03-14 06:31:37] TRAIN: [5][1560/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.6416 (2.6800) | Acc@1 42.188 (41.834) | Acc@5 67.188 (66.745)
[2021-03-14 06:31:45] TRAIN: [5][1590/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.8440 (2.6798) | Acc@1 39.844 (41.830) | Acc@5 64.844 (66.745)
[2021-03-14 06:31:54] TRAIN: [5][1620/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.7716 (2.6801) | Acc@1 41.797 (41.832) | Acc@5 65.625 (66.742)
[2021-03-14 06:32:02] TRAIN: [5][1650/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.8504 (2.6802) | Acc@1 38.672 (41.832) | Acc@5 62.500 (66.744)
[2021-03-14 06:32:11] TRAIN: [5][1680/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.8498 (2.6802) | Acc@1 41.406 (41.836) | Acc@5 63.672 (66.736)
[2021-03-14 06:32:20] TRAIN: [5][1710/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.7709 (2.6791) | Acc@1 38.281 (41.854) | Acc@5 64.453 (66.752)
[2021-03-14 06:32:28] TRAIN: [5][1740/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.4970 (2.6789) | Acc@1 46.094 (41.851) | Acc@5 70.312 (66.752)
[2021-03-14 06:32:36] TRAIN: [5][1770/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.6571 (2.6789) | Acc@1 39.844 (41.861) | Acc@5 66.406 (66.756)
[2021-03-14 06:32:45] TRAIN: [5][1800/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.3123 (2.6779) | Acc@1 47.266 (41.878) | Acc@5 74.219 (66.771)
[2021-03-14 06:32:54] TRAIN: [5][1830/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.4374 (2.6775) | Acc@1 44.922 (41.885) | Acc@5 74.219 (66.787)
[2021-03-14 06:33:02] TRAIN: [5][1860/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.6336 (2.6767) | Acc@1 40.625 (41.901) | Acc@5 66.797 (66.798)
[2021-03-14 06:33:11] TRAIN: [5][1890/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.6562 (2.6764) | Acc@1 42.969 (41.908) | Acc@5 67.578 (66.801)
[2021-03-14 06:33:19] TRAIN: [5][1920/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.7829 (2.6773) | Acc@1 39.453 (41.894) | Acc@5 62.500 (66.777)
[2021-03-14 06:33:28] TRAIN: [5][1950/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.5817 (2.6768) | Acc@1 40.625 (41.899) | Acc@5 69.141 (66.788)
[2021-03-14 06:33:36] TRAIN: [5][1980/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.8472 (2.6765) | Acc@1 39.453 (41.899) | Acc@5 64.453 (66.796)
[2021-03-14 06:33:45] TRAIN: [5][2010/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.6975 (2.6755) | Acc@1 41.406 (41.918) | Acc@5 65.625 (66.815)
[2021-03-14 06:33:53] TRAIN: [5][2040/5004] | Time 0.312 ( 0.284) | Data 0.000 (0.001) | Loss 2.5151 (2.6757) | Acc@1 41.797 (41.916) | Acc@5 72.266 (66.818)
[2021-03-14 06:34:02] TRAIN: [5][2070/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.6679 (2.6751) | Acc@1 39.844 (41.931) | Acc@5 64.062 (66.824)
[2021-03-14 06:34:10] TRAIN: [5][2100/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.3365 (2.6748) | Acc@1 47.656 (41.938) | Acc@5 69.141 (66.822)
[2021-03-14 06:34:19] TRAIN: [5][2130/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 2.6977 (2.6737) | Acc@1 39.062 (41.949) | Acc@5 69.531 (66.850)
[2021-03-14 06:34:27] TRAIN: [5][2160/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.6130 (2.6734) | Acc@1 44.531 (41.960) | Acc@5 67.969 (66.852)
[2021-03-14 06:34:36] TRAIN: [5][2190/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.8743 (2.6724) | Acc@1 39.453 (41.969) | Acc@5 61.719 (66.861)
[2021-03-14 06:34:44] TRAIN: [5][2220/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3886 (2.6715) | Acc@1 42.969 (41.982) | Acc@5 74.219 (66.880)
[2021-03-14 06:34:53] TRAIN: [5][2250/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4927 (2.6719) | Acc@1 45.703 (41.984) | Acc@5 69.922 (66.870)
[2021-03-14 06:35:01] TRAIN: [5][2280/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.5260 (2.6712) | Acc@1 45.312 (41.992) | Acc@5 70.312 (66.884)
[2021-03-14 06:35:10] TRAIN: [5][2310/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.6990 (2.6707) | Acc@1 38.281 (42.001) | Acc@5 67.578 (66.898)
[2021-03-14 06:35:18] TRAIN: [5][2340/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.7401 (2.6705) | Acc@1 39.453 (42.006) | Acc@5 64.453 (66.902)
[2021-03-14 06:35:27] TRAIN: [5][2370/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.6501 (2.6692) | Acc@1 42.188 (42.036) | Acc@5 67.578 (66.918)
[2021-03-14 06:35:35] TRAIN: [5][2400/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.7407 (2.6688) | Acc@1 37.500 (42.049) | Acc@5 66.016 (66.931)
[2021-03-14 06:35:44] TRAIN: [5][2430/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.6787 (2.6679) | Acc@1 41.016 (42.060) | Acc@5 68.359 (66.939)
[2021-03-14 06:35:52] TRAIN: [5][2460/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.7502 (2.6680) | Acc@1 41.797 (42.055) | Acc@5 64.062 (66.937)
[2021-03-14 06:36:01] TRAIN: [5][2490/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.9858 (2.6675) | Acc@1 35.547 (42.066) | Acc@5 62.500 (66.944)
[2021-03-14 06:36:10] TRAIN: [5][2520/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.5891 (2.6672) | Acc@1 43.750 (42.073) | Acc@5 71.484 (66.950)
[2021-03-14 06:36:18] TRAIN: [5][2550/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.5535 (2.6665) | Acc@1 43.750 (42.091) | Acc@5 69.141 (66.964)
[2021-03-14 06:36:26] TRAIN: [5][2580/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.6044 (2.6657) | Acc@1 43.750 (42.100) | Acc@5 67.578 (66.975)
[2021-03-14 06:36:35] TRAIN: [5][2610/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.6872 (2.6646) | Acc@1 43.359 (42.126) | Acc@5 63.672 (66.987)
[2021-03-14 06:36:43] TRAIN: [5][2640/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.8885 (2.6641) | Acc@1 41.406 (42.141) | Acc@5 63.672 (66.998)
[2021-03-14 06:36:52] TRAIN: [5][2670/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2599 (2.6641) | Acc@1 49.219 (42.146) | Acc@5 73.047 (66.996)
[2021-03-14 06:37:01] TRAIN: [5][2700/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.7484 (2.6635) | Acc@1 42.969 (42.162) | Acc@5 66.797 (67.006)
[2021-03-14 06:37:09] TRAIN: [5][2730/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.8060 (2.6633) | Acc@1 38.672 (42.166) | Acc@5 63.281 (67.017)
[2021-03-14 06:37:18] TRAIN: [5][2760/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.5026 (2.6624) | Acc@1 45.312 (42.179) | Acc@5 70.312 (67.030)
[2021-03-14 06:37:26] TRAIN: [5][2790/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.4106 (2.6615) | Acc@1 48.828 (42.194) | Acc@5 69.922 (67.047)
[2021-03-14 06:37:35] TRAIN: [5][2820/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.6060 (2.6610) | Acc@1 46.094 (42.210) | Acc@5 69.531 (67.052)
[2021-03-14 06:37:43] TRAIN: [5][2850/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.4297 (2.6607) | Acc@1 46.875 (42.220) | Acc@5 70.703 (67.056)
[2021-03-14 06:37:52] TRAIN: [5][2880/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.7777 (2.6602) | Acc@1 37.500 (42.225) | Acc@5 66.797 (67.064)
[2021-03-14 06:38:00] TRAIN: [5][2910/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.5257 (2.6594) | Acc@1 46.875 (42.241) | Acc@5 69.141 (67.076)
[2021-03-14 06:38:09] TRAIN: [5][2940/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4914 (2.6587) | Acc@1 46.875 (42.255) | Acc@5 69.531 (67.090)
[2021-03-14 06:38:17] TRAIN: [5][2970/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.6084 (2.6588) | Acc@1 44.922 (42.253) | Acc@5 65.625 (67.086)
[2021-03-14 06:38:26] TRAIN: [5][3000/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.7115 (2.6587) | Acc@1 42.188 (42.260) | Acc@5 66.406 (67.085)
[2021-03-14 06:38:34] TRAIN: [5][3030/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.7009 (2.6586) | Acc@1 47.266 (42.267) | Acc@5 68.750 (67.084)
[2021-03-14 06:38:43] TRAIN: [5][3060/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.7933 (2.6579) | Acc@1 39.453 (42.278) | Acc@5 67.578 (67.095)
[2021-03-14 06:38:51] TRAIN: [5][3090/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.7991 (2.6581) | Acc@1 42.578 (42.279) | Acc@5 67.188 (67.093)
[2021-03-14 06:39:00] TRAIN: [5][3120/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.6552 (2.6577) | Acc@1 38.672 (42.291) | Acc@5 67.188 (67.096)
[2021-03-14 06:39:08] TRAIN: [5][3150/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.6860 (2.6571) | Acc@1 42.969 (42.308) | Acc@5 69.141 (67.110)
[2021-03-14 06:39:17] TRAIN: [5][3180/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.8309 (2.6564) | Acc@1 42.578 (42.321) | Acc@5 64.844 (67.119)
[2021-03-14 06:39:26] TRAIN: [5][3210/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.6443 (2.6559) | Acc@1 40.234 (42.330) | Acc@5 66.016 (67.125)
[2021-03-14 06:39:34] TRAIN: [5][3240/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.7542 (2.6553) | Acc@1 44.141 (42.345) | Acc@5 62.109 (67.135)
[2021-03-14 06:39:43] TRAIN: [5][3270/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.6779 (2.6546) | Acc@1 42.578 (42.363) | Acc@5 68.359 (67.149)
[2021-03-14 06:39:51] TRAIN: [5][3300/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.7502 (2.6539) | Acc@1 39.844 (42.374) | Acc@5 65.625 (67.162)
[2021-03-14 06:40:00] TRAIN: [5][3330/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.6902 (2.6533) | Acc@1 40.234 (42.387) | Acc@5 66.797 (67.172)
[2021-03-14 06:40:08] TRAIN: [5][3360/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.6783 (2.6528) | Acc@1 42.969 (42.399) | Acc@5 63.672 (67.177)
[2021-03-14 06:40:17] TRAIN: [5][3390/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.001) | Loss 2.3895 (2.6524) | Acc@1 46.484 (42.409) | Acc@5 71.484 (67.187)
[2021-03-14 06:40:25] TRAIN: [5][3420/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.5587 (2.6518) | Acc@1 45.703 (42.413) | Acc@5 67.969 (67.199)
[2021-03-14 06:40:34] TRAIN: [5][3450/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.4842 (2.6509) | Acc@1 45.703 (42.432) | Acc@5 66.797 (67.217)
[2021-03-14 06:40:42] TRAIN: [5][3480/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.6738 (2.6500) | Acc@1 39.062 (42.444) | Acc@5 67.969 (67.230)
[2021-03-14 06:40:51] TRAIN: [5][3510/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.5036 (2.6497) | Acc@1 46.094 (42.444) | Acc@5 70.703 (67.238)
[2021-03-14 06:40:59] TRAIN: [5][3540/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.6496 (2.6489) | Acc@1 39.844 (42.460) | Acc@5 66.406 (67.248)
[2021-03-14 06:41:08] TRAIN: [5][3570/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.7285 (2.6484) | Acc@1 38.672 (42.466) | Acc@5 68.359 (67.261)
[2021-03-14 06:41:16] TRAIN: [5][3600/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.4825 (2.6480) | Acc@1 42.578 (42.473) | Acc@5 69.531 (67.264)
[2021-03-14 06:41:25] TRAIN: [5][3630/5004] | Time 0.300 ( 0.284) | Data 0.000 (0.001) | Loss 2.4716 (2.6476) | Acc@1 50.000 (42.483) | Acc@5 69.141 (67.271)
[2021-03-14 06:41:33] TRAIN: [5][3660/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2841 (2.6468) | Acc@1 45.312 (42.494) | Acc@5 74.219 (67.284)
[2021-03-14 06:41:42] TRAIN: [5][3690/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.5988 (2.6464) | Acc@1 42.578 (42.499) | Acc@5 67.578 (67.291)
[2021-03-14 06:41:50] TRAIN: [5][3720/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.7701 (2.6460) | Acc@1 39.453 (42.505) | Acc@5 60.938 (67.294)
[2021-03-14 06:41:59] TRAIN: [5][3750/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.6333 (2.6454) | Acc@1 42.188 (42.516) | Acc@5 66.797 (67.302)
[2021-03-14 06:42:07] TRAIN: [5][3780/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.4062 (2.6450) | Acc@1 46.875 (42.524) | Acc@5 73.047 (67.310)
[2021-03-14 06:42:16] TRAIN: [5][3810/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.4628 (2.6447) | Acc@1 45.703 (42.533) | Acc@5 69.531 (67.317)
[2021-03-14 06:42:24] TRAIN: [5][3840/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.4226 (2.6442) | Acc@1 45.312 (42.538) | Acc@5 69.141 (67.322)
[2021-03-14 06:42:33] TRAIN: [5][3870/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.4979 (2.6436) | Acc@1 45.703 (42.549) | Acc@5 69.531 (67.331)
[2021-03-14 06:42:41] TRAIN: [5][3900/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.7612 (2.6427) | Acc@1 42.188 (42.560) | Acc@5 66.016 (67.349)
[2021-03-14 06:42:50] TRAIN: [5][3930/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.7048 (2.6424) | Acc@1 40.625 (42.568) | Acc@5 66.016 (67.354)
[2021-03-14 06:42:58] TRAIN: [5][3960/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.5763 (2.6423) | Acc@1 44.141 (42.571) | Acc@5 66.406 (67.353)
[2021-03-14 06:43:07] TRAIN: [5][3990/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.5310 (2.6416) | Acc@1 44.531 (42.580) | Acc@5 69.531 (67.367)
[2021-03-14 06:43:15] TRAIN: [5][4020/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.7499 (2.6409) | Acc@1 42.188 (42.594) | Acc@5 67.188 (67.383)
[2021-03-14 06:43:24] TRAIN: [5][4050/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.6260 (2.6408) | Acc@1 41.797 (42.598) | Acc@5 66.797 (67.382)
[2021-03-14 06:43:32] TRAIN: [5][4080/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.7052 (2.6407) | Acc@1 41.406 (42.597) | Acc@5 66.016 (67.380)
[2021-03-14 06:43:41] TRAIN: [5][4110/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.5551 (2.6397) | Acc@1 42.969 (42.612) | Acc@5 69.922 (67.402)
[2021-03-14 06:43:49] TRAIN: [5][4140/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.7052 (2.6392) | Acc@1 42.578 (42.623) | Acc@5 63.281 (67.410)
[2021-03-14 06:43:58] TRAIN: [5][4170/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3206 (2.6385) | Acc@1 47.266 (42.635) | Acc@5 72.656 (67.422)
[2021-03-14 06:44:06] TRAIN: [5][4200/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.6508 (2.6378) | Acc@1 40.625 (42.652) | Acc@5 66.016 (67.433)
[2021-03-14 06:44:15] TRAIN: [5][4230/5004] | Time 0.288 ( 0.284) | Data 0.001 (0.001) | Loss 2.2927 (2.6371) | Acc@1 47.266 (42.663) | Acc@5 74.609 (67.445)
[2021-03-14 06:44:23] TRAIN: [5][4260/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.3337 (2.6363) | Acc@1 47.656 (42.680) | Acc@5 73.438 (67.461)
[2021-03-14 06:44:32] TRAIN: [5][4290/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 3.0207 (2.6359) | Acc@1 37.109 (42.688) | Acc@5 60.156 (67.467)
[2021-03-14 06:44:40] TRAIN: [5][4320/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.5337 (2.6355) | Acc@1 48.047 (42.693) | Acc@5 68.750 (67.471)
[2021-03-14 06:44:49] TRAIN: [5][4350/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.6995 (2.6353) | Acc@1 42.188 (42.696) | Acc@5 66.797 (67.477)
[2021-03-14 06:44:57] TRAIN: [5][4380/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.5829 (2.6348) | Acc@1 44.531 (42.706) | Acc@5 67.188 (67.485)
[2021-03-14 06:45:06] TRAIN: [5][4410/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.5217 (2.6338) | Acc@1 47.656 (42.726) | Acc@5 70.703 (67.500)
[2021-03-14 06:45:15] TRAIN: [5][4440/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.4866 (2.6334) | Acc@1 44.922 (42.729) | Acc@5 69.141 (67.507)
[2021-03-14 06:45:23] TRAIN: [5][4470/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.5966 (2.6330) | Acc@1 42.578 (42.736) | Acc@5 67.578 (67.509)
[2021-03-14 06:45:32] TRAIN: [5][4500/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4247 (2.6323) | Acc@1 45.312 (42.751) | Acc@5 73.438 (67.523)
[2021-03-14 06:45:40] TRAIN: [5][4530/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.5050 (2.6319) | Acc@1 46.484 (42.758) | Acc@5 68.750 (67.531)
[2021-03-14 06:45:49] TRAIN: [5][4560/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.4924 (2.6317) | Acc@1 43.359 (42.759) | Acc@5 70.703 (67.532)
[2021-03-14 06:45:57] TRAIN: [5][4590/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.6078 (2.6311) | Acc@1 45.703 (42.772) | Acc@5 67.969 (67.542)
[2021-03-14 06:46:06] TRAIN: [5][4620/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.6143 (2.6307) | Acc@1 43.359 (42.779) | Acc@5 66.016 (67.549)
[2021-03-14 06:46:14] TRAIN: [5][4650/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.8732 (2.6305) | Acc@1 39.062 (42.786) | Acc@5 65.234 (67.554)
[2021-03-14 06:46:23] TRAIN: [5][4680/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.6411 (2.6301) | Acc@1 46.094 (42.792) | Acc@5 68.750 (67.563)
[2021-03-14 06:46:31] TRAIN: [5][4710/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3705 (2.6297) | Acc@1 45.312 (42.801) | Acc@5 70.703 (67.571)
[2021-03-14 06:46:40] TRAIN: [5][4740/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.5260 (2.6293) | Acc@1 45.703 (42.810) | Acc@5 70.703 (67.577)
[2021-03-14 06:46:48] TRAIN: [5][4770/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4338 (2.6288) | Acc@1 46.875 (42.819) | Acc@5 71.484 (67.585)
[2021-03-14 06:46:57] TRAIN: [5][4800/5004] | Time 0.273 ( 0.284) | Data 0.000 (0.001) | Loss 2.3233 (2.6282) | Acc@1 46.484 (42.829) | Acc@5 73.438 (67.598)
[2021-03-14 06:47:05] TRAIN: [5][4830/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.6778 (2.6279) | Acc@1 40.234 (42.833) | Acc@5 65.234 (67.602)
[2021-03-14 06:47:14] TRAIN: [5][4860/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.4698 (2.6272) | Acc@1 45.312 (42.839) | Acc@5 69.141 (67.613)
[2021-03-14 06:47:22] TRAIN: [5][4890/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.7237 (2.6266) | Acc@1 39.453 (42.847) | Acc@5 65.234 (67.621)
[2021-03-14 06:47:31] TRAIN: [5][4920/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4839 (2.6263) | Acc@1 44.922 (42.855) | Acc@5 69.141 (67.628)
[2021-03-14 06:47:39] TRAIN: [5][4950/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.6983 (2.6259) | Acc@1 38.281 (42.862) | Acc@5 65.625 (67.633)
[2021-03-14 06:47:48] TRAIN: [5][4980/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.5216 (2.6255) | Acc@1 43.750 (42.866) | Acc@5 72.266 (67.643)
[2021-03-14 06:47:54] TRAIN: [5][5004/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.5979 (2.6250) | Acc@1 46.484 (42.875) | Acc@5 69.141 (67.652)
[2021-03-14 06:48:07] VAL: [10/32] | Time 0.768 ( 1.246) | Data 0.000 (0.592) | Loss 2.2206 (2.1665) | Acc@1 50.500 (49.956) | Acc@5 76.062 (75.806)
[2021-03-14 06:48:15] VAL: [20/32] | Time 0.702 ( 1.032) | Data 0.000 (0.331) | Loss 2.2220 (2.1913) | Acc@1 47.688 (49.381) | Acc@5 74.812 (75.378)
[2021-03-14 06:48:24] VAL: [30/32] | Time 0.688 ( 0.982) | Data 0.000 (0.287) | Loss 2.2232 (2.1845) | Acc@1 47.375 (49.554) | Acc@5 75.062 (75.373)
[2021-03-14 06:48:25] VAL: [32/32] | Time 0.249 ( 0.945) | Data 0.000 (0.269) | Loss 2.1435 (2.1850) | Acc@1 53.500 (49.588) | Acc@5 77.250 (75.378)
[2021-03-14 06:48:26] ACCURACY: TOP1 49.588(BEST 49.588) | TOP5 75.378 | SAVED botnet50-wd5/checkpoints/ckpt_ep_005.pth.tar
[2021-03-14 06:48:26] CURRENT EPOCH: 6, LR: 0.1988, POLICY: cos
[2021-03-14 06:48:35] TRAIN: [6][ 30/5004] | Time 0.282 ( 0.300) | Data 0.000 (0.023) | Loss 2.6389 (2.5659) | Acc@1 41.797 (44.388) | Acc@5 67.578 (68.815)
[2021-03-14 06:48:43] TRAIN: [6][ 60/5004] | Time 0.276 ( 0.291) | Data 0.000 (0.011) | Loss 2.4622 (2.5754) | Acc@1 43.750 (44.049) | Acc@5 70.703 (68.757)
[2021-03-14 06:48:52] TRAIN: [6][ 90/5004] | Time 0.277 ( 0.287) | Data 0.000 (0.008) | Loss 2.6746 (2.5598) | Acc@1 42.969 (44.128) | Acc@5 67.188 (68.893)
[2021-03-14 06:49:00] TRAIN: [6][ 120/5004] | Time 0.280 ( 0.286) | Data 0.000 (0.006) | Loss 2.6199 (2.5680) | Acc@1 46.484 (43.887) | Acc@5 67.969 (68.867)
[2021-03-14 06:49:08] TRAIN: [6][ 150/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.005) | Loss 2.4793 (2.5709) | Acc@1 42.578 (43.906) | Acc@5 69.922 (68.695)
[2021-03-14 06:49:17] TRAIN: [6][ 180/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.004) | Loss 2.8059 (2.5731) | Acc@1 37.500 (43.835) | Acc@5 63.281 (68.487)
[2021-03-14 06:49:26] TRAIN: [6][ 210/5004] | Time 0.318 ( 0.285) | Data 0.000 (0.004) | Loss 2.6017 (2.5689) | Acc@1 46.484 (43.958) | Acc@5 71.094 (68.545)
[2021-03-14 06:49:34] TRAIN: [6][ 240/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.003) | Loss 2.6661 (2.5743) | Acc@1 41.016 (43.895) | Acc@5 69.141 (68.472)
[2021-03-14 06:49:42] TRAIN: [6][ 270/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.003) | Loss 2.6708 (2.5742) | Acc@1 38.672 (43.841) | Acc@5 66.016 (68.414)
[2021-03-14 06:49:51] TRAIN: [6][ 300/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.003) | Loss 2.6869 (2.5762) | Acc@1 41.016 (43.783) | Acc@5 65.625 (68.370)
[2021-03-14 06:50:00] TRAIN: [6][ 330/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.002) | Loss 2.7519 (2.5783) | Acc@1 38.281 (43.724) | Acc@5 66.406 (68.369)
[2021-03-14 06:50:08] TRAIN: [6][ 360/5004] | Time 0.295 ( 0.285) | Data 0.000 (0.002) | Loss 2.7405 (2.5840) | Acc@1 41.406 (43.599) | Acc@5 68.359 (68.285)
[2021-03-14 06:50:17] TRAIN: [6][ 390/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.002) | Loss 2.5320 (2.5890) | Acc@1 43.750 (43.509) | Acc@5 70.703 (68.165)
[2021-03-14 06:50:25] TRAIN: [6][ 420/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.002) | Loss 2.7308 (2.5891) | Acc@1 40.625 (43.526) | Acc@5 65.625 (68.166)
[2021-03-14 06:50:34] TRAIN: [6][ 450/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.002) | Loss 2.4744 (2.5899) | Acc@1 46.484 (43.536) | Acc@5 66.016 (68.132)
[2021-03-14 06:50:42] TRAIN: [6][ 480/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.002) | Loss 2.6393 (2.5906) | Acc@1 44.922 (43.526) | Acc@5 66.016 (68.110)
[2021-03-14 06:50:51] TRAIN: [6][ 510/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.002) | Loss 2.2924 (2.5884) | Acc@1 48.438 (43.604) | Acc@5 72.656 (68.164)
[2021-03-14 06:50:59] TRAIN: [6][ 540/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.002) | Loss 2.5012 (2.5884) | Acc@1 43.359 (43.571) | Acc@5 69.922 (68.163)
[2021-03-14 06:51:08] TRAIN: [6][ 570/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.002) | Loss 2.4108 (2.5885) | Acc@1 49.219 (43.555) | Acc@5 69.531 (68.134)
[2021-03-14 06:51:16] TRAIN: [6][ 600/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.4144 (2.5892) | Acc@1 46.484 (43.525) | Acc@5 73.828 (68.157)
[2021-03-14 06:51:25] TRAIN: [6][ 630/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.4281 (2.5866) | Acc@1 48.438 (43.560) | Acc@5 71.094 (68.211)
[2021-03-14 06:51:33] TRAIN: [6][ 660/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4283 (2.5874) | Acc@1 42.969 (43.549) | Acc@5 69.922 (68.197)
[2021-03-14 06:51:42] TRAIN: [6][ 690/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4562 (2.5903) | Acc@1 46.484 (43.484) | Acc@5 71.875 (68.149)
[2021-03-14 06:51:50] TRAIN: [6][ 720/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.6700 (2.5895) | Acc@1 42.969 (43.485) | Acc@5 64.062 (68.180)
[2021-03-14 06:51:59] TRAIN: [6][ 750/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.6003 (2.5891) | Acc@1 43.359 (43.480) | Acc@5 66.797 (68.205)
[2021-03-14 06:52:07] TRAIN: [6][ 780/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.5857 (2.5902) | Acc@1 46.094 (43.480) | Acc@5 68.359 (68.180)
[2021-03-14 06:52:15] TRAIN: [6][ 810/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.6225 (2.5911) | Acc@1 40.234 (43.458) | Acc@5 71.875 (68.166)
[2021-03-14 06:52:24] TRAIN: [6][ 840/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.8060 (2.5915) | Acc@1 44.141 (43.471) | Acc@5 63.672 (68.168)
[2021-03-14 06:52:32] TRAIN: [6][ 870/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.6091 (2.5920) | Acc@1 41.016 (43.489) | Acc@5 66.016 (68.147)
[2021-03-14 06:52:41] TRAIN: [6][ 900/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.7577 (2.5926) | Acc@1 42.188 (43.467) | Acc@5 66.406 (68.141)
[2021-03-14 06:52:49] TRAIN: [6][ 930/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.8745 (2.5914) | Acc@1 39.844 (43.492) | Acc@5 66.016 (68.159)
[2021-03-14 06:52:58] TRAIN: [6][ 960/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.001) | Loss 2.5048 (2.5911) | Acc@1 46.484 (43.518) | Acc@5 69.141 (68.166)
[2021-03-14 06:53:06] TRAIN: [6][ 990/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.7889 (2.5931) | Acc@1 41.016 (43.471) | Acc@5 62.891 (68.146)
[2021-03-14 06:53:15] TRAIN: [6][1020/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.4729 (2.5931) | Acc@1 48.828 (43.490) | Acc@5 70.703 (68.161)
[2021-03-14 06:53:23] TRAIN: [6][1050/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.6791 (2.5927) | Acc@1 41.406 (43.481) | Acc@5 67.578 (68.174)
[2021-03-14 06:53:32] TRAIN: [6][1080/5004] | Time 0.288 ( 0.283) | Data 0.000 (0.001) | Loss 2.7539 (2.5937) | Acc@1 42.188 (43.460) | Acc@5 66.016 (68.156)
[2021-03-14 06:53:40] TRAIN: [6][1110/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.4773 (2.5944) | Acc@1 44.922 (43.454) | Acc@5 67.969 (68.154)
[2021-03-14 06:53:49] TRAIN: [6][1140/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.9446 (2.5950) | Acc@1 39.062 (43.443) | Acc@5 67.969 (68.151)
[2021-03-14 06:53:57] TRAIN: [6][1170/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.4778 (2.5939) | Acc@1 46.875 (43.455) | Acc@5 71.094 (68.167)
[2021-03-14 06:54:06] TRAIN: [6][1200/5004] | Time 0.316 ( 0.284) | Data 0.000 (0.001) | Loss 2.5330 (2.5930) | Acc@1 44.922 (43.468) | Acc@5 68.750 (68.180)
[2021-03-14 06:54:14] TRAIN: [6][1230/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.5709 (2.5923) | Acc@1 44.141 (43.483) | Acc@5 68.750 (68.198)
[2021-03-14 06:54:23] TRAIN: [6][1260/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4398 (2.5916) | Acc@1 42.578 (43.500) | Acc@5 69.531 (68.210)
[2021-03-14 06:54:31] TRAIN: [6][1290/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.4852 (2.5921) | Acc@1 42.969 (43.488) | Acc@5 69.922 (68.195)
[2021-03-14 06:54:40] TRAIN: [6][1320/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.4555 (2.5909) | Acc@1 45.312 (43.497) | Acc@5 73.828 (68.211)
[2021-03-14 06:54:48] TRAIN: [6][1350/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.5251 (2.5907) | Acc@1 44.922 (43.488) | Acc@5 71.094 (68.225)
[2021-03-14 06:54:57] TRAIN: [6][1380/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.9715 (2.5920) | Acc@1 37.109 (43.468) | Acc@5 59.375 (68.212)
[2021-03-14 06:55:05] TRAIN: [6][1410/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.4235 (2.5922) | Acc@1 49.609 (43.467) | Acc@5 70.703 (68.218)
[2021-03-14 06:55:14] TRAIN: [6][1440/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.5050 (2.5915) | Acc@1 48.047 (43.484) | Acc@5 69.531 (68.218)
[2021-03-14 06:55:22] TRAIN: [6][1470/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.3550 (2.5913) | Acc@1 48.438 (43.477) | Acc@5 68.750 (68.221)
[2021-03-14 06:55:31] TRAIN: [6][1500/5004] | Time 0.298 ( 0.283) | Data 0.000 (0.001) | Loss 2.3819 (2.5910) | Acc@1 42.969 (43.467) | Acc@5 73.438 (68.239)
[2021-03-14 06:55:39] TRAIN: [6][1530/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.4857 (2.5912) | Acc@1 50.391 (43.466) | Acc@5 69.531 (68.230)
[2021-03-14 06:55:48] TRAIN: [6][1560/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.4920 (2.5911) | Acc@1 41.016 (43.464) | Acc@5 70.703 (68.235)
[2021-03-14 06:55:56] TRAIN: [6][1590/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.7826 (2.5912) | Acc@1 42.578 (43.457) | Acc@5 64.062 (68.234)
[2021-03-14 06:56:05] TRAIN: [6][1620/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.6345 (2.5909) | Acc@1 47.656 (43.463) | Acc@5 68.750 (68.240)
[2021-03-14 06:56:13] TRAIN: [6][1650/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.7327 (2.5907) | Acc@1 39.062 (43.458) | Acc@5 64.844 (68.249)
[2021-03-14 06:56:22] TRAIN: [6][1680/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.7163 (2.5911) | Acc@1 41.797 (43.452) | Acc@5 66.016 (68.243)
[2021-03-14 06:56:30] TRAIN: [6][1710/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.3145 (2.5913) | Acc@1 44.922 (43.447) | Acc@5 71.875 (68.239)
[2021-03-14 06:56:38] TRAIN: [6][1740/5004] | Time 0.291 ( 0.283) | Data 0.000 (0.001) | Loss 2.6723 (2.5906) | Acc@1 40.625 (43.454) | Acc@5 67.969 (68.256)
[2021-03-14 06:56:47] TRAIN: [6][1770/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.5572 (2.5903) | Acc@1 41.016 (43.450) | Acc@5 70.703 (68.259)
[2021-03-14 06:56:55] TRAIN: [6][1800/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.6943 (2.5894) | Acc@1 45.312 (43.477) | Acc@5 64.453 (68.275)
[2021-03-14 06:57:04] TRAIN: [6][1830/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.4638 (2.5888) | Acc@1 44.531 (43.488) | Acc@5 71.484 (68.290)
[2021-03-14 06:57:13] TRAIN: [6][1860/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.5571 (2.5895) | Acc@1 42.969 (43.473) | Acc@5 67.578 (68.275)
[2021-03-14 06:57:21] TRAIN: [6][1890/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.4892 (2.5893) | Acc@1 47.266 (43.477) | Acc@5 70.312 (68.272)
[2021-03-14 06:57:30] TRAIN: [6][1920/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.5661 (2.5887) | Acc@1 45.312 (43.493) | Acc@5 69.922 (68.290)
[2021-03-14 06:57:38] TRAIN: [6][1950/5004] | Time 0.275 ( 0.283) | Data 0.000 (0.001) | Loss 2.5673 (2.5884) | Acc@1 46.484 (43.499) | Acc@5 67.969 (68.301)
[2021-03-14 06:57:47] TRAIN: [6][1980/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.6639 (2.5884) | Acc@1 42.578 (43.502) | Acc@5 67.969 (68.294)
[2021-03-14 06:57:55] TRAIN: [6][2010/5004] | Time 0.290 ( 0.283) | Data 0.000 (0.001) | Loss 2.7690 (2.5882) | Acc@1 44.141 (43.509) | Acc@5 66.016 (68.298)
[2021-03-14 06:58:04] TRAIN: [6][2040/5004] | Time 0.287 ( 0.283) | Data 0.000 (0.001) | Loss 2.4393 (2.5883) | Acc@1 44.531 (43.517) | Acc@5 73.047 (68.291)
[2021-03-14 06:58:12] TRAIN: [6][2070/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.6734 (2.5885) | Acc@1 44.141 (43.514) | Acc@5 67.969 (68.284)
[2021-03-14 06:58:21] TRAIN: [6][2100/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.6814 (2.5882) | Acc@1 41.406 (43.525) | Acc@5 65.625 (68.290)
[2021-03-14 06:58:29] TRAIN: [6][2130/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.5158 (2.5875) | Acc@1 45.703 (43.537) | Acc@5 67.578 (68.298)
[2021-03-14 06:58:38] TRAIN: [6][2160/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.7861 (2.5877) | Acc@1 43.750 (43.543) | Acc@5 66.406 (68.298)
[2021-03-14 06:58:46] TRAIN: [6][2190/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.6341 (2.5874) | Acc@1 44.141 (43.546) | Acc@5 68.359 (68.308)
[2021-03-14 06:58:55] TRAIN: [6][2220/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.3115 (2.5872) | Acc@1 49.609 (43.551) | Acc@5 72.656 (68.317)
[2021-03-14 06:59:03] TRAIN: [6][2250/5004] | Time 0.291 ( 0.283) | Data 0.000 (0.001) | Loss 2.4815 (2.5868) | Acc@1 44.922 (43.565) | Acc@5 66.797 (68.325)
[2021-03-14 06:59:12] TRAIN: [6][2280/5004] | Time 0.292 ( 0.283) | Data 0.000 (0.001) | Loss 2.5565 (2.5867) | Acc@1 46.875 (43.563) | Acc@5 69.922 (68.328)
[2021-03-14 06:59:20] TRAIN: [6][2310/5004] | Time 0.287 ( 0.283) | Data 0.000 (0.001) | Loss 2.6119 (2.5864) | Acc@1 43.750 (43.569) | Acc@5 66.797 (68.333)
[2021-03-14 06:59:29] TRAIN: [6][2340/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.3826 (2.5865) | Acc@1 48.828 (43.571) | Acc@5 72.266 (68.331)
[2021-03-14 06:59:37] TRAIN: [6][2370/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.6046 (2.5859) | Acc@1 39.453 (43.578) | Acc@5 71.094 (68.342)
[2021-03-14 06:59:46] TRAIN: [6][2400/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.5384 (2.5858) | Acc@1 43.750 (43.583) | Acc@5 71.094 (68.343)
[2021-03-14 06:59:54] TRAIN: [6][2430/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.6101 (2.5855) | Acc@1 43.750 (43.585) | Acc@5 70.312 (68.347)
[2021-03-14 07:00:03] TRAIN: [6][2460/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.5579 (2.5845) | Acc@1 47.266 (43.604) | Acc@5 67.969 (68.364)
[2021-03-14 07:00:11] TRAIN: [6][2490/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.5457 (2.5839) | Acc@1 44.141 (43.615) | Acc@5 67.578 (68.367)
[2021-03-14 07:00:20] TRAIN: [6][2520/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.4113 (2.5834) | Acc@1 45.312 (43.622) | Acc@5 71.484 (68.376)
[2021-03-14 07:00:28] TRAIN: [6][2550/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.4865 (2.5828) | Acc@1 47.266 (43.630) | Acc@5 71.484 (68.389)
[2021-03-14 07:00:37] TRAIN: [6][2580/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.7102 (2.5824) | Acc@1 44.531 (43.635) | Acc@5 66.797 (68.394)
[2021-03-14 07:00:45] TRAIN: [6][2610/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.3026 (2.5821) | Acc@1 47.656 (43.644) | Acc@5 72.656 (68.401)
[2021-03-14 07:00:54] TRAIN: [6][2640/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.5839 (2.5823) | Acc@1 42.188 (43.640) | Acc@5 66.016 (68.393)
[2021-03-14 07:01:02] TRAIN: [6][2670/5004] | Time 0.288 ( 0.283) | Data 0.000 (0.001) | Loss 2.3779 (2.5814) | Acc@1 43.359 (43.651) | Acc@5 71.094 (68.404)
[2021-03-14 07:01:11] TRAIN: [6][2700/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.7217 (2.5810) | Acc@1 41.406 (43.662) | Acc@5 68.750 (68.411)
[2021-03-14 07:01:19] TRAIN: [6][2730/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.5635 (2.5808) | Acc@1 42.969 (43.672) | Acc@5 69.531 (68.415)
[2021-03-14 07:01:28] TRAIN: [6][2760/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.6367 (2.5813) | Acc@1 42.188 (43.669) | Acc@5 69.531 (68.411)
[2021-03-14 07:01:36] TRAIN: [6][2790/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.7955 (2.5808) | Acc@1 40.625 (43.682) | Acc@5 68.750 (68.420)
[2021-03-14 07:01:45] TRAIN: [6][2820/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 2.5535 (2.5805) | Acc@1 45.312 (43.687) | Acc@5 68.359 (68.421)
[2021-03-14 07:01:53] TRAIN: [6][2850/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.5481 (2.5799) | Acc@1 42.188 (43.701) | Acc@5 71.094 (68.431)
[2021-03-14 07:02:02] TRAIN: [6][2880/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.3671 (2.5797) | Acc@1 45.703 (43.701) | Acc@5 71.484 (68.438)
[2021-03-14 07:02:10] TRAIN: [6][2910/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.5633 (2.5798) | Acc@1 47.266 (43.699) | Acc@5 67.969 (68.438)
[2021-03-14 07:02:19] TRAIN: [6][2940/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.5652 (2.5792) | Acc@1 45.312 (43.707) | Acc@5 69.141 (68.442)
[2021-03-14 07:02:27] TRAIN: [6][2970/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.6451 (2.5791) | Acc@1 42.578 (43.705) | Acc@5 69.141 (68.447)
[2021-03-14 07:02:35] TRAIN: [6][3000/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.5597 (2.5786) | Acc@1 45.703 (43.714) | Acc@5 69.141 (68.454)
[2021-03-14 07:02:44] TRAIN: [6][3030/5004] | Time 0.291 ( 0.283) | Data 0.000 (0.001) | Loss 2.4544 (2.5785) | Acc@1 42.578 (43.713) | Acc@5 69.531 (68.452)
[2021-03-14 07:02:53] TRAIN: [6][3060/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.4055 (2.5778) | Acc@1 49.219 (43.724) | Acc@5 69.141 (68.467)
[2021-03-14 07:03:01] TRAIN: [6][3090/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.5632 (2.5776) | Acc@1 44.531 (43.729) | Acc@5 66.016 (68.466)
[2021-03-14 07:03:10] TRAIN: [6][3120/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.6401 (2.5774) | Acc@1 39.844 (43.738) | Acc@5 66.797 (68.472)
[2021-03-14 07:03:18] TRAIN: [6][3150/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.3364 (2.5776) | Acc@1 46.484 (43.734) | Acc@5 75.000 (68.468)
[2021-03-14 07:03:27] TRAIN: [6][3180/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.5263 (2.5767) | Acc@1 42.578 (43.747) | Acc@5 73.438 (68.487)
[2021-03-14 07:03:35] TRAIN: [6][3210/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.8438 (2.5764) | Acc@1 41.016 (43.753) | Acc@5 63.672 (68.495)
[2021-03-14 07:03:44] TRAIN: [6][3240/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.4294 (2.5762) | Acc@1 45.312 (43.752) | Acc@5 73.828 (68.497)
[2021-03-14 07:03:52] TRAIN: [6][3270/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 2.4273 (2.5764) | Acc@1 48.438 (43.751) | Acc@5 72.266 (68.493)
[2021-03-14 07:04:01] TRAIN: [6][3300/5004] | Time 0.288 ( 0.283) | Data 0.000 (0.001) | Loss 2.6887 (2.5762) | Acc@1 42.578 (43.759) | Acc@5 65.234 (68.500)
[2021-03-14 07:04:09] TRAIN: [6][3330/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.4496 (2.5759) | Acc@1 46.484 (43.766) | Acc@5 70.312 (68.504)
[2021-03-14 07:04:17] TRAIN: [6][3360/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.6884 (2.5757) | Acc@1 41.406 (43.765) | Acc@5 68.359 (68.510)
[2021-03-14 07:04:26] TRAIN: [6][3390/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.7273 (2.5756) | Acc@1 38.672 (43.764) | Acc@5 66.797 (68.512)
[2021-03-14 07:04:34] TRAIN: [6][3420/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.6572 (2.5751) | Acc@1 42.578 (43.770) | Acc@5 68.359 (68.520)
[2021-03-14 07:04:43] TRAIN: [6][3450/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.7106 (2.5748) | Acc@1 39.453 (43.771) | Acc@5 65.625 (68.528)
[2021-03-14 07:04:52] TRAIN: [6][3480/5004] | Time 0.289 ( 0.283) | Data 0.000 (0.001) | Loss 2.6069 (2.5751) | Acc@1 44.531 (43.774) | Acc@5 64.453 (68.525)
[2021-03-14 07:05:00] TRAIN: [6][3510/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.7310 (2.5750) | Acc@1 42.188 (43.776) | Acc@5 64.062 (68.525)
[2021-03-14 07:05:09] TRAIN: [6][3540/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.6412 (2.5745) | Acc@1 42.969 (43.784) | Acc@5 69.141 (68.534)
[2021-03-14 07:05:17] TRAIN: [6][3570/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.7058 (2.5740) | Acc@1 42.969 (43.790) | Acc@5 65.625 (68.541)
[2021-03-14 07:05:25] TRAIN: [6][3600/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.4613 (2.5737) | Acc@1 43.750 (43.800) | Acc@5 67.969 (68.545)
[2021-03-14 07:05:34] TRAIN: [6][3630/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.6913 (2.5732) | Acc@1 43.359 (43.812) | Acc@5 64.453 (68.547)
[2021-03-14 07:05:42] TRAIN: [6][3660/5004] | Time 0.291 ( 0.283) | Data 0.000 (0.001) | Loss 2.3939 (2.5734) | Acc@1 48.828 (43.809) | Acc@5 71.484 (68.543)
[2021-03-14 07:05:51] TRAIN: [6][3690/5004] | Time 0.275 ( 0.283) | Data 0.000 (0.001) | Loss 2.4922 (2.5734) | Acc@1 45.703 (43.812) | Acc@5 67.578 (68.546)
[2021-03-14 07:05:59] TRAIN: [6][3720/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.4860 (2.5730) | Acc@1 48.047 (43.823) | Acc@5 71.094 (68.550)
[2021-03-14 07:06:08] TRAIN: [6][3750/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 2.7575 (2.5729) | Acc@1 39.844 (43.824) | Acc@5 66.016 (68.550)
[2021-03-14 07:06:16] TRAIN: [6][3780/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.5941 (2.5724) | Acc@1 42.969 (43.834) | Acc@5 67.188 (68.557)
[2021-03-14 07:06:25] TRAIN: [6][3810/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.7745 (2.5718) | Acc@1 41.406 (43.846) | Acc@5 64.453 (68.567)
[2021-03-14 07:06:33] TRAIN: [6][3840/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.1473 (2.5713) | Acc@1 45.703 (43.854) | Acc@5 74.609 (68.572)
[2021-03-14 07:06:42] TRAIN: [6][3870/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.5380 (2.5713) | Acc@1 46.094 (43.856) | Acc@5 69.531 (68.572)
[2021-03-14 07:06:50] TRAIN: [6][3900/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.7230 (2.5711) | Acc@1 44.922 (43.862) | Acc@5 65.625 (68.578)
[2021-03-14 07:06:59] TRAIN: [6][3930/5004] | Time 0.288 ( 0.283) | Data 0.000 (0.001) | Loss 2.6502 (2.5708) | Acc@1 42.969 (43.868) | Acc@5 71.484 (68.586)
[2021-03-14 07:07:07] TRAIN: [6][3960/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.5386 (2.5707) | Acc@1 43.750 (43.875) | Acc@5 71.484 (68.592)
[2021-03-14 07:07:16] TRAIN: [6][3990/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.6004 (2.5705) | Acc@1 42.969 (43.879) | Acc@5 70.703 (68.596)
[2021-03-14 07:07:24] TRAIN: [6][4020/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.5248 (2.5701) | Acc@1 40.625 (43.879) | Acc@5 71.094 (68.603)
[2021-03-14 07:07:33] TRAIN: [6][4050/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.5049 (2.5698) | Acc@1 44.922 (43.887) | Acc@5 67.188 (68.607)
[2021-03-14 07:07:41] TRAIN: [6][4080/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.6455 (2.5695) | Acc@1 41.406 (43.887) | Acc@5 66.016 (68.611)
[2021-03-14 07:07:50] TRAIN: [6][4110/5004] | Time 0.292 ( 0.283) | Data 0.000 (0.001) | Loss 2.6516 (2.5689) | Acc@1 41.797 (43.898) | Acc@5 66.797 (68.620)
[2021-03-14 07:07:58] TRAIN: [6][4140/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.4705 (2.5685) | Acc@1 49.219 (43.905) | Acc@5 70.312 (68.626)
[2021-03-14 07:08:07] TRAIN: [6][4170/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.8675 (2.5683) | Acc@1 36.719 (43.907) | Acc@5 64.844 (68.630)
[2021-03-14 07:08:15] TRAIN: [6][4200/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.7393 (2.5683) | Acc@1 41.797 (43.907) | Acc@5 66.406 (68.629)
[2021-03-14 07:08:24] TRAIN: [6][4230/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.4397 (2.5679) | Acc@1 49.609 (43.914) | Acc@5 73.438 (68.637)
[2021-03-14 07:08:32] TRAIN: [6][4260/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.6742 (2.5679) | Acc@1 42.188 (43.913) | Acc@5 66.797 (68.641)
[2021-03-14 07:08:41] TRAIN: [6][4290/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.4353 (2.5674) | Acc@1 44.922 (43.921) | Acc@5 69.922 (68.653)
[2021-03-14 07:08:49] TRAIN: [6][4320/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.7468 (2.5670) | Acc@1 39.062 (43.928) | Acc@5 66.016 (68.659)
[2021-03-14 07:08:58] TRAIN: [6][4350/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.4310 (2.5667) | Acc@1 44.531 (43.935) | Acc@5 71.094 (68.667)
[2021-03-14 07:09:06] TRAIN: [6][4380/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.3875 (2.5664) | Acc@1 52.344 (43.938) | Acc@5 74.219 (68.670)
[2021-03-14 07:09:15] TRAIN: [6][4410/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 2.7413 (2.5660) | Acc@1 42.578 (43.946) | Acc@5 66.016 (68.679)
[2021-03-14 07:09:23] TRAIN: [6][4440/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.5730 (2.5655) | Acc@1 43.750 (43.958) | Acc@5 68.359 (68.690)
[2021-03-14 07:09:32] TRAIN: [6][4470/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.8869 (2.5656) | Acc@1 38.672 (43.962) | Acc@5 64.844 (68.692)
[2021-03-14 07:09:40] TRAIN: [6][4500/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.5238 (2.5651) | Acc@1 45.703 (43.971) | Acc@5 70.703 (68.701)
[2021-03-14 07:09:49] TRAIN: [6][4530/5004] | Time 0.324 ( 0.283) | Data 0.004 (0.001) | Loss 2.5228 (2.5649) | Acc@1 44.531 (43.976) | Acc@5 68.750 (68.704)
[2021-03-14 07:09:57] TRAIN: [6][4560/5004] | Time 0.289 ( 0.283) | Data 0.000 (0.001) | Loss 2.6448 (2.5646) | Acc@1 40.625 (43.980) | Acc@5 66.797 (68.710)
[2021-03-14 07:10:06] TRAIN: [6][4590/5004] | Time 0.275 ( 0.283) | Data 0.000 (0.001) | Loss 2.7982 (2.5639) | Acc@1 41.016 (43.989) | Acc@5 60.938 (68.717)
[2021-03-14 07:10:14] TRAIN: [6][4620/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.6306 (2.5637) | Acc@1 42.578 (43.991) | Acc@5 68.750 (68.723)
[2021-03-14 07:10:23] TRAIN: [6][4650/5004] | Time 0.290 ( 0.283) | Data 0.000 (0.001) | Loss 2.1995 (2.5632) | Acc@1 48.047 (43.996) | Acc@5 73.047 (68.729)
[2021-03-14 07:10:32] TRAIN: [6][4680/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.5565 (2.5630) | Acc@1 46.094 (44.000) | Acc@5 68.750 (68.732)
[2021-03-14 07:10:40] TRAIN: [6][4710/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.5084 (2.5625) | Acc@1 46.484 (44.009) | Acc@5 67.578 (68.736)
[2021-03-14 07:10:49] TRAIN: [6][4740/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.3738 (2.5622) | Acc@1 44.531 (44.017) | Acc@5 71.094 (68.741)
[2021-03-14 07:10:57] TRAIN: [6][4770/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.6406 (2.5619) | Acc@1 42.188 (44.023) | Acc@5 66.797 (68.744)
[2021-03-14 07:11:05] TRAIN: [6][4800/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.6992 (2.5614) | Acc@1 42.188 (44.031) | Acc@5 68.750 (68.754)
[2021-03-14 07:11:14] TRAIN: [6][4830/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.5075 (2.5614) | Acc@1 46.094 (44.028) | Acc@5 68.359 (68.756)
[2021-03-14 07:11:22] TRAIN: [6][4860/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.6177 (2.5611) | Acc@1 40.234 (44.032) | Acc@5 66.797 (68.758)
[2021-03-14 07:11:31] TRAIN: [6][4890/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.5933 (2.5610) | Acc@1 50.000 (44.036) | Acc@5 67.188 (68.759)
[2021-03-14 07:11:39] TRAIN: [6][4920/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.5537 (2.5609) | Acc@1 43.750 (44.041) | Acc@5 69.141 (68.762)
[2021-03-14 07:11:48] TRAIN: [6][4950/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.3367 (2.5604) | Acc@1 48.828 (44.049) | Acc@5 73.438 (68.768)
[2021-03-14 07:11:56] TRAIN: [6][4980/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.5294 (2.5601) | Acc@1 47.266 (44.058) | Acc@5 69.141 (68.774)
[2021-03-14 07:12:03] TRAIN: [6][5004/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.4947 (2.5597) | Acc@1 43.359 (44.066) | Acc@5 66.406 (68.780)
[2021-03-14 07:12:16] VAL: [10/32] | Time 0.625 ( 1.239) | Data 0.000 (0.550) | Loss 2.2428 (2.1693) | Acc@1 48.000 (49.831) | Acc@5 75.562 (75.569)
[2021-03-14 07:12:24] VAL: [20/32] | Time 0.632 ( 1.039) | Data 0.000 (0.310) | Loss 2.2092 (2.1912) | Acc@1 48.875 (49.391) | Acc@5 74.812 (75.306)
[2021-03-14 07:12:34] VAL: [30/32] | Time 0.606 ( 0.997) | Data 0.000 (0.222) | Loss 2.2159 (2.1812) | Acc@1 48.875 (49.544) | Acc@5 74.625 (75.435)
[2021-03-14 07:12:34] VAL: [32/32] | Time 0.248 ( 0.959) | Data 0.000 (0.208) | Loss 2.1395 (2.1807) | Acc@1 52.750 (49.610) | Acc@5 74.500 (75.422)
[2021-03-14 07:12:35] ACCURACY: TOP1 49.610(BEST 49.610) | TOP5 75.422 | SAVED botnet50-wd5/checkpoints/ckpt_ep_006.pth.tar
[2021-03-14 07:12:35] CURRENT EPOCH: 7, LR: 0.1982, POLICY: cos
[2021-03-14 07:12:44] TRAIN: [7][ 30/5004] | Time 0.281 ( 0.309) | Data 0.000 (0.032) | Loss 2.6374 (2.4814) | Acc@1 39.844 (45.169) | Acc@5 67.578 (70.534)
[2021-03-14 07:12:53] TRAIN: [7][ 60/5004] | Time 0.277 ( 0.295) | Data 0.000 (0.016) | Loss 2.5796 (2.4465) | Acc@1 43.750 (46.172) | Acc@5 67.578 (70.911)
[2021-03-14 07:13:01] TRAIN: [7][ 90/5004] | Time 0.284 ( 0.290) | Data 0.000 (0.011) | Loss 2.7256 (2.4373) | Acc@1 44.531 (46.484) | Acc@5 62.891 (70.898)
[2021-03-14 07:13:10] TRAIN: [7][ 120/5004] | Time 0.277 ( 0.289) | Data 0.000 (0.008) | Loss 2.2555 (2.4276) | Acc@1 51.562 (46.608) | Acc@5 72.656 (71.019)
[2021-03-14 07:13:18] TRAIN: [7][ 150/5004] | Time 0.281 ( 0.288) | Data 0.000 (0.007) | Loss 2.4663 (2.4262) | Acc@1 46.094 (46.622) | Acc@5 72.656 (71.049)
[2021-03-14 07:13:27] TRAIN: [7][ 180/5004] | Time 0.278 ( 0.287) | Data 0.000 (0.006) | Loss 2.1410 (2.4296) | Acc@1 50.781 (46.576) | Acc@5 74.219 (70.892)
[2021-03-14 07:13:35] TRAIN: [7][ 210/5004] | Time 0.283 ( 0.286) | Data 0.000 (0.005) | Loss 2.1185 (2.4366) | Acc@1 48.828 (46.412) | Acc@5 76.953 (70.785)
[2021-03-14 07:13:44] TRAIN: [7][ 240/5004] | Time 0.292 ( 0.286) | Data 0.000 (0.004) | Loss 2.3347 (2.4362) | Acc@1 48.438 (46.331) | Acc@5 73.828 (70.754)
[2021-03-14 07:13:52] TRAIN: [7][ 270/5004] | Time 0.280 ( 0.286) | Data 0.000 (0.004) | Loss 2.1993 (2.4398) | Acc@1 48.438 (46.231) | Acc@5 76.172 (70.686)
[2021-03-14 07:14:01] TRAIN: [7][ 300/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.004) | Loss 2.4174 (2.4377) | Acc@1 50.000 (46.279) | Acc@5 69.922 (70.732)
[2021-03-14 07:14:09] TRAIN: [7][ 330/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.003) | Loss 2.4113 (2.4434) | Acc@1 47.656 (46.183) | Acc@5 71.094 (70.639)
[2021-03-14 07:14:18] TRAIN: [7][ 360/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.003) | Loss 2.6480 (2.4436) | Acc@1 44.141 (46.186) | Acc@5 65.234 (70.655)
[2021-03-14 07:14:26] TRAIN: [7][ 390/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.003) | Loss 2.5555 (2.4422) | Acc@1 41.797 (46.216) | Acc@5 69.922 (70.717)
[2021-03-14 07:14:34] TRAIN: [7][ 420/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.003) | Loss 2.2989 (2.4436) | Acc@1 49.219 (46.183) | Acc@5 73.828 (70.711)
[2021-03-14 07:14:43] TRAIN: [7][ 450/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.002) | Loss 2.5655 (2.4435) | Acc@1 37.500 (46.175) | Acc@5 67.969 (70.710)
[2021-03-14 07:14:51] TRAIN: [7][ 480/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.002) | Loss 2.4525 (2.4446) | Acc@1 45.312 (46.144) | Acc@5 71.484 (70.672)
[2021-03-14 07:15:00] TRAIN: [7][ 510/5004] | Time 0.302 ( 0.284) | Data 0.001 (0.002) | Loss 2.4928 (2.4429) | Acc@1 46.484 (46.189) | Acc@5 68.359 (70.692)
[2021-03-14 07:15:08] TRAIN: [7][ 540/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.002) | Loss 2.5610 (2.4456) | Acc@1 41.406 (46.092) | Acc@5 72.266 (70.662)
[2021-03-14 07:15:17] TRAIN: [7][ 570/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.002) | Loss 2.4140 (2.4478) | Acc@1 44.531 (46.068) | Acc@5 71.094 (70.620)
[2021-03-14 07:15:25] TRAIN: [7][ 600/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.002) | Loss 2.5987 (2.4462) | Acc@1 42.969 (46.113) | Acc@5 71.094 (70.654)
[2021-03-14 07:15:34] TRAIN: [7][ 630/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.002) | Loss 2.6244 (2.4473) | Acc@1 44.531 (46.079) | Acc@5 66.016 (70.645)
[2021-03-14 07:15:42] TRAIN: [7][ 660/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.002) | Loss 2.4072 (2.4466) | Acc@1 45.703 (46.112) | Acc@5 73.828 (70.660)
[2021-03-14 07:15:51] TRAIN: [7][ 690/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.002) | Loss 2.2931 (2.4452) | Acc@1 46.484 (46.135) | Acc@5 71.875 (70.678)
[2021-03-14 07:15:59] TRAIN: [7][ 720/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.002) | Loss 2.3391 (2.4482) | Acc@1 45.312 (46.075) | Acc@5 70.312 (70.621)
[2021-03-14 07:16:08] TRAIN: [7][ 750/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.002) | Loss 2.3918 (2.4469) | Acc@1 48.438 (46.106) | Acc@5 69.922 (70.638)
[2021-03-14 07:16:16] TRAIN: [7][ 780/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.002) | Loss 2.4429 (2.4465) | Acc@1 44.141 (46.115) | Acc@5 69.531 (70.649)
[2021-03-14 07:16:25] TRAIN: [7][ 810/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.002) | Loss 2.4405 (2.4476) | Acc@1 47.266 (46.095) | Acc@5 71.484 (70.628)
[2021-03-14 07:16:33] TRAIN: [7][ 840/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.002) | Loss 2.4833 (2.4486) | Acc@1 40.625 (46.075) | Acc@5 69.141 (70.610)
[2021-03-14 07:16:42] TRAIN: [7][ 870/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.4850 (2.4491) | Acc@1 48.047 (46.083) | Acc@5 70.312 (70.599)
[2021-03-14 07:16:50] TRAIN: [7][ 900/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.5387 (2.4507) | Acc@1 41.406 (46.063) | Acc@5 67.188 (70.541)
[2021-03-14 07:16:59] TRAIN: [7][ 930/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4664 (2.4496) | Acc@1 45.703 (46.096) | Acc@5 69.922 (70.572)
[2021-03-14 07:17:08] TRAIN: [7][ 960/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3812 (2.4493) | Acc@1 46.094 (46.095) | Acc@5 72.266 (70.574)
[2021-03-14 07:17:16] TRAIN: [7][ 990/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.5283 (2.4496) | Acc@1 44.922 (46.104) | Acc@5 69.531 (70.572)
[2021-03-14 07:17:25] TRAIN: [7][1020/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.1814 (2.4491) | Acc@1 51.562 (46.126) | Acc@5 71.875 (70.581)
[2021-03-14 07:17:33] TRAIN: [7][1050/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.001) | Loss 2.4827 (2.4487) | Acc@1 44.922 (46.126) | Acc@5 68.359 (70.585)
[2021-03-14 07:17:42] TRAIN: [7][1080/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3118 (2.4497) | Acc@1 49.219 (46.103) | Acc@5 71.875 (70.567)
[2021-03-14 07:17:50] TRAIN: [7][1110/5004] | Time 0.301 ( 0.284) | Data 0.001 (0.001) | Loss 2.6597 (2.4508) | Acc@1 41.406 (46.086) | Acc@5 66.797 (70.560)
[2021-03-14 07:17:59] TRAIN: [7][1140/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.4450 (2.4500) | Acc@1 44.922 (46.099) | Acc@5 69.922 (70.571)
[2021-03-14 07:18:07] TRAIN: [7][1170/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.5308 (2.4506) | Acc@1 41.797 (46.081) | Acc@5 73.047 (70.573)
[2021-03-14 07:18:16] TRAIN: [7][1200/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.6553 (2.4516) | Acc@1 42.578 (46.054) | Acc@5 65.234 (70.559)
[2021-03-14 07:18:24] TRAIN: [7][1230/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.5140 (2.4518) | Acc@1 43.750 (46.044) | Acc@5 67.969 (70.554)
[2021-03-14 07:18:33] TRAIN: [7][1260/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.7472 (2.4521) | Acc@1 44.141 (46.043) | Acc@5 65.625 (70.560)
[2021-03-14 07:18:41] TRAIN: [7][1290/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.4211 (2.4516) | Acc@1 48.047 (46.048) | Acc@5 72.266 (70.567)
[2021-03-14 07:18:50] TRAIN: [7][1320/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.6816 (2.4519) | Acc@1 42.188 (46.044) | Acc@5 69.141 (70.564)
[2021-03-14 07:18:58] TRAIN: [7][1350/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2819 (2.4513) | Acc@1 45.703 (46.064) | Acc@5 76.953 (70.573)
[2021-03-14 07:19:07] TRAIN: [7][1380/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.5791 (2.4523) | Acc@1 44.531 (46.043) | Acc@5 67.188 (70.560)
[2021-03-14 07:19:15] TRAIN: [7][1410/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3362 (2.4513) | Acc@1 48.438 (46.052) | Acc@5 69.531 (70.577)
[2021-03-14 07:19:24] TRAIN: [7][1440/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3171 (2.4507) | Acc@1 46.094 (46.063) | Acc@5 71.094 (70.586)
[2021-03-14 07:19:32] TRAIN: [7][1470/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2891 (2.4505) | Acc@1 50.000 (46.078) | Acc@5 75.781 (70.590)
[2021-03-14 07:19:41] TRAIN: [7][1500/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.5805 (2.4506) | Acc@1 44.922 (46.068) | Acc@5 68.750 (70.597)
[2021-03-14 07:19:49] TRAIN: [7][1530/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.4155 (2.4496) | Acc@1 45.312 (46.096) | Acc@5 72.656 (70.609)
[2021-03-14 07:19:58] TRAIN: [7][1560/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4591 (2.4503) | Acc@1 43.359 (46.092) | Acc@5 71.484 (70.599)
[2021-03-14 07:20:06] TRAIN: [7][1590/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.4754 (2.4498) | Acc@1 46.875 (46.100) | Acc@5 71.094 (70.598)
[2021-03-14 07:20:15] TRAIN: [7][1620/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.4487 (2.4491) | Acc@1 46.094 (46.116) | Acc@5 72.266 (70.618)
[2021-03-14 07:20:23] TRAIN: [7][1650/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.5392 (2.4497) | Acc@1 44.531 (46.107) | Acc@5 69.531 (70.611)
[2021-03-14 07:20:32] TRAIN: [7][1680/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.3546 (2.4499) | Acc@1 48.828 (46.105) | Acc@5 71.094 (70.607)
[2021-03-14 07:20:40] TRAIN: [7][1710/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.4672 (2.4495) | Acc@1 44.141 (46.098) | Acc@5 71.094 (70.624)
[2021-03-14 07:20:48] TRAIN: [7][1740/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.4765 (2.4495) | Acc@1 44.141 (46.102) | Acc@5 68.359 (70.618)
[2021-03-14 07:20:57] TRAIN: [7][1770/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2660 (2.4497) | Acc@1 47.266 (46.081) | Acc@5 73.438 (70.618)
[2021-03-14 07:21:05] TRAIN: [7][1800/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.4474 (2.4496) | Acc@1 44.922 (46.075) | Acc@5 67.969 (70.624)
[2021-03-14 07:21:14] TRAIN: [7][1830/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2403 (2.4501) | Acc@1 52.344 (46.072) | Acc@5 72.656 (70.622)
[2021-03-14 07:21:22] TRAIN: [7][1860/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.5635 (2.4506) | Acc@1 46.484 (46.060) | Acc@5 66.797 (70.610)
[2021-03-14 07:21:31] TRAIN: [7][1890/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.7028 (2.4508) | Acc@1 43.359 (46.057) | Acc@5 63.672 (70.615)
[2021-03-14 07:21:39] TRAIN: [7][1920/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.3092 (2.4516) | Acc@1 44.922 (46.034) | Acc@5 70.703 (70.597)
[2021-03-14 07:21:48] TRAIN: [7][1950/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.5380 (2.4522) | Acc@1 46.875 (46.020) | Acc@5 69.531 (70.594)
[2021-03-14 07:21:56] TRAIN: [7][1980/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.6967 (2.4528) | Acc@1 44.531 (46.007) | Acc@5 66.016 (70.592)
[2021-03-14 07:22:05] TRAIN: [7][2010/5004] | Time 0.289 ( 0.283) | Data 0.000 (0.001) | Loss 2.5150 (2.4530) | Acc@1 46.484 (46.012) | Acc@5 70.312 (70.594)
[2021-03-14 07:22:13] TRAIN: [7][2040/5004] | Time 0.287 ( 0.283) | Data 0.000 (0.001) | Loss 2.6165 (2.4531) | Acc@1 44.531 (46.008) | Acc@5 66.797 (70.580)
[2021-03-14 07:22:22] TRAIN: [7][2070/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.4862 (2.4533) | Acc@1 46.094 (46.002) | Acc@5 70.703 (70.570)
[2021-03-14 07:22:30] TRAIN: [7][2100/5004] | Time 0.288 ( 0.283) | Data 0.000 (0.001) | Loss 2.4677 (2.4530) | Acc@1 43.750 (46.008) | Acc@5 67.969 (70.571)
[2021-03-14 07:22:39] TRAIN: [7][2130/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.3490 (2.4527) | Acc@1 50.391 (46.016) | Acc@5 70.703 (70.564)
[2021-03-14 07:22:47] TRAIN: [7][2160/5004] | Time 0.288 ( 0.283) | Data 0.000 (0.001) | Loss 2.6439 (2.4524) | Acc@1 44.922 (46.021) | Acc@5 68.359 (70.567)
[2021-03-14 07:22:56] TRAIN: [7][2190/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.5215 (2.4519) | Acc@1 47.266 (46.030) | Acc@5 70.312 (70.573)
[2021-03-14 07:23:04] TRAIN: [7][2220/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0760 (2.4513) | Acc@1 52.344 (46.039) | Acc@5 80.078 (70.587)
[2021-03-14 07:23:13] TRAIN: [7][2250/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.4462 (2.4516) | Acc@1 49.609 (46.039) | Acc@5 69.922 (70.584)
[2021-03-14 07:23:21] TRAIN: [7][2280/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.4402 (2.4516) | Acc@1 48.047 (46.039) | Acc@5 73.047 (70.584)
[2021-03-14 07:23:30] TRAIN: [7][2310/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4967 (2.4513) | Acc@1 46.484 (46.045) | Acc@5 68.750 (70.585)
[2021-03-14 07:23:38] TRAIN: [7][2340/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.5324 (2.4515) | Acc@1 45.312 (46.045) | Acc@5 68.750 (70.587)
[2021-03-14 07:23:47] TRAIN: [7][2370/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4691 (2.4513) | Acc@1 45.312 (46.049) | Acc@5 70.703 (70.590)
[2021-03-14 07:23:55] TRAIN: [7][2400/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.5577 (2.4514) | Acc@1 48.828 (46.050) | Acc@5 70.312 (70.591)
[2021-03-14 07:24:04] TRAIN: [7][2430/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.5699 (2.4517) | Acc@1 41.797 (46.040) | Acc@5 70.703 (70.588)
[2021-03-14 07:24:12] TRAIN: [7][2460/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.4866 (2.4512) | Acc@1 44.141 (46.037) | Acc@5 69.922 (70.598)
[2021-03-14 07:24:21] TRAIN: [7][2490/5004] | Time 0.343 ( 0.284) | Data 0.000 (0.001) | Loss 2.5248 (2.4513) | Acc@1 43.750 (46.035) | Acc@5 70.312 (70.599)
[2021-03-14 07:24:29] TRAIN: [7][2520/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.5561 (2.4515) | Acc@1 43.359 (46.024) | Acc@5 69.531 (70.599)
[2021-03-14 07:24:38] TRAIN: [7][2550/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.4526 (2.4511) | Acc@1 47.656 (46.033) | Acc@5 71.094 (70.604)
[2021-03-14 07:24:46] TRAIN: [7][2580/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.6196 (2.4520) | Acc@1 45.703 (46.022) | Acc@5 66.406 (70.589)
[2021-03-14 07:24:55] TRAIN: [7][2610/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.6676 (2.4528) | Acc@1 42.969 (46.016) | Acc@5 65.234 (70.579)
[2021-03-14 07:25:03] TRAIN: [7][2640/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.3700 (2.4528) | Acc@1 46.875 (46.016) | Acc@5 71.094 (70.582)
[2021-03-14 07:25:12] TRAIN: [7][2670/5004] | Time 0.287 ( 0.283) | Data 0.000 (0.001) | Loss 2.4268 (2.4525) | Acc@1 48.828 (46.025) | Acc@5 70.703 (70.589)
[2021-03-14 07:25:20] TRAIN: [7][2700/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.5242 (2.4521) | Acc@1 40.234 (46.025) | Acc@5 69.141 (70.601)
[2021-03-14 07:25:29] TRAIN: [7][2730/5004] | Time 0.288 ( 0.283) | Data 0.000 (0.001) | Loss 2.5057 (2.4522) | Acc@1 46.484 (46.019) | Acc@5 68.750 (70.606)
[2021-03-14 07:25:37] TRAIN: [7][2760/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.5280 (2.4523) | Acc@1 45.312 (46.021) | Acc@5 69.531 (70.601)
[2021-03-14 07:25:46] TRAIN: [7][2790/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.3142 (2.4519) | Acc@1 46.094 (46.029) | Acc@5 72.266 (70.607)
[2021-03-14 07:25:54] TRAIN: [7][2820/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.4412 (2.4520) | Acc@1 46.875 (46.029) | Acc@5 69.531 (70.606)
[2021-03-14 07:26:03] TRAIN: [7][2850/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.3429 (2.4522) | Acc@1 46.875 (46.028) | Acc@5 75.000 (70.603)
[2021-03-14 07:26:11] TRAIN: [7][2880/5004] | Time 0.301 ( 0.283) | Data 0.000 (0.001) | Loss 2.4017 (2.4515) | Acc@1 43.750 (46.039) | Acc@5 71.484 (70.616)
[2021-03-14 07:26:20] TRAIN: [7][2910/5004] | Time 0.289 ( 0.283) | Data 0.000 (0.001) | Loss 2.6255 (2.4516) | Acc@1 41.797 (46.043) | Acc@5 68.750 (70.613)
[2021-03-14 07:26:28] TRAIN: [7][2940/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.5850 (2.4516) | Acc@1 44.922 (46.047) | Acc@5 68.750 (70.617)
[2021-03-14 07:26:37] TRAIN: [7][2970/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.4135 (2.4514) | Acc@1 48.047 (46.045) | Acc@5 68.750 (70.623)
[2021-03-14 07:26:45] TRAIN: [7][3000/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.5134 (2.4514) | Acc@1 43.750 (46.049) | Acc@5 69.531 (70.627)
[2021-03-14 07:26:54] TRAIN: [7][3030/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.6611 (2.4520) | Acc@1 39.062 (46.040) | Acc@5 64.453 (70.616)
[2021-03-14 07:27:02] TRAIN: [7][3060/5004] | Time 0.287 ( 0.283) | Data 0.000 (0.001) | Loss 2.5539 (2.4523) | Acc@1 44.531 (46.043) | Acc@5 68.750 (70.612)
[2021-03-14 07:27:11] TRAIN: [7][3090/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 2.4519 (2.4518) | Acc@1 46.484 (46.046) | Acc@5 72.656 (70.618)
[2021-03-14 07:27:19] TRAIN: [7][3120/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.4299 (2.4517) | Acc@1 49.219 (46.048) | Acc@5 72.266 (70.613)
[2021-03-14 07:27:28] TRAIN: [7][3150/5004] | Time 0.287 ( 0.283) | Data 0.000 (0.001) | Loss 2.2250 (2.4518) | Acc@1 51.953 (46.046) | Acc@5 75.781 (70.614)
[2021-03-14 07:27:36] TRAIN: [7][3180/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.2758 (2.4512) | Acc@1 48.438 (46.057) | Acc@5 76.953 (70.628)
[2021-03-14 07:27:45] TRAIN: [7][3210/5004] | Time 0.296 ( 0.283) | Data 0.000 (0.001) | Loss 2.5530 (2.4513) | Acc@1 46.875 (46.055) | Acc@5 67.578 (70.627)
[2021-03-14 07:27:54] TRAIN: [7][3240/5004] | Time 0.273 ( 0.284) | Data 0.000 (0.001) | Loss 2.6322 (2.4515) | Acc@1 41.016 (46.050) | Acc@5 66.797 (70.621)
[2021-03-14 07:28:02] TRAIN: [7][3270/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.3863 (2.4512) | Acc@1 50.000 (46.057) | Acc@5 73.438 (70.617)
[2021-03-14 07:28:11] TRAIN: [7][3300/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.3926 (2.4509) | Acc@1 50.391 (46.062) | Acc@5 70.312 (70.623)
[2021-03-14 07:28:19] TRAIN: [7][3330/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.5569 (2.4507) | Acc@1 43.750 (46.065) | Acc@5 67.578 (70.621)
[2021-03-14 07:28:28] TRAIN: [7][3360/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3559 (2.4507) | Acc@1 44.141 (46.060) | Acc@5 73.828 (70.622)
[2021-03-14 07:28:36] TRAIN: [7][3390/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.5885 (2.4506) | Acc@1 44.141 (46.053) | Acc@5 68.359 (70.626)
[2021-03-14 07:28:45] TRAIN: [7][3420/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.5572 (2.4510) | Acc@1 42.969 (46.050) | Acc@5 68.750 (70.618)
[2021-03-14 07:28:53] TRAIN: [7][3450/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4170 (2.4511) | Acc@1 44.531 (46.053) | Acc@5 69.531 (70.614)
[2021-03-14 07:29:02] TRAIN: [7][3480/5004] | Time 0.342 ( 0.284) | Data 0.000 (0.001) | Loss 2.2255 (2.4508) | Acc@1 48.828 (46.057) | Acc@5 74.609 (70.618)
[2021-03-14 07:29:10] TRAIN: [7][3510/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.5503 (2.4504) | Acc@1 44.141 (46.066) | Acc@5 69.141 (70.624)
[2021-03-14 07:29:19] TRAIN: [7][3540/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.6030 (2.4505) | Acc@1 39.844 (46.069) | Acc@5 66.797 (70.622)
[2021-03-14 07:29:27] TRAIN: [7][3570/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.6018 (2.4504) | Acc@1 42.188 (46.072) | Acc@5 71.484 (70.629)
[2021-03-14 07:29:36] TRAIN: [7][3600/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.5267 (2.4503) | Acc@1 39.062 (46.074) | Acc@5 67.188 (70.628)
[2021-03-14 07:29:44] TRAIN: [7][3630/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2774 (2.4505) | Acc@1 51.562 (46.076) | Acc@5 73.828 (70.626)
[2021-03-14 07:29:53] TRAIN: [7][3660/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.4797 (2.4503) | Acc@1 45.703 (46.078) | Acc@5 71.094 (70.629)
[2021-03-14 07:30:01] TRAIN: [7][3690/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.5055 (2.4504) | Acc@1 47.266 (46.075) | Acc@5 73.828 (70.628)
[2021-03-14 07:30:10] TRAIN: [7][3720/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.3847 (2.4502) | Acc@1 48.047 (46.083) | Acc@5 70.312 (70.632)
[2021-03-14 07:30:18] TRAIN: [7][3750/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.3503 (2.4496) | Acc@1 48.438 (46.093) | Acc@5 71.484 (70.639)
[2021-03-14 07:30:26] TRAIN: [7][3780/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.5451 (2.4494) | Acc@1 44.922 (46.094) | Acc@5 67.969 (70.642)
[2021-03-14 07:30:35] TRAIN: [7][3810/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.3636 (2.4490) | Acc@1 43.359 (46.102) | Acc@5 71.094 (70.650)
[2021-03-14 07:30:44] TRAIN: [7][3840/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.2985 (2.4489) | Acc@1 48.828 (46.106) | Acc@5 72.656 (70.651)
[2021-03-14 07:30:52] TRAIN: [7][3870/5004] | Time 0.293 ( 0.283) | Data 0.002 (0.001) | Loss 2.4211 (2.4488) | Acc@1 46.875 (46.107) | Acc@5 70.312 (70.650)
[2021-03-14 07:31:00] TRAIN: [7][3900/5004] | Time 0.291 ( 0.283) | Data 0.000 (0.001) | Loss 2.3532 (2.4490) | Acc@1 48.828 (46.098) | Acc@5 70.312 (70.649)
[2021-03-14 07:31:09] TRAIN: [7][3930/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.5892 (2.4485) | Acc@1 43.359 (46.104) | Acc@5 67.578 (70.654)
[2021-03-14 07:31:17] TRAIN: [7][3960/5004] | Time 0.289 ( 0.283) | Data 0.000 (0.001) | Loss 2.4756 (2.4488) | Acc@1 47.266 (46.098) | Acc@5 69.531 (70.653)
[2021-03-14 07:31:26] TRAIN: [7][3990/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.2327 (2.4489) | Acc@1 46.484 (46.100) | Acc@5 75.000 (70.654)
[2021-03-14 07:31:34] TRAIN: [7][4020/5004] | Time 0.287 ( 0.283) | Data 0.000 (0.001) | Loss 2.4371 (2.4493) | Acc@1 46.094 (46.101) | Acc@5 69.922 (70.650)
[2021-03-14 07:31:43] TRAIN: [7][4050/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.2302 (2.4493) | Acc@1 48.438 (46.099) | Acc@5 74.219 (70.648)
[2021-03-14 07:31:51] TRAIN: [7][4080/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.3037 (2.4488) | Acc@1 43.750 (46.104) | Acc@5 72.656 (70.656)
[2021-03-14 07:32:00] TRAIN: [7][4110/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 2.3535 (2.4486) | Acc@1 48.828 (46.106) | Acc@5 71.484 (70.656)
[2021-03-14 07:32:08] TRAIN: [7][4140/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.5646 (2.4486) | Acc@1 48.047 (46.110) | Acc@5 68.359 (70.652)
[2021-03-14 07:32:17] TRAIN: [7][4170/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.4998 (2.4484) | Acc@1 46.484 (46.118) | Acc@5 67.578 (70.656)
[2021-03-14 07:32:25] TRAIN: [7][4200/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.3729 (2.4482) | Acc@1 45.703 (46.122) | Acc@5 73.438 (70.661)
[2021-03-14 07:32:34] TRAIN: [7][4230/5004] | Time 0.294 ( 0.283) | Data 0.000 (0.001) | Loss 2.6030 (2.4482) | Acc@1 40.625 (46.118) | Acc@5 64.453 (70.662)
[2021-03-14 07:32:42] TRAIN: [7][4260/5004] | Time 0.304 ( 0.283) | Data 0.001 (0.001) | Loss 2.2311 (2.4482) | Acc@1 51.953 (46.117) | Acc@5 71.094 (70.662)
[2021-03-14 07:32:51] TRAIN: [7][4290/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.2775 (2.4479) | Acc@1 49.219 (46.119) | Acc@5 72.656 (70.664)
[2021-03-14 07:32:59] TRAIN: [7][4320/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.4542 (2.4481) | Acc@1 46.094 (46.114) | Acc@5 69.141 (70.661)
[2021-03-14 07:33:08] TRAIN: [7][4350/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.4596 (2.4480) | Acc@1 46.484 (46.118) | Acc@5 71.094 (70.661)
[2021-03-14 07:33:16] TRAIN: [7][4380/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.6554 (2.4480) | Acc@1 46.094 (46.115) | Acc@5 66.406 (70.659)
[2021-03-14 07:33:25] TRAIN: [7][4410/5004] | Time 0.294 ( 0.283) | Data 0.000 (0.001) | Loss 2.2071 (2.4479) | Acc@1 53.125 (46.118) | Acc@5 75.000 (70.660)
[2021-03-14 07:33:33] TRAIN: [7][4440/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.4811 (2.4478) | Acc@1 43.359 (46.124) | Acc@5 72.656 (70.662)
[2021-03-14 07:33:42] TRAIN: [7][4470/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.2868 (2.4481) | Acc@1 47.656 (46.121) | Acc@5 73.047 (70.657)
[2021-03-14 07:33:50] TRAIN: [7][4500/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.5300 (2.4482) | Acc@1 43.359 (46.121) | Acc@5 71.094 (70.650)
[2021-03-14 07:33:59] TRAIN: [7][4530/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.5708 (2.4482) | Acc@1 44.141 (46.121) | Acc@5 71.875 (70.654)
[2021-03-14 07:34:07] TRAIN: [7][4560/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.4876 (2.4479) | Acc@1 46.094 (46.126) | Acc@5 70.312 (70.661)
[2021-03-14 07:34:16] TRAIN: [7][4590/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.4548 (2.4479) | Acc@1 44.922 (46.126) | Acc@5 71.875 (70.659)
[2021-03-14 07:34:25] TRAIN: [7][4620/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.5716 (2.4477) | Acc@1 45.703 (46.128) | Acc@5 69.922 (70.665)
[2021-03-14 07:34:33] TRAIN: [7][4650/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.5280 (2.4479) | Acc@1 43.359 (46.125) | Acc@5 72.656 (70.665)
[2021-03-14 07:34:41] TRAIN: [7][4680/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.6580 (2.4479) | Acc@1 42.188 (46.120) | Acc@5 65.234 (70.664)
[2021-03-14 07:34:50] TRAIN: [7][4710/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.4610 (2.4478) | Acc@1 44.531 (46.123) | Acc@5 71.484 (70.666)
[2021-03-14 07:34:58] TRAIN: [7][4740/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.4133 (2.4478) | Acc@1 49.609 (46.121) | Acc@5 71.875 (70.669)
[2021-03-14 07:35:07] TRAIN: [7][4770/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.5603 (2.4479) | Acc@1 44.141 (46.114) | Acc@5 67.578 (70.665)
[2021-03-14 07:35:15] TRAIN: [7][4800/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.3783 (2.4480) | Acc@1 47.266 (46.113) | Acc@5 76.172 (70.667)
[2021-03-14 07:35:24] TRAIN: [7][4830/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.5862 (2.4479) | Acc@1 42.969 (46.113) | Acc@5 69.531 (70.668)
[2021-03-14 07:35:32] TRAIN: [7][4860/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.3801 (2.4480) | Acc@1 48.828 (46.108) | Acc@5 69.922 (70.667)
[2021-03-14 07:35:41] TRAIN: [7][4890/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.3594 (2.4481) | Acc@1 51.562 (46.109) | Acc@5 71.094 (70.664)
[2021-03-14 07:35:49] TRAIN: [7][4920/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.4905 (2.4478) | Acc@1 42.578 (46.114) | Acc@5 71.875 (70.668)
[2021-03-14 07:35:58] TRAIN: [7][4950/5004] | Time 0.288 ( 0.283) | Data 0.000 (0.001) | Loss 2.5096 (2.4478) | Acc@1 44.922 (46.111) | Acc@5 69.531 (70.666)
[2021-03-14 07:36:06] TRAIN: [7][4980/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.6419 (2.4474) | Acc@1 44.531 (46.118) | Acc@5 68.750 (70.672)
[2021-03-14 07:36:13] TRAIN: [7][5004/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.2802 (2.4474) | Acc@1 47.266 (46.118) | Acc@5 74.609 (70.673)
[2021-03-14 07:36:26] VAL: [10/32] | Time 0.639 ( 1.225) | Data 0.000 (0.644) | Loss 2.2054 (2.0968) | Acc@1 49.625 (51.213) | Acc@5 74.875 (76.456)
[2021-03-14 07:36:34] VAL: [20/32] | Time 0.593 ( 1.020) | Data 0.000 (0.435) | Loss 2.1027 (2.1114) | Acc@1 50.625 (51.144) | Acc@5 76.375 (76.341)
[2021-03-14 07:36:44] VAL: [30/32] | Time 0.532 ( 1.005) | Data 0.000 (0.434) | Loss 2.1350 (2.1069) | Acc@1 50.250 (51.304) | Acc@5 76.250 (76.427)
[2021-03-14 07:36:45] VAL: [32/32] | Time 0.250 ( 0.966) | Data 0.000 (0.407) | Loss 1.9928 (2.1071) | Acc@1 54.000 (51.286) | Acc@5 78.750 (76.432)
[2021-03-14 07:36:45] ACCURACY: TOP1 51.286(BEST 51.286) | TOP5 76.432 | SAVED botnet50-wd5/checkpoints/ckpt_ep_007.pth.tar
[2021-03-14 07:36:45] CURRENT EPOCH: 8, LR: 0.1976, POLICY: cos
[2021-03-14 07:36:54] TRAIN: [8][ 30/5004] | Time 0.278 ( 0.303) | Data 0.000 (0.026) | Loss 2.0204 (2.4392) | Acc@1 51.172 (47.070) | Acc@5 79.297 (70.677)
[2021-03-14 07:37:03] TRAIN: [8][ 60/5004] | Time 0.285 ( 0.291) | Data 0.000 (0.013) | Loss 2.2144 (2.3822) | Acc@1 50.000 (47.474) | Acc@5 73.828 (71.406)
[2021-03-14 07:37:11] TRAIN: [8][ 90/5004] | Time 0.310 ( 0.288) | Data 0.000 (0.009) | Loss 2.4143 (2.3678) | Acc@1 48.438 (47.648) | Acc@5 71.484 (71.745)
[2021-03-14 07:37:20] TRAIN: [8][ 120/5004] | Time 0.281 ( 0.286) | Data 0.000 (0.007) | Loss 2.4848 (2.3721) | Acc@1 45.703 (47.607) | Acc@5 73.047 (71.800)
[2021-03-14 07:37:28] TRAIN: [8][ 150/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.006) | Loss 2.5075 (2.3740) | Acc@1 46.875 (47.534) | Acc@5 72.656 (71.805)
[2021-03-14 07:37:37] TRAIN: [8][ 180/5004] | Time 0.296 ( 0.285) | Data 0.000 (0.005) | Loss 2.2656 (2.3725) | Acc@1 46.484 (47.483) | Acc@5 73.438 (71.832)
[2021-03-14 07:37:45] TRAIN: [8][ 210/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.004) | Loss 2.7362 (2.3744) | Acc@1 42.969 (47.459) | Acc@5 66.797 (71.810)
[2021-03-14 07:37:54] TRAIN: [8][ 240/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.004) | Loss 2.6959 (2.3727) | Acc@1 42.969 (47.433) | Acc@5 68.750 (71.748)
[2021-03-14 07:38:02] TRAIN: [8][ 270/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.003) | Loss 2.4898 (2.3711) | Acc@1 43.750 (47.451) | Acc@5 70.703 (71.769)
[2021-03-14 07:38:11] TRAIN: [8][ 300/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.003) | Loss 2.5467 (2.3716) | Acc@1 45.703 (47.441) | Acc@5 68.359 (71.745)
[2021-03-14 07:38:19] TRAIN: [8][ 330/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.003) | Loss 2.5091 (2.3719) | Acc@1 44.531 (47.414) | Acc@5 73.438 (71.744)
[2021-03-14 07:38:28] TRAIN: [8][ 360/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.003) | Loss 2.4337 (2.3655) | Acc@1 46.094 (47.512) | Acc@5 70.312 (71.848)
[2021-03-14 07:38:36] TRAIN: [8][ 390/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.002) | Loss 2.3134 (2.3694) | Acc@1 51.953 (47.456) | Acc@5 71.484 (71.818)
[2021-03-14 07:38:45] TRAIN: [8][ 420/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.002) | Loss 2.4620 (2.3686) | Acc@1 42.578 (47.444) | Acc@5 70.312 (71.851)
[2021-03-14 07:38:53] TRAIN: [8][ 450/5004] | Time 0.351 ( 0.284) | Data 0.000 (0.002) | Loss 2.2517 (2.3682) | Acc@1 49.219 (47.469) | Acc@5 75.000 (71.862)
[2021-03-14 07:39:01] TRAIN: [8][ 480/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.002) | Loss 2.4213 (2.3688) | Acc@1 47.266 (47.481) | Acc@5 69.922 (71.860)
[2021-03-14 07:39:10] TRAIN: [8][ 510/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.002) | Loss 2.3720 (2.3692) | Acc@1 48.828 (47.439) | Acc@5 72.266 (71.869)
[2021-03-14 07:39:18] TRAIN: [8][ 540/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.002) | Loss 2.6244 (2.3694) | Acc@1 41.797 (47.449) | Acc@5 68.750 (71.891)
[2021-03-14 07:39:27] TRAIN: [8][ 570/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.002) | Loss 2.1330 (2.3695) | Acc@1 49.609 (47.448) | Acc@5 76.172 (71.895)
[2021-03-14 07:39:35] TRAIN: [8][ 600/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.002) | Loss 2.0343 (2.3679) | Acc@1 55.469 (47.467) | Acc@5 78.125 (71.922)
[2021-03-14 07:39:44] TRAIN: [8][ 630/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.002) | Loss 2.5465 (2.3715) | Acc@1 45.703 (47.413) | Acc@5 69.141 (71.856)
[2021-03-14 07:39:52] TRAIN: [8][ 660/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.002) | Loss 2.4932 (2.3726) | Acc@1 43.750 (47.397) | Acc@5 71.484 (71.846)
[2021-03-14 07:40:01] TRAIN: [8][ 690/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.002) | Loss 2.0863 (2.3741) | Acc@1 53.125 (47.387) | Acc@5 75.391 (71.826)
[2021-03-14 07:40:09] TRAIN: [8][ 720/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.4503 (2.3744) | Acc@1 46.875 (47.380) | Acc@5 71.875 (71.820)
[2021-03-14 07:40:18] TRAIN: [8][ 750/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.3707 (2.3741) | Acc@1 45.312 (47.367) | Acc@5 71.484 (71.818)
[2021-03-14 07:40:26] TRAIN: [8][ 780/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.4526 (2.3736) | Acc@1 47.266 (47.375) | Acc@5 69.922 (71.818)
[2021-03-14 07:40:35] TRAIN: [8][ 810/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.6828 (2.3743) | Acc@1 42.578 (47.361) | Acc@5 65.234 (71.824)
[2021-03-14 07:40:43] TRAIN: [8][ 840/5004] | Time 0.318 ( 0.284) | Data 0.001 (0.001) | Loss 2.4113 (2.3750) | Acc@1 48.047 (47.357) | Acc@5 70.312 (71.815)
[2021-03-14 07:40:52] TRAIN: [8][ 870/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2401 (2.3760) | Acc@1 50.391 (47.347) | Acc@5 74.609 (71.774)
[2021-03-14 07:41:01] TRAIN: [8][ 900/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.2399 (2.3770) | Acc@1 51.953 (47.322) | Acc@5 74.219 (71.778)
[2021-03-14 07:41:09] TRAIN: [8][ 930/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.5172 (2.3781) | Acc@1 44.141 (47.295) | Acc@5 70.703 (71.765)
[2021-03-14 07:41:17] TRAIN: [8][ 960/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.5146 (2.3783) | Acc@1 44.531 (47.313) | Acc@5 69.922 (71.759)
[2021-03-14 07:41:26] TRAIN: [8][ 990/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3506 (2.3791) | Acc@1 45.703 (47.289) | Acc@5 73.828 (71.740)
[2021-03-14 07:41:34] TRAIN: [8][1020/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.4972 (2.3782) | Acc@1 46.484 (47.316) | Acc@5 70.312 (71.748)
[2021-03-14 07:41:43] TRAIN: [8][1050/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.5569 (2.3786) | Acc@1 44.922 (47.312) | Acc@5 69.141 (71.748)
[2021-03-14 07:41:51] TRAIN: [8][1080/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.2140 (2.3801) | Acc@1 50.000 (47.289) | Acc@5 76.172 (71.723)
[2021-03-14 07:42:00] TRAIN: [8][1110/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.6226 (2.3800) | Acc@1 50.391 (47.311) | Acc@5 71.484 (71.735)
[2021-03-14 07:42:08] TRAIN: [8][1140/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.2931 (2.3788) | Acc@1 49.609 (47.326) | Acc@5 72.266 (71.763)
[2021-03-14 07:42:17] TRAIN: [8][1170/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.6149 (2.3804) | Acc@1 44.922 (47.296) | Acc@5 68.750 (71.743)
[2021-03-14 07:42:25] TRAIN: [8][1200/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.3702 (2.3794) | Acc@1 46.875 (47.307) | Acc@5 73.438 (71.771)
[2021-03-14 07:42:34] TRAIN: [8][1230/5004] | Time 0.345 ( 0.283) | Data 0.000 (0.001) | Loss 2.4573 (2.3801) | Acc@1 46.875 (47.288) | Acc@5 70.312 (71.767)
[2021-03-14 07:42:42] TRAIN: [8][1260/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.6701 (2.3804) | Acc@1 42.578 (47.281) | Acc@5 68.750 (71.775)
[2021-03-14 07:42:51] TRAIN: [8][1290/5004] | Time 0.275 ( 0.283) | Data 0.000 (0.001) | Loss 2.4107 (2.3819) | Acc@1 47.266 (47.258) | Acc@5 73.047 (71.751)
[2021-03-14 07:42:59] TRAIN: [8][1320/5004] | Time 0.294 ( 0.283) | Data 0.000 (0.001) | Loss 2.2145 (2.3814) | Acc@1 48.828 (47.278) | Acc@5 73.438 (71.760)
[2021-03-14 07:43:08] TRAIN: [8][1350/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.3384 (2.3813) | Acc@1 46.484 (47.280) | Acc@5 71.484 (71.766)
[2021-03-14 07:43:16] TRAIN: [8][1380/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.4725 (2.3818) | Acc@1 46.094 (47.280) | Acc@5 70.312 (71.757)
[2021-03-14 07:43:25] TRAIN: [8][1410/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.6265 (2.3825) | Acc@1 42.578 (47.266) | Acc@5 69.531 (71.743)
[2021-03-14 07:43:33] TRAIN: [8][1440/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.3764 (2.3817) | Acc@1 41.016 (47.261) | Acc@5 71.484 (71.757)
[2021-03-14 07:43:42] TRAIN: [8][1470/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.4455 (2.3823) | Acc@1 49.609 (47.250) | Acc@5 69.531 (71.746)
[2021-03-14 07:43:50] TRAIN: [8][1500/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.3970 (2.3816) | Acc@1 48.047 (47.263) | Acc@5 71.094 (71.759)
[2021-03-14 07:43:59] TRAIN: [8][1530/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.2848 (2.3816) | Acc@1 45.312 (47.269) | Acc@5 71.484 (71.759)
[2021-03-14 07:44:08] TRAIN: [8][1560/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.5352 (2.3818) | Acc@1 46.094 (47.265) | Acc@5 67.969 (71.750)
[2021-03-14 07:44:16] TRAIN: [8][1590/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.4940 (2.3824) | Acc@1 46.875 (47.248) | Acc@5 70.703 (71.741)
[2021-03-14 07:44:25] TRAIN: [8][1620/5004] | Time 0.287 ( 0.283) | Data 0.000 (0.001) | Loss 2.2643 (2.3815) | Acc@1 53.906 (47.266) | Acc@5 74.609 (71.746)
[2021-03-14 07:44:33] TRAIN: [8][1650/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.3255 (2.3812) | Acc@1 48.047 (47.272) | Acc@5 75.000 (71.754)
[2021-03-14 07:44:41] TRAIN: [8][1680/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.3637 (2.3811) | Acc@1 45.312 (47.275) | Acc@5 72.266 (71.764)
[2021-03-14 07:44:50] TRAIN: [8][1710/5004] | Time 0.292 ( 0.283) | Data 0.000 (0.001) | Loss 2.2579 (2.3815) | Acc@1 50.391 (47.276) | Acc@5 73.438 (71.770)
[2021-03-14 07:44:58] TRAIN: [8][1740/5004] | Time 0.288 ( 0.283) | Data 0.000 (0.001) | Loss 2.2983 (2.3817) | Acc@1 50.781 (47.277) | Acc@5 74.219 (71.765)
[2021-03-14 07:45:07] TRAIN: [8][1770/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.3095 (2.3827) | Acc@1 49.609 (47.266) | Acc@5 74.219 (71.755)
[2021-03-14 07:45:15] TRAIN: [8][1800/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.4333 (2.3828) | Acc@1 47.656 (47.257) | Acc@5 66.406 (71.752)
[2021-03-14 07:45:24] TRAIN: [8][1830/5004] | Time 0.300 ( 0.283) | Data 0.000 (0.001) | Loss 2.4169 (2.3818) | Acc@1 46.875 (47.270) | Acc@5 74.219 (71.766)
[2021-03-14 07:45:32] TRAIN: [8][1860/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.6007 (2.3814) | Acc@1 41.016 (47.278) | Acc@5 69.141 (71.770)
[2021-03-14 07:45:41] TRAIN: [8][1890/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.4515 (2.3808) | Acc@1 46.094 (47.290) | Acc@5 71.094 (71.777)
[2021-03-14 07:45:50] TRAIN: [8][1920/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.3644 (2.3808) | Acc@1 48.828 (47.293) | Acc@5 71.484 (71.775)
[2021-03-14 07:45:58] TRAIN: [8][1950/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.6178 (2.3809) | Acc@1 42.578 (47.297) | Acc@5 69.531 (71.775)
[2021-03-14 07:46:07] TRAIN: [8][1980/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.5134 (2.3807) | Acc@1 46.094 (47.305) | Acc@5 69.922 (71.784)
[2021-03-14 07:46:15] TRAIN: [8][2010/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.4205 (2.3807) | Acc@1 48.828 (47.308) | Acc@5 72.266 (71.788)
[2021-03-14 07:46:24] TRAIN: [8][2040/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2400 (2.3806) | Acc@1 46.094 (47.299) | Acc@5 76.953 (71.791)
[2021-03-14 07:46:32] TRAIN: [8][2070/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2522 (2.3806) | Acc@1 48.047 (47.305) | Acc@5 74.609 (71.792)
[2021-03-14 07:46:41] TRAIN: [8][2100/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.4520 (2.3809) | Acc@1 48.047 (47.302) | Acc@5 70.703 (71.791)
[2021-03-14 07:46:49] TRAIN: [8][2130/5004] | Time 0.274 ( 0.284) | Data 0.000 (0.001) | Loss 2.0562 (2.3806) | Acc@1 52.734 (47.300) | Acc@5 75.391 (71.796)
[2021-03-14 07:46:58] TRAIN: [8][2160/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.3656 (2.3805) | Acc@1 48.047 (47.292) | Acc@5 71.484 (71.785)
[2021-03-14 07:47:06] TRAIN: [8][2190/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.1435 (2.3804) | Acc@1 49.609 (47.292) | Acc@5 77.344 (71.789)
[2021-03-14 07:47:15] TRAIN: [8][2220/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.2976 (2.3802) | Acc@1 46.875 (47.307) | Acc@5 75.000 (71.788)
[2021-03-14 07:47:23] TRAIN: [8][2250/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.5292 (2.3800) | Acc@1 44.141 (47.310) | Acc@5 70.703 (71.792)
[2021-03-14 07:47:31] TRAIN: [8][2280/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.4450 (2.3802) | Acc@1 44.922 (47.304) | Acc@5 72.656 (71.788)
[2021-03-14 07:47:40] TRAIN: [8][2310/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.5074 (2.3796) | Acc@1 46.094 (47.311) | Acc@5 69.141 (71.796)
[2021-03-14 07:47:48] TRAIN: [8][2340/5004] | Time 0.288 ( 0.283) | Data 0.000 (0.001) | Loss 2.4055 (2.3799) | Acc@1 48.047 (47.308) | Acc@5 69.531 (71.793)
[2021-03-14 07:47:57] TRAIN: [8][2370/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.4862 (2.3800) | Acc@1 44.922 (47.303) | Acc@5 67.969 (71.794)
[2021-03-14 07:48:05] TRAIN: [8][2400/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.4366 (2.3801) | Acc@1 47.266 (47.304) | Acc@5 69.531 (71.791)
[2021-03-14 07:48:14] TRAIN: [8][2430/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.1862 (2.3802) | Acc@1 50.781 (47.305) | Acc@5 74.219 (71.787)
[2021-03-14 07:48:22] TRAIN: [8][2460/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.3478 (2.3800) | Acc@1 46.484 (47.310) | Acc@5 73.438 (71.793)
[2021-03-14 07:48:31] TRAIN: [8][2490/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.5136 (2.3796) | Acc@1 43.750 (47.317) | Acc@5 70.312 (71.793)
[2021-03-14 07:48:39] TRAIN: [8][2520/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.3185 (2.3793) | Acc@1 46.875 (47.317) | Acc@5 71.484 (71.797)
[2021-03-14 07:48:48] TRAIN: [8][2550/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.3267 (2.3800) | Acc@1 49.609 (47.308) | Acc@5 75.000 (71.787)
[2021-03-14 07:48:56] TRAIN: [8][2580/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.6022 (2.3802) | Acc@1 44.922 (47.304) | Acc@5 66.797 (71.783)
[2021-03-14 07:49:05] TRAIN: [8][2610/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 2.6371 (2.3805) | Acc@1 42.578 (47.305) | Acc@5 66.797 (71.779)
[2021-03-14 07:49:13] TRAIN: [8][2640/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.5123 (2.3811) | Acc@1 46.875 (47.291) | Acc@5 69.922 (71.770)
[2021-03-14 07:49:22] TRAIN: [8][2670/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.3842 (2.3812) | Acc@1 50.000 (47.291) | Acc@5 72.266 (71.773)
[2021-03-14 07:49:30] TRAIN: [8][2700/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.3719 (2.3812) | Acc@1 48.438 (47.285) | Acc@5 69.922 (71.767)
[2021-03-14 07:49:39] TRAIN: [8][2730/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.1685 (2.3813) | Acc@1 52.734 (47.286) | Acc@5 76.953 (71.765)
[2021-03-14 07:49:47] TRAIN: [8][2760/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.4891 (2.3817) | Acc@1 46.484 (47.283) | Acc@5 69.922 (71.757)
[2021-03-14 07:49:56] TRAIN: [8][2790/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.5262 (2.3817) | Acc@1 43.359 (47.282) | Acc@5 67.969 (71.758)
[2021-03-14 07:50:04] TRAIN: [8][2820/5004] | Time 0.290 ( 0.283) | Data 0.000 (0.001) | Loss 2.3120 (2.3816) | Acc@1 50.000 (47.286) | Acc@5 72.656 (71.757)
[2021-03-14 07:50:13] TRAIN: [8][2850/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.2301 (2.3815) | Acc@1 51.172 (47.286) | Acc@5 76.562 (71.762)
[2021-03-14 07:50:21] TRAIN: [8][2880/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.1263 (2.3816) | Acc@1 50.781 (47.286) | Acc@5 76.562 (71.762)
[2021-03-14 07:50:30] TRAIN: [8][2910/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.1782 (2.3817) | Acc@1 49.609 (47.288) | Acc@5 73.047 (71.760)
[2021-03-14 07:50:38] TRAIN: [8][2940/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.4209 (2.3818) | Acc@1 47.656 (47.286) | Acc@5 69.922 (71.757)
[2021-03-14 07:50:47] TRAIN: [8][2970/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.3220 (2.3815) | Acc@1 49.219 (47.293) | Acc@5 71.094 (71.759)
[2021-03-14 07:50:55] TRAIN: [8][3000/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.4163 (2.3816) | Acc@1 44.141 (47.294) | Acc@5 70.312 (71.757)
[2021-03-14 07:51:04] TRAIN: [8][3030/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.0019 (2.3813) | Acc@1 57.031 (47.306) | Acc@5 77.734 (71.760)
[2021-03-14 07:51:12] TRAIN: [8][3060/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.5580 (2.3815) | Acc@1 45.703 (47.309) | Acc@5 69.141 (71.757)
[2021-03-14 07:51:20] TRAIN: [8][3090/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.4919 (2.3810) | Acc@1 45.703 (47.316) | Acc@5 70.312 (71.765)
[2021-03-14 07:51:29] TRAIN: [8][3120/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.3729 (2.3808) | Acc@1 46.484 (47.325) | Acc@5 72.266 (71.771)
[2021-03-14 07:51:37] TRAIN: [8][3150/5004] | Time 0.292 ( 0.283) | Data 0.000 (0.001) | Loss 2.2934 (2.3808) | Acc@1 46.875 (47.326) | Acc@5 73.047 (71.774)
[2021-03-14 07:51:46] TRAIN: [8][3180/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.5038 (2.3806) | Acc@1 42.188 (47.338) | Acc@5 69.531 (71.779)
[2021-03-14 07:51:55] TRAIN: [8][3210/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.2024 (2.3806) | Acc@1 50.391 (47.340) | Acc@5 73.828 (71.780)
[2021-03-14 07:52:03] TRAIN: [8][3240/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.3843 (2.3808) | Acc@1 46.484 (47.340) | Acc@5 70.703 (71.775)
[2021-03-14 07:52:11] TRAIN: [8][3270/5004] | Time 0.291 ( 0.283) | Data 0.000 (0.001) | Loss 2.5803 (2.3807) | Acc@1 43.750 (47.338) | Acc@5 71.094 (71.782)
[2021-03-14 07:52:20] TRAIN: [8][3300/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.0327 (2.3809) | Acc@1 48.828 (47.337) | Acc@5 78.125 (71.777)
[2021-03-14 07:52:28] TRAIN: [8][3330/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 2.3808 (2.3809) | Acc@1 46.484 (47.330) | Acc@5 75.000 (71.779)
[2021-03-14 07:52:37] TRAIN: [8][3360/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.4638 (2.3803) | Acc@1 48.047 (47.335) | Acc@5 68.750 (71.784)
[2021-03-14 07:52:45] TRAIN: [8][3390/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.2331 (2.3802) | Acc@1 50.781 (47.330) | Acc@5 75.000 (71.784)
[2021-03-14 07:52:54] TRAIN: [8][3420/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.4294 (2.3807) | Acc@1 50.391 (47.323) | Acc@5 73.047 (71.777)
[2021-03-14 07:53:02] TRAIN: [8][3450/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.3432 (2.3808) | Acc@1 48.438 (47.320) | Acc@5 71.484 (71.776)
[2021-03-14 07:53:11] TRAIN: [8][3480/5004] | Time 0.273 ( 0.283) | Data 0.000 (0.001) | Loss 2.3397 (2.3808) | Acc@1 47.656 (47.319) | Acc@5 72.656 (71.774)
[2021-03-14 07:53:19] TRAIN: [8][3510/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.6177 (2.3808) | Acc@1 43.359 (47.319) | Acc@5 69.531 (71.774)
[2021-03-14 07:53:28] TRAIN: [8][3540/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 2.1839 (2.3807) | Acc@1 50.000 (47.316) | Acc@5 73.828 (71.778)
[2021-03-14 07:53:36] TRAIN: [8][3570/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.4466 (2.3809) | Acc@1 44.531 (47.311) | Acc@5 69.922 (71.780)
[2021-03-14 07:53:45] TRAIN: [8][3600/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.0275 (2.3807) | Acc@1 53.125 (47.316) | Acc@5 76.953 (71.778)
[2021-03-14 07:53:53] TRAIN: [8][3630/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.2223 (2.3805) | Acc@1 52.344 (47.326) | Acc@5 74.219 (71.782)
[2021-03-14 07:54:02] TRAIN: [8][3660/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.2540 (2.3806) | Acc@1 49.219 (47.326) | Acc@5 74.219 (71.779)
[2021-03-14 07:54:10] TRAIN: [8][3690/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.2144 (2.3809) | Acc@1 50.391 (47.317) | Acc@5 74.609 (71.771)
[2021-03-14 07:54:19] TRAIN: [8][3720/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.5812 (2.3811) | Acc@1 44.531 (47.308) | Acc@5 67.969 (71.768)
[2021-03-14 07:54:27] TRAIN: [8][3750/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.2145 (2.3811) | Acc@1 48.047 (47.308) | Acc@5 75.781 (71.771)
[2021-03-14 07:54:36] TRAIN: [8][3780/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.3878 (2.3809) | Acc@1 49.609 (47.312) | Acc@5 69.141 (71.772)
[2021-03-14 07:54:44] TRAIN: [8][3810/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.1140 (2.3808) | Acc@1 52.734 (47.312) | Acc@5 75.391 (71.773)
[2021-03-14 07:54:53] TRAIN: [8][3840/5004] | Time 0.290 ( 0.283) | Data 0.000 (0.001) | Loss 2.3132 (2.3806) | Acc@1 44.531 (47.316) | Acc@5 73.438 (71.777)
[2021-03-14 07:55:01] TRAIN: [8][3870/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.3366 (2.3804) | Acc@1 43.359 (47.319) | Acc@5 73.047 (71.783)
[2021-03-14 07:55:10] TRAIN: [8][3900/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.5519 (2.3808) | Acc@1 47.266 (47.309) | Acc@5 68.750 (71.775)
[2021-03-14 07:55:18] TRAIN: [8][3930/5004] | Time 0.294 ( 0.283) | Data 0.000 (0.001) | Loss 2.2564 (2.3807) | Acc@1 49.609 (47.313) | Acc@5 69.922 (71.778)
[2021-03-14 07:55:27] TRAIN: [8][3960/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.3593 (2.3804) | Acc@1 46.484 (47.318) | Acc@5 70.703 (71.783)
[2021-03-14 07:55:35] TRAIN: [8][3990/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.2476 (2.3806) | Acc@1 50.000 (47.320) | Acc@5 75.000 (71.776)
[2021-03-14 07:55:44] TRAIN: [8][4020/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.4248 (2.3807) | Acc@1 43.359 (47.318) | Acc@5 67.969 (71.776)
[2021-03-14 07:55:52] TRAIN: [8][4050/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.3272 (2.3809) | Acc@1 46.875 (47.314) | Acc@5 71.484 (71.772)
[2021-03-14 07:56:01] TRAIN: [8][4080/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.4028 (2.3813) | Acc@1 48.047 (47.308) | Acc@5 71.484 (71.769)
[2021-03-14 07:56:09] TRAIN: [8][4110/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.5252 (2.3816) | Acc@1 44.922 (47.304) | Acc@5 69.141 (71.762)
[2021-03-14 07:56:17] TRAIN: [8][4140/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.8275 (2.3815) | Acc@1 37.891 (47.308) | Acc@5 64.453 (71.767)
[2021-03-14 07:56:26] TRAIN: [8][4170/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.2663 (2.3817) | Acc@1 51.172 (47.308) | Acc@5 74.609 (71.764)
[2021-03-14 07:56:34] TRAIN: [8][4200/5004] | Time 0.291 ( 0.283) | Data 0.000 (0.001) | Loss 2.2823 (2.3814) | Acc@1 48.047 (47.315) | Acc@5 73.828 (71.768)
[2021-03-14 07:56:43] TRAIN: [8][4230/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.2440 (2.3814) | Acc@1 48.047 (47.313) | Acc@5 75.391 (71.766)
[2021-03-14 07:56:52] TRAIN: [8][4260/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.6037 (2.3814) | Acc@1 41.797 (47.313) | Acc@5 68.750 (71.768)
[2021-03-14 07:57:00] TRAIN: [8][4290/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.0750 (2.3813) | Acc@1 50.391 (47.314) | Acc@5 75.781 (71.768)
[2021-03-14 07:57:09] TRAIN: [8][4320/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.1697 (2.3810) | Acc@1 49.219 (47.317) | Acc@5 74.609 (71.771)
[2021-03-14 07:57:17] TRAIN: [8][4350/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.5410 (2.3811) | Acc@1 43.359 (47.318) | Acc@5 69.141 (71.769)
[2021-03-14 07:57:25] TRAIN: [8][4380/5004] | Time 0.304 ( 0.283) | Data 0.000 (0.001) | Loss 2.3730 (2.3809) | Acc@1 48.438 (47.323) | Acc@5 69.531 (71.769)
[2021-03-14 07:57:34] TRAIN: [8][4410/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.4310 (2.3808) | Acc@1 42.188 (47.327) | Acc@5 67.578 (71.767)
[2021-03-14 07:57:42] TRAIN: [8][4440/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.2196 (2.3809) | Acc@1 49.219 (47.324) | Acc@5 73.828 (71.768)
[2021-03-14 07:57:51] TRAIN: [8][4470/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.2993 (2.3806) | Acc@1 51.562 (47.328) | Acc@5 72.656 (71.774)
[2021-03-14 07:57:59] TRAIN: [8][4500/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.4990 (2.3804) | Acc@1 47.266 (47.330) | Acc@5 69.531 (71.778)
[2021-03-14 07:58:08] TRAIN: [8][4530/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.2080 (2.3802) | Acc@1 53.125 (47.333) | Acc@5 73.438 (71.780)
[2021-03-14 07:58:16] TRAIN: [8][4560/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.2875 (2.3805) | Acc@1 44.141 (47.330) | Acc@5 73.047 (71.777)
[2021-03-14 07:58:25] TRAIN: [8][4590/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.5270 (2.3807) | Acc@1 42.969 (47.325) | Acc@5 70.312 (71.774)
[2021-03-14 07:58:33] TRAIN: [8][4620/5004] | Time 0.288 ( 0.283) | Data 0.000 (0.001) | Loss 2.2140 (2.3806) | Acc@1 48.438 (47.329) | Acc@5 74.219 (71.778)
[2021-03-14 07:58:42] TRAIN: [8][4650/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.3226 (2.3807) | Acc@1 44.531 (47.326) | Acc@5 71.875 (71.777)
[2021-03-14 07:58:50] TRAIN: [8][4680/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.5009 (2.3810) | Acc@1 48.828 (47.326) | Acc@5 68.750 (71.773)
[2021-03-14 07:58:59] TRAIN: [8][4710/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.3634 (2.3807) | Acc@1 46.094 (47.332) | Acc@5 69.531 (71.776)
[2021-03-14 07:59:07] TRAIN: [8][4740/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.4813 (2.3807) | Acc@1 43.359 (47.331) | Acc@5 69.531 (71.776)
[2021-03-14 07:59:16] TRAIN: [8][4770/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.4275 (2.3807) | Acc@1 47.266 (47.331) | Acc@5 68.750 (71.777)
[2021-03-14 07:59:24] TRAIN: [8][4800/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.5663 (2.3806) | Acc@1 43.359 (47.335) | Acc@5 69.922 (71.777)
[2021-03-14 07:59:33] TRAIN: [8][4830/5004] | Time 0.293 ( 0.283) | Data 0.000 (0.001) | Loss 2.5896 (2.3803) | Acc@1 46.094 (47.347) | Acc@5 67.969 (71.781)
[2021-03-14 07:59:41] TRAIN: [8][4860/5004] | Time 0.287 ( 0.283) | Data 0.000 (0.001) | Loss 2.3464 (2.3802) | Acc@1 49.219 (47.346) | Acc@5 73.828 (71.782)
[2021-03-14 07:59:50] TRAIN: [8][4890/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.4874 (2.3803) | Acc@1 47.266 (47.341) | Acc@5 67.578 (71.778)
[2021-03-14 07:59:58] TRAIN: [8][4920/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.5289 (2.3802) | Acc@1 46.875 (47.342) | Acc@5 69.141 (71.779)
[2021-03-14 08:00:07] TRAIN: [8][4950/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.3533 (2.3800) | Acc@1 49.219 (47.346) | Acc@5 73.828 (71.783)
[2021-03-14 08:00:15] TRAIN: [8][4980/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.2391 (2.3800) | Acc@1 51.172 (47.349) | Acc@5 71.094 (71.783)
[2021-03-14 08:00:22] TRAIN: [8][5004/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.4692 (2.3803) | Acc@1 45.312 (47.344) | Acc@5 71.094 (71.779)
[2021-03-14 08:00:35] VAL: [10/32] | Time 0.597 ( 1.221) | Data 0.000 (0.580) | Loss 2.1509 (2.1202) | Acc@1 51.812 (51.631) | Acc@5 76.750 (76.725)
[2021-03-14 08:00:43] VAL: [20/32] | Time 0.604 ( 1.027) | Data 0.000 (0.402) | Loss 2.2045 (2.1372) | Acc@1 49.125 (51.122) | Acc@5 74.938 (76.459)
[2021-03-14 08:00:52] VAL: [30/32] | Time 0.507 ( 0.991) | Data 0.000 (0.389) | Loss 2.1191 (2.1334) | Acc@1 50.688 (51.110) | Acc@5 77.375 (76.402)
[2021-03-14 08:00:53] VAL: [32/32] | Time 0.249 ( 0.953) | Data 0.000 (0.365) | Loss 2.1013 (2.1345) | Acc@1 53.250 (51.120) | Acc@5 75.000 (76.338)
[2021-03-14 08:00:53] ACCURACY: TOP1 51.120(BEST 51.286) | TOP5 76.338 | SAVED botnet50-wd5/checkpoints/ckpt_ep_008.pth.tar
[2021-03-14 08:00:53] CURRENT EPOCH: 9, LR: 0.1969, POLICY: cos
[2021-03-14 08:01:02] TRAIN: [9][ 30/5004] | Time 0.276 ( 0.303) | Data 0.000 (0.021) | Loss 2.2381 (2.2943) | Acc@1 48.828 (48.659) | Acc@5 75.000 (73.307)
[2021-03-14 08:01:11] TRAIN: [9][ 60/5004] | Time 0.284 ( 0.291) | Data 0.000 (0.011) | Loss 2.5034 (2.2771) | Acc@1 44.531 (48.815) | Acc@5 72.266 (73.431)
[2021-03-14 08:01:19] TRAIN: [9][ 90/5004] | Time 0.276 ( 0.288) | Data 0.000 (0.008) | Loss 2.2878 (2.2796) | Acc@1 47.656 (48.911) | Acc@5 72.266 (73.329)
[2021-03-14 08:01:28] TRAIN: [9][ 120/5004] | Time 0.276 ( 0.288) | Data 0.000 (0.006) | Loss 2.2643 (2.2904) | Acc@1 47.656 (48.841) | Acc@5 75.391 (73.193)
[2021-03-14 08:01:36] TRAIN: [9][ 150/5004] | Time 0.299 ( 0.287) | Data 0.000 (0.005) | Loss 2.1451 (2.3072) | Acc@1 53.125 (48.516) | Acc@5 76.562 (72.917)
[2021-03-14 08:01:45] TRAIN: [9][ 180/5004] | Time 0.283 ( 0.286) | Data 0.000 (0.004) | Loss 2.5009 (2.3089) | Acc@1 46.875 (48.455) | Acc@5 68.359 (72.917)
[2021-03-14 08:01:53] TRAIN: [9][ 210/5004] | Time 0.283 ( 0.286) | Data 0.000 (0.003) | Loss 2.1586 (2.3042) | Acc@1 51.172 (48.555) | Acc@5 74.219 (72.980)
[2021-03-14 08:02:02] TRAIN: [9][ 240/5004] | Time 0.277 ( 0.286) | Data 0.000 (0.003) | Loss 2.4790 (2.3116) | Acc@1 45.703 (48.376) | Acc@5 72.266 (72.889)
[2021-03-14 08:02:10] TRAIN: [9][ 270/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.003) | Loss 2.3281 (2.3095) | Acc@1 47.266 (48.422) | Acc@5 70.703 (72.888)
[2021-03-14 08:02:19] TRAIN: [9][ 300/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.003) | Loss 2.5528 (2.3100) | Acc@1 45.312 (48.404) | Acc@5 68.359 (72.879)
[2021-03-14 08:02:27] TRAIN: [9][ 330/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.002) | Loss 2.4322 (2.3115) | Acc@1 46.484 (48.389) | Acc@5 69.141 (72.868)
[2021-03-14 08:02:36] TRAIN: [9][ 360/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.002) | Loss 2.3106 (2.3104) | Acc@1 47.656 (48.393) | Acc@5 69.531 (72.898)
[2021-03-14 08:02:44] TRAIN: [9][ 390/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.002) | Loss 2.3122 (2.3116) | Acc@1 49.609 (48.376) | Acc@5 72.266 (72.904)
[2021-03-14 08:02:53] TRAIN: [9][ 420/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.002) | Loss 2.3842 (2.3116) | Acc@1 44.531 (48.376) | Acc@5 72.266 (72.927)
[2021-03-14 08:03:01] TRAIN: [9][ 450/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.002) | Loss 2.0181 (2.3120) | Acc@1 52.734 (48.352) | Acc@5 78.125 (72.905)
[2021-03-14 08:03:10] TRAIN: [9][ 480/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.002) | Loss 2.5243 (2.3124) | Acc@1 46.875 (48.389) | Acc@5 68.750 (72.897)
[2021-03-14 08:03:18] TRAIN: [9][ 510/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.002) | Loss 2.1989 (2.3131) | Acc@1 47.656 (48.369) | Acc@5 75.391 (72.897)
[2021-03-14 08:03:27] TRAIN: [9][ 540/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.002) | Loss 2.1986 (2.3150) | Acc@1 54.297 (48.367) | Acc@5 73.828 (72.870)
[2021-03-14 08:03:35] TRAIN: [9][ 570/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.002) | Loss 2.3590 (2.3148) | Acc@1 53.125 (48.370) | Acc@5 73.828 (72.848)
[2021-03-14 08:03:44] TRAIN: [9][ 600/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1968 (2.3153) | Acc@1 55.469 (48.376) | Acc@5 75.391 (72.832)
[2021-03-14 08:03:52] TRAIN: [9][ 630/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.4134 (2.3157) | Acc@1 47.266 (48.401) | Acc@5 73.828 (72.825)
[2021-03-14 08:04:01] TRAIN: [9][ 660/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4473 (2.3148) | Acc@1 49.219 (48.408) | Acc@5 69.922 (72.820)
[2021-03-14 08:04:09] TRAIN: [9][ 690/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9724 (2.3142) | Acc@1 53.516 (48.451) | Acc@5 77.734 (72.816)
[2021-03-14 08:04:18] TRAIN: [9][ 720/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.3228 (2.3125) | Acc@1 52.734 (48.484) | Acc@5 71.875 (72.833)
[2021-03-14 08:04:26] TRAIN: [9][ 750/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3861 (2.3121) | Acc@1 42.188 (48.506) | Acc@5 72.266 (72.834)
[2021-03-14 08:04:35] TRAIN: [9][ 780/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3209 (2.3129) | Acc@1 47.656 (48.521) | Acc@5 75.781 (72.826)
[2021-03-14 08:04:44] TRAIN: [9][ 810/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.2239 (2.3132) | Acc@1 48.047 (48.503) | Acc@5 72.656 (72.815)
[2021-03-14 08:04:52] TRAIN: [9][ 840/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1638 (2.3144) | Acc@1 51.172 (48.491) | Acc@5 76.953 (72.804)
[2021-03-14 08:05:01] TRAIN: [9][ 870/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.5453 (2.3148) | Acc@1 44.141 (48.484) | Acc@5 70.312 (72.816)
[2021-03-14 08:05:09] TRAIN: [9][ 900/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.4740 (2.3165) | Acc@1 44.531 (48.449) | Acc@5 70.703 (72.790)
[2021-03-14 08:05:18] TRAIN: [9][ 930/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4865 (2.3176) | Acc@1 44.922 (48.437) | Acc@5 69.141 (72.784)
[2021-03-14 08:05:26] TRAIN: [9][ 960/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3663 (2.3182) | Acc@1 42.969 (48.438) | Acc@5 70.703 (72.776)
[2021-03-14 08:05:35] TRAIN: [9][ 990/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.4132 (2.3183) | Acc@1 49.219 (48.439) | Acc@5 70.703 (72.781)
[2021-03-14 08:05:43] TRAIN: [9][1020/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9349 (2.3178) | Acc@1 53.125 (48.450) | Acc@5 81.250 (72.796)
[2021-03-14 08:05:52] TRAIN: [9][1050/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.3827 (2.3180) | Acc@1 49.219 (48.442) | Acc@5 71.484 (72.787)
[2021-03-14 08:06:00] TRAIN: [9][1080/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.3597 (2.3186) | Acc@1 48.047 (48.433) | Acc@5 72.656 (72.780)
[2021-03-14 08:06:09] TRAIN: [9][1110/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.7001 (2.3184) | Acc@1 43.750 (48.415) | Acc@5 62.500 (72.795)
[2021-03-14 08:06:17] TRAIN: [9][1140/5004] | Time 0.312 ( 0.284) | Data 0.000 (0.001) | Loss 2.3172 (2.3193) | Acc@1 48.828 (48.400) | Acc@5 73.828 (72.784)
[2021-03-14 08:06:26] TRAIN: [9][1170/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.1355 (2.3194) | Acc@1 50.781 (48.398) | Acc@5 75.000 (72.767)
[2021-03-14 08:06:34] TRAIN: [9][1200/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.5780 (2.3199) | Acc@1 42.969 (48.378) | Acc@5 66.797 (72.757)
[2021-03-14 08:06:43] TRAIN: [9][1230/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.4207 (2.3199) | Acc@1 46.875 (48.386) | Acc@5 69.141 (72.744)
[2021-03-14 08:06:51] TRAIN: [9][1260/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.5690 (2.3208) | Acc@1 45.312 (48.363) | Acc@5 68.359 (72.728)
[2021-03-14 08:06:59] TRAIN: [9][1290/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.2620 (2.3201) | Acc@1 46.875 (48.365) | Acc@5 70.703 (72.739)
[2021-03-14 08:07:08] TRAIN: [9][1320/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2352 (2.3213) | Acc@1 50.391 (48.344) | Acc@5 73.047 (72.712)
[2021-03-14 08:07:16] TRAIN: [9][1350/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.3730 (2.3217) | Acc@1 48.828 (48.338) | Acc@5 72.266 (72.707)
[2021-03-14 08:07:25] TRAIN: [9][1380/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1827 (2.3220) | Acc@1 54.688 (48.323) | Acc@5 75.391 (72.718)
[2021-03-14 08:07:33] TRAIN: [9][1410/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4103 (2.3208) | Acc@1 45.703 (48.347) | Acc@5 71.875 (72.734)
[2021-03-14 08:07:42] TRAIN: [9][1440/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3771 (2.3206) | Acc@1 48.438 (48.357) | Acc@5 72.266 (72.741)
[2021-03-14 08:07:50] TRAIN: [9][1470/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1409 (2.3211) | Acc@1 52.734 (48.359) | Acc@5 76.172 (72.733)
[2021-03-14 08:07:59] TRAIN: [9][1500/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.2472 (2.3211) | Acc@1 53.906 (48.363) | Acc@5 75.000 (72.743)
[2021-03-14 08:08:07] TRAIN: [9][1530/5004] | Time 0.300 ( 0.284) | Data 0.001 (0.001) | Loss 2.4777 (2.3207) | Acc@1 44.922 (48.373) | Acc@5 71.875 (72.757)
[2021-03-14 08:08:16] TRAIN: [9][1560/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3976 (2.3207) | Acc@1 42.578 (48.369) | Acc@5 70.312 (72.751)
[2021-03-14 08:08:24] TRAIN: [9][1590/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2039 (2.3206) | Acc@1 44.141 (48.369) | Acc@5 75.000 (72.755)
[2021-03-14 08:08:33] TRAIN: [9][1620/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1092 (2.3205) | Acc@1 51.562 (48.374) | Acc@5 76.172 (72.756)
[2021-03-14 08:08:41] TRAIN: [9][1650/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2896 (2.3204) | Acc@1 49.219 (48.376) | Acc@5 74.609 (72.757)
[2021-03-14 08:08:50] TRAIN: [9][1680/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4636 (2.3208) | Acc@1 41.016 (48.364) | Acc@5 70.703 (72.735)
[2021-03-14 08:08:58] TRAIN: [9][1710/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.5001 (2.3220) | Acc@1 48.828 (48.333) | Acc@5 67.969 (72.710)
[2021-03-14 08:09:07] TRAIN: [9][1740/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.3097 (2.3232) | Acc@1 50.391 (48.318) | Acc@5 74.219 (72.684)
[2021-03-14 08:09:15] TRAIN: [9][1770/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0557 (2.3233) | Acc@1 51.953 (48.322) | Acc@5 74.609 (72.680)
[2021-03-14 08:09:24] TRAIN: [9][1800/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.4442 (2.3238) | Acc@1 46.875 (48.328) | Acc@5 71.094 (72.674)
[2021-03-14 08:09:32] TRAIN: [9][1830/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.2169 (2.3236) | Acc@1 51.172 (48.335) | Acc@5 73.438 (72.684)
[2021-03-14 08:09:41] TRAIN: [9][1860/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2018 (2.3241) | Acc@1 51.953 (48.317) | Acc@5 74.219 (72.671)
[2021-03-14 08:09:49] TRAIN: [9][1890/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.4021 (2.3243) | Acc@1 46.094 (48.309) | Acc@5 69.531 (72.657)
[2021-03-14 08:09:58] TRAIN: [9][1920/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3291 (2.3243) | Acc@1 48.438 (48.305) | Acc@5 70.312 (72.655)
[2021-03-14 08:10:06] TRAIN: [9][1950/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2706 (2.3246) | Acc@1 51.953 (48.301) | Acc@5 74.219 (72.647)
[2021-03-14 08:10:15] TRAIN: [9][1980/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1811 (2.3247) | Acc@1 50.000 (48.306) | Acc@5 75.391 (72.648)
[2021-03-14 08:10:23] TRAIN: [9][2010/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.2250 (2.3248) | Acc@1 48.438 (48.303) | Acc@5 70.703 (72.637)
[2021-03-14 08:10:32] TRAIN: [9][2040/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.5782 (2.3249) | Acc@1 42.578 (48.299) | Acc@5 67.969 (72.650)
[2021-03-14 08:10:40] TRAIN: [9][2070/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3797 (2.3248) | Acc@1 50.391 (48.309) | Acc@5 75.781 (72.650)
[2021-03-14 08:10:49] TRAIN: [9][2100/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.3906 (2.3249) | Acc@1 47.656 (48.310) | Acc@5 70.312 (72.650)
[2021-03-14 08:10:57] TRAIN: [9][2130/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.5720 (2.3253) | Acc@1 43.750 (48.299) | Acc@5 71.094 (72.644)
[2021-03-14 08:11:06] TRAIN: [9][2160/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.001) | Loss 2.1930 (2.3254) | Acc@1 50.781 (48.300) | Acc@5 76.953 (72.646)
[2021-03-14 08:11:15] TRAIN: [9][2190/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1504 (2.3249) | Acc@1 51.172 (48.313) | Acc@5 76.562 (72.652)
[2021-03-14 08:11:23] TRAIN: [9][2220/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.4949 (2.3248) | Acc@1 48.047 (48.316) | Acc@5 69.531 (72.652)
[2021-03-14 08:11:32] TRAIN: [9][2250/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1471 (2.3250) | Acc@1 51.172 (48.325) | Acc@5 74.219 (72.650)
[2021-03-14 08:11:40] TRAIN: [9][2280/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.3275 (2.3243) | Acc@1 49.219 (48.337) | Acc@5 73.047 (72.662)
[2021-03-14 08:11:49] TRAIN: [9][2310/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.3203 (2.3243) | Acc@1 50.391 (48.331) | Acc@5 73.828 (72.665)
[2021-03-14 08:11:57] TRAIN: [9][2340/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.4113 (2.3249) | Acc@1 49.609 (48.325) | Acc@5 71.875 (72.652)
[2021-03-14 08:12:06] TRAIN: [9][2370/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.2898 (2.3255) | Acc@1 49.219 (48.315) | Acc@5 70.312 (72.636)
[2021-03-14 08:12:14] TRAIN: [9][2400/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2756 (2.3258) | Acc@1 46.094 (48.312) | Acc@5 73.438 (72.632)
[2021-03-14 08:12:23] TRAIN: [9][2430/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.2475 (2.3257) | Acc@1 48.828 (48.317) | Acc@5 72.656 (72.628)
[2021-03-14 08:12:31] TRAIN: [9][2460/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3209 (2.3255) | Acc@1 44.531 (48.315) | Acc@5 71.484 (72.630)
[2021-03-14 08:12:40] TRAIN: [9][2490/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.3840 (2.3256) | Acc@1 44.922 (48.312) | Acc@5 72.266 (72.630)
[2021-03-14 08:12:48] TRAIN: [9][2520/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.4757 (2.3257) | Acc@1 46.094 (48.307) | Acc@5 67.578 (72.628)
[2021-03-14 08:12:57] TRAIN: [9][2550/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.3263 (2.3257) | Acc@1 47.266 (48.306) | Acc@5 74.609 (72.630)
[2021-03-14 08:13:05] TRAIN: [9][2580/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1992 (2.3256) | Acc@1 49.609 (48.311) | Acc@5 76.172 (72.634)
[2021-03-14 08:13:14] TRAIN: [9][2610/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.4912 (2.3258) | Acc@1 46.875 (48.309) | Acc@5 71.094 (72.630)
[2021-03-14 08:13:22] TRAIN: [9][2640/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3378 (2.3256) | Acc@1 46.484 (48.318) | Acc@5 74.219 (72.637)
[2021-03-14 08:13:31] TRAIN: [9][2670/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.4298 (2.3261) | Acc@1 47.656 (48.308) | Acc@5 71.484 (72.632)
[2021-03-14 08:13:39] TRAIN: [9][2700/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.4326 (2.3265) | Acc@1 48.047 (48.297) | Acc@5 71.875 (72.625)
[2021-03-14 08:13:48] TRAIN: [9][2730/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.001) | Loss 2.4236 (2.3269) | Acc@1 47.656 (48.292) | Acc@5 72.656 (72.619)
[2021-03-14 08:13:56] TRAIN: [9][2760/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.5479 (2.3270) | Acc@1 48.047 (48.289) | Acc@5 70.703 (72.615)
[2021-03-14 08:14:05] TRAIN: [9][2790/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.2839 (2.3272) | Acc@1 47.656 (48.281) | Acc@5 74.219 (72.616)
[2021-03-14 08:14:13] TRAIN: [9][2820/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1964 (2.3272) | Acc@1 52.734 (48.289) | Acc@5 73.828 (72.608)
[2021-03-14 08:14:22] TRAIN: [9][2850/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3322 (2.3275) | Acc@1 49.609 (48.279) | Acc@5 75.000 (72.606)
[2021-03-14 08:14:30] TRAIN: [9][2880/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3625 (2.3275) | Acc@1 49.219 (48.275) | Acc@5 73.047 (72.609)
[2021-03-14 08:14:39] TRAIN: [9][2910/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.3851 (2.3276) | Acc@1 46.875 (48.272) | Acc@5 72.656 (72.607)
[2021-03-14 08:14:47] TRAIN: [9][2940/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.5183 (2.3272) | Acc@1 46.094 (48.276) | Acc@5 70.703 (72.616)
[2021-03-14 08:14:56] TRAIN: [9][2970/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4692 (2.3274) | Acc@1 47.656 (48.279) | Acc@5 71.875 (72.609)
[2021-03-14 08:15:04] TRAIN: [9][3000/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.4083 (2.3275) | Acc@1 45.312 (48.272) | Acc@5 70.703 (72.610)
[2021-03-14 08:15:13] TRAIN: [9][3030/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2271 (2.3275) | Acc@1 49.609 (48.276) | Acc@5 75.781 (72.612)
[2021-03-14 08:15:21] TRAIN: [9][3060/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1704 (2.3275) | Acc@1 49.609 (48.273) | Acc@5 76.172 (72.609)
[2021-03-14 08:15:30] TRAIN: [9][3090/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3040 (2.3276) | Acc@1 49.609 (48.277) | Acc@5 71.094 (72.608)
[2021-03-14 08:15:38] TRAIN: [9][3120/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.6289 (2.3277) | Acc@1 43.359 (48.274) | Acc@5 69.141 (72.607)
[2021-03-14 08:15:47] TRAIN: [9][3150/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.4015 (2.3276) | Acc@1 46.875 (48.276) | Acc@5 68.359 (72.608)
[2021-03-14 08:15:55] TRAIN: [9][3180/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.4084 (2.3275) | Acc@1 53.125 (48.284) | Acc@5 70.312 (72.613)
[2021-03-14 08:16:04] TRAIN: [9][3210/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3994 (2.3275) | Acc@1 44.922 (48.282) | Acc@5 69.922 (72.613)
[2021-03-14 08:16:12] TRAIN: [9][3240/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.3254 (2.3274) | Acc@1 48.438 (48.285) | Acc@5 72.656 (72.615)
[2021-03-14 08:16:21] TRAIN: [9][3270/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.4100 (2.3274) | Acc@1 45.312 (48.280) | Acc@5 72.656 (72.615)
[2021-03-14 08:16:29] TRAIN: [9][3300/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2829 (2.3273) | Acc@1 47.266 (48.282) | Acc@5 72.656 (72.614)
[2021-03-14 08:16:38] TRAIN: [9][3330/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3266 (2.3272) | Acc@1 48.828 (48.280) | Acc@5 75.781 (72.617)
[2021-03-14 08:16:46] TRAIN: [9][3360/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.001) | Loss 2.2197 (2.3275) | Acc@1 48.047 (48.273) | Acc@5 74.219 (72.614)
[2021-03-14 08:16:55] TRAIN: [9][3390/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.5278 (2.3278) | Acc@1 47.266 (48.268) | Acc@5 70.703 (72.613)
[2021-03-14 08:17:03] TRAIN: [9][3420/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0074 (2.3276) | Acc@1 51.562 (48.271) | Acc@5 77.734 (72.615)
[2021-03-14 08:17:12] TRAIN: [9][3450/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.4517 (2.3279) | Acc@1 52.734 (48.271) | Acc@5 67.188 (72.610)
[2021-03-14 08:17:20] TRAIN: [9][3480/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.4507 (2.3276) | Acc@1 44.141 (48.279) | Acc@5 71.484 (72.615)
[2021-03-14 08:17:29] TRAIN: [9][3510/5004] | Time 0.352 ( 0.284) | Data 0.000 (0.001) | Loss 2.4359 (2.3276) | Acc@1 48.438 (48.281) | Acc@5 68.359 (72.612)
[2021-03-14 08:17:37] TRAIN: [9][3540/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.4228 (2.3275) | Acc@1 44.922 (48.287) | Acc@5 72.656 (72.615)
[2021-03-14 08:17:46] TRAIN: [9][3570/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0643 (2.3276) | Acc@1 55.469 (48.287) | Acc@5 78.516 (72.612)
[2021-03-14 08:17:54] TRAIN: [9][3600/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.3418 (2.3275) | Acc@1 47.656 (48.289) | Acc@5 72.266 (72.614)
[2021-03-14 08:18:03] TRAIN: [9][3630/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0097 (2.3275) | Acc@1 51.953 (48.281) | Acc@5 77.344 (72.615)
[2021-03-14 08:18:11] TRAIN: [9][3660/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1805 (2.3279) | Acc@1 49.609 (48.275) | Acc@5 75.781 (72.609)
[2021-03-14 08:18:20] TRAIN: [9][3690/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9761 (2.3281) | Acc@1 51.953 (48.275) | Acc@5 79.688 (72.608)
[2021-03-14 08:18:28] TRAIN: [9][3720/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2598 (2.3280) | Acc@1 47.656 (48.275) | Acc@5 70.312 (72.607)
[2021-03-14 08:18:37] TRAIN: [9][3750/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.5186 (2.3279) | Acc@1 46.484 (48.279) | Acc@5 70.703 (72.610)
[2021-03-14 08:18:45] TRAIN: [9][3780/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2967 (2.3281) | Acc@1 48.438 (48.279) | Acc@5 74.609 (72.605)
[2021-03-14 08:18:54] TRAIN: [9][3810/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.5179 (2.3276) | Acc@1 46.875 (48.290) | Acc@5 72.266 (72.612)
[2021-03-14 08:19:02] TRAIN: [9][3840/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2182 (2.3276) | Acc@1 52.734 (48.293) | Acc@5 71.484 (72.608)
[2021-03-14 08:19:11] TRAIN: [9][3870/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.5295 (2.3275) | Acc@1 47.266 (48.296) | Acc@5 69.141 (72.609)
[2021-03-14 08:19:19] TRAIN: [9][3900/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.6191 (2.3279) | Acc@1 39.844 (48.288) | Acc@5 69.531 (72.609)
[2021-03-14 08:19:28] TRAIN: [9][3930/5004] | Time 0.274 ( 0.284) | Data 0.000 (0.001) | Loss 2.4076 (2.3279) | Acc@1 45.312 (48.289) | Acc@5 70.703 (72.611)
[2021-03-14 08:19:36] TRAIN: [9][3960/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.3613 (2.3277) | Acc@1 49.219 (48.295) | Acc@5 73.828 (72.616)
[2021-03-14 08:19:45] TRAIN: [9][3990/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.7660 (2.3279) | Acc@1 43.750 (48.290) | Acc@5 66.797 (72.612)
[2021-03-14 08:19:53] TRAIN: [9][4020/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.3440 (2.3281) | Acc@1 48.047 (48.288) | Acc@5 69.922 (72.609)
[2021-03-14 08:20:02] TRAIN: [9][4050/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.1430 (2.3283) | Acc@1 50.000 (48.288) | Acc@5 77.344 (72.603)
[2021-03-14 08:20:10] TRAIN: [9][4080/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.3708 (2.3283) | Acc@1 45.312 (48.291) | Acc@5 71.875 (72.602)
[2021-03-14 08:20:19] TRAIN: [9][4110/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.3748 (2.3285) | Acc@1 46.484 (48.285) | Acc@5 69.531 (72.600)
[2021-03-14 08:20:27] TRAIN: [9][4140/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3653 (2.3287) | Acc@1 48.047 (48.287) | Acc@5 69.531 (72.600)
[2021-03-14 08:20:36] TRAIN: [9][4170/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4634 (2.3286) | Acc@1 45.312 (48.294) | Acc@5 69.922 (72.605)
[2021-03-14 08:20:44] TRAIN: [9][4200/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1907 (2.3282) | Acc@1 50.781 (48.303) | Acc@5 74.219 (72.608)
[2021-03-14 08:20:53] TRAIN: [9][4230/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.5108 (2.3282) | Acc@1 45.703 (48.299) | Acc@5 66.797 (72.606)
[2021-03-14 08:21:01] TRAIN: [9][4260/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0898 (2.3284) | Acc@1 50.781 (48.296) | Acc@5 75.000 (72.602)
[2021-03-14 08:21:10] TRAIN: [9][4290/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1973 (2.3283) | Acc@1 49.219 (48.297) | Acc@5 76.172 (72.607)
[2021-03-14 08:21:18] TRAIN: [9][4320/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2238 (2.3280) | Acc@1 48.438 (48.302) | Acc@5 75.391 (72.611)
[2021-03-14 08:21:27] TRAIN: [9][4350/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.3040 (2.3280) | Acc@1 49.219 (48.305) | Acc@5 72.656 (72.607)
[2021-03-14 08:21:35] TRAIN: [9][4380/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0428 (2.3282) | Acc@1 51.562 (48.299) | Acc@5 76.562 (72.600)
[2021-03-14 08:21:44] TRAIN: [9][4410/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.3200 (2.3284) | Acc@1 48.828 (48.296) | Acc@5 73.047 (72.598)
[2021-03-14 08:21:52] TRAIN: [9][4440/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.2110 (2.3284) | Acc@1 50.000 (48.293) | Acc@5 71.484 (72.599)
[2021-03-14 08:22:01] TRAIN: [9][4470/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.4484 (2.3281) | Acc@1 48.438 (48.302) | Acc@5 70.703 (72.603)
[2021-03-14 08:22:09] TRAIN: [9][4500/5004] | Time 0.303 ( 0.284) | Data 0.001 (0.001) | Loss 2.2554 (2.3281) | Acc@1 49.609 (48.298) | Acc@5 76.562 (72.607)
[2021-03-14 08:22:18] TRAIN: [9][4530/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.5334 (2.3283) | Acc@1 42.188 (48.289) | Acc@5 67.969 (72.609)
[2021-03-14 08:22:26] TRAIN: [9][4560/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2027 (2.3282) | Acc@1 50.781 (48.291) | Acc@5 74.219 (72.614)
[2021-03-14 08:22:35] TRAIN: [9][4590/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4406 (2.3281) | Acc@1 47.656 (48.293) | Acc@5 71.484 (72.619)
[2021-03-14 08:22:43] TRAIN: [9][4620/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.5530 (2.3281) | Acc@1 42.969 (48.294) | Acc@5 67.578 (72.619)
[2021-03-14 08:22:52] TRAIN: [9][4650/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2987 (2.3282) | Acc@1 50.000 (48.292) | Acc@5 73.828 (72.618)
[2021-03-14 08:23:00] TRAIN: [9][4680/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.5513 (2.3283) | Acc@1 44.141 (48.289) | Acc@5 65.625 (72.616)
[2021-03-14 08:23:09] TRAIN: [9][4710/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.2310 (2.3282) | Acc@1 49.219 (48.297) | Acc@5 70.703 (72.619)
[2021-03-14 08:23:17] TRAIN: [9][4740/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4243 (2.3280) | Acc@1 47.266 (48.303) | Acc@5 72.266 (72.622)
[2021-03-14 08:23:26] TRAIN: [9][4770/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1700 (2.3281) | Acc@1 53.516 (48.300) | Acc@5 76.953 (72.618)
[2021-03-14 08:23:34] TRAIN: [9][4800/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.3625 (2.3281) | Acc@1 43.359 (48.298) | Acc@5 74.609 (72.618)
[2021-03-14 08:23:43] TRAIN: [9][4830/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.2753 (2.3283) | Acc@1 46.484 (48.294) | Acc@5 72.266 (72.615)
[2021-03-14 08:23:51] TRAIN: [9][4860/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.3224 (2.3282) | Acc@1 49.609 (48.297) | Acc@5 73.047 (72.615)
[2021-03-14 08:24:00] TRAIN: [9][4890/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.2709 (2.3281) | Acc@1 47.266 (48.301) | Acc@5 74.219 (72.617)
[2021-03-14 08:24:08] TRAIN: [9][4920/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.3889 (2.3280) | Acc@1 46.875 (48.302) | Acc@5 70.703 (72.620)
[2021-03-14 08:24:17] TRAIN: [9][4950/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4165 (2.3284) | Acc@1 49.219 (48.294) | Acc@5 71.484 (72.613)
[2021-03-14 08:24:25] TRAIN: [9][4980/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.3054 (2.3286) | Acc@1 47.656 (48.292) | Acc@5 74.219 (72.607)
[2021-03-14 08:24:32] TRAIN: [9][5004/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0311 (2.3286) | Acc@1 56.641 (48.294) | Acc@5 76.953 (72.605)
[2021-03-14 08:24:45] VAL: [10/32] | Time 0.596 ( 1.210) | Data 0.000 (0.598) | Loss 1.9962 (1.9423) | Acc@1 53.875 (54.250) | Acc@5 79.438 (79.281)
[2021-03-14 08:24:53] VAL: [20/32] | Time 0.593 ( 1.024) | Data 0.001 (0.406) | Loss 1.9492 (1.9488) | Acc@1 54.438 (54.013) | Acc@5 80.062 (79.225)
[2021-03-14 08:25:02] VAL: [30/32] | Time 0.513 ( 0.986) | Data 0.000 (0.382) | Loss 1.9421 (1.9459) | Acc@1 53.062 (54.092) | Acc@5 79.125 (79.156)
[2021-03-14 08:25:03] VAL: [32/32] | Time 0.246 ( 0.948) | Data 0.000 (0.359) | Loss 1.8591 (1.9459) | Acc@1 56.500 (54.096) | Acc@5 80.750 (79.158)
[2021-03-14 08:25:03] ACCURACY: TOP1 54.096(BEST 54.096) | TOP5 79.158 | SAVED botnet50-wd5/checkpoints/ckpt_ep_009.pth.tar
[2021-03-14 08:25:03] CURRENT EPOCH: 10, LR: 0.1960, POLICY: cos
[2021-03-14 08:25:13] TRAIN: [10][ 30/5004] | Time 0.279 ( 0.307) | Data 0.000 (0.028) | Loss 2.3143 (2.2315) | Acc@1 50.391 (49.831) | Acc@5 69.141 (74.323)
[2021-03-14 08:25:21] TRAIN: [10][ 60/5004] | Time 0.276 ( 0.293) | Data 0.000 (0.014) | Loss 2.2584 (2.2409) | Acc@1 50.391 (49.316) | Acc@5 74.219 (74.147)
[2021-03-14 08:25:30] TRAIN: [10][ 90/5004] | Time 0.305 ( 0.290) | Data 0.000 (0.010) | Loss 2.5440 (2.2763) | Acc@1 42.969 (49.015) | Acc@5 67.969 (73.403)
[2021-03-14 08:25:38] TRAIN: [10][ 120/5004] | Time 0.283 ( 0.287) | Data 0.000 (0.007) | Loss 2.3883 (2.2657) | Acc@1 49.609 (49.388) | Acc@5 69.531 (73.551)
[2021-03-14 08:25:47] TRAIN: [10][ 150/5004] | Time 0.295 ( 0.287) | Data 0.000 (0.006) | Loss 2.4348 (2.2695) | Acc@1 44.141 (49.398) | Acc@5 67.969 (73.451)
[2021-03-14 08:25:55] TRAIN: [10][ 180/5004] | Time 0.296 ( 0.287) | Data 0.000 (0.005) | Loss 2.2456 (2.2643) | Acc@1 49.219 (49.501) | Acc@5 73.438 (73.555)
[2021-03-14 08:26:04] TRAIN: [10][ 210/5004] | Time 0.279 ( 0.286) | Data 0.000 (0.004) | Loss 2.0874 (2.2619) | Acc@1 53.516 (49.503) | Acc@5 76.562 (73.529)
[2021-03-14 08:26:12] TRAIN: [10][ 240/5004] | Time 0.281 ( 0.286) | Data 0.000 (0.004) | Loss 2.5798 (2.2651) | Acc@1 43.359 (49.512) | Acc@5 67.188 (73.534)
[2021-03-14 08:26:21] TRAIN: [10][ 270/5004] | Time 0.285 ( 0.286) | Data 0.000 (0.003) | Loss 2.1987 (2.2678) | Acc@1 54.688 (49.504) | Acc@5 76.562 (73.492)
[2021-03-14 08:26:29] TRAIN: [10][ 300/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.003) | Loss 2.5698 (2.2651) | Acc@1 44.141 (49.478) | Acc@5 68.750 (73.559)
[2021-03-14 08:26:38] TRAIN: [10][ 330/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.003) | Loss 2.2421 (2.2674) | Acc@1 48.047 (49.461) | Acc@5 73.438 (73.535)
[2021-03-14 08:26:46] TRAIN: [10][ 360/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.003) | Loss 2.2909 (2.2713) | Acc@1 46.875 (49.396) | Acc@5 74.609 (73.475)
[2021-03-14 08:26:55] TRAIN: [10][ 390/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.003) | Loss 2.2967 (2.2766) | Acc@1 47.266 (49.288) | Acc@5 75.391 (73.379)
[2021-03-14 08:27:03] TRAIN: [10][ 420/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.002) | Loss 2.2726 (2.2745) | Acc@1 47.266 (49.269) | Acc@5 71.875 (73.402)
[2021-03-14 08:27:12] TRAIN: [10][ 450/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.002) | Loss 2.1650 (2.2765) | Acc@1 51.562 (49.244) | Acc@5 75.391 (73.380)
[2021-03-14 08:27:20] TRAIN: [10][ 480/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.002) | Loss 2.0912 (2.2763) | Acc@1 53.516 (49.272) | Acc@5 77.734 (73.398)
[2021-03-14 08:27:29] TRAIN: [10][ 510/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.002) | Loss 2.5447 (2.2755) | Acc@1 46.484 (49.255) | Acc@5 72.266 (73.449)
[2021-03-14 08:27:37] TRAIN: [10][ 540/5004] | Time 0.297 ( 0.285) | Data 0.000 (0.002) | Loss 2.2877 (2.2762) | Acc@1 49.219 (49.215) | Acc@5 72.656 (73.433)
[2021-03-14 08:27:46] TRAIN: [10][ 570/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.002) | Loss 2.6679 (2.2782) | Acc@1 46.484 (49.212) | Acc@5 69.141 (73.404)
[2021-03-14 08:27:54] TRAIN: [10][ 600/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.002) | Loss 2.1053 (2.2778) | Acc@1 55.078 (49.206) | Acc@5 75.781 (73.411)
[2021-03-14 08:28:03] TRAIN: [10][ 630/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.002) | Loss 2.4328 (2.2777) | Acc@1 48.047 (49.200) | Acc@5 68.750 (73.420)
[2021-03-14 08:28:11] TRAIN: [10][ 660/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.002) | Loss 2.2378 (2.2770) | Acc@1 48.047 (49.216) | Acc@5 74.219 (73.448)
[2021-03-14 08:28:20] TRAIN: [10][ 690/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.002) | Loss 2.5333 (2.2766) | Acc@1 47.656 (49.250) | Acc@5 67.578 (73.445)
[2021-03-14 08:28:29] TRAIN: [10][ 720/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.002) | Loss 2.3201 (2.2787) | Acc@1 46.484 (49.220) | Acc@5 75.000 (73.426)
[2021-03-14 08:28:37] TRAIN: [10][ 750/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.002) | Loss 2.3776 (2.2787) | Acc@1 46.875 (49.227) | Acc@5 73.828 (73.441)
[2021-03-14 08:28:46] TRAIN: [10][ 780/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.002) | Loss 1.7478 (2.2784) | Acc@1 62.109 (49.246) | Acc@5 83.984 (73.457)
[2021-03-14 08:28:54] TRAIN: [10][ 810/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.0699 (2.2776) | Acc@1 56.641 (49.224) | Acc@5 76.953 (73.464)
[2021-03-14 08:29:02] TRAIN: [10][ 840/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.4193 (2.2781) | Acc@1 47.656 (49.215) | Acc@5 74.219 (73.459)
[2021-03-14 08:29:11] TRAIN: [10][ 870/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.5922 (2.2776) | Acc@1 43.359 (49.230) | Acc@5 70.312 (73.468)
[2021-03-14 08:29:20] TRAIN: [10][ 900/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.4208 (2.2775) | Acc@1 45.703 (49.241) | Acc@5 70.312 (73.455)
[2021-03-14 08:29:28] TRAIN: [10][ 930/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.2324 (2.2774) | Acc@1 48.047 (49.231) | Acc@5 72.656 (73.440)
[2021-03-14 08:29:37] TRAIN: [10][ 960/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2655 (2.2779) | Acc@1 49.609 (49.248) | Acc@5 72.656 (73.439)
[2021-03-14 08:29:45] TRAIN: [10][ 990/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2210 (2.2787) | Acc@1 50.391 (49.246) | Acc@5 75.391 (73.427)
[2021-03-14 08:29:53] TRAIN: [10][1020/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.0696 (2.2796) | Acc@1 55.469 (49.218) | Acc@5 78.906 (73.413)
[2021-03-14 08:30:02] TRAIN: [10][1050/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2691 (2.2797) | Acc@1 49.219 (49.218) | Acc@5 72.656 (73.424)
[2021-03-14 08:30:10] TRAIN: [10][1080/5004] | Time 0.310 ( 0.284) | Data 0.000 (0.001) | Loss 2.2298 (2.2808) | Acc@1 50.391 (49.193) | Acc@5 77.344 (73.401)
[2021-03-14 08:30:19] TRAIN: [10][1110/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.2092 (2.2809) | Acc@1 50.781 (49.193) | Acc@5 73.438 (73.398)
[2021-03-14 08:30:27] TRAIN: [10][1140/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.1264 (2.2819) | Acc@1 51.562 (49.183) | Acc@5 75.781 (73.384)
[2021-03-14 08:30:36] TRAIN: [10][1170/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1210 (2.2838) | Acc@1 54.688 (49.146) | Acc@5 75.781 (73.356)
[2021-03-14 08:30:45] TRAIN: [10][1200/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3830 (2.2840) | Acc@1 47.266 (49.150) | Acc@5 71.484 (73.355)
[2021-03-14 08:30:53] TRAIN: [10][1230/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1682 (2.2838) | Acc@1 50.000 (49.169) | Acc@5 73.047 (73.346)
[2021-03-14 08:31:02] TRAIN: [10][1260/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1538 (2.2831) | Acc@1 51.172 (49.187) | Acc@5 73.828 (73.353)
[2021-03-14 08:31:10] TRAIN: [10][1290/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3964 (2.2832) | Acc@1 45.312 (49.185) | Acc@5 72.656 (73.358)
[2021-03-14 08:31:19] TRAIN: [10][1320/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2446 (2.2835) | Acc@1 46.875 (49.160) | Acc@5 75.391 (73.355)
[2021-03-14 08:31:28] TRAIN: [10][1350/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1306 (2.2836) | Acc@1 50.781 (49.176) | Acc@5 76.953 (73.341)
[2021-03-14 08:31:36] TRAIN: [10][1380/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 2.3009 (2.2844) | Acc@1 49.609 (49.169) | Acc@5 69.531 (73.330)
[2021-03-14 08:31:45] TRAIN: [10][1410/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.001) | Loss 2.1100 (2.2845) | Acc@1 55.078 (49.165) | Acc@5 79.297 (73.334)
[2021-03-14 08:31:53] TRAIN: [10][1440/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.2428 (2.2844) | Acc@1 49.219 (49.162) | Acc@5 72.656 (73.333)
[2021-03-14 08:32:02] TRAIN: [10][1470/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.2906 (2.2841) | Acc@1 48.438 (49.169) | Acc@5 73.047 (73.340)
[2021-03-14 08:32:10] TRAIN: [10][1500/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.2324 (2.2835) | Acc@1 50.391 (49.178) | Acc@5 71.094 (73.344)
[2021-03-14 08:32:19] TRAIN: [10][1530/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.6359 (2.2840) | Acc@1 43.359 (49.153) | Acc@5 68.750 (73.338)
[2021-03-14 08:32:27] TRAIN: [10][1560/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.2750 (2.2841) | Acc@1 48.438 (49.140) | Acc@5 75.391 (73.350)
[2021-03-14 08:32:36] TRAIN: [10][1590/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.2600 (2.2836) | Acc@1 53.906 (49.146) | Acc@5 71.875 (73.351)
[2021-03-14 08:32:44] TRAIN: [10][1620/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.2639 (2.2844) | Acc@1 51.953 (49.135) | Acc@5 74.609 (73.339)
[2021-03-14 08:32:53] TRAIN: [10][1650/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.001) | Loss 2.1164 (2.2855) | Acc@1 51.562 (49.118) | Acc@5 78.125 (73.318)
[2021-03-14 08:33:02] TRAIN: [10][1680/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.2292 (2.2849) | Acc@1 51.953 (49.123) | Acc@5 73.438 (73.322)
[2021-03-14 08:33:10] TRAIN: [10][1710/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.5046 (2.2849) | Acc@1 46.094 (49.108) | Acc@5 70.312 (73.323)
[2021-03-14 08:33:19] TRAIN: [10][1740/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2384 (2.2855) | Acc@1 48.828 (49.104) | Acc@5 73.438 (73.307)
[2021-03-14 08:33:27] TRAIN: [10][1770/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.3638 (2.2864) | Acc@1 47.656 (49.095) | Acc@5 72.266 (73.289)
[2021-03-14 08:33:36] TRAIN: [10][1800/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.9220 (2.2861) | Acc@1 56.641 (49.099) | Acc@5 77.734 (73.287)
[2021-03-14 08:33:44] TRAIN: [10][1830/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4395 (2.2873) | Acc@1 45.312 (49.083) | Acc@5 70.703 (73.269)
[2021-03-14 08:33:53] TRAIN: [10][1860/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.2697 (2.2875) | Acc@1 48.828 (49.080) | Acc@5 74.219 (73.272)
[2021-03-14 08:34:01] TRAIN: [10][1890/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.001) | Loss 2.0849 (2.2873) | Acc@1 52.344 (49.090) | Acc@5 76.953 (73.282)
[2021-03-14 08:34:09] TRAIN: [10][1920/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1760 (2.2881) | Acc@1 50.781 (49.076) | Acc@5 74.219 (73.261)
[2021-03-14 08:34:18] TRAIN: [10][1950/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1731 (2.2880) | Acc@1 48.438 (49.079) | Acc@5 75.391 (73.273)
[2021-03-14 08:34:27] TRAIN: [10][1980/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.3197 (2.2877) | Acc@1 47.266 (49.081) | Acc@5 74.609 (73.277)
[2021-03-14 08:34:35] TRAIN: [10][2010/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0768 (2.2874) | Acc@1 51.953 (49.092) | Acc@5 76.953 (73.282)
[2021-03-14 08:34:44] TRAIN: [10][2040/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1976 (2.2866) | Acc@1 53.125 (49.095) | Acc@5 72.656 (73.288)
[2021-03-14 08:34:52] TRAIN: [10][2070/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.4007 (2.2867) | Acc@1 46.484 (49.095) | Acc@5 70.312 (73.294)
[2021-03-14 08:35:01] TRAIN: [10][2100/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.2726 (2.2871) | Acc@1 49.219 (49.092) | Acc@5 74.219 (73.285)
[2021-03-14 08:35:09] TRAIN: [10][2130/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2042 (2.2875) | Acc@1 51.172 (49.084) | Acc@5 74.609 (73.275)
[2021-03-14 08:35:18] TRAIN: [10][2160/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.5270 (2.2880) | Acc@1 46.484 (49.067) | Acc@5 71.094 (73.272)
[2021-03-14 08:35:26] TRAIN: [10][2190/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2340 (2.2877) | Acc@1 49.609 (49.064) | Acc@5 69.531 (73.278)
[2021-03-14 08:35:35] TRAIN: [10][2220/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.3357 (2.2881) | Acc@1 46.875 (49.060) | Acc@5 70.703 (73.268)
[2021-03-14 08:35:43] TRAIN: [10][2250/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.3317 (2.2883) | Acc@1 48.438 (49.058) | Acc@5 74.219 (73.270)
[2021-03-14 08:35:52] TRAIN: [10][2280/5004] | Time 0.300 ( 0.284) | Data 0.000 (0.001) | Loss 2.1988 (2.2884) | Acc@1 50.391 (49.057) | Acc@5 73.438 (73.268)
[2021-03-14 08:36:00] TRAIN: [10][2310/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3443 (2.2886) | Acc@1 46.094 (49.047) | Acc@5 71.875 (73.261)
[2021-03-14 08:36:09] TRAIN: [10][2340/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.4658 (2.2887) | Acc@1 42.578 (49.038) | Acc@5 68.359 (73.264)
[2021-03-14 08:36:17] TRAIN: [10][2370/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.3305 (2.2890) | Acc@1 48.438 (49.040) | Acc@5 70.312 (73.257)
[2021-03-14 08:36:26] TRAIN: [10][2400/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.3728 (2.2885) | Acc@1 47.266 (49.041) | Acc@5 73.828 (73.265)
[2021-03-14 08:36:34] TRAIN: [10][2430/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.5238 (2.2891) | Acc@1 44.141 (49.031) | Acc@5 69.531 (73.260)
[2021-03-14 08:36:43] TRAIN: [10][2460/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.2238 (2.2890) | Acc@1 52.344 (49.031) | Acc@5 73.438 (73.255)
[2021-03-14 08:36:52] TRAIN: [10][2490/5004] | Time 0.305 ( 0.284) | Data 0.002 (0.001) | Loss 2.1957 (2.2891) | Acc@1 53.125 (49.035) | Acc@5 73.828 (73.251)
[2021-03-14 08:37:00] TRAIN: [10][2520/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2437 (2.2899) | Acc@1 48.047 (49.019) | Acc@5 74.219 (73.239)
[2021-03-14 08:37:09] TRAIN: [10][2550/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.0826 (2.2895) | Acc@1 50.391 (49.024) | Acc@5 79.297 (73.247)
[2021-03-14 08:37:17] TRAIN: [10][2580/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.4029 (2.2895) | Acc@1 45.703 (49.025) | Acc@5 67.969 (73.239)
[2021-03-14 08:37:26] TRAIN: [10][2610/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0892 (2.2897) | Acc@1 52.344 (49.023) | Acc@5 76.953 (73.234)
[2021-03-14 08:37:34] TRAIN: [10][2640/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.4174 (2.2898) | Acc@1 48.047 (49.019) | Acc@5 70.703 (73.234)
[2021-03-14 08:37:43] TRAIN: [10][2670/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9502 (2.2903) | Acc@1 57.031 (49.009) | Acc@5 76.562 (73.231)
[2021-03-14 08:37:51] TRAIN: [10][2700/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2238 (2.2899) | Acc@1 48.047 (49.019) | Acc@5 75.391 (73.238)
[2021-03-14 08:38:00] TRAIN: [10][2730/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3647 (2.2901) | Acc@1 50.000 (49.014) | Acc@5 71.094 (73.236)
[2021-03-14 08:38:08] TRAIN: [10][2760/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.001) | Loss 2.4485 (2.2905) | Acc@1 46.484 (49.008) | Acc@5 68.750 (73.225)
[2021-03-14 08:38:17] TRAIN: [10][2790/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1899 (2.2908) | Acc@1 52.734 (48.997) | Acc@5 75.000 (73.225)
[2021-03-14 08:38:25] TRAIN: [10][2820/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.1476 (2.2906) | Acc@1 50.391 (48.997) | Acc@5 75.781 (73.228)
[2021-03-14 08:38:34] TRAIN: [10][2850/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.6712 (2.2907) | Acc@1 42.969 (48.985) | Acc@5 66.016 (73.227)
[2021-03-14 08:38:42] TRAIN: [10][2880/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.6510 (2.2905) | Acc@1 46.094 (48.991) | Acc@5 67.969 (73.228)
[2021-03-14 08:38:51] TRAIN: [10][2910/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0722 (2.2908) | Acc@1 53.125 (48.988) | Acc@5 75.391 (73.228)
[2021-03-14 08:38:59] TRAIN: [10][2940/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2068 (2.2908) | Acc@1 53.125 (48.983) | Acc@5 72.656 (73.228)
[2021-03-14 08:39:08] TRAIN: [10][2970/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3449 (2.2912) | Acc@1 48.828 (48.982) | Acc@5 73.438 (73.219)
[2021-03-14 08:39:16] TRAIN: [10][3000/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2029 (2.2914) | Acc@1 51.172 (48.982) | Acc@5 78.125 (73.217)
[2021-03-14 08:39:25] TRAIN: [10][3030/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2479 (2.2911) | Acc@1 49.219 (48.992) | Acc@5 73.828 (73.224)
[2021-03-14 08:39:33] TRAIN: [10][3060/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1995 (2.2916) | Acc@1 50.391 (48.985) | Acc@5 75.391 (73.219)
[2021-03-14 08:39:42] TRAIN: [10][3090/5004] | Time 0.301 ( 0.284) | Data 0.000 (0.001) | Loss 2.2038 (2.2918) | Acc@1 49.219 (48.984) | Acc@5 74.219 (73.215)
[2021-03-14 08:39:50] TRAIN: [10][3120/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2680 (2.2917) | Acc@1 47.656 (48.993) | Acc@5 72.656 (73.219)
[2021-03-14 08:39:59] TRAIN: [10][3150/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.3740 (2.2912) | Acc@1 47.266 (48.995) | Acc@5 69.922 (73.221)
[2021-03-14 08:40:07] TRAIN: [10][3180/5004] | Time 0.298 ( 0.284) | Data 0.000 (0.001) | Loss 2.4678 (2.2912) | Acc@1 45.312 (48.996) | Acc@5 69.531 (73.223)
[2021-03-14 08:40:16] TRAIN: [10][3210/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.4938 (2.2913) | Acc@1 45.703 (48.994) | Acc@5 69.141 (73.212)
[2021-03-14 08:40:24] TRAIN: [10][3240/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9576 (2.2913) | Acc@1 57.031 (48.998) | Acc@5 78.516 (73.214)
[2021-03-14 08:40:33] TRAIN: [10][3270/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.4219 (2.2911) | Acc@1 47.266 (48.993) | Acc@5 70.703 (73.216)
[2021-03-14 08:40:41] TRAIN: [10][3300/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.4522 (2.2912) | Acc@1 45.312 (48.996) | Acc@5 69.922 (73.216)
[2021-03-14 08:40:50] TRAIN: [10][3330/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2246 (2.2913) | Acc@1 50.000 (49.000) | Acc@5 73.047 (73.220)
[2021-03-14 08:40:58] TRAIN: [10][3360/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3841 (2.2915) | Acc@1 48.828 (48.994) | Acc@5 72.266 (73.219)
[2021-03-14 08:41:07] TRAIN: [10][3390/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3152 (2.2920) | Acc@1 50.391 (48.985) | Acc@5 73.828 (73.210)
[2021-03-14 08:41:15] TRAIN: [10][3420/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1791 (2.2924) | Acc@1 47.656 (48.979) | Acc@5 73.828 (73.202)
[2021-03-14 08:41:24] TRAIN: [10][3450/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2138 (2.2926) | Acc@1 50.781 (48.980) | Acc@5 76.172 (73.197)
[2021-03-14 08:41:32] TRAIN: [10][3480/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3086 (2.2929) | Acc@1 48.438 (48.979) | Acc@5 70.703 (73.193)
[2021-03-14 08:41:41] TRAIN: [10][3510/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.4665 (2.2927) | Acc@1 48.047 (48.976) | Acc@5 68.750 (73.194)
[2021-03-14 08:41:49] TRAIN: [10][3540/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0252 (2.2926) | Acc@1 55.078 (48.976) | Acc@5 77.734 (73.198)
[2021-03-14 08:41:58] TRAIN: [10][3570/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9430 (2.2925) | Acc@1 52.344 (48.976) | Acc@5 80.078 (73.200)
[2021-03-14 08:42:06] TRAIN: [10][3600/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1691 (2.2924) | Acc@1 53.516 (48.980) | Acc@5 76.172 (73.200)
[2021-03-14 08:42:15] TRAIN: [10][3630/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1075 (2.2922) | Acc@1 53.125 (48.986) | Acc@5 75.000 (73.200)
[2021-03-14 08:42:23] TRAIN: [10][3660/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.8783 (2.2920) | Acc@1 58.203 (48.987) | Acc@5 82.031 (73.203)
[2021-03-14 08:42:32] TRAIN: [10][3690/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.3964 (2.2920) | Acc@1 45.703 (48.988) | Acc@5 71.094 (73.199)
[2021-03-14 08:42:40] TRAIN: [10][3720/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1974 (2.2921) | Acc@1 51.172 (48.982) | Acc@5 73.438 (73.194)
[2021-03-14 08:42:49] TRAIN: [10][3750/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.2204 (2.2920) | Acc@1 50.391 (48.985) | Acc@5 72.656 (73.194)
[2021-03-14 08:42:57] TRAIN: [10][3780/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.4205 (2.2920) | Acc@1 50.391 (48.983) | Acc@5 68.750 (73.193)
[2021-03-14 08:43:06] TRAIN: [10][3810/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3393 (2.2920) | Acc@1 47.656 (48.989) | Acc@5 71.484 (73.192)
[2021-03-14 08:43:14] TRAIN: [10][3840/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2442 (2.2920) | Acc@1 47.656 (48.984) | Acc@5 75.391 (73.197)
[2021-03-14 08:43:23] TRAIN: [10][3870/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.5292 (2.2922) | Acc@1 45.703 (48.977) | Acc@5 69.141 (73.192)
[2021-03-14 08:43:31] TRAIN: [10][3900/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.4119 (2.2922) | Acc@1 49.219 (48.978) | Acc@5 70.703 (73.194)
[2021-03-14 08:43:40] TRAIN: [10][3930/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3214 (2.2923) | Acc@1 48.828 (48.984) | Acc@5 72.656 (73.191)
[2021-03-14 08:43:48] TRAIN: [10][3960/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.4775 (2.2923) | Acc@1 48.828 (48.988) | Acc@5 72.656 (73.192)
[2021-03-14 08:43:57] TRAIN: [10][3990/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.3168 (2.2923) | Acc@1 47.266 (48.984) | Acc@5 71.875 (73.191)
[2021-03-14 08:44:05] TRAIN: [10][4020/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.4056 (2.2921) | Acc@1 51.172 (48.984) | Acc@5 72.266 (73.197)
[2021-03-14 08:44:14] TRAIN: [10][4050/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.4596 (2.2920) | Acc@1 43.359 (48.987) | Acc@5 69.531 (73.194)
[2021-03-14 08:44:22] TRAIN: [10][4080/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1131 (2.2923) | Acc@1 54.297 (48.983) | Acc@5 75.781 (73.193)
[2021-03-14 08:44:31] TRAIN: [10][4110/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.5298 (2.2926) | Acc@1 45.703 (48.982) | Acc@5 71.875 (73.187)
[2021-03-14 08:44:39] TRAIN: [10][4140/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2537 (2.2926) | Acc@1 50.391 (48.987) | Acc@5 73.047 (73.186)
[2021-03-14 08:44:48] TRAIN: [10][4170/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.4836 (2.2928) | Acc@1 46.094 (48.979) | Acc@5 67.578 (73.181)
[2021-03-14 08:44:56] TRAIN: [10][4200/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1709 (2.2928) | Acc@1 49.219 (48.979) | Acc@5 72.656 (73.180)
[2021-03-14 08:45:05] TRAIN: [10][4230/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3185 (2.2932) | Acc@1 47.656 (48.972) | Acc@5 71.875 (73.174)
[2021-03-14 08:45:13] TRAIN: [10][4260/5004] | Time 0.294 ( 0.284) | Data 0.001 (0.001) | Loss 2.2017 (2.2931) | Acc@1 51.562 (48.976) | Acc@5 74.219 (73.172)
[2021-03-14 08:45:22] TRAIN: [10][4290/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.5654 (2.2930) | Acc@1 44.141 (48.977) | Acc@5 72.266 (73.173)
[2021-03-14 08:45:30] TRAIN: [10][4320/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.2397 (2.2929) | Acc@1 51.172 (48.979) | Acc@5 74.609 (73.172)
[2021-03-14 08:45:39] TRAIN: [10][4350/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.3207 (2.2929) | Acc@1 49.219 (48.981) | Acc@5 73.438 (73.173)
[2021-03-14 08:45:47] TRAIN: [10][4380/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1604 (2.2926) | Acc@1 53.516 (48.989) | Acc@5 72.266 (73.174)
[2021-03-14 08:45:56] TRAIN: [10][4410/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1845 (2.2926) | Acc@1 49.219 (48.987) | Acc@5 76.953 (73.173)
[2021-03-14 08:46:05] TRAIN: [10][4440/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2394 (2.2927) | Acc@1 48.047 (48.990) | Acc@5 74.609 (73.172)
[2021-03-14 08:46:13] TRAIN: [10][4470/5004] | Time 0.299 ( 0.284) | Data 0.000 (0.001) | Loss 2.4950 (2.2924) | Acc@1 47.656 (48.997) | Acc@5 71.094 (73.177)
[2021-03-14 08:46:21] TRAIN: [10][4500/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1634 (2.2924) | Acc@1 50.000 (49.000) | Acc@5 75.000 (73.178)
[2021-03-14 08:46:30] TRAIN: [10][4530/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4708 (2.2924) | Acc@1 41.406 (48.999) | Acc@5 75.000 (73.177)
[2021-03-14 08:46:38] TRAIN: [10][4560/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3240 (2.2924) | Acc@1 50.000 (49.001) | Acc@5 70.703 (73.180)
[2021-03-14 08:46:47] TRAIN: [10][4590/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3076 (2.2925) | Acc@1 49.219 (49.000) | Acc@5 71.094 (73.180)
[2021-03-14 08:46:56] TRAIN: [10][4620/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3276 (2.2923) | Acc@1 48.438 (49.000) | Acc@5 76.953 (73.184)
[2021-03-14 08:47:04] TRAIN: [10][4650/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1971 (2.2920) | Acc@1 51.562 (49.006) | Acc@5 76.172 (73.185)
[2021-03-14 08:47:13] TRAIN: [10][4680/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2592 (2.2919) | Acc@1 52.344 (49.012) | Acc@5 72.656 (73.189)
[2021-03-14 08:47:21] TRAIN: [10][4710/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3548 (2.2922) | Acc@1 49.609 (49.007) | Acc@5 71.094 (73.181)
[2021-03-14 08:47:30] TRAIN: [10][4740/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2446 (2.2921) | Acc@1 47.656 (49.007) | Acc@5 73.047 (73.185)
[2021-03-14 08:47:38] TRAIN: [10][4770/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.7286 (2.2922) | Acc@1 41.797 (49.006) | Acc@5 67.578 (73.185)
[2021-03-14 08:47:47] TRAIN: [10][4800/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1550 (2.2922) | Acc@1 48.438 (49.006) | Acc@5 73.828 (73.185)
[2021-03-14 08:47:55] TRAIN: [10][4830/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2603 (2.2918) | Acc@1 48.438 (49.011) | Acc@5 75.391 (73.191)
[2021-03-14 08:48:04] TRAIN: [10][4860/5004] | Time 0.284 ( 0.284) | Data 0.001 (0.001) | Loss 2.3301 (2.2919) | Acc@1 48.438 (49.007) | Acc@5 71.875 (73.190)
[2021-03-14 08:48:12] TRAIN: [10][4890/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1840 (2.2920) | Acc@1 53.125 (49.003) | Acc@5 75.781 (73.188)
[2021-03-14 08:48:21] TRAIN: [10][4920/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.4668 (2.2922) | Acc@1 50.000 (49.002) | Acc@5 71.875 (73.184)
[2021-03-14 08:48:29] TRAIN: [10][4950/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.3519 (2.2920) | Acc@1 47.266 (49.006) | Acc@5 74.219 (73.187)
[2021-03-14 08:48:38] TRAIN: [10][4980/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3403 (2.2920) | Acc@1 49.609 (49.004) | Acc@5 71.875 (73.191)
[2021-03-14 08:48:45] TRAIN: [10][5004/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1314 (2.2919) | Acc@1 50.781 (49.003) | Acc@5 75.000 (73.192)
[2021-03-14 08:48:57] VAL: [10/32] | Time 0.633 ( 1.205) | Data 0.000 (0.632) | Loss 2.0709 (1.9827) | Acc@1 53.812 (53.463) | Acc@5 77.750 (78.819)
[2021-03-14 08:49:05] VAL: [20/32] | Time 0.599 ( 1.010) | Data 0.000 (0.437) | Loss 1.9765 (2.0020) | Acc@1 51.438 (53.106) | Acc@5 80.062 (78.522)
[2021-03-14 08:49:14] VAL: [30/32] | Time 0.538 ( 0.980) | Data 0.000 (0.415) | Loss 2.0045 (1.9967) | Acc@1 52.250 (53.300) | Acc@5 77.562 (78.498)
[2021-03-14 08:49:15] VAL: [32/32] | Time 0.247 ( 0.943) | Data 0.000 (0.389) | Loss 1.9347 (1.9977) | Acc@1 55.250 (53.262) | Acc@5 78.500 (78.474)
[2021-03-14 08:49:16] ACCURACY: TOP1 53.262(BEST 54.096) | TOP5 78.474 | SAVED botnet50-wd5/checkpoints/ckpt_ep_010.pth.tar
[2021-03-14 08:49:16] CURRENT EPOCH: 11, LR: 0.1951, POLICY: cos
[2021-03-14 08:49:25] TRAIN: [11][ 30/5004] | Time 0.279 ( 0.305) | Data 0.000 (0.025) | Loss 2.0521 (2.2209) | Acc@1 53.516 (49.557) | Acc@5 76.953 (74.401)
[2021-03-14 08:49:33] TRAIN: [11][ 60/5004] | Time 0.276 ( 0.293) | Data 0.000 (0.013) | Loss 2.1923 (2.2034) | Acc@1 50.781 (50.410) | Acc@5 73.828 (74.557)
[2021-03-14 08:49:42] TRAIN: [11][ 90/5004] | Time 0.291 ( 0.289) | Data 0.000 (0.009) | Loss 2.2451 (2.2106) | Acc@1 48.047 (50.421) | Acc@5 72.266 (74.405)
[2021-03-14 08:49:50] TRAIN: [11][ 120/5004] | Time 0.280 ( 0.287) | Data 0.000 (0.007) | Loss 2.1753 (2.2184) | Acc@1 51.562 (50.270) | Acc@5 75.781 (74.290)
[2021-03-14 08:49:59] TRAIN: [11][ 150/5004] | Time 0.279 ( 0.286) | Data 0.000 (0.005) | Loss 2.4342 (2.2169) | Acc@1 46.875 (50.182) | Acc@5 68.750 (74.299)
[2021-03-14 08:50:07] TRAIN: [11][ 180/5004] | Time 0.277 ( 0.286) | Data 0.000 (0.005) | Loss 1.9589 (2.2264) | Acc@1 50.000 (50.119) | Acc@5 78.516 (74.160)
[2021-03-14 08:50:16] TRAIN: [11][ 210/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.004) | Loss 2.2422 (2.2211) | Acc@1 50.000 (50.273) | Acc@5 74.219 (74.198)
[2021-03-14 08:50:24] TRAIN: [11][ 240/5004] | Time 0.305 ( 0.285) | Data 0.001 (0.004) | Loss 2.2229 (2.2291) | Acc@1 46.875 (50.060) | Acc@5 75.000 (74.097)
[2021-03-14 08:50:33] TRAIN: [11][ 270/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.003) | Loss 2.0333 (2.2260) | Acc@1 46.875 (50.136) | Acc@5 79.688 (74.139)
[2021-03-14 08:50:41] TRAIN: [11][ 300/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.003) | Loss 2.3311 (2.2300) | Acc@1 49.219 (50.043) | Acc@5 69.922 (74.065)
[2021-03-14 08:50:50] TRAIN: [11][ 330/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.003) | Loss 2.2642 (2.2314) | Acc@1 48.047 (50.028) | Acc@5 71.875 (74.034)
[2021-03-14 08:50:58] TRAIN: [11][ 360/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.002) | Loss 2.3217 (2.2340) | Acc@1 46.875 (50.004) | Acc@5 71.484 (74.006)
[2021-03-14 08:51:07] TRAIN: [11][ 390/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.002) | Loss 2.1967 (2.2371) | Acc@1 51.172 (49.996) | Acc@5 73.828 (73.918)
[2021-03-14 08:51:15] TRAIN: [11][ 420/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.002) | Loss 2.0218 (2.2394) | Acc@1 50.781 (49.947) | Acc@5 75.000 (73.855)
[2021-03-14 08:51:24] TRAIN: [11][ 450/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.002) | Loss 2.1278 (2.2376) | Acc@1 53.906 (49.967) | Acc@5 76.562 (73.925)
[2021-03-14 08:51:32] TRAIN: [11][ 480/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.002) | Loss 2.4573 (2.2367) | Acc@1 51.562 (49.983) | Acc@5 67.578 (73.945)
[2021-03-14 08:51:41] TRAIN: [11][ 510/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.002) | Loss 2.0552 (2.2353) | Acc@1 54.688 (50.017) | Acc@5 78.516 (73.955)
[2021-03-14 08:51:49] TRAIN: [11][ 540/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.002) | Loss 1.9400 (2.2337) | Acc@1 55.859 (50.064) | Acc@5 79.688 (73.974)
[2021-03-14 08:51:58] TRAIN: [11][ 570/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.002) | Loss 2.2571 (2.2338) | Acc@1 50.391 (50.069) | Acc@5 71.875 (73.980)
[2021-03-14 08:52:07] TRAIN: [11][ 600/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.002) | Loss 2.2591 (2.2345) | Acc@1 47.266 (50.037) | Acc@5 71.484 (73.984)
[2021-03-14 08:52:15] TRAIN: [11][ 630/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.002) | Loss 2.2785 (2.2369) | Acc@1 50.000 (49.988) | Acc@5 73.828 (73.960)
[2021-03-14 08:52:24] TRAIN: [11][ 660/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.002) | Loss 2.1450 (2.2382) | Acc@1 50.000 (49.973) | Acc@5 74.609 (73.919)
[2021-03-14 08:52:32] TRAIN: [11][ 690/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.3741 (2.2380) | Acc@1 47.266 (49.991) | Acc@5 74.219 (73.942)
[2021-03-14 08:52:41] TRAIN: [11][ 720/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.1310 (2.2388) | Acc@1 51.562 (49.952) | Acc@5 76.562 (73.943)
[2021-03-14 08:52:49] TRAIN: [11][ 750/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.5034 (2.2385) | Acc@1 46.484 (49.970) | Acc@5 71.094 (73.952)
[2021-03-14 08:52:58] TRAIN: [11][ 780/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.1937 (2.2389) | Acc@1 48.828 (49.958) | Acc@5 75.000 (73.953)
[2021-03-14 08:53:06] TRAIN: [11][ 810/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 2.3240 (2.2415) | Acc@1 46.875 (49.913) | Acc@5 72.266 (73.901)
[2021-03-14 08:53:15] TRAIN: [11][ 840/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.3862 (2.2416) | Acc@1 48.828 (49.915) | Acc@5 68.750 (73.889)
[2021-03-14 08:53:23] TRAIN: [11][ 870/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.3017 (2.2417) | Acc@1 48.047 (49.923) | Acc@5 73.047 (73.890)
[2021-03-14 08:53:32] TRAIN: [11][ 900/5004] | Time 0.295 ( 0.285) | Data 0.000 (0.001) | Loss 2.3265 (2.2410) | Acc@1 47.266 (49.928) | Acc@5 71.875 (73.907)
[2021-03-14 08:53:41] TRAIN: [11][ 930/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.3312 (2.2439) | Acc@1 50.000 (49.897) | Acc@5 69.922 (73.838)
[2021-03-14 08:53:49] TRAIN: [11][ 960/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.2328 (2.2446) | Acc@1 50.000 (49.889) | Acc@5 75.000 (73.835)
[2021-03-14 08:53:58] TRAIN: [11][ 990/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 2.2299 (2.2449) | Acc@1 50.000 (49.901) | Acc@5 74.219 (73.819)
[2021-03-14 08:54:06] TRAIN: [11][1020/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.1923 (2.2455) | Acc@1 49.219 (49.900) | Acc@5 75.391 (73.796)
[2021-03-14 08:54:15] TRAIN: [11][1050/5004] | Time 0.297 ( 0.285) | Data 0.000 (0.001) | Loss 2.2978 (2.2450) | Acc@1 48.828 (49.896) | Acc@5 74.219 (73.799)
[2021-03-14 08:54:23] TRAIN: [11][1080/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.2785 (2.2472) | Acc@1 47.266 (49.847) | Acc@5 73.047 (73.757)
[2021-03-14 08:54:32] TRAIN: [11][1110/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.1103 (2.2460) | Acc@1 51.562 (49.876) | Acc@5 77.344 (73.773)
[2021-03-14 08:54:40] TRAIN: [11][1140/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.1233 (2.2459) | Acc@1 49.609 (49.888) | Acc@5 74.609 (73.772)
[2021-03-14 08:54:49] TRAIN: [11][1170/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.5239 (2.2466) | Acc@1 43.359 (49.873) | Acc@5 70.312 (73.774)
[2021-03-14 08:54:57] TRAIN: [11][1200/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.0148 (2.2460) | Acc@1 57.031 (49.895) | Acc@5 79.297 (73.795)
[2021-03-14 08:55:06] TRAIN: [11][1230/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.0575 (2.2457) | Acc@1 53.516 (49.900) | Acc@5 77.734 (73.800)
[2021-03-14 08:55:14] TRAIN: [11][1260/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.2400 (2.2461) | Acc@1 50.391 (49.880) | Acc@5 72.656 (73.806)
[2021-03-14 08:55:23] TRAIN: [11][1290/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.2496 (2.2466) | Acc@1 54.297 (49.893) | Acc@5 75.781 (73.800)
[2021-03-14 08:55:31] TRAIN: [11][1320/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.2730 (2.2461) | Acc@1 48.438 (49.907) | Acc@5 75.781 (73.819)
[2021-03-14 08:55:40] TRAIN: [11][1350/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.4345 (2.2452) | Acc@1 44.531 (49.909) | Acc@5 71.484 (73.834)
[2021-03-14 08:55:48] TRAIN: [11][1380/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.2090 (2.2455) | Acc@1 52.734 (49.917) | Acc@5 73.438 (73.834)
[2021-03-14 08:55:57] TRAIN: [11][1410/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.4082 (2.2461) | Acc@1 46.875 (49.901) | Acc@5 74.219 (73.833)
[2021-03-14 08:56:05] TRAIN: [11][1440/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 2.3762 (2.2477) | Acc@1 51.562 (49.886) | Acc@5 68.750 (73.812)
[2021-03-14 08:56:14] TRAIN: [11][1470/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.2943 (2.2478) | Acc@1 47.266 (49.877) | Acc@5 75.000 (73.816)
[2021-03-14 08:56:23] TRAIN: [11][1500/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.3567 (2.2472) | Acc@1 50.781 (49.885) | Acc@5 72.656 (73.818)
[2021-03-14 08:56:31] TRAIN: [11][1530/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 2.3767 (2.2474) | Acc@1 49.219 (49.881) | Acc@5 71.094 (73.819)
[2021-03-14 08:56:40] TRAIN: [11][1560/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.2473 (2.2478) | Acc@1 50.781 (49.877) | Acc@5 75.000 (73.820)
[2021-03-14 08:56:48] TRAIN: [11][1590/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.1726 (2.2480) | Acc@1 49.219 (49.867) | Acc@5 72.656 (73.829)
[2021-03-14 08:56:57] TRAIN: [11][1620/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.3758 (2.2478) | Acc@1 48.828 (49.857) | Acc@5 70.312 (73.827)
[2021-03-14 08:57:05] TRAIN: [11][1650/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 2.3024 (2.2481) | Acc@1 48.828 (49.851) | Acc@5 74.219 (73.819)
[2021-03-14 08:57:14] TRAIN: [11][1680/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.3030 (2.2487) | Acc@1 48.047 (49.839) | Acc@5 74.609 (73.807)
[2021-03-14 08:57:22] TRAIN: [11][1710/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 2.2926 (2.2494) | Acc@1 46.484 (49.831) | Acc@5 74.609 (73.800)
[2021-03-14 08:57:31] TRAIN: [11][1740/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.4709 (2.2493) | Acc@1 48.438 (49.830) | Acc@5 70.703 (73.798)
[2021-03-14 08:57:39] TRAIN: [11][1770/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.0457 (2.2500) | Acc@1 56.250 (49.818) | Acc@5 78.516 (73.787)
[2021-03-14 08:57:48] TRAIN: [11][1800/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2788 (2.2502) | Acc@1 48.828 (49.820) | Acc@5 73.047 (73.783)
[2021-03-14 08:57:56] TRAIN: [11][1830/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1196 (2.2506) | Acc@1 52.344 (49.815) | Acc@5 73.828 (73.778)
[2021-03-14 08:58:05] TRAIN: [11][1860/5004] | Time 0.310 ( 0.284) | Data 0.000 (0.001) | Loss 2.2463 (2.2508) | Acc@1 49.609 (49.807) | Acc@5 69.922 (73.770)
[2021-03-14 08:58:13] TRAIN: [11][1890/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1341 (2.2507) | Acc@1 48.828 (49.801) | Acc@5 73.828 (73.768)
[2021-03-14 08:58:22] TRAIN: [11][1920/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3224 (2.2513) | Acc@1 48.438 (49.785) | Acc@5 74.219 (73.753)
[2021-03-14 08:58:30] TRAIN: [11][1950/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1276 (2.2518) | Acc@1 54.688 (49.778) | Acc@5 77.734 (73.750)
[2021-03-14 08:58:39] TRAIN: [11][1980/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2753 (2.2522) | Acc@1 49.609 (49.766) | Acc@5 70.703 (73.745)
[2021-03-14 08:58:47] TRAIN: [11][2010/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.3952 (2.2525) | Acc@1 48.047 (49.768) | Acc@5 71.094 (73.746)
[2021-03-14 08:58:56] TRAIN: [11][2040/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3063 (2.2523) | Acc@1 50.391 (49.774) | Acc@5 76.562 (73.746)
[2021-03-14 08:59:04] TRAIN: [11][2070/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2879 (2.2520) | Acc@1 47.656 (49.772) | Acc@5 71.875 (73.749)
[2021-03-14 08:59:13] TRAIN: [11][2100/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2913 (2.2524) | Acc@1 49.219 (49.769) | Acc@5 75.391 (73.740)
[2021-03-14 08:59:21] TRAIN: [11][2130/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0283 (2.2524) | Acc@1 55.469 (49.772) | Acc@5 75.391 (73.741)
[2021-03-14 08:59:30] TRAIN: [11][2160/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2279 (2.2525) | Acc@1 51.172 (49.773) | Acc@5 71.484 (73.746)
[2021-03-14 08:59:38] TRAIN: [11][2190/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.4769 (2.2520) | Acc@1 45.703 (49.777) | Acc@5 69.141 (73.762)
[2021-03-14 08:59:47] TRAIN: [11][2220/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1599 (2.2528) | Acc@1 51.953 (49.772) | Acc@5 74.219 (73.753)
[2021-03-14 08:59:55] TRAIN: [11][2250/5004] | Time 0.300 ( 0.284) | Data 0.001 (0.001) | Loss 2.1530 (2.2528) | Acc@1 51.953 (49.773) | Acc@5 73.438 (73.758)
[2021-03-14 09:00:04] TRAIN: [11][2280/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1745 (2.2523) | Acc@1 50.781 (49.790) | Acc@5 75.000 (73.766)
[2021-03-14 09:00:12] TRAIN: [11][2310/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.4015 (2.2526) | Acc@1 50.391 (49.780) | Acc@5 67.969 (73.758)
[2021-03-14 09:00:21] TRAIN: [11][2340/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.4152 (2.2530) | Acc@1 50.781 (49.766) | Acc@5 71.484 (73.753)
[2021-03-14 09:00:30] TRAIN: [11][2370/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 2.3614 (2.2536) | Acc@1 49.219 (49.763) | Acc@5 74.609 (73.743)
[2021-03-14 09:00:38] TRAIN: [11][2400/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 1.9089 (2.2535) | Acc@1 54.297 (49.764) | Acc@5 80.469 (73.747)
[2021-03-14 09:00:47] TRAIN: [11][2430/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.2511 (2.2540) | Acc@1 50.000 (49.760) | Acc@5 74.219 (73.746)
[2021-03-14 09:00:55] TRAIN: [11][2460/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.3710 (2.2545) | Acc@1 48.047 (49.752) | Acc@5 72.266 (73.736)
[2021-03-14 09:01:04] TRAIN: [11][2490/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1751 (2.2545) | Acc@1 52.734 (49.753) | Acc@5 75.000 (73.738)
[2021-03-14 09:01:12] TRAIN: [11][2520/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.0334 (2.2544) | Acc@1 54.688 (49.755) | Acc@5 78.125 (73.733)
[2021-03-14 09:01:21] TRAIN: [11][2550/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1203 (2.2549) | Acc@1 50.781 (49.746) | Acc@5 74.219 (73.726)
[2021-03-14 09:01:29] TRAIN: [11][2580/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2684 (2.2548) | Acc@1 51.172 (49.748) | Acc@5 73.047 (73.728)
[2021-03-14 09:01:38] TRAIN: [11][2610/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.1687 (2.2548) | Acc@1 50.781 (49.742) | Acc@5 73.438 (73.732)
[2021-03-14 09:01:46] TRAIN: [11][2640/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.3187 (2.2550) | Acc@1 45.703 (49.742) | Acc@5 73.828 (73.728)
[2021-03-14 09:01:55] TRAIN: [11][2670/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1513 (2.2548) | Acc@1 51.562 (49.737) | Acc@5 77.344 (73.727)
[2021-03-14 09:02:03] TRAIN: [11][2700/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0872 (2.2547) | Acc@1 56.250 (49.730) | Acc@5 75.391 (73.726)
[2021-03-14 09:02:12] TRAIN: [11][2730/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.4856 (2.2552) | Acc@1 48.438 (49.719) | Acc@5 69.922 (73.720)
[2021-03-14 09:02:20] TRAIN: [11][2760/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.2837 (2.2550) | Acc@1 48.047 (49.726) | Acc@5 73.047 (73.726)
[2021-03-14 09:02:29] TRAIN: [11][2790/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.4330 (2.2552) | Acc@1 46.875 (49.720) | Acc@5 67.969 (73.727)
[2021-03-14 09:02:37] TRAIN: [11][2820/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.3600 (2.2556) | Acc@1 48.438 (49.716) | Acc@5 72.266 (73.716)
[2021-03-14 09:02:46] TRAIN: [11][2850/5004] | Time 0.300 ( 0.284) | Data 0.004 (0.001) | Loss 2.3919 (2.2558) | Acc@1 47.656 (49.708) | Acc@5 72.266 (73.710)
[2021-03-14 09:02:54] TRAIN: [11][2880/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0059 (2.2557) | Acc@1 55.859 (49.710) | Acc@5 75.000 (73.709)
[2021-03-14 09:03:03] TRAIN: [11][2910/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3284 (2.2560) | Acc@1 47.656 (49.706) | Acc@5 74.219 (73.708)
[2021-03-14 09:03:11] TRAIN: [11][2940/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9485 (2.2557) | Acc@1 55.078 (49.707) | Acc@5 79.688 (73.717)
[2021-03-14 09:03:20] TRAIN: [11][2970/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2808 (2.2559) | Acc@1 46.484 (49.702) | Acc@5 74.609 (73.714)
[2021-03-14 09:03:28] TRAIN: [11][3000/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1910 (2.2558) | Acc@1 51.953 (49.703) | Acc@5 74.609 (73.715)
[2021-03-14 09:03:37] TRAIN: [11][3030/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2076 (2.2563) | Acc@1 48.047 (49.695) | Acc@5 76.953 (73.706)
[2021-03-14 09:03:45] TRAIN: [11][3060/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.5475 (2.2564) | Acc@1 39.453 (49.690) | Acc@5 69.531 (73.704)
[2021-03-14 09:03:54] TRAIN: [11][3090/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 2.3809 (2.2566) | Acc@1 48.438 (49.688) | Acc@5 75.781 (73.697)
[2021-03-14 09:04:02] TRAIN: [11][3120/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.4304 (2.2566) | Acc@1 43.750 (49.691) | Acc@5 69.531 (73.702)
[2021-03-14 09:04:11] TRAIN: [11][3150/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4838 (2.2566) | Acc@1 44.531 (49.696) | Acc@5 67.969 (73.701)
[2021-03-14 09:04:19] TRAIN: [11][3180/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0934 (2.2566) | Acc@1 54.688 (49.690) | Acc@5 74.609 (73.701)
[2021-03-14 09:04:28] TRAIN: [11][3210/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2125 (2.2566) | Acc@1 49.609 (49.691) | Acc@5 73.828 (73.701)
[2021-03-14 09:04:36] TRAIN: [11][3240/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3747 (2.2569) | Acc@1 46.094 (49.689) | Acc@5 73.438 (73.694)
[2021-03-14 09:04:45] TRAIN: [11][3270/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0248 (2.2568) | Acc@1 52.734 (49.690) | Acc@5 78.516 (73.698)
[2021-03-14 09:04:53] TRAIN: [11][3300/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2126 (2.2571) | Acc@1 49.219 (49.687) | Acc@5 73.047 (73.691)
[2021-03-14 09:05:02] TRAIN: [11][3330/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2206 (2.2572) | Acc@1 49.609 (49.682) | Acc@5 75.391 (73.693)
[2021-03-14 09:05:10] TRAIN: [11][3360/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.3614 (2.2574) | Acc@1 46.484 (49.673) | Acc@5 71.094 (73.694)
[2021-03-14 09:05:19] TRAIN: [11][3390/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.4214 (2.2574) | Acc@1 48.828 (49.675) | Acc@5 69.922 (73.692)
[2021-03-14 09:05:27] TRAIN: [11][3420/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.4932 (2.2574) | Acc@1 45.703 (49.679) | Acc@5 71.094 (73.691)
[2021-03-14 09:05:36] TRAIN: [11][3450/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.2852 (2.2573) | Acc@1 48.828 (49.684) | Acc@5 73.438 (73.691)
[2021-03-14 09:05:44] TRAIN: [11][3480/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.5293 (2.2577) | Acc@1 46.094 (49.673) | Acc@5 68.359 (73.684)
[2021-03-14 09:05:53] TRAIN: [11][3510/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.2375 (2.2580) | Acc@1 46.094 (49.669) | Acc@5 75.000 (73.683)
[2021-03-14 09:06:01] TRAIN: [11][3540/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.3259 (2.2580) | Acc@1 51.562 (49.668) | Acc@5 70.703 (73.682)
[2021-03-14 09:06:10] TRAIN: [11][3570/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0750 (2.2583) | Acc@1 52.734 (49.660) | Acc@5 78.516 (73.682)
[2021-03-14 09:06:18] TRAIN: [11][3600/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.5376 (2.2583) | Acc@1 45.703 (49.657) | Acc@5 68.359 (73.682)
[2021-03-14 09:06:27] TRAIN: [11][3630/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 2.0556 (2.2585) | Acc@1 58.203 (49.653) | Acc@5 76.953 (73.682)
[2021-03-14 09:06:35] TRAIN: [11][3660/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.3967 (2.2580) | Acc@1 45.312 (49.657) | Acc@5 73.047 (73.691)
[2021-03-14 09:06:44] TRAIN: [11][3690/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1979 (2.2580) | Acc@1 51.562 (49.656) | Acc@5 77.344 (73.690)
[2021-03-14 09:06:52] TRAIN: [11][3720/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9907 (2.2576) | Acc@1 52.344 (49.661) | Acc@5 78.516 (73.694)
[2021-03-14 09:07:01] TRAIN: [11][3750/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1699 (2.2576) | Acc@1 57.031 (49.662) | Acc@5 76.562 (73.696)
[2021-03-14 09:07:09] TRAIN: [11][3780/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2833 (2.2579) | Acc@1 50.391 (49.657) | Acc@5 73.828 (73.691)
[2021-03-14 09:07:18] TRAIN: [11][3810/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.3211 (2.2580) | Acc@1 49.609 (49.655) | Acc@5 72.266 (73.691)
[2021-03-14 09:07:26] TRAIN: [11][3840/5004] | Time 0.340 ( 0.284) | Data 0.000 (0.001) | Loss 2.2916 (2.2581) | Acc@1 45.312 (49.652) | Acc@5 73.438 (73.689)
[2021-03-14 09:07:35] TRAIN: [11][3870/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.5247 (2.2585) | Acc@1 42.969 (49.644) | Acc@5 71.875 (73.684)
[2021-03-14 09:07:43] TRAIN: [11][3900/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.6238 (2.2589) | Acc@1 44.531 (49.633) | Acc@5 65.234 (73.679)
[2021-03-14 09:07:52] TRAIN: [11][3930/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1977 (2.2589) | Acc@1 51.953 (49.634) | Acc@5 74.609 (73.676)
[2021-03-14 09:08:00] TRAIN: [11][3960/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0742 (2.2589) | Acc@1 49.219 (49.632) | Acc@5 78.516 (73.674)
[2021-03-14 09:08:09] TRAIN: [11][3990/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4222 (2.2589) | Acc@1 44.922 (49.628) | Acc@5 72.266 (73.677)
[2021-03-14 09:08:17] TRAIN: [11][4020/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2269 (2.2590) | Acc@1 48.828 (49.630) | Acc@5 71.875 (73.677)
[2021-03-14 09:08:26] TRAIN: [11][4050/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1930 (2.2587) | Acc@1 49.219 (49.629) | Acc@5 75.000 (73.683)
[2021-03-14 09:08:34] TRAIN: [11][4080/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2559 (2.2587) | Acc@1 47.656 (49.623) | Acc@5 74.609 (73.688)
[2021-03-14 09:08:43] TRAIN: [11][4110/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1306 (2.2589) | Acc@1 53.516 (49.619) | Acc@5 77.344 (73.680)
[2021-03-14 09:08:51] TRAIN: [11][4140/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3098 (2.2590) | Acc@1 48.828 (49.622) | Acc@5 73.047 (73.678)
[2021-03-14 09:09:00] TRAIN: [11][4170/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0528 (2.2589) | Acc@1 53.516 (49.619) | Acc@5 78.516 (73.682)
[2021-03-14 09:09:08] TRAIN: [11][4200/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.2522 (2.2589) | Acc@1 51.562 (49.621) | Acc@5 75.781 (73.685)
[2021-03-14 09:09:17] TRAIN: [11][4230/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.2435 (2.2588) | Acc@1 52.344 (49.623) | Acc@5 74.219 (73.688)
[2021-03-14 09:09:25] TRAIN: [11][4260/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1500 (2.2585) | Acc@1 53.516 (49.626) | Acc@5 73.828 (73.688)
[2021-03-14 09:09:34] TRAIN: [11][4290/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2871 (2.2585) | Acc@1 50.391 (49.624) | Acc@5 75.781 (73.689)
[2021-03-14 09:09:42] TRAIN: [11][4320/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2386 (2.2586) | Acc@1 53.516 (49.624) | Acc@5 71.094 (73.685)
[2021-03-14 09:09:51] TRAIN: [11][4350/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1114 (2.2586) | Acc@1 54.297 (49.629) | Acc@5 72.656 (73.686)
[2021-03-14 09:10:00] TRAIN: [11][4380/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0874 (2.2589) | Acc@1 54.688 (49.627) | Acc@5 73.828 (73.682)
[2021-03-14 09:10:08] TRAIN: [11][4410/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.0484 (2.2589) | Acc@1 49.609 (49.625) | Acc@5 77.344 (73.680)
[2021-03-14 09:10:17] TRAIN: [11][4440/5004] | Time 0.307 ( 0.284) | Data 0.000 (0.001) | Loss 2.3182 (2.2587) | Acc@1 49.219 (49.629) | Acc@5 73.438 (73.683)
[2021-03-14 09:10:25] TRAIN: [11][4470/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1148 (2.2588) | Acc@1 53.906 (49.624) | Acc@5 77.734 (73.683)
[2021-03-14 09:10:34] TRAIN: [11][4500/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4774 (2.2590) | Acc@1 48.047 (49.624) | Acc@5 68.359 (73.677)
[2021-03-14 09:10:42] TRAIN: [11][4530/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0974 (2.2588) | Acc@1 53.516 (49.628) | Acc@5 75.000 (73.678)
[2021-03-14 09:10:51] TRAIN: [11][4560/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1277 (2.2590) | Acc@1 55.469 (49.626) | Acc@5 75.391 (73.672)
[2021-03-14 09:10:59] TRAIN: [11][4590/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1307 (2.2591) | Acc@1 52.344 (49.621) | Acc@5 76.172 (73.666)
[2021-03-14 09:11:08] TRAIN: [11][4620/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.3958 (2.2591) | Acc@1 46.484 (49.618) | Acc@5 69.922 (73.669)
[2021-03-14 09:11:16] TRAIN: [11][4650/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 2.2493 (2.2592) | Acc@1 48.438 (49.617) | Acc@5 72.656 (73.666)
[2021-03-14 09:11:25] TRAIN: [11][4680/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2675 (2.2595) | Acc@1 49.609 (49.614) | Acc@5 72.656 (73.659)
[2021-03-14 09:11:33] TRAIN: [11][4710/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0479 (2.2595) | Acc@1 50.781 (49.613) | Acc@5 78.906 (73.660)
[2021-03-14 09:11:42] TRAIN: [11][4740/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.3895 (2.2595) | Acc@1 49.219 (49.618) | Acc@5 72.656 (73.661)
[2021-03-14 09:11:50] TRAIN: [11][4770/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4480 (2.2595) | Acc@1 45.703 (49.616) | Acc@5 71.875 (73.662)
[2021-03-14 09:11:59] TRAIN: [11][4800/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2663 (2.2593) | Acc@1 48.047 (49.619) | Acc@5 73.828 (73.666)
[2021-03-14 09:12:07] TRAIN: [11][4830/5004] | Time 0.297 ( 0.284) | Data 0.000 (0.001) | Loss 2.3048 (2.2590) | Acc@1 50.000 (49.622) | Acc@5 72.656 (73.671)
[2021-03-14 09:12:16] TRAIN: [11][4860/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.3454 (2.2590) | Acc@1 48.828 (49.621) | Acc@5 72.656 (73.671)
[2021-03-14 09:12:24] TRAIN: [11][4890/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.6705 (2.2592) | Acc@1 41.016 (49.617) | Acc@5 67.188 (73.667)
[2021-03-14 09:12:33] TRAIN: [11][4920/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.4281 (2.2593) | Acc@1 45.703 (49.619) | Acc@5 71.875 (73.663)
[2021-03-14 09:12:42] TRAIN: [11][4950/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.0384 (2.2595) | Acc@1 55.469 (49.613) | Acc@5 77.734 (73.660)
[2021-03-14 09:12:50] TRAIN: [11][4980/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2125 (2.2595) | Acc@1 47.266 (49.612) | Acc@5 74.609 (73.661)
[2021-03-14 09:12:57] TRAIN: [11][5004/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.4700 (2.2595) | Acc@1 43.750 (49.612) | Acc@5 71.875 (73.660)
[2021-03-14 09:13:09] VAL: [10/32] | Time 0.611 ( 1.219) | Data 0.000 (0.630) | Loss 1.9412 (1.8749) | Acc@1 56.188 (56.000) | Acc@5 78.938 (80.125)
[2021-03-14 09:13:18] VAL: [20/32] | Time 0.594 ( 1.041) | Data 0.000 (0.447) | Loss 1.9044 (1.8978) | Acc@1 56.062 (55.356) | Acc@5 79.500 (79.894)
[2021-03-14 09:13:27] VAL: [30/32] | Time 0.581 ( 0.993) | Data 0.000 (0.406) | Loss 1.8888 (1.8904) | Acc@1 54.625 (55.462) | Acc@5 80.750 (79.954)
[2021-03-14 09:13:28] VAL: [32/32] | Time 0.252 ( 0.954) | Data 0.000 (0.381) | Loss 1.7509 (1.8899) | Acc@1 61.500 (55.532) | Acc@5 81.750 (79.936)
[2021-03-14 09:13:28] ACCURACY: TOP1 55.532(BEST 55.532) | TOP5 79.936 | SAVED botnet50-wd5/checkpoints/ckpt_ep_011.pth.tar
[2021-03-14 09:13:28] CURRENT EPOCH: 12, LR: 0.1941, POLICY: cos
[2021-03-14 09:13:38] TRAIN: [12][ 30/5004] | Time 0.346 ( 0.305) | Data 0.000 (0.026) | Loss 2.2150 (2.1878) | Acc@1 48.828 (50.846) | Acc@5 75.000 (74.766)
[2021-03-14 09:13:46] TRAIN: [12][ 60/5004] | Time 0.279 ( 0.292) | Data 0.000 (0.013) | Loss 2.2198 (2.1808) | Acc@1 50.000 (51.309) | Acc@5 71.875 (74.863)
[2021-03-14 09:13:54] TRAIN: [12][ 90/5004] | Time 0.282 ( 0.289) | Data 0.000 (0.009) | Loss 2.2074 (2.1840) | Acc@1 49.609 (51.089) | Acc@5 73.828 (74.926)
[2021-03-14 09:14:03] TRAIN: [12][ 120/5004] | Time 0.276 ( 0.288) | Data 0.000 (0.007) | Loss 2.1798 (2.1863) | Acc@1 53.125 (50.980) | Acc@5 74.219 (74.889)
[2021-03-14 09:14:11] TRAIN: [12][ 150/5004] | Time 0.276 ( 0.286) | Data 0.000 (0.005) | Loss 2.2070 (2.1891) | Acc@1 48.438 (50.911) | Acc@5 74.609 (74.872)
[2021-03-14 09:14:20] TRAIN: [12][ 180/5004] | Time 0.276 ( 0.286) | Data 0.000 (0.005) | Loss 1.9757 (2.1957) | Acc@1 53.906 (50.888) | Acc@5 80.469 (74.792)
[2021-03-14 09:14:28] TRAIN: [12][ 210/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.004) | Loss 2.2207 (2.1976) | Acc@1 50.391 (50.765) | Acc@5 75.781 (74.773)
[2021-03-14 09:14:37] TRAIN: [12][ 240/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.004) | Loss 2.3068 (2.1961) | Acc@1 48.438 (50.710) | Acc@5 72.656 (74.788)
[2021-03-14 09:14:45] TRAIN: [12][ 270/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.003) | Loss 2.1854 (2.1918) | Acc@1 51.953 (50.719) | Acc@5 72.656 (74.831)
[2021-03-14 09:14:54] TRAIN: [12][ 300/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.003) | Loss 2.2110 (2.1977) | Acc@1 55.078 (50.620) | Acc@5 77.344 (74.742)
[2021-03-14 09:15:03] TRAIN: [12][ 330/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.003) | Loss 2.2122 (2.2008) | Acc@1 53.125 (50.541) | Acc@5 75.781 (74.756)
[2021-03-14 09:15:11] TRAIN: [12][ 360/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.003) | Loss 1.9903 (2.1996) | Acc@1 55.859 (50.559) | Acc@5 76.172 (74.745)
[2021-03-14 09:15:20] TRAIN: [12][ 390/5004] | Time 0.295 ( 0.285) | Data 0.000 (0.002) | Loss 2.2455 (2.1979) | Acc@1 47.656 (50.590) | Acc@5 73.438 (74.780)
[2021-03-14 09:15:28] TRAIN: [12][ 420/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.002) | Loss 2.0712 (2.1995) | Acc@1 52.734 (50.556) | Acc@5 75.781 (74.780)
[2021-03-14 09:15:37] TRAIN: [12][ 450/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.002) | Loss 2.1424 (2.2008) | Acc@1 49.219 (50.513) | Acc@5 73.828 (74.747)
[2021-03-14 09:15:45] TRAIN: [12][ 480/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.002) | Loss 2.2619 (2.2027) | Acc@1 46.875 (50.500) | Acc@5 73.828 (74.726)
[2021-03-14 09:15:54] TRAIN: [12][ 510/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.002) | Loss 1.9444 (2.2035) | Acc@1 55.859 (50.465) | Acc@5 79.297 (74.706)
[2021-03-14 09:16:02] TRAIN: [12][ 540/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.002) | Loss 2.2769 (2.2042) | Acc@1 47.266 (50.462) | Acc@5 71.484 (74.682)
[2021-03-14 09:16:11] TRAIN: [12][ 570/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.002) | Loss 1.9800 (2.2048) | Acc@1 53.125 (50.461) | Acc@5 79.297 (74.681)
[2021-03-14 09:16:20] TRAIN: [12][ 600/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.002) | Loss 2.1291 (2.2049) | Acc@1 50.391 (50.445) | Acc@5 76.562 (74.674)
[2021-03-14 09:16:28] TRAIN: [12][ 630/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.002) | Loss 2.3807 (2.2047) | Acc@1 48.047 (50.472) | Acc@5 72.266 (74.672)
[2021-03-14 09:16:37] TRAIN: [12][ 660/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.002) | Loss 2.3975 (2.2038) | Acc@1 48.047 (50.476) | Acc@5 72.656 (74.715)
[2021-03-14 09:16:45] TRAIN: [12][ 690/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.002) | Loss 2.5788 (2.2061) | Acc@1 44.141 (50.419) | Acc@5 69.531 (74.671)
[2021-03-14 09:16:54] TRAIN: [12][ 720/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.6026 (2.2089) | Acc@1 42.578 (50.365) | Acc@5 65.625 (74.616)
[2021-03-14 09:17:02] TRAIN: [12][ 750/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 2.1163 (2.2097) | Acc@1 55.078 (50.329) | Acc@5 75.781 (74.599)
[2021-03-14 09:17:11] TRAIN: [12][ 780/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.2671 (2.2093) | Acc@1 52.344 (50.359) | Acc@5 70.703 (74.612)
[2021-03-14 09:17:19] TRAIN: [12][ 810/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.1290 (2.2106) | Acc@1 51.953 (50.341) | Acc@5 74.609 (74.596)
[2021-03-14 09:17:28] TRAIN: [12][ 840/5004] | Time 0.293 ( 0.285) | Data 0.001 (0.001) | Loss 2.1797 (2.2118) | Acc@1 50.391 (50.339) | Acc@5 76.562 (74.587)
[2021-03-14 09:17:36] TRAIN: [12][ 870/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.1553 (2.2116) | Acc@1 53.906 (50.360) | Acc@5 73.828 (74.596)
[2021-03-14 09:17:45] TRAIN: [12][ 900/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.1604 (2.2113) | Acc@1 50.000 (50.374) | Acc@5 76.172 (74.598)
[2021-03-14 09:17:54] TRAIN: [12][ 930/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.2684 (2.2122) | Acc@1 50.781 (50.362) | Acc@5 73.047 (74.569)
[2021-03-14 09:18:02] TRAIN: [12][ 960/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.001) | Loss 2.1323 (2.2132) | Acc@1 51.172 (50.348) | Acc@5 75.000 (74.547)
[2021-03-14 09:18:11] TRAIN: [12][ 990/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.1292 (2.2144) | Acc@1 48.438 (50.302) | Acc@5 77.734 (74.527)
[2021-03-14 09:18:19] TRAIN: [12][1020/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 2.2001 (2.2139) | Acc@1 51.953 (50.306) | Acc@5 73.047 (74.522)
[2021-03-14 09:18:28] TRAIN: [12][1050/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.9850 (2.2134) | Acc@1 54.688 (50.301) | Acc@5 76.562 (74.523)
[2021-03-14 09:18:36] TRAIN: [12][1080/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.2283 (2.2139) | Acc@1 51.562 (50.300) | Acc@5 73.438 (74.508)
[2021-03-14 09:18:45] TRAIN: [12][1110/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1236 (2.2146) | Acc@1 52.344 (50.281) | Acc@5 75.781 (74.488)
[2021-03-14 09:18:53] TRAIN: [12][1140/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.4045 (2.2153) | Acc@1 48.047 (50.295) | Acc@5 73.438 (74.466)
[2021-03-14 09:19:02] TRAIN: [12][1170/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 2.4597 (2.2153) | Acc@1 46.484 (50.295) | Acc@5 70.703 (74.455)
[2021-03-14 09:19:10] TRAIN: [12][1200/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.2052 (2.2160) | Acc@1 51.562 (50.273) | Acc@5 74.609 (74.450)
[2021-03-14 09:19:18] TRAIN: [12][1230/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.1070 (2.2158) | Acc@1 49.219 (50.283) | Acc@5 76.562 (74.447)
[2021-03-14 09:19:27] TRAIN: [12][1260/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.2748 (2.2160) | Acc@1 48.438 (50.286) | Acc@5 71.875 (74.431)
[2021-03-14 09:19:36] TRAIN: [12][1290/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.2341 (2.2168) | Acc@1 49.219 (50.277) | Acc@5 74.219 (74.423)
[2021-03-14 09:19:44] TRAIN: [12][1320/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.1615 (2.2181) | Acc@1 48.047 (50.254) | Acc@5 76.172 (74.403)
[2021-03-14 09:19:53] TRAIN: [12][1350/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.2344 (2.2189) | Acc@1 46.484 (50.236) | Acc@5 74.609 (74.388)
[2021-03-14 09:20:01] TRAIN: [12][1380/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.1284 (2.2196) | Acc@1 54.297 (50.237) | Acc@5 76.562 (74.373)
[2021-03-14 09:20:10] TRAIN: [12][1410/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.0965 (2.2196) | Acc@1 51.172 (50.241) | Acc@5 74.219 (74.375)
[2021-03-14 09:20:18] TRAIN: [12][1440/5004] | Time 0.297 ( 0.285) | Data 0.001 (0.001) | Loss 2.2178 (2.2193) | Acc@1 47.266 (50.246) | Acc@5 76.562 (74.386)
[2021-03-14 09:20:27] TRAIN: [12][1470/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.4094 (2.2187) | Acc@1 46.875 (50.247) | Acc@5 69.141 (74.397)
[2021-03-14 09:20:35] TRAIN: [12][1500/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0503 (2.2196) | Acc@1 51.953 (50.228) | Acc@5 75.781 (74.386)
[2021-03-14 09:20:44] TRAIN: [12][1530/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.4820 (2.2203) | Acc@1 44.531 (50.213) | Acc@5 69.531 (74.380)
[2021-03-14 09:20:52] TRAIN: [12][1560/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.1426 (2.2204) | Acc@1 51.562 (50.208) | Acc@5 77.734 (74.379)
[2021-03-14 09:21:01] TRAIN: [12][1590/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.2806 (2.2200) | Acc@1 47.266 (50.218) | Acc@5 73.047 (74.376)
[2021-03-14 09:21:09] TRAIN: [12][1620/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.3026 (2.2201) | Acc@1 48.828 (50.228) | Acc@5 71.484 (74.377)
[2021-03-14 09:21:18] TRAIN: [12][1650/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2115 (2.2205) | Acc@1 51.172 (50.218) | Acc@5 73.828 (74.359)
[2021-03-14 09:21:26] TRAIN: [12][1680/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3449 (2.2209) | Acc@1 47.656 (50.228) | Acc@5 73.438 (74.355)
[2021-03-14 09:21:35] TRAIN: [12][1710/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1987 (2.2208) | Acc@1 51.562 (50.232) | Acc@5 73.438 (74.348)
[2021-03-14 09:21:43] TRAIN: [12][1740/5004] | Time 0.274 ( 0.284) | Data 0.000 (0.001) | Loss 2.3207 (2.2202) | Acc@1 48.438 (50.233) | Acc@5 72.656 (74.356)
[2021-03-14 09:21:52] TRAIN: [12][1770/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2862 (2.2195) | Acc@1 50.000 (50.247) | Acc@5 75.000 (74.351)
[2021-03-14 09:22:00] TRAIN: [12][1800/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3513 (2.2205) | Acc@1 49.609 (50.240) | Acc@5 70.703 (74.334)
[2021-03-14 09:22:09] TRAIN: [12][1830/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.1930 (2.2205) | Acc@1 50.391 (50.238) | Acc@5 76.562 (74.327)
[2021-03-14 09:22:17] TRAIN: [12][1860/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1511 (2.2207) | Acc@1 48.828 (50.230) | Acc@5 77.344 (74.323)
[2021-03-14 09:22:26] TRAIN: [12][1890/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3928 (2.2208) | Acc@1 51.562 (50.231) | Acc@5 71.094 (74.320)
[2021-03-14 09:22:34] TRAIN: [12][1920/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.001) | Loss 2.2027 (2.2215) | Acc@1 51.562 (50.218) | Acc@5 75.391 (74.305)
[2021-03-14 09:22:43] TRAIN: [12][1950/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.5187 (2.2216) | Acc@1 44.141 (50.211) | Acc@5 71.875 (74.297)
[2021-03-14 09:22:51] TRAIN: [12][1980/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1581 (2.2218) | Acc@1 49.609 (50.212) | Acc@5 76.172 (74.299)
[2021-03-14 09:23:00] TRAIN: [12][2010/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2136 (2.2226) | Acc@1 50.000 (50.207) | Acc@5 77.344 (74.291)
[2021-03-14 09:23:08] TRAIN: [12][2040/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3011 (2.2231) | Acc@1 50.000 (50.197) | Acc@5 73.047 (74.280)
[2021-03-14 09:23:17] TRAIN: [12][2070/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1577 (2.2231) | Acc@1 51.562 (50.201) | Acc@5 75.781 (74.280)
[2021-03-14 09:23:25] TRAIN: [12][2100/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.5114 (2.2227) | Acc@1 45.703 (50.216) | Acc@5 71.484 (74.285)
[2021-03-14 09:23:34] TRAIN: [12][2130/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.2253 (2.2238) | Acc@1 49.609 (50.202) | Acc@5 73.438 (74.271)
[2021-03-14 09:23:43] TRAIN: [12][2160/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.9573 (2.2237) | Acc@1 51.172 (50.201) | Acc@5 78.516 (74.272)
[2021-03-14 09:23:51] TRAIN: [12][2190/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1444 (2.2237) | Acc@1 52.344 (50.187) | Acc@5 72.656 (74.268)
[2021-03-14 09:24:00] TRAIN: [12][2220/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0498 (2.2233) | Acc@1 55.469 (50.202) | Acc@5 76.953 (74.274)
[2021-03-14 09:24:08] TRAIN: [12][2250/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2483 (2.2240) | Acc@1 48.438 (50.184) | Acc@5 76.172 (74.268)
[2021-03-14 09:24:17] TRAIN: [12][2280/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 1.9074 (2.2240) | Acc@1 54.688 (50.181) | Acc@5 79.688 (74.262)
[2021-03-14 09:24:25] TRAIN: [12][2310/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.4803 (2.2243) | Acc@1 45.312 (50.163) | Acc@5 72.266 (74.261)
[2021-03-14 09:24:34] TRAIN: [12][2340/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1535 (2.2247) | Acc@1 49.219 (50.153) | Acc@5 76.172 (74.260)
[2021-03-14 09:24:42] TRAIN: [12][2370/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1811 (2.2248) | Acc@1 50.000 (50.163) | Acc@5 76.172 (74.258)
[2021-03-14 09:24:51] TRAIN: [12][2400/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.2406 (2.2255) | Acc@1 51.172 (50.150) | Acc@5 75.000 (74.239)
[2021-03-14 09:24:59] TRAIN: [12][2430/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.3350 (2.2255) | Acc@1 53.125 (50.155) | Acc@5 71.484 (74.240)
[2021-03-14 09:25:08] TRAIN: [12][2460/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1852 (2.2260) | Acc@1 49.219 (50.150) | Acc@5 73.438 (74.236)
[2021-03-14 09:25:16] TRAIN: [12][2490/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.1690 (2.2260) | Acc@1 51.562 (50.148) | Acc@5 75.000 (74.230)
[2021-03-14 09:25:25] TRAIN: [12][2520/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0787 (2.2259) | Acc@1 53.125 (50.152) | Acc@5 75.000 (74.231)
[2021-03-14 09:25:33] TRAIN: [12][2550/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.1331 (2.2256) | Acc@1 53.906 (50.160) | Acc@5 75.781 (74.238)
[2021-03-14 09:25:42] TRAIN: [12][2580/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.5600 (2.2261) | Acc@1 41.797 (50.138) | Acc@5 69.531 (74.228)
[2021-03-14 09:25:50] TRAIN: [12][2610/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.5003 (2.2261) | Acc@1 47.656 (50.134) | Acc@5 71.094 (74.230)
[2021-03-14 09:25:59] TRAIN: [12][2640/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 1.9111 (2.2260) | Acc@1 52.734 (50.142) | Acc@5 79.297 (74.230)
[2021-03-14 09:26:07] TRAIN: [12][2670/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9702 (2.2265) | Acc@1 58.594 (50.129) | Acc@5 77.734 (74.225)
[2021-03-14 09:26:16] TRAIN: [12][2700/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0079 (2.2260) | Acc@1 54.297 (50.136) | Acc@5 76.172 (74.228)
[2021-03-14 09:26:24] TRAIN: [12][2730/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1980 (2.2267) | Acc@1 52.344 (50.132) | Acc@5 73.828 (74.217)
[2021-03-14 09:26:33] TRAIN: [12][2760/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1438 (2.2280) | Acc@1 50.781 (50.107) | Acc@5 75.781 (74.196)
[2021-03-14 09:26:41] TRAIN: [12][2790/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9853 (2.2283) | Acc@1 55.078 (50.110) | Acc@5 78.906 (74.189)
[2021-03-14 09:26:50] TRAIN: [12][2820/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.1401 (2.2283) | Acc@1 52.344 (50.111) | Acc@5 76.562 (74.189)
[2021-03-14 09:26:58] TRAIN: [12][2850/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1591 (2.2281) | Acc@1 47.656 (50.114) | Acc@5 74.609 (74.191)
[2021-03-14 09:27:07] TRAIN: [12][2880/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9515 (2.2283) | Acc@1 55.859 (50.109) | Acc@5 78.516 (74.189)
[2021-03-14 09:27:15] TRAIN: [12][2910/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9933 (2.2281) | Acc@1 50.391 (50.112) | Acc@5 78.906 (74.187)
[2021-03-14 09:27:24] TRAIN: [12][2940/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2590 (2.2280) | Acc@1 46.484 (50.112) | Acc@5 71.875 (74.195)
[2021-03-14 09:27:32] TRAIN: [12][2970/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2203 (2.2281) | Acc@1 56.641 (50.117) | Acc@5 71.875 (74.194)
[2021-03-14 09:27:41] TRAIN: [12][3000/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.5618 (2.2280) | Acc@1 45.312 (50.120) | Acc@5 69.141 (74.195)
[2021-03-14 09:27:49] TRAIN: [12][3030/5004] | Time 0.330 ( 0.284) | Data 0.000 (0.001) | Loss 2.2101 (2.2278) | Acc@1 54.688 (50.123) | Acc@5 74.219 (74.198)
[2021-03-14 09:27:58] TRAIN: [12][3060/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0731 (2.2284) | Acc@1 55.078 (50.115) | Acc@5 77.344 (74.188)
[2021-03-14 09:28:06] TRAIN: [12][3090/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.4268 (2.2289) | Acc@1 46.484 (50.109) | Acc@5 71.875 (74.176)
[2021-03-14 09:28:15] TRAIN: [12][3120/5004] | Time 0.298 ( 0.284) | Data 0.000 (0.001) | Loss 2.1407 (2.2292) | Acc@1 53.906 (50.104) | Acc@5 75.781 (74.173)
[2021-03-14 09:28:23] TRAIN: [12][3150/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.4963 (2.2296) | Acc@1 44.922 (50.097) | Acc@5 67.188 (74.165)
[2021-03-14 09:28:32] TRAIN: [12][3180/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.0800 (2.2295) | Acc@1 53.516 (50.103) | Acc@5 73.828 (74.166)
[2021-03-14 09:28:41] TRAIN: [12][3210/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.1524 (2.2294) | Acc@1 51.953 (50.105) | Acc@5 74.219 (74.164)
[2021-03-14 09:28:49] TRAIN: [12][3240/5004] | Time 0.311 ( 0.284) | Data 0.000 (0.001) | Loss 2.1617 (2.2296) | Acc@1 50.391 (50.104) | Acc@5 75.781 (74.158)
[2021-03-14 09:28:58] TRAIN: [12][3270/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2418 (2.2299) | Acc@1 49.609 (50.098) | Acc@5 72.656 (74.151)
[2021-03-14 09:29:06] TRAIN: [12][3300/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.4189 (2.2299) | Acc@1 47.266 (50.100) | Acc@5 71.094 (74.148)
[2021-03-14 09:29:15] TRAIN: [12][3330/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2784 (2.2301) | Acc@1 47.266 (50.097) | Acc@5 75.391 (74.149)
[2021-03-14 09:29:23] TRAIN: [12][3360/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1236 (2.2298) | Acc@1 51.953 (50.102) | Acc@5 75.781 (74.156)
[2021-03-14 09:29:32] TRAIN: [12][3390/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.001) | Loss 2.5879 (2.2299) | Acc@1 48.047 (50.109) | Acc@5 66.797 (74.152)
[2021-03-14 09:29:40] TRAIN: [12][3420/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0378 (2.2299) | Acc@1 54.688 (50.108) | Acc@5 74.609 (74.153)
[2021-03-14 09:29:49] TRAIN: [12][3450/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.4766 (2.2306) | Acc@1 44.141 (50.100) | Acc@5 71.484 (74.144)
[2021-03-14 09:29:57] TRAIN: [12][3480/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2794 (2.2310) | Acc@1 46.875 (50.087) | Acc@5 76.172 (74.141)
[2021-03-14 09:30:06] TRAIN: [12][3510/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4072 (2.2310) | Acc@1 45.312 (50.084) | Acc@5 70.703 (74.141)
[2021-03-14 09:30:15] TRAIN: [12][3540/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.0759 (2.2313) | Acc@1 55.078 (50.080) | Acc@5 73.828 (74.140)
[2021-03-14 09:30:23] TRAIN: [12][3570/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1858 (2.2315) | Acc@1 51.953 (50.081) | Acc@5 76.562 (74.135)
[2021-03-14 09:30:31] TRAIN: [12][3600/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.3809 (2.2317) | Acc@1 51.562 (50.081) | Acc@5 71.875 (74.133)
[2021-03-14 09:30:40] TRAIN: [12][3630/5004] | Time 0.304 ( 0.284) | Data 0.001 (0.001) | Loss 2.0394 (2.2318) | Acc@1 53.516 (50.080) | Acc@5 77.734 (74.132)
[2021-03-14 09:30:48] TRAIN: [12][3660/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.0899 (2.2317) | Acc@1 50.391 (50.081) | Acc@5 78.125 (74.134)
[2021-03-14 09:30:57] TRAIN: [12][3690/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4087 (2.2316) | Acc@1 50.391 (50.089) | Acc@5 69.531 (74.137)
[2021-03-14 09:31:05] TRAIN: [12][3720/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2831 (2.2319) | Acc@1 50.391 (50.084) | Acc@5 74.609 (74.132)
[2021-03-14 09:31:14] TRAIN: [12][3750/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2075 (2.2322) | Acc@1 53.906 (50.083) | Acc@5 77.344 (74.124)
[2021-03-14 09:31:22] TRAIN: [12][3780/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0953 (2.2317) | Acc@1 51.172 (50.097) | Acc@5 76.562 (74.132)
[2021-03-14 09:31:31] TRAIN: [12][3810/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.6311 (2.2314) | Acc@1 42.969 (50.103) | Acc@5 70.312 (74.139)
[2021-03-14 09:31:39] TRAIN: [12][3840/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2477 (2.2312) | Acc@1 48.438 (50.099) | Acc@5 69.922 (74.140)
[2021-03-14 09:31:48] TRAIN: [12][3870/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1179 (2.2311) | Acc@1 52.734 (50.104) | Acc@5 75.391 (74.142)
[2021-03-14 09:31:56] TRAIN: [12][3900/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.5081 (2.2313) | Acc@1 47.266 (50.101) | Acc@5 72.266 (74.138)
[2021-03-14 09:32:05] TRAIN: [12][3930/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1368 (2.2313) | Acc@1 53.906 (50.103) | Acc@5 78.516 (74.136)
[2021-03-14 09:32:13] TRAIN: [12][3960/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3140 (2.2312) | Acc@1 52.344 (50.105) | Acc@5 73.828 (74.142)
[2021-03-14 09:32:22] TRAIN: [12][3990/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0030 (2.2312) | Acc@1 53.125 (50.106) | Acc@5 78.906 (74.144)
[2021-03-14 09:32:31] TRAIN: [12][4020/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.4199 (2.2313) | Acc@1 47.656 (50.105) | Acc@5 70.312 (74.146)
[2021-03-14 09:32:39] TRAIN: [12][4050/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0280 (2.2314) | Acc@1 51.172 (50.101) | Acc@5 76.172 (74.144)
[2021-03-14 09:32:47] TRAIN: [12][4080/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0808 (2.2319) | Acc@1 54.688 (50.093) | Acc@5 78.125 (74.135)
[2021-03-14 09:32:56] TRAIN: [12][4110/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1495 (2.2318) | Acc@1 52.344 (50.096) | Acc@5 73.828 (74.140)
[2021-03-14 09:33:04] TRAIN: [12][4140/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1843 (2.2318) | Acc@1 52.344 (50.099) | Acc@5 74.609 (74.136)
[2021-03-14 09:33:13] TRAIN: [12][4170/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.2002 (2.2321) | Acc@1 47.656 (50.095) | Acc@5 73.438 (74.132)
[2021-03-14 09:33:22] TRAIN: [12][4200/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.3470 (2.2326) | Acc@1 48.438 (50.088) | Acc@5 71.875 (74.125)
[2021-03-14 09:33:30] TRAIN: [12][4230/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.4309 (2.2326) | Acc@1 47.656 (50.088) | Acc@5 71.094 (74.127)
[2021-03-14 09:33:39] TRAIN: [12][4260/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.4728 (2.2328) | Acc@1 46.094 (50.081) | Acc@5 70.312 (74.120)
[2021-03-14 09:33:47] TRAIN: [12][4290/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.2580 (2.2330) | Acc@1 48.047 (50.079) | Acc@5 73.047 (74.114)
[2021-03-14 09:33:56] TRAIN: [12][4320/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3544 (2.2331) | Acc@1 47.656 (50.077) | Acc@5 74.219 (74.119)
[2021-03-14 09:34:04] TRAIN: [12][4350/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.3187 (2.2329) | Acc@1 48.438 (50.078) | Acc@5 74.219 (74.122)
[2021-03-14 09:34:13] TRAIN: [12][4380/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.3232 (2.2327) | Acc@1 51.562 (50.078) | Acc@5 75.781 (74.125)
[2021-03-14 09:34:21] TRAIN: [12][4410/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3279 (2.2326) | Acc@1 45.312 (50.079) | Acc@5 73.438 (74.126)
[2021-03-14 09:34:30] TRAIN: [12][4440/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.3724 (2.2328) | Acc@1 44.922 (50.076) | Acc@5 72.266 (74.127)
[2021-03-14 09:34:38] TRAIN: [12][4470/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2502 (2.2328) | Acc@1 48.828 (50.075) | Acc@5 72.266 (74.125)
[2021-03-14 09:34:47] TRAIN: [12][4500/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4519 (2.2328) | Acc@1 47.656 (50.074) | Acc@5 71.094 (74.128)
[2021-03-14 09:34:55] TRAIN: [12][4530/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1043 (2.2328) | Acc@1 49.609 (50.076) | Acc@5 76.172 (74.127)
[2021-03-14 09:35:04] TRAIN: [12][4560/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.4413 (2.2329) | Acc@1 46.094 (50.077) | Acc@5 73.047 (74.123)
[2021-03-14 09:35:12] TRAIN: [12][4590/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0595 (2.2331) | Acc@1 49.219 (50.074) | Acc@5 77.344 (74.119)
[2021-03-14 09:35:21] TRAIN: [12][4620/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2839 (2.2333) | Acc@1 46.094 (50.072) | Acc@5 70.312 (74.118)
[2021-03-14 09:35:29] TRAIN: [12][4650/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1429 (2.2337) | Acc@1 50.000 (50.062) | Acc@5 75.391 (74.111)
[2021-03-14 09:35:38] TRAIN: [12][4680/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.3434 (2.2338) | Acc@1 44.922 (50.060) | Acc@5 71.875 (74.108)
[2021-03-14 09:35:46] TRAIN: [12][4710/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.2344 (2.2338) | Acc@1 52.734 (50.057) | Acc@5 72.266 (74.106)
[2021-03-14 09:35:55] TRAIN: [12][4740/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.3230 (2.2340) | Acc@1 51.172 (50.058) | Acc@5 73.047 (74.107)
[2021-03-14 09:36:03] TRAIN: [12][4770/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1260 (2.2338) | Acc@1 52.734 (50.058) | Acc@5 75.391 (74.108)
[2021-03-14 09:36:12] TRAIN: [12][4800/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1826 (2.2337) | Acc@1 49.219 (50.062) | Acc@5 75.391 (74.111)
[2021-03-14 09:36:20] TRAIN: [12][4830/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.3365 (2.2336) | Acc@1 44.531 (50.059) | Acc@5 73.828 (74.113)
[2021-03-14 09:36:29] TRAIN: [12][4860/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0278 (2.2339) | Acc@1 56.250 (50.057) | Acc@5 76.562 (74.111)
[2021-03-14 09:36:37] TRAIN: [12][4890/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.8462 (2.2336) | Acc@1 56.250 (50.058) | Acc@5 78.516 (74.113)
[2021-03-14 09:36:46] TRAIN: [12][4920/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2651 (2.2337) | Acc@1 48.047 (50.052) | Acc@5 72.656 (74.110)
[2021-03-14 09:36:54] TRAIN: [12][4950/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.4783 (2.2337) | Acc@1 42.969 (50.052) | Acc@5 72.266 (74.110)
[2021-03-14 09:37:03] TRAIN: [12][4980/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1705 (2.2335) | Acc@1 48.828 (50.056) | Acc@5 75.000 (74.113)
[2021-03-14 09:37:10] TRAIN: [12][5004/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1965 (2.2334) | Acc@1 47.266 (50.057) | Acc@5 72.656 (74.112)
[2021-03-14 09:37:22] VAL: [10/32] | Time 0.626 ( 1.221) | Data 0.000 (0.593) | Loss 2.0700 (1.9925) | Acc@1 50.750 (53.269) | Acc@5 77.438 (78.869)
[2021-03-14 09:37:31] VAL: [20/32] | Time 0.631 ( 1.026) | Data 0.000 (0.359) | Loss 1.9940 (2.0010) | Acc@1 53.500 (53.084) | Acc@5 78.688 (78.594)
[2021-03-14 09:37:40] VAL: [30/32] | Time 0.531 ( 0.990) | Data 0.000 (0.323) | Loss 2.0390 (2.0017) | Acc@1 53.312 (53.210) | Acc@5 77.688 (78.429)
[2021-03-14 09:37:41] VAL: [32/32] | Time 0.250 ( 0.952) | Data 0.000 (0.303) | Loss 1.9461 (2.0017) | Acc@1 55.000 (53.230) | Acc@5 80.000 (78.446)
[2021-03-14 09:37:41] ACCURACY: TOP1 53.230(BEST 55.532) | TOP5 78.446 | SAVED botnet50-wd5/checkpoints/ckpt_ep_012.pth.tar
[2021-03-14 09:37:41] CURRENT EPOCH: 13, LR: 0.1930, POLICY: cos
[2021-03-14 09:37:50] TRAIN: [13][ 30/5004] | Time 0.280 ( 0.300) | Data 0.000 (0.022) | Loss 2.0071 (2.1485) | Acc@1 50.391 (51.250) | Acc@5 78.906 (75.703)
[2021-03-14 09:37:59] TRAIN: [13][ 60/5004] | Time 0.285 ( 0.291) | Data 0.000 (0.011) | Loss 2.2837 (2.1628) | Acc@1 50.781 (51.426) | Acc@5 71.875 (75.365)
[2021-03-14 09:38:07] TRAIN: [13][ 90/5004] | Time 0.283 ( 0.288) | Data 0.000 (0.008) | Loss 2.2063 (2.1594) | Acc@1 50.781 (51.536) | Acc@5 76.172 (75.317)
[2021-03-14 09:38:15] TRAIN: [13][ 120/5004] | Time 0.290 ( 0.286) | Data 0.000 (0.006) | Loss 2.0178 (2.1603) | Acc@1 55.469 (51.484) | Acc@5 77.344 (75.251)
[2021-03-14 09:38:24] TRAIN: [13][ 150/5004] | Time 0.274 ( 0.286) | Data 0.000 (0.005) | Loss 2.1964 (2.1618) | Acc@1 49.609 (51.370) | Acc@5 74.609 (75.096)
[2021-03-14 09:38:32] TRAIN: [13][ 180/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.004) | Loss 2.0297 (2.1630) | Acc@1 52.734 (51.319) | Acc@5 75.000 (75.052)
[2021-03-14 09:38:41] TRAIN: [13][ 210/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.004) | Loss 2.2318 (2.1692) | Acc@1 46.484 (51.181) | Acc@5 73.828 (74.927)
[2021-03-14 09:38:49] TRAIN: [13][ 240/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.003) | Loss 2.1112 (2.1692) | Acc@1 51.953 (51.143) | Acc@5 74.609 (74.927)
[2021-03-14 09:38:58] TRAIN: [13][ 270/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.003) | Loss 2.1176 (2.1700) | Acc@1 51.953 (51.153) | Acc@5 77.344 (74.951)
[2021-03-14 09:39:06] TRAIN: [13][ 300/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.003) | Loss 2.3459 (2.1705) | Acc@1 44.141 (51.148) | Acc@5 72.266 (74.966)
[2021-03-14 09:39:15] TRAIN: [13][ 330/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.002) | Loss 1.9760 (2.1701) | Acc@1 57.422 (51.200) | Acc@5 76.172 (74.975)
[2021-03-14 09:39:23] TRAIN: [13][ 360/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.002) | Loss 2.3165 (2.1755) | Acc@1 49.609 (51.058) | Acc@5 72.266 (74.933)
[2021-03-14 09:39:32] TRAIN: [13][ 390/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.002) | Loss 2.2766 (2.1788) | Acc@1 50.391 (51.039) | Acc@5 75.000 (74.897)
[2021-03-14 09:39:40] TRAIN: [13][ 420/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.002) | Loss 2.1566 (2.1792) | Acc@1 52.734 (51.024) | Acc@5 73.047 (74.900)
[2021-03-14 09:39:49] TRAIN: [13][ 450/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.002) | Loss 1.8656 (2.1782) | Acc@1 55.078 (51.068) | Acc@5 82.812 (74.942)
[2021-03-14 09:39:57] TRAIN: [13][ 480/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.002) | Loss 2.2618 (2.1780) | Acc@1 51.172 (51.084) | Acc@5 73.047 (74.948)
[2021-03-14 09:40:06] TRAIN: [13][ 510/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.002) | Loss 1.9298 (2.1773) | Acc@1 55.078 (51.108) | Acc@5 80.469 (74.972)
[2021-03-14 09:40:14] TRAIN: [13][ 540/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.002) | Loss 2.4768 (2.1781) | Acc@1 41.797 (51.094) | Acc@5 69.141 (74.939)
[2021-03-14 09:40:23] TRAIN: [13][ 570/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.002) | Loss 2.1740 (2.1786) | Acc@1 50.000 (51.081) | Acc@5 76.562 (74.939)
[2021-03-14 09:40:31] TRAIN: [13][ 600/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.002) | Loss 2.4292 (2.1777) | Acc@1 48.047 (51.074) | Acc@5 71.875 (74.961)
[2021-03-14 09:40:40] TRAIN: [13][ 630/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3270 (2.1799) | Acc@1 48.828 (51.037) | Acc@5 73.438 (74.922)
[2021-03-14 09:40:48] TRAIN: [13][ 660/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2446 (2.1826) | Acc@1 49.609 (50.993) | Acc@5 76.172 (74.885)
[2021-03-14 09:40:57] TRAIN: [13][ 690/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9231 (2.1808) | Acc@1 55.859 (51.024) | Acc@5 78.125 (74.904)
[2021-03-14 09:41:06] TRAIN: [13][ 720/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.0064 (2.1817) | Acc@1 55.469 (51.005) | Acc@5 77.734 (74.902)
[2021-03-14 09:41:14] TRAIN: [13][ 750/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2458 (2.1821) | Acc@1 50.000 (51.007) | Acc@5 75.781 (74.902)
[2021-03-14 09:41:23] TRAIN: [13][ 780/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1883 (2.1820) | Acc@1 48.828 (50.998) | Acc@5 70.312 (74.895)
[2021-03-14 09:41:31] TRAIN: [13][ 810/5004] | Time 0.310 ( 0.284) | Data 0.000 (0.001) | Loss 2.0191 (2.1823) | Acc@1 50.000 (50.987) | Acc@5 78.516 (74.901)
[2021-03-14 09:41:40] TRAIN: [13][ 840/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1197 (2.1819) | Acc@1 52.734 (51.010) | Acc@5 76.172 (74.920)
[2021-03-14 09:41:48] TRAIN: [13][ 870/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2660 (2.1835) | Acc@1 53.125 (50.986) | Acc@5 73.047 (74.891)
[2021-03-14 09:41:57] TRAIN: [13][ 900/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0384 (2.1845) | Acc@1 53.125 (50.949) | Acc@5 77.344 (74.879)
[2021-03-14 09:42:05] TRAIN: [13][ 930/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.4403 (2.1844) | Acc@1 48.047 (50.966) | Acc@5 69.531 (74.878)
[2021-03-14 09:42:14] TRAIN: [13][ 960/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.4848 (2.1845) | Acc@1 49.219 (50.969) | Acc@5 66.406 (74.861)
[2021-03-14 09:42:23] TRAIN: [13][ 990/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.4674 (2.1842) | Acc@1 48.438 (50.976) | Acc@5 69.141 (74.872)
[2021-03-14 09:42:31] TRAIN: [13][1020/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0884 (2.1864) | Acc@1 51.562 (50.924) | Acc@5 76.562 (74.828)
[2021-03-14 09:42:40] TRAIN: [13][1050/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0540 (2.1876) | Acc@1 53.516 (50.891) | Acc@5 73.438 (74.802)
[2021-03-14 09:42:48] TRAIN: [13][1080/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.4460 (2.1902) | Acc@1 50.000 (50.873) | Acc@5 69.531 (74.770)
[2021-03-14 09:42:57] TRAIN: [13][1110/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1568 (2.1899) | Acc@1 50.781 (50.890) | Acc@5 76.562 (74.772)
[2021-03-14 09:43:05] TRAIN: [13][1140/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9641 (2.1898) | Acc@1 55.078 (50.889) | Acc@5 78.516 (74.776)
[2021-03-14 09:43:14] TRAIN: [13][1170/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.4351 (2.1899) | Acc@1 47.266 (50.894) | Acc@5 69.922 (74.782)
[2021-03-14 09:43:22] TRAIN: [13][1200/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2407 (2.1905) | Acc@1 48.438 (50.879) | Acc@5 74.219 (74.770)
[2021-03-14 09:43:31] TRAIN: [13][1230/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.5643 (2.1903) | Acc@1 45.312 (50.882) | Acc@5 67.969 (74.765)
[2021-03-14 09:43:39] TRAIN: [13][1260/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2306 (2.1902) | Acc@1 46.094 (50.880) | Acc@5 73.438 (74.772)
[2021-03-14 09:43:48] TRAIN: [13][1290/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1884 (2.1911) | Acc@1 47.266 (50.864) | Acc@5 75.000 (74.754)
[2021-03-14 09:43:56] TRAIN: [13][1320/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 1.9450 (2.1916) | Acc@1 52.734 (50.856) | Acc@5 78.516 (74.741)
[2021-03-14 09:44:05] TRAIN: [13][1350/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2396 (2.1925) | Acc@1 50.000 (50.830) | Acc@5 73.438 (74.723)
[2021-03-14 09:44:13] TRAIN: [13][1380/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1475 (2.1924) | Acc@1 51.562 (50.831) | Acc@5 77.734 (74.727)
[2021-03-14 09:44:22] TRAIN: [13][1410/5004] | Time 0.310 ( 0.284) | Data 0.001 (0.001) | Loss 2.0622 (2.1920) | Acc@1 51.953 (50.839) | Acc@5 78.516 (74.732)
[2021-03-14 09:44:30] TRAIN: [13][1440/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0148 (2.1920) | Acc@1 57.031 (50.843) | Acc@5 76.172 (74.734)
[2021-03-14 09:44:39] TRAIN: [13][1470/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3944 (2.1921) | Acc@1 48.828 (50.840) | Acc@5 71.484 (74.732)
[2021-03-14 09:44:47] TRAIN: [13][1500/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4509 (2.1916) | Acc@1 46.094 (50.849) | Acc@5 71.875 (74.735)
[2021-03-14 09:44:56] TRAIN: [13][1530/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2066 (2.1910) | Acc@1 54.297 (50.867) | Acc@5 72.656 (74.740)
[2021-03-14 09:45:04] TRAIN: [13][1560/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.3140 (2.1912) | Acc@1 50.391 (50.858) | Acc@5 71.875 (74.735)
[2021-03-14 09:45:13] TRAIN: [13][1590/5004] | Time 0.274 ( 0.284) | Data 0.000 (0.001) | Loss 2.4569 (2.1916) | Acc@1 44.922 (50.851) | Acc@5 72.266 (74.737)
[2021-03-14 09:45:21] TRAIN: [13][1620/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.001) | Loss 2.2901 (2.1922) | Acc@1 45.703 (50.834) | Acc@5 71.484 (74.727)
[2021-03-14 09:45:30] TRAIN: [13][1650/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9215 (2.1929) | Acc@1 58.984 (50.826) | Acc@5 78.906 (74.714)
[2021-03-14 09:45:38] TRAIN: [13][1680/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.3266 (2.1927) | Acc@1 46.875 (50.825) | Acc@5 73.828 (74.717)
[2021-03-14 09:45:47] TRAIN: [13][1710/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3107 (2.1934) | Acc@1 46.484 (50.810) | Acc@5 75.781 (74.703)
[2021-03-14 09:45:55] TRAIN: [13][1740/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3895 (2.1944) | Acc@1 49.219 (50.794) | Acc@5 71.484 (74.685)
[2021-03-14 09:46:04] TRAIN: [13][1770/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.6548 (2.1957) | Acc@1 45.703 (50.779) | Acc@5 66.406 (74.663)
[2021-03-14 09:46:12] TRAIN: [13][1800/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.4438 (2.1957) | Acc@1 44.531 (50.776) | Acc@5 72.266 (74.670)
[2021-03-14 09:46:21] TRAIN: [13][1830/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1387 (2.1958) | Acc@1 51.562 (50.775) | Acc@5 76.172 (74.665)
[2021-03-14 09:46:29] TRAIN: [13][1860/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0678 (2.1963) | Acc@1 51.172 (50.765) | Acc@5 75.781 (74.655)
[2021-03-14 09:46:38] TRAIN: [13][1890/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9911 (2.1956) | Acc@1 54.297 (50.775) | Acc@5 76.562 (74.662)
[2021-03-14 09:46:46] TRAIN: [13][1920/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2568 (2.1959) | Acc@1 46.094 (50.760) | Acc@5 73.047 (74.655)
[2021-03-14 09:46:55] TRAIN: [13][1950/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0689 (2.1965) | Acc@1 50.781 (50.748) | Acc@5 78.125 (74.652)
[2021-03-14 09:47:03] TRAIN: [13][1980/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1869 (2.1963) | Acc@1 49.219 (50.754) | Acc@5 73.438 (74.662)
[2021-03-14 09:47:12] TRAIN: [13][2010/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2834 (2.1971) | Acc@1 50.781 (50.746) | Acc@5 75.391 (74.651)
[2021-03-14 09:47:20] TRAIN: [13][2040/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0750 (2.1980) | Acc@1 50.000 (50.730) | Acc@5 77.734 (74.636)
[2021-03-14 09:47:29] TRAIN: [13][2070/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2296 (2.1982) | Acc@1 48.828 (50.731) | Acc@5 76.953 (74.633)
[2021-03-14 09:47:37] TRAIN: [13][2100/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2881 (2.1980) | Acc@1 49.219 (50.726) | Acc@5 74.219 (74.640)
[2021-03-14 09:47:46] TRAIN: [13][2130/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3842 (2.1984) | Acc@1 45.703 (50.717) | Acc@5 74.219 (74.640)
[2021-03-14 09:47:54] TRAIN: [13][2160/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2802 (2.1988) | Acc@1 48.438 (50.719) | Acc@5 71.484 (74.636)
[2021-03-14 09:48:03] TRAIN: [13][2190/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3581 (2.1993) | Acc@1 48.047 (50.715) | Acc@5 71.484 (74.626)
[2021-03-14 09:48:11] TRAIN: [13][2220/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1366 (2.1987) | Acc@1 53.906 (50.724) | Acc@5 77.734 (74.646)
[2021-03-14 09:48:20] TRAIN: [13][2250/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.4429 (2.1988) | Acc@1 47.266 (50.732) | Acc@5 69.531 (74.643)
[2021-03-14 09:48:28] TRAIN: [13][2280/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.6071 (2.1990) | Acc@1 41.016 (50.727) | Acc@5 71.484 (74.639)
[2021-03-14 09:48:37] TRAIN: [13][2310/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2631 (2.1987) | Acc@1 48.047 (50.736) | Acc@5 74.609 (74.644)
[2021-03-14 09:48:45] TRAIN: [13][2340/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0728 (2.1991) | Acc@1 50.000 (50.735) | Acc@5 77.734 (74.638)
[2021-03-14 09:48:54] TRAIN: [13][2370/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.8638 (2.1991) | Acc@1 52.344 (50.729) | Acc@5 80.859 (74.639)
[2021-03-14 09:49:02] TRAIN: [13][2400/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3372 (2.1986) | Acc@1 46.875 (50.741) | Acc@5 71.875 (74.650)
[2021-03-14 09:49:11] TRAIN: [13][2430/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0430 (2.1989) | Acc@1 53.906 (50.732) | Acc@5 76.172 (74.647)
[2021-03-14 09:49:19] TRAIN: [13][2460/5004] | Time 0.297 ( 0.284) | Data 0.000 (0.001) | Loss 2.1759 (2.1988) | Acc@1 53.125 (50.735) | Acc@5 72.656 (74.649)
[2021-03-14 09:49:28] TRAIN: [13][2490/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1567 (2.1991) | Acc@1 50.391 (50.727) | Acc@5 72.656 (74.641)
[2021-03-14 09:49:36] TRAIN: [13][2520/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0493 (2.1989) | Acc@1 54.297 (50.725) | Acc@5 75.781 (74.639)
[2021-03-14 09:49:45] TRAIN: [13][2550/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.1146 (2.1992) | Acc@1 50.781 (50.711) | Acc@5 74.219 (74.633)
[2021-03-14 09:49:53] TRAIN: [13][2580/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.3224 (2.1992) | Acc@1 46.094 (50.719) | Acc@5 72.656 (74.639)
[2021-03-14 09:50:02] TRAIN: [13][2610/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3129 (2.1994) | Acc@1 48.828 (50.727) | Acc@5 71.875 (74.638)
[2021-03-14 09:50:10] TRAIN: [13][2640/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.1232 (2.1992) | Acc@1 52.734 (50.730) | Acc@5 75.000 (74.640)
[2021-03-14 09:50:19] TRAIN: [13][2670/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.4565 (2.1992) | Acc@1 49.609 (50.733) | Acc@5 72.656 (74.644)
[2021-03-14 09:50:27] TRAIN: [13][2700/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2755 (2.1998) | Acc@1 47.266 (50.723) | Acc@5 74.219 (74.634)
[2021-03-14 09:50:36] TRAIN: [13][2730/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.1938 (2.2000) | Acc@1 50.000 (50.717) | Acc@5 77.344 (74.629)
[2021-03-14 09:50:44] TRAIN: [13][2760/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1254 (2.1999) | Acc@1 51.172 (50.719) | Acc@5 76.562 (74.630)
[2021-03-14 09:50:53] TRAIN: [13][2790/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.4129 (2.1996) | Acc@1 44.531 (50.724) | Acc@5 70.312 (74.632)
[2021-03-14 09:51:01] TRAIN: [13][2820/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2305 (2.1998) | Acc@1 51.953 (50.720) | Acc@5 75.000 (74.630)
[2021-03-14 09:51:10] TRAIN: [13][2850/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.0526 (2.1995) | Acc@1 50.781 (50.729) | Acc@5 77.734 (74.638)
[2021-03-14 09:51:18] TRAIN: [13][2880/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0123 (2.1998) | Acc@1 53.906 (50.718) | Acc@5 80.078 (74.634)
[2021-03-14 09:51:27] TRAIN: [13][2910/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.3187 (2.2001) | Acc@1 46.875 (50.711) | Acc@5 72.266 (74.632)
[2021-03-14 09:51:35] TRAIN: [13][2940/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.001) | Loss 2.1293 (2.2010) | Acc@1 52.734 (50.691) | Acc@5 73.828 (74.618)
[2021-03-14 09:51:44] TRAIN: [13][2970/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1094 (2.2009) | Acc@1 53.125 (50.691) | Acc@5 77.344 (74.621)
[2021-03-14 09:51:52] TRAIN: [13][3000/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.3919 (2.2010) | Acc@1 48.828 (50.685) | Acc@5 71.094 (74.619)
[2021-03-14 09:52:01] TRAIN: [13][3030/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1052 (2.2009) | Acc@1 48.828 (50.681) | Acc@5 77.344 (74.618)
[2021-03-14 09:52:09] TRAIN: [13][3060/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.4283 (2.2011) | Acc@1 48.047 (50.679) | Acc@5 71.094 (74.614)
[2021-03-14 09:52:18] TRAIN: [13][3090/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2079 (2.2010) | Acc@1 47.656 (50.686) | Acc@5 73.047 (74.617)
[2021-03-14 09:52:26] TRAIN: [13][3120/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.2682 (2.2009) | Acc@1 51.953 (50.681) | Acc@5 74.219 (74.618)
[2021-03-14 09:52:35] TRAIN: [13][3150/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.5093 (2.2015) | Acc@1 48.438 (50.674) | Acc@5 68.359 (74.610)
[2021-03-14 09:52:43] TRAIN: [13][3180/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1084 (2.2013) | Acc@1 54.297 (50.678) | Acc@5 77.344 (74.615)
[2021-03-14 09:52:52] TRAIN: [13][3210/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0825 (2.2015) | Acc@1 49.609 (50.673) | Acc@5 78.125 (74.613)
[2021-03-14 09:53:00] TRAIN: [13][3240/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.9277 (2.2020) | Acc@1 57.422 (50.669) | Acc@5 76.953 (74.603)
[2021-03-14 09:53:09] TRAIN: [13][3270/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1402 (2.2025) | Acc@1 51.172 (50.659) | Acc@5 75.000 (74.597)
[2021-03-14 09:53:17] TRAIN: [13][3300/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0802 (2.2029) | Acc@1 54.297 (50.654) | Acc@5 74.219 (74.588)
[2021-03-14 09:53:26] TRAIN: [13][3330/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.4004 (2.2030) | Acc@1 48.828 (50.647) | Acc@5 71.094 (74.591)
[2021-03-14 09:53:34] TRAIN: [13][3360/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.4137 (2.2034) | Acc@1 48.438 (50.640) | Acc@5 70.703 (74.587)
[2021-03-14 09:53:43] TRAIN: [13][3390/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1970 (2.2036) | Acc@1 48.438 (50.634) | Acc@5 74.219 (74.582)
[2021-03-14 09:53:51] TRAIN: [13][3420/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.3550 (2.2041) | Acc@1 47.656 (50.629) | Acc@5 69.922 (74.576)
[2021-03-14 09:54:00] TRAIN: [13][3450/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1260 (2.2044) | Acc@1 51.953 (50.625) | Acc@5 77.344 (74.572)
[2021-03-14 09:54:08] TRAIN: [13][3480/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0675 (2.2044) | Acc@1 50.000 (50.621) | Acc@5 78.516 (74.567)
[2021-03-14 09:54:17] TRAIN: [13][3510/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2476 (2.2046) | Acc@1 50.781 (50.612) | Acc@5 72.656 (74.560)
[2021-03-14 09:54:25] TRAIN: [13][3540/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2777 (2.2045) | Acc@1 50.000 (50.614) | Acc@5 71.484 (74.564)
[2021-03-14 09:54:34] TRAIN: [13][3570/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3048 (2.2045) | Acc@1 44.141 (50.615) | Acc@5 76.953 (74.567)
[2021-03-14 09:54:42] TRAIN: [13][3600/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.4363 (2.2051) | Acc@1 44.922 (50.610) | Acc@5 72.266 (74.556)
[2021-03-14 09:54:51] TRAIN: [13][3630/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2325 (2.2050) | Acc@1 46.875 (50.610) | Acc@5 74.219 (74.558)
[2021-03-14 09:54:59] TRAIN: [13][3660/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0061 (2.2050) | Acc@1 54.297 (50.608) | Acc@5 80.859 (74.557)
[2021-03-14 09:55:08] TRAIN: [13][3690/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1197 (2.2055) | Acc@1 51.172 (50.598) | Acc@5 76.953 (74.547)
[2021-03-14 09:55:16] TRAIN: [13][3720/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1160 (2.2056) | Acc@1 54.688 (50.595) | Acc@5 75.391 (74.548)
[2021-03-14 09:55:25] TRAIN: [13][3750/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.3250 (2.2057) | Acc@1 50.391 (50.594) | Acc@5 71.094 (74.549)
[2021-03-14 09:55:33] TRAIN: [13][3780/5004] | Time 0.305 ( 0.284) | Data 0.001 (0.001) | Loss 2.0527 (2.2057) | Acc@1 57.422 (50.594) | Acc@5 78.906 (74.548)
[2021-03-14 09:55:42] TRAIN: [13][3810/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3716 (2.2058) | Acc@1 49.219 (50.592) | Acc@5 73.438 (74.546)
[2021-03-14 09:55:50] TRAIN: [13][3840/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1745 (2.2057) | Acc@1 51.953 (50.591) | Acc@5 77.734 (74.548)
[2021-03-14 09:55:59] TRAIN: [13][3870/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.0596 (2.2056) | Acc@1 50.391 (50.597) | Acc@5 76.172 (74.550)
[2021-03-14 09:56:08] TRAIN: [13][3900/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1790 (2.2054) | Acc@1 52.344 (50.600) | Acc@5 73.438 (74.552)
[2021-03-14 09:56:16] TRAIN: [13][3930/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4126 (2.2053) | Acc@1 48.438 (50.604) | Acc@5 67.188 (74.551)
[2021-03-14 09:56:24] TRAIN: [13][3960/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.3462 (2.2054) | Acc@1 48.047 (50.606) | Acc@5 69.141 (74.552)
[2021-03-14 09:56:33] TRAIN: [13][3990/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1168 (2.2053) | Acc@1 50.000 (50.603) | Acc@5 76.172 (74.554)
[2021-03-14 09:56:41] TRAIN: [13][4020/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.4099 (2.2057) | Acc@1 50.781 (50.595) | Acc@5 69.531 (74.547)
[2021-03-14 09:56:50] TRAIN: [13][4050/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2664 (2.2058) | Acc@1 46.484 (50.590) | Acc@5 75.391 (74.545)
[2021-03-14 09:56:58] TRAIN: [13][4080/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.4196 (2.2060) | Acc@1 45.312 (50.591) | Acc@5 72.656 (74.543)
[2021-03-14 09:57:07] TRAIN: [13][4110/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4527 (2.2061) | Acc@1 48.828 (50.587) | Acc@5 71.094 (74.545)
[2021-03-14 09:57:15] TRAIN: [13][4140/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2451 (2.2065) | Acc@1 49.219 (50.583) | Acc@5 71.484 (74.537)
[2021-03-14 09:57:24] TRAIN: [13][4170/5004] | Time 0.293 ( 0.284) | Data 0.001 (0.001) | Loss 2.5351 (2.2067) | Acc@1 44.531 (50.582) | Acc@5 71.875 (74.536)
[2021-03-14 09:57:32] TRAIN: [13][4200/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.2314 (2.2071) | Acc@1 50.000 (50.577) | Acc@5 71.484 (74.530)
[2021-03-14 09:57:41] TRAIN: [13][4230/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2387 (2.2068) | Acc@1 50.000 (50.581) | Acc@5 74.219 (74.535)
[2021-03-14 09:57:50] TRAIN: [13][4260/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1714 (2.2068) | Acc@1 51.562 (50.580) | Acc@5 76.172 (74.534)
[2021-03-14 09:57:58] TRAIN: [13][4290/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1324 (2.2067) | Acc@1 50.781 (50.580) | Acc@5 76.172 (74.535)
[2021-03-14 09:58:06] TRAIN: [13][4320/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.0973 (2.2065) | Acc@1 51.562 (50.580) | Acc@5 77.344 (74.538)
[2021-03-14 09:58:15] TRAIN: [13][4350/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.1294 (2.2071) | Acc@1 50.781 (50.568) | Acc@5 73.438 (74.528)
[2021-03-14 09:58:23] TRAIN: [13][4380/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.3614 (2.2073) | Acc@1 47.656 (50.566) | Acc@5 72.656 (74.520)
[2021-03-14 09:58:32] TRAIN: [13][4410/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1776 (2.2072) | Acc@1 53.125 (50.570) | Acc@5 75.391 (74.519)
[2021-03-14 09:58:41] TRAIN: [13][4440/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0695 (2.2071) | Acc@1 49.219 (50.570) | Acc@5 75.391 (74.524)
[2021-03-14 09:58:49] TRAIN: [13][4470/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.3110 (2.2074) | Acc@1 49.609 (50.563) | Acc@5 75.000 (74.521)
[2021-03-14 09:58:58] TRAIN: [13][4500/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9822 (2.2078) | Acc@1 54.297 (50.558) | Acc@5 76.953 (74.518)
[2021-03-14 09:59:06] TRAIN: [13][4530/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.2914 (2.2080) | Acc@1 48.828 (50.562) | Acc@5 73.438 (74.514)
[2021-03-14 09:59:15] TRAIN: [13][4560/5004] | Time 0.297 ( 0.284) | Data 0.000 (0.001) | Loss 2.1261 (2.2078) | Acc@1 49.609 (50.561) | Acc@5 78.516 (74.513)
[2021-03-14 09:59:23] TRAIN: [13][4590/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3203 (2.2081) | Acc@1 46.094 (50.559) | Acc@5 71.484 (74.511)
[2021-03-14 09:59:32] TRAIN: [13][4620/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0711 (2.2080) | Acc@1 53.516 (50.559) | Acc@5 75.781 (74.510)
[2021-03-14 09:59:40] TRAIN: [13][4650/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.9766 (2.2081) | Acc@1 57.812 (50.560) | Acc@5 78.906 (74.511)
[2021-03-14 09:59:49] TRAIN: [13][4680/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 1.9627 (2.2082) | Acc@1 52.734 (50.557) | Acc@5 77.734 (74.510)
[2021-03-14 09:59:57] TRAIN: [13][4710/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.3795 (2.2085) | Acc@1 46.094 (50.553) | Acc@5 73.438 (74.507)
[2021-03-14 10:00:06] TRAIN: [13][4740/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9331 (2.2083) | Acc@1 59.375 (50.556) | Acc@5 82.031 (74.508)
[2021-03-14 10:00:14] TRAIN: [13][4770/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3480 (2.2084) | Acc@1 51.172 (50.554) | Acc@5 75.781 (74.510)
[2021-03-14 10:00:23] TRAIN: [13][4800/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2688 (2.2088) | Acc@1 49.609 (50.549) | Acc@5 72.656 (74.503)
[2021-03-14 10:00:31] TRAIN: [13][4830/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3850 (2.2091) | Acc@1 48.438 (50.541) | Acc@5 75.000 (74.499)
[2021-03-14 10:00:40] TRAIN: [13][4860/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2286 (2.2093) | Acc@1 48.047 (50.542) | Acc@5 76.172 (74.496)
[2021-03-14 10:00:48] TRAIN: [13][4890/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2332 (2.2091) | Acc@1 50.000 (50.548) | Acc@5 71.875 (74.497)
[2021-03-14 10:00:57] TRAIN: [13][4920/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1821 (2.2091) | Acc@1 50.391 (50.542) | Acc@5 72.656 (74.497)
[2021-03-14 10:01:06] TRAIN: [13][4950/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3019 (2.2094) | Acc@1 50.781 (50.540) | Acc@5 70.312 (74.493)
[2021-03-14 10:01:14] TRAIN: [13][4980/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.4711 (2.2095) | Acc@1 46.875 (50.538) | Acc@5 69.141 (74.490)
[2021-03-14 10:01:21] TRAIN: [13][5004/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0557 (2.2095) | Acc@1 52.344 (50.538) | Acc@5 74.609 (74.491)
[2021-03-14 10:01:33] VAL: [10/32] | Time 0.618 ( 1.203) | Data 0.000 (0.633) | Loss 1.9476 (1.8766) | Acc@1 56.125 (55.919) | Acc@5 79.375 (80.275)
[2021-03-14 10:01:42] VAL: [20/32] | Time 0.607 ( 1.028) | Data 0.000 (0.448) | Loss 1.8762 (1.8896) | Acc@1 56.062 (55.478) | Acc@5 80.812 (80.197)
[2021-03-14 10:01:51] VAL: [30/32] | Time 0.517 ( 0.992) | Data 0.000 (0.421) | Loss 1.9058 (1.8823) | Acc@1 55.938 (55.750) | Acc@5 79.438 (80.169)
[2021-03-14 10:01:52] VAL: [32/32] | Time 0.250 ( 0.954) | Data 0.000 (0.395) | Loss 1.7560 (1.8809) | Acc@1 57.500 (55.790) | Acc@5 82.500 (80.186)
[2021-03-14 10:01:52] ACCURACY: TOP1 55.790(BEST 55.790) | TOP5 80.186 | SAVED botnet50-wd5/checkpoints/ckpt_ep_013.pth.tar
[2021-03-14 10:01:52] CURRENT EPOCH: 14, LR: 0.1918, POLICY: cos
[2021-03-14 10:02:01] TRAIN: [14][ 30/5004] | Time 0.280 ( 0.300) | Data 0.000 (0.024) | Loss 2.0064 (2.1441) | Acc@1 54.688 (52.096) | Acc@5 75.781 (75.326)
[2021-03-14 10:02:10] TRAIN: [14][ 60/5004] | Time 0.287 ( 0.293) | Data 0.000 (0.012) | Loss 1.9632 (2.1472) | Acc@1 54.297 (51.940) | Acc@5 77.734 (75.124)
[2021-03-14 10:02:18] TRAIN: [14][ 90/5004] | Time 0.277 ( 0.289) | Data 0.000 (0.008) | Loss 2.4886 (2.1481) | Acc@1 43.750 (51.766) | Acc@5 69.141 (75.130)
[2021-03-14 10:02:27] TRAIN: [14][ 120/5004] | Time 0.291 ( 0.288) | Data 0.000 (0.006) | Loss 2.0367 (2.1490) | Acc@1 54.297 (51.712) | Acc@5 79.297 (75.296)
[2021-03-14 10:02:35] TRAIN: [14][ 150/5004] | Time 0.281 ( 0.287) | Data 0.000 (0.005) | Loss 2.0940 (2.1548) | Acc@1 53.125 (51.612) | Acc@5 78.125 (75.240)
[2021-03-14 10:02:44] TRAIN: [14][ 180/5004] | Time 0.275 ( 0.287) | Data 0.000 (0.004) | Loss 2.2914 (2.1503) | Acc@1 51.562 (51.658) | Acc@5 73.047 (75.269)
[2021-03-14 10:02:52] TRAIN: [14][ 210/5004] | Time 0.281 ( 0.286) | Data 0.000 (0.004) | Loss 2.3037 (2.1542) | Acc@1 47.266 (51.607) | Acc@5 73.438 (75.249)
[2021-03-14 10:03:01] TRAIN: [14][ 240/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.003) | Loss 2.2302 (2.1546) | Acc@1 49.219 (51.590) | Acc@5 72.656 (75.265)
[2021-03-14 10:03:09] TRAIN: [14][ 270/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.003) | Loss 2.2353 (2.1521) | Acc@1 48.438 (51.549) | Acc@5 73.438 (75.330)
[2021-03-14 10:03:18] TRAIN: [14][ 300/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.003) | Loss 1.9644 (2.1536) | Acc@1 53.125 (51.512) | Acc@5 78.906 (75.292)
[2021-03-14 10:03:26] TRAIN: [14][ 330/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.002) | Loss 1.8108 (2.1550) | Acc@1 55.859 (51.488) | Acc@5 82.031 (75.295)
[2021-03-14 10:03:35] TRAIN: [14][ 360/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.002) | Loss 2.2259 (2.1626) | Acc@1 50.000 (51.347) | Acc@5 73.438 (75.178)
[2021-03-14 10:03:43] TRAIN: [14][ 390/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.002) | Loss 2.2829 (2.1654) | Acc@1 53.125 (51.351) | Acc@5 72.656 (75.147)
[2021-03-14 10:03:52] TRAIN: [14][ 420/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.002) | Loss 2.2603 (2.1631) | Acc@1 46.875 (51.387) | Acc@5 73.828 (75.197)
[2021-03-14 10:04:00] TRAIN: [14][ 450/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.002) | Loss 2.3768 (2.1623) | Acc@1 51.953 (51.442) | Acc@5 73.047 (75.191)
[2021-03-14 10:04:09] TRAIN: [14][ 480/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.002) | Loss 2.2939 (2.1625) | Acc@1 48.828 (51.450) | Acc@5 73.047 (75.201)
[2021-03-14 10:04:18] TRAIN: [14][ 510/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.002) | Loss 2.2819 (2.1623) | Acc@1 48.438 (51.447) | Acc@5 72.656 (75.201)
[2021-03-14 10:04:26] TRAIN: [14][ 540/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.002) | Loss 2.3142 (2.1621) | Acc@1 48.438 (51.400) | Acc@5 71.094 (75.206)
[2021-03-14 10:04:35] TRAIN: [14][ 570/5004] | Time 0.356 ( 0.285) | Data 0.000 (0.002) | Loss 2.1896 (2.1635) | Acc@1 46.094 (51.353) | Acc@5 75.000 (75.184)
[2021-03-14 10:04:43] TRAIN: [14][ 600/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.002) | Loss 2.3206 (2.1614) | Acc@1 51.172 (51.384) | Acc@5 71.875 (75.204)
[2021-03-14 10:04:52] TRAIN: [14][ 630/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.0117 (2.1627) | Acc@1 55.078 (51.365) | Acc@5 77.734 (75.172)
[2021-03-14 10:05:00] TRAIN: [14][ 660/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1363 (2.1634) | Acc@1 51.562 (51.331) | Acc@5 74.219 (75.177)
[2021-03-14 10:05:09] TRAIN: [14][ 690/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.1533 (2.1631) | Acc@1 50.781 (51.311) | Acc@5 75.391 (75.176)
[2021-03-14 10:05:17] TRAIN: [14][ 720/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.3019 (2.1647) | Acc@1 43.750 (51.293) | Acc@5 74.609 (75.154)
[2021-03-14 10:05:26] TRAIN: [14][ 750/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.2950 (2.1643) | Acc@1 51.953 (51.286) | Acc@5 74.219 (75.137)
[2021-03-14 10:05:34] TRAIN: [14][ 780/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.1970 (2.1646) | Acc@1 54.297 (51.269) | Acc@5 74.219 (75.148)
[2021-03-14 10:05:43] TRAIN: [14][ 810/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1687 (2.1646) | Acc@1 51.953 (51.274) | Acc@5 75.781 (75.134)
[2021-03-14 10:05:51] TRAIN: [14][ 840/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0701 (2.1650) | Acc@1 53.906 (51.276) | Acc@5 77.344 (75.138)
[2021-03-14 10:06:00] TRAIN: [14][ 870/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1754 (2.1676) | Acc@1 51.953 (51.237) | Acc@5 77.734 (75.097)
[2021-03-14 10:06:08] TRAIN: [14][ 900/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2380 (2.1683) | Acc@1 53.516 (51.231) | Acc@5 75.391 (75.098)
[2021-03-14 10:06:17] TRAIN: [14][ 930/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1795 (2.1673) | Acc@1 51.172 (51.258) | Acc@5 75.781 (75.116)
[2021-03-14 10:06:25] TRAIN: [14][ 960/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.3326 (2.1679) | Acc@1 48.438 (51.246) | Acc@5 70.703 (75.105)
[2021-03-14 10:06:34] TRAIN: [14][ 990/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1758 (2.1684) | Acc@1 50.391 (51.238) | Acc@5 75.000 (75.093)
[2021-03-14 10:06:42] TRAIN: [14][1020/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3964 (2.1705) | Acc@1 47.656 (51.210) | Acc@5 72.266 (75.061)
[2021-03-14 10:06:51] TRAIN: [14][1050/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0277 (2.1724) | Acc@1 52.734 (51.163) | Acc@5 78.516 (75.036)
[2021-03-14 10:06:59] TRAIN: [14][1080/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1866 (2.1719) | Acc@1 50.391 (51.168) | Acc@5 76.953 (75.042)
[2021-03-14 10:07:08] TRAIN: [14][1110/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2032 (2.1723) | Acc@1 50.000 (51.174) | Acc@5 72.656 (75.035)
[2021-03-14 10:07:16] TRAIN: [14][1140/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0776 (2.1709) | Acc@1 53.906 (51.189) | Acc@5 77.734 (75.060)
[2021-03-14 10:07:25] TRAIN: [14][1170/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0659 (2.1716) | Acc@1 54.688 (51.174) | Acc@5 76.953 (75.041)
[2021-03-14 10:07:33] TRAIN: [14][1200/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.2548 (2.1718) | Acc@1 49.219 (51.177) | Acc@5 72.266 (75.045)
[2021-03-14 10:07:42] TRAIN: [14][1230/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.8495 (2.1721) | Acc@1 58.203 (51.181) | Acc@5 78.516 (75.031)
[2021-03-14 10:07:50] TRAIN: [14][1260/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0317 (2.1719) | Acc@1 52.344 (51.178) | Acc@5 78.906 (75.025)
[2021-03-14 10:07:59] TRAIN: [14][1290/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.4450 (2.1721) | Acc@1 47.656 (51.165) | Acc@5 71.094 (75.027)
[2021-03-14 10:08:07] TRAIN: [14][1320/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0066 (2.1715) | Acc@1 51.172 (51.178) | Acc@5 80.078 (75.041)
[2021-03-14 10:08:16] TRAIN: [14][1350/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.1609 (2.1718) | Acc@1 49.219 (51.183) | Acc@5 77.344 (75.024)
[2021-03-14 10:08:24] TRAIN: [14][1380/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2681 (2.1729) | Acc@1 45.703 (51.167) | Acc@5 73.438 (75.020)
[2021-03-14 10:08:33] TRAIN: [14][1410/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1108 (2.1727) | Acc@1 53.516 (51.163) | Acc@5 78.125 (75.035)
[2021-03-14 10:08:41] TRAIN: [14][1440/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9953 (2.1734) | Acc@1 54.297 (51.149) | Acc@5 78.125 (75.031)
[2021-03-14 10:08:50] TRAIN: [14][1470/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3333 (2.1739) | Acc@1 48.438 (51.133) | Acc@5 73.047 (75.020)
[2021-03-14 10:08:59] TRAIN: [14][1500/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2425 (2.1738) | Acc@1 46.094 (51.145) | Acc@5 73.828 (75.022)
[2021-03-14 10:09:07] TRAIN: [14][1530/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3165 (2.1738) | Acc@1 48.438 (51.144) | Acc@5 71.094 (75.022)
[2021-03-14 10:09:16] TRAIN: [14][1560/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.1364 (2.1734) | Acc@1 51.562 (51.152) | Acc@5 75.781 (75.025)
[2021-03-14 10:09:24] TRAIN: [14][1590/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.1787 (2.1730) | Acc@1 51.562 (51.166) | Acc@5 72.266 (75.021)
[2021-03-14 10:09:33] TRAIN: [14][1620/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1182 (2.1734) | Acc@1 52.344 (51.149) | Acc@5 76.562 (75.020)
[2021-03-14 10:09:41] TRAIN: [14][1650/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1512 (2.1741) | Acc@1 52.734 (51.130) | Acc@5 75.781 (74.996)
[2021-03-14 10:09:50] TRAIN: [14][1680/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.0707 (2.1746) | Acc@1 51.953 (51.121) | Acc@5 76.172 (74.993)
[2021-03-14 10:09:58] TRAIN: [14][1710/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2841 (2.1747) | Acc@1 51.562 (51.118) | Acc@5 76.953 (74.991)
[2021-03-14 10:10:07] TRAIN: [14][1740/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2864 (2.1752) | Acc@1 52.344 (51.105) | Acc@5 72.266 (74.982)
[2021-03-14 10:10:15] TRAIN: [14][1770/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2522 (2.1750) | Acc@1 49.219 (51.108) | Acc@5 76.562 (74.990)
[2021-03-14 10:10:24] TRAIN: [14][1800/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0419 (2.1751) | Acc@1 52.734 (51.100) | Acc@5 78.516 (74.999)
[2021-03-14 10:10:32] TRAIN: [14][1830/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.9653 (2.1753) | Acc@1 55.078 (51.107) | Acc@5 78.125 (74.996)
[2021-03-14 10:10:41] TRAIN: [14][1860/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3975 (2.1758) | Acc@1 44.531 (51.095) | Acc@5 69.531 (74.985)
[2021-03-14 10:10:49] TRAIN: [14][1890/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.5361 (2.1764) | Acc@1 48.047 (51.088) | Acc@5 69.141 (74.981)
[2021-03-14 10:10:58] TRAIN: [14][1920/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1217 (2.1763) | Acc@1 51.562 (51.103) | Acc@5 77.344 (74.988)
[2021-03-14 10:11:06] TRAIN: [14][1950/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0009 (2.1762) | Acc@1 51.562 (51.101) | Acc@5 80.859 (74.995)
[2021-03-14 10:11:15] TRAIN: [14][1980/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3877 (2.1766) | Acc@1 45.312 (51.094) | Acc@5 72.266 (74.996)
[2021-03-14 10:11:23] TRAIN: [14][2010/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.3713 (2.1766) | Acc@1 46.484 (51.096) | Acc@5 70.703 (74.991)
[2021-03-14 10:11:32] TRAIN: [14][2040/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0927 (2.1765) | Acc@1 52.734 (51.102) | Acc@5 74.609 (74.994)
[2021-03-14 10:11:40] TRAIN: [14][2070/5004] | Time 0.279 ( 0.284) | Data 0.001 (0.001) | Loss 2.2678 (2.1771) | Acc@1 51.172 (51.091) | Acc@5 73.438 (74.979)
[2021-03-14 10:11:49] TRAIN: [14][2100/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9674 (2.1777) | Acc@1 54.688 (51.075) | Acc@5 76.953 (74.971)
[2021-03-14 10:11:57] TRAIN: [14][2130/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9716 (2.1777) | Acc@1 55.859 (51.079) | Acc@5 79.297 (74.968)
[2021-03-14 10:12:06] TRAIN: [14][2160/5004] | Time 0.295 ( 0.284) | Data 0.001 (0.001) | Loss 2.1352 (2.1778) | Acc@1 56.641 (51.082) | Acc@5 74.609 (74.967)
[2021-03-14 10:12:14] TRAIN: [14][2190/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2327 (2.1775) | Acc@1 51.172 (51.089) | Acc@5 71.875 (74.968)
[2021-03-14 10:12:23] TRAIN: [14][2220/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1993 (2.1779) | Acc@1 50.781 (51.078) | Acc@5 75.781 (74.961)
[2021-03-14 10:12:31] TRAIN: [14][2250/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2496 (2.1783) | Acc@1 53.125 (51.077) | Acc@5 76.172 (74.958)
[2021-03-14 10:12:40] TRAIN: [14][2280/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0596 (2.1781) | Acc@1 56.250 (51.081) | Acc@5 76.953 (74.958)
[2021-03-14 10:12:48] TRAIN: [14][2310/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2470 (2.1778) | Acc@1 53.906 (51.085) | Acc@5 72.266 (74.970)
[2021-03-14 10:12:57] TRAIN: [14][2340/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3606 (2.1782) | Acc@1 48.438 (51.077) | Acc@5 74.219 (74.962)
[2021-03-14 10:13:05] TRAIN: [14][2370/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1373 (2.1789) | Acc@1 50.781 (51.060) | Acc@5 75.000 (74.951)
[2021-03-14 10:13:14] TRAIN: [14][2400/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9942 (2.1789) | Acc@1 54.297 (51.062) | Acc@5 77.344 (74.951)
[2021-03-14 10:13:22] TRAIN: [14][2430/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0641 (2.1790) | Acc@1 51.172 (51.056) | Acc@5 79.688 (74.954)
[2021-03-14 10:13:31] TRAIN: [14][2460/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2433 (2.1790) | Acc@1 51.172 (51.052) | Acc@5 73.828 (74.959)
[2021-03-14 10:13:39] TRAIN: [14][2490/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.3280 (2.1791) | Acc@1 46.875 (51.042) | Acc@5 69.922 (74.960)
[2021-03-14 10:13:48] TRAIN: [14][2520/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2838 (2.1796) | Acc@1 49.219 (51.034) | Acc@5 72.656 (74.950)
[2021-03-14 10:13:56] TRAIN: [14][2550/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2343 (2.1796) | Acc@1 51.953 (51.024) | Acc@5 74.219 (74.952)
[2021-03-14 10:14:05] TRAIN: [14][2580/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0506 (2.1800) | Acc@1 53.125 (51.017) | Acc@5 78.516 (74.947)
[2021-03-14 10:14:13] TRAIN: [14][2610/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3212 (2.1799) | Acc@1 51.172 (51.020) | Acc@5 73.828 (74.944)
[2021-03-14 10:14:22] TRAIN: [14][2640/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2392 (2.1800) | Acc@1 50.000 (51.018) | Acc@5 73.047 (74.946)
[2021-03-14 10:14:30] TRAIN: [14][2670/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.2489 (2.1805) | Acc@1 52.344 (51.013) | Acc@5 75.000 (74.940)
[2021-03-14 10:14:39] TRAIN: [14][2700/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1559 (2.1808) | Acc@1 50.000 (51.006) | Acc@5 73.828 (74.937)
[2021-03-14 10:14:47] TRAIN: [14][2730/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.1282 (2.1808) | Acc@1 51.953 (51.020) | Acc@5 75.781 (74.934)
[2021-03-14 10:14:56] TRAIN: [14][2760/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3334 (2.1807) | Acc@1 48.438 (51.021) | Acc@5 71.484 (74.934)
[2021-03-14 10:15:04] TRAIN: [14][2790/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3693 (2.1810) | Acc@1 50.000 (51.017) | Acc@5 75.781 (74.935)
[2021-03-14 10:15:13] TRAIN: [14][2820/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1993 (2.1809) | Acc@1 51.172 (51.024) | Acc@5 73.047 (74.934)
[2021-03-14 10:15:21] TRAIN: [14][2850/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0458 (2.1811) | Acc@1 51.562 (51.019) | Acc@5 78.125 (74.929)
[2021-03-14 10:15:30] TRAIN: [14][2880/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.1804 (2.1818) | Acc@1 51.953 (51.008) | Acc@5 74.609 (74.914)
[2021-03-14 10:15:38] TRAIN: [14][2910/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3493 (2.1819) | Acc@1 48.828 (50.999) | Acc@5 72.266 (74.917)
[2021-03-14 10:15:47] TRAIN: [14][2940/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.2064 (2.1821) | Acc@1 48.828 (50.998) | Acc@5 73.438 (74.907)
[2021-03-14 10:15:55] TRAIN: [14][2970/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9411 (2.1819) | Acc@1 53.906 (50.994) | Acc@5 79.688 (74.913)
[2021-03-14 10:16:04] TRAIN: [14][3000/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.2988 (2.1820) | Acc@1 49.609 (50.992) | Acc@5 72.266 (74.916)
[2021-03-14 10:16:12] TRAIN: [14][3030/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.3101 (2.1826) | Acc@1 47.656 (50.979) | Acc@5 72.266 (74.906)
[2021-03-14 10:16:21] TRAIN: [14][3060/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9672 (2.1821) | Acc@1 55.859 (50.984) | Acc@5 79.297 (74.913)
[2021-03-14 10:16:29] TRAIN: [14][3090/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.2734 (2.1829) | Acc@1 50.781 (50.966) | Acc@5 70.703 (74.907)
[2021-03-14 10:16:38] TRAIN: [14][3120/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.4494 (2.1832) | Acc@1 43.359 (50.959) | Acc@5 68.750 (74.904)
[2021-03-14 10:16:46] TRAIN: [14][3150/5004] | Time 0.299 ( 0.284) | Data 0.000 (0.001) | Loss 2.2390 (2.1834) | Acc@1 51.953 (50.957) | Acc@5 75.391 (74.902)
[2021-03-14 10:16:55] TRAIN: [14][3180/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1821 (2.1833) | Acc@1 51.953 (50.960) | Acc@5 76.172 (74.905)
[2021-03-14 10:17:03] TRAIN: [14][3210/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.2889 (2.1835) | Acc@1 49.609 (50.964) | Acc@5 74.609 (74.905)
[2021-03-14 10:17:12] TRAIN: [14][3240/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.3486 (2.1837) | Acc@1 48.047 (50.957) | Acc@5 71.484 (74.903)
[2021-03-14 10:17:20] TRAIN: [14][3270/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1658 (2.1836) | Acc@1 50.391 (50.955) | Acc@5 78.516 (74.908)
[2021-03-14 10:17:29] TRAIN: [14][3300/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0830 (2.1841) | Acc@1 49.609 (50.954) | Acc@5 76.562 (74.905)
[2021-03-14 10:17:38] TRAIN: [14][3330/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3874 (2.1846) | Acc@1 47.656 (50.949) | Acc@5 70.703 (74.892)
[2021-03-14 10:17:46] TRAIN: [14][3360/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9695 (2.1847) | Acc@1 52.344 (50.943) | Acc@5 79.297 (74.889)
[2021-03-14 10:17:54] TRAIN: [14][3390/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1028 (2.1846) | Acc@1 50.391 (50.944) | Acc@5 73.438 (74.892)
[2021-03-14 10:18:03] TRAIN: [14][3420/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.5557 (2.1852) | Acc@1 46.094 (50.944) | Acc@5 66.406 (74.876)
[2021-03-14 10:18:11] TRAIN: [14][3450/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.4191 (2.1856) | Acc@1 48.438 (50.940) | Acc@5 71.484 (74.870)
[2021-03-14 10:18:20] TRAIN: [14][3480/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9749 (2.1859) | Acc@1 51.953 (50.933) | Acc@5 78.125 (74.867)
[2021-03-14 10:18:28] TRAIN: [14][3510/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2539 (2.1860) | Acc@1 46.094 (50.931) | Acc@5 69.922 (74.866)
[2021-03-14 10:18:37] TRAIN: [14][3540/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9907 (2.1861) | Acc@1 55.859 (50.927) | Acc@5 79.688 (74.863)
[2021-03-14 10:18:45] TRAIN: [14][3570/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9665 (2.1863) | Acc@1 55.078 (50.922) | Acc@5 81.250 (74.859)
[2021-03-14 10:18:54] TRAIN: [14][3600/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0332 (2.1860) | Acc@1 51.562 (50.924) | Acc@5 75.781 (74.863)
[2021-03-14 10:19:02] TRAIN: [14][3630/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1907 (2.1862) | Acc@1 50.000 (50.924) | Acc@5 76.562 (74.861)
[2021-03-14 10:19:11] TRAIN: [14][3660/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0599 (2.1864) | Acc@1 52.734 (50.923) | Acc@5 78.906 (74.855)
[2021-03-14 10:19:19] TRAIN: [14][3690/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.1823 (2.1864) | Acc@1 51.562 (50.924) | Acc@5 71.484 (74.853)
[2021-03-14 10:19:28] TRAIN: [14][3720/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3495 (2.1866) | Acc@1 48.438 (50.918) | Acc@5 70.312 (74.849)
[2021-03-14 10:19:36] TRAIN: [14][3750/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1243 (2.1868) | Acc@1 51.562 (50.923) | Acc@5 76.953 (74.846)
[2021-03-14 10:19:45] TRAIN: [14][3780/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0192 (2.1869) | Acc@1 53.125 (50.923) | Acc@5 80.078 (74.845)
[2021-03-14 10:19:54] TRAIN: [14][3810/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.4115 (2.1875) | Acc@1 46.484 (50.912) | Acc@5 73.438 (74.837)
[2021-03-14 10:20:02] TRAIN: [14][3840/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1999 (2.1879) | Acc@1 51.562 (50.904) | Acc@5 74.609 (74.830)
[2021-03-14 10:20:11] TRAIN: [14][3870/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.4047 (2.1883) | Acc@1 46.484 (50.897) | Acc@5 71.094 (74.822)
[2021-03-14 10:20:19] TRAIN: [14][3900/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2284 (2.1885) | Acc@1 48.047 (50.890) | Acc@5 75.391 (74.819)
[2021-03-14 10:20:28] TRAIN: [14][3930/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.0843 (2.1885) | Acc@1 52.734 (50.885) | Acc@5 75.000 (74.818)
[2021-03-14 10:20:36] TRAIN: [14][3960/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.2841 (2.1886) | Acc@1 52.344 (50.885) | Acc@5 73.828 (74.818)
[2021-03-14 10:20:45] TRAIN: [14][3990/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1537 (2.1888) | Acc@1 51.172 (50.881) | Acc@5 74.609 (74.816)
[2021-03-14 10:20:53] TRAIN: [14][4020/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1331 (2.1891) | Acc@1 50.781 (50.878) | Acc@5 77.344 (74.818)
[2021-03-14 10:21:02] TRAIN: [14][4050/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0448 (2.1892) | Acc@1 50.781 (50.874) | Acc@5 76.172 (74.815)
[2021-03-14 10:21:10] TRAIN: [14][4080/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1935 (2.1896) | Acc@1 50.391 (50.871) | Acc@5 72.266 (74.803)
[2021-03-14 10:21:19] TRAIN: [14][4110/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1430 (2.1896) | Acc@1 50.391 (50.872) | Acc@5 74.219 (74.803)
[2021-03-14 10:21:27] TRAIN: [14][4140/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.0137 (2.1897) | Acc@1 52.344 (50.871) | Acc@5 79.297 (74.800)
[2021-03-14 10:21:35] TRAIN: [14][4170/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.1019 (2.1898) | Acc@1 51.562 (50.870) | Acc@5 76.172 (74.801)
[2021-03-14 10:21:44] TRAIN: [14][4200/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.3837 (2.1901) | Acc@1 48.828 (50.866) | Acc@5 69.141 (74.795)
[2021-03-14 10:21:53] TRAIN: [14][4230/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2317 (2.1901) | Acc@1 48.438 (50.864) | Acc@5 73.828 (74.793)
[2021-03-14 10:22:01] TRAIN: [14][4260/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0826 (2.1901) | Acc@1 52.734 (50.867) | Acc@5 79.297 (74.793)
[2021-03-14 10:22:10] TRAIN: [14][4290/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1706 (2.1902) | Acc@1 48.828 (50.865) | Acc@5 73.438 (74.793)
[2021-03-14 10:22:18] TRAIN: [14][4320/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.2206 (2.1903) | Acc@1 51.562 (50.865) | Acc@5 73.047 (74.793)
[2021-03-14 10:22:27] TRAIN: [14][4350/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3633 (2.1904) | Acc@1 52.344 (50.864) | Acc@5 73.828 (74.794)
[2021-03-14 10:22:35] TRAIN: [14][4380/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.3894 (2.1906) | Acc@1 49.219 (50.864) | Acc@5 73.047 (74.790)
[2021-03-14 10:22:44] TRAIN: [14][4410/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0759 (2.1903) | Acc@1 53.516 (50.868) | Acc@5 74.609 (74.795)
[2021-03-14 10:22:52] TRAIN: [14][4440/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2407 (2.1905) | Acc@1 49.219 (50.861) | Acc@5 75.391 (74.792)
[2021-03-14 10:23:00] TRAIN: [14][4470/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1095 (2.1907) | Acc@1 54.688 (50.858) | Acc@5 75.781 (74.786)
[2021-03-14 10:23:09] TRAIN: [14][4500/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2297 (2.1906) | Acc@1 46.875 (50.859) | Acc@5 75.391 (74.786)
[2021-03-14 10:23:17] TRAIN: [14][4530/5004] | Time 0.300 ( 0.284) | Data 0.000 (0.001) | Loss 2.2201 (2.1906) | Acc@1 48.828 (50.859) | Acc@5 71.875 (74.787)
[2021-03-14 10:23:26] TRAIN: [14][4560/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1406 (2.1906) | Acc@1 54.297 (50.860) | Acc@5 77.344 (74.785)
[2021-03-14 10:23:34] TRAIN: [14][4590/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.2822 (2.1908) | Acc@1 48.828 (50.860) | Acc@5 74.609 (74.784)
[2021-03-14 10:23:43] TRAIN: [14][4620/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0956 (2.1910) | Acc@1 49.219 (50.859) | Acc@5 75.781 (74.782)
[2021-03-14 10:23:51] TRAIN: [14][4650/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1396 (2.1908) | Acc@1 53.516 (50.864) | Acc@5 76.172 (74.783)
[2021-03-14 10:24:00] TRAIN: [14][4680/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1746 (2.1908) | Acc@1 53.125 (50.864) | Acc@5 76.953 (74.784)
[2021-03-14 10:24:08] TRAIN: [14][4710/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2640 (2.1910) | Acc@1 45.312 (50.861) | Acc@5 73.047 (74.778)
[2021-03-14 10:24:17] TRAIN: [14][4740/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2180 (2.1910) | Acc@1 51.172 (50.861) | Acc@5 73.438 (74.780)
[2021-03-14 10:24:25] TRAIN: [14][4770/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.3617 (2.1912) | Acc@1 45.312 (50.858) | Acc@5 72.266 (74.776)
[2021-03-14 10:24:34] TRAIN: [14][4800/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1023 (2.1911) | Acc@1 53.906 (50.857) | Acc@5 77.344 (74.771)
[2021-03-14 10:24:43] TRAIN: [14][4830/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0930 (2.1912) | Acc@1 49.219 (50.859) | Acc@5 77.344 (74.768)
[2021-03-14 10:24:51] TRAIN: [14][4860/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.4135 (2.1912) | Acc@1 45.703 (50.856) | Acc@5 71.094 (74.768)
[2021-03-14 10:24:59] TRAIN: [14][4890/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2659 (2.1914) | Acc@1 52.734 (50.855) | Acc@5 72.656 (74.767)
[2021-03-14 10:25:08] TRAIN: [14][4920/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3381 (2.1915) | Acc@1 48.047 (50.853) | Acc@5 72.266 (74.766)
[2021-03-14 10:25:16] TRAIN: [14][4950/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1834 (2.1917) | Acc@1 50.391 (50.848) | Acc@5 73.438 (74.763)
[2021-03-14 10:25:25] TRAIN: [14][4980/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1267 (2.1919) | Acc@1 51.172 (50.847) | Acc@5 75.781 (74.762)
[2021-03-14 10:25:32] TRAIN: [14][5004/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1336 (2.1919) | Acc@1 52.734 (50.847) | Acc@5 76.953 (74.763)
[2021-03-14 10:25:45] VAL: [10/32] | Time 0.588 ( 1.237) | Data 0.000 (0.499) | Loss 1.8727 (1.8510) | Acc@1 56.312 (55.856) | Acc@5 80.188 (80.431)
[2021-03-14 10:25:53] VAL: [20/32] | Time 0.628 ( 1.045) | Data 0.001 (0.326) | Loss 1.8563 (1.8745) | Acc@1 55.438 (55.631) | Acc@5 81.312 (80.319)
[2021-03-14 10:26:02] VAL: [30/32] | Time 0.522 ( 0.997) | Data 0.000 (0.277) | Loss 1.8562 (1.8678) | Acc@1 55.000 (55.735) | Acc@5 79.875 (80.412)
[2021-03-14 10:26:03] VAL: [32/32] | Time 0.249 ( 0.959) | Data 0.000 (0.260) | Loss 1.7317 (1.8670) | Acc@1 59.500 (55.800) | Acc@5 83.750 (80.440)
[2021-03-14 10:26:04] ACCURACY: TOP1 55.800(BEST 55.800) | TOP5 80.440 | SAVED botnet50-wd5/checkpoints/ckpt_ep_014.pth.tar
[2021-03-14 10:26:04] CURRENT EPOCH: 15, LR: 0.1905, POLICY: cos
[2021-03-14 10:26:13] TRAIN: [15][ 30/5004] | Time 0.277 ( 0.301) | Data 0.000 (0.023) | Loss 2.1233 (2.1153) | Acc@1 50.781 (52.669) | Acc@5 74.609 (76.315)
[2021-03-14 10:26:21] TRAIN: [15][ 60/5004] | Time 0.284 ( 0.290) | Data 0.000 (0.012) | Loss 1.9780 (2.1276) | Acc@1 48.438 (52.005) | Acc@5 77.734 (76.055)
[2021-03-14 10:26:29] TRAIN: [15][ 90/5004] | Time 0.282 ( 0.288) | Data 0.000 (0.008) | Loss 2.1882 (2.1166) | Acc@1 53.125 (52.257) | Acc@5 73.047 (76.042)
[2021-03-14 10:26:38] TRAIN: [15][ 120/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.006) | Loss 2.3271 (2.1250) | Acc@1 50.781 (52.214) | Acc@5 72.656 (75.843)
[2021-03-14 10:26:46] TRAIN: [15][ 150/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.005) | Loss 1.9265 (2.1305) | Acc@1 58.203 (52.086) | Acc@5 78.516 (75.784)
[2021-03-14 10:26:55] TRAIN: [15][ 180/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.004) | Loss 2.1453 (2.1260) | Acc@1 53.516 (52.148) | Acc@5 75.391 (75.833)
[2021-03-14 10:27:03] TRAIN: [15][ 210/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.004) | Loss 1.9915 (2.1301) | Acc@1 58.203 (52.093) | Acc@5 78.516 (75.750)
[2021-03-14 10:27:12] TRAIN: [15][ 240/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.003) | Loss 2.1186 (2.1320) | Acc@1 51.953 (52.090) | Acc@5 75.781 (75.645)
[2021-03-14 10:27:20] TRAIN: [15][ 270/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.003) | Loss 1.9539 (2.1289) | Acc@1 53.906 (52.111) | Acc@5 79.297 (75.696)
[2021-03-14 10:27:29] TRAIN: [15][ 300/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.003) | Loss 2.2127 (2.1239) | Acc@1 45.312 (52.208) | Acc@5 74.609 (75.783)
[2021-03-14 10:27:37] TRAIN: [15][ 330/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.002) | Loss 2.1486 (2.1247) | Acc@1 51.953 (52.188) | Acc@5 74.219 (75.810)
[2021-03-14 10:27:46] TRAIN: [15][ 360/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.002) | Loss 2.1493 (2.1241) | Acc@1 49.609 (52.169) | Acc@5 73.828 (75.817)
[2021-03-14 10:27:54] TRAIN: [15][ 390/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.002) | Loss 2.2918 (2.1262) | Acc@1 45.703 (52.123) | Acc@5 73.438 (75.785)
[2021-03-14 10:28:03] TRAIN: [15][ 420/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.002) | Loss 2.2305 (2.1241) | Acc@1 49.219 (52.170) | Acc@5 75.000 (75.818)
[2021-03-14 10:28:11] TRAIN: [15][ 450/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.002) | Loss 2.0154 (2.1227) | Acc@1 51.562 (52.125) | Acc@5 78.125 (75.839)
[2021-03-14 10:28:20] TRAIN: [15][ 480/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.002) | Loss 2.2709 (2.1235) | Acc@1 49.219 (52.139) | Acc@5 70.312 (75.808)
[2021-03-14 10:28:29] TRAIN: [15][ 510/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.002) | Loss 2.0167 (2.1250) | Acc@1 54.688 (52.119) | Acc@5 78.906 (75.820)
[2021-03-14 10:28:37] TRAIN: [15][ 540/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.002) | Loss 2.1204 (2.1269) | Acc@1 52.734 (52.079) | Acc@5 75.000 (75.773)
[2021-03-14 10:28:46] TRAIN: [15][ 570/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.002) | Loss 2.0134 (2.1282) | Acc@1 56.250 (52.039) | Acc@5 74.609 (75.719)
[2021-03-14 10:28:54] TRAIN: [15][ 600/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.002) | Loss 2.4459 (2.1311) | Acc@1 42.578 (51.972) | Acc@5 73.828 (75.691)
[2021-03-14 10:29:03] TRAIN: [15][ 630/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1283 (2.1327) | Acc@1 51.172 (51.936) | Acc@5 74.609 (75.670)
[2021-03-14 10:29:11] TRAIN: [15][ 660/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.1153 (2.1354) | Acc@1 50.391 (51.880) | Acc@5 74.219 (75.640)
[2021-03-14 10:29:20] TRAIN: [15][ 690/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3511 (2.1376) | Acc@1 47.656 (51.864) | Acc@5 71.094 (75.619)
[2021-03-14 10:29:28] TRAIN: [15][ 720/5004] | Time 0.296 ( 0.284) | Data 0.001 (0.001) | Loss 2.0998 (2.1398) | Acc@1 53.906 (51.817) | Acc@5 74.219 (75.582)
[2021-03-14 10:29:37] TRAIN: [15][ 750/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.1404 (2.1407) | Acc@1 54.688 (51.824) | Acc@5 76.172 (75.572)
[2021-03-14 10:29:46] TRAIN: [15][ 780/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.3612 (2.1443) | Acc@1 52.734 (51.768) | Acc@5 71.875 (75.530)
[2021-03-14 10:29:54] TRAIN: [15][ 810/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.0101 (2.1437) | Acc@1 51.172 (51.756) | Acc@5 79.297 (75.547)
[2021-03-14 10:30:03] TRAIN: [15][ 840/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.3957 (2.1438) | Acc@1 50.781 (51.730) | Acc@5 73.438 (75.551)
[2021-03-14 10:30:11] TRAIN: [15][ 870/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.0793 (2.1443) | Acc@1 55.078 (51.764) | Acc@5 77.344 (75.542)
[2021-03-14 10:30:20] TRAIN: [15][ 900/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.4607 (2.1438) | Acc@1 45.312 (51.757) | Acc@5 70.703 (75.553)
[2021-03-14 10:30:28] TRAIN: [15][ 930/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.1128 (2.1435) | Acc@1 50.781 (51.721) | Acc@5 77.344 (75.550)
[2021-03-14 10:30:37] TRAIN: [15][ 960/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.2854 (2.1440) | Acc@1 46.875 (51.708) | Acc@5 74.609 (75.525)
[2021-03-14 10:30:45] TRAIN: [15][ 990/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.3034 (2.1443) | Acc@1 46.875 (51.693) | Acc@5 73.047 (75.510)
[2021-03-14 10:30:54] TRAIN: [15][1020/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 2.0617 (2.1468) | Acc@1 55.078 (51.650) | Acc@5 78.906 (75.478)
[2021-03-14 10:31:02] TRAIN: [15][1050/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.7761 (2.1459) | Acc@1 57.031 (51.660) | Acc@5 80.859 (75.502)
[2021-03-14 10:31:11] TRAIN: [15][1080/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.0641 (2.1469) | Acc@1 51.953 (51.628) | Acc@5 79.688 (75.482)
[2021-03-14 10:31:20] TRAIN: [15][1110/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.2789 (2.1478) | Acc@1 48.047 (51.609) | Acc@5 73.438 (75.462)
[2021-03-14 10:31:28] TRAIN: [15][1140/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0747 (2.1496) | Acc@1 52.344 (51.604) | Acc@5 74.609 (75.438)
[2021-03-14 10:31:36] TRAIN: [15][1170/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.2305 (2.1497) | Acc@1 51.953 (51.593) | Acc@5 74.609 (75.426)
[2021-03-14 10:31:45] TRAIN: [15][1200/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.0623 (2.1503) | Acc@1 53.516 (51.584) | Acc@5 74.609 (75.408)
[2021-03-14 10:31:54] TRAIN: [15][1230/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1425 (2.1507) | Acc@1 51.172 (51.570) | Acc@5 75.000 (75.395)
[2021-03-14 10:32:02] TRAIN: [15][1260/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.2020 (2.1511) | Acc@1 52.344 (51.557) | Acc@5 72.266 (75.405)
[2021-03-14 10:32:11] TRAIN: [15][1290/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.1272 (2.1513) | Acc@1 51.562 (51.543) | Acc@5 75.000 (75.401)
[2021-03-14 10:32:19] TRAIN: [15][1320/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9989 (2.1519) | Acc@1 52.734 (51.530) | Acc@5 79.688 (75.389)
[2021-03-14 10:32:27] TRAIN: [15][1350/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1080 (2.1523) | Acc@1 52.344 (51.519) | Acc@5 72.656 (75.376)
[2021-03-14 10:32:36] TRAIN: [15][1380/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1529 (2.1531) | Acc@1 52.734 (51.504) | Acc@5 73.828 (75.363)
[2021-03-14 10:32:45] TRAIN: [15][1410/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.5073 (2.1529) | Acc@1 45.703 (51.523) | Acc@5 70.703 (75.372)
[2021-03-14 10:32:53] TRAIN: [15][1440/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0858 (2.1529) | Acc@1 55.469 (51.525) | Acc@5 78.516 (75.371)
[2021-03-14 10:33:01] TRAIN: [15][1470/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.2023 (2.1530) | Acc@1 51.172 (51.520) | Acc@5 73.828 (75.366)
[2021-03-14 10:33:10] TRAIN: [15][1500/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0439 (2.1530) | Acc@1 51.953 (51.522) | Acc@5 76.953 (75.361)
[2021-03-14 10:33:18] TRAIN: [15][1530/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.9528 (2.1540) | Acc@1 53.125 (51.511) | Acc@5 78.906 (75.351)
[2021-03-14 10:33:27] TRAIN: [15][1560/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.3098 (2.1547) | Acc@1 49.609 (51.493) | Acc@5 74.609 (75.336)
[2021-03-14 10:33:36] TRAIN: [15][1590/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.2358 (2.1550) | Acc@1 50.781 (51.496) | Acc@5 75.781 (75.327)
[2021-03-14 10:33:44] TRAIN: [15][1620/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1942 (2.1554) | Acc@1 52.344 (51.483) | Acc@5 75.391 (75.328)
[2021-03-14 10:33:53] TRAIN: [15][1650/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2135 (2.1564) | Acc@1 51.172 (51.467) | Acc@5 74.219 (75.310)
[2021-03-14 10:34:01] TRAIN: [15][1680/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9256 (2.1555) | Acc@1 55.859 (51.482) | Acc@5 79.688 (75.320)
[2021-03-14 10:34:10] TRAIN: [15][1710/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0172 (2.1555) | Acc@1 51.562 (51.480) | Acc@5 78.906 (75.315)
[2021-03-14 10:34:18] TRAIN: [15][1740/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0642 (2.1562) | Acc@1 52.734 (51.475) | Acc@5 78.125 (75.299)
[2021-03-14 10:34:26] TRAIN: [15][1770/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0290 (2.1558) | Acc@1 54.688 (51.472) | Acc@5 75.000 (75.307)
[2021-03-14 10:34:35] TRAIN: [15][1800/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0223 (2.1564) | Acc@1 53.516 (51.458) | Acc@5 75.391 (75.305)
[2021-03-14 10:34:43] TRAIN: [15][1830/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0750 (2.1561) | Acc@1 55.078 (51.463) | Acc@5 77.344 (75.314)
[2021-03-14 10:34:52] TRAIN: [15][1860/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.8984 (2.1568) | Acc@1 54.688 (51.460) | Acc@5 80.859 (75.294)
[2021-03-14 10:35:01] TRAIN: [15][1890/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1753 (2.1569) | Acc@1 50.000 (51.461) | Acc@5 75.000 (75.297)
[2021-03-14 10:35:09] TRAIN: [15][1920/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.4417 (2.1574) | Acc@1 48.047 (51.453) | Acc@5 71.094 (75.292)
[2021-03-14 10:35:17] TRAIN: [15][1950/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9786 (2.1568) | Acc@1 55.859 (51.467) | Acc@5 75.391 (75.299)
[2021-03-14 10:35:26] TRAIN: [15][1980/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9695 (2.1565) | Acc@1 54.297 (51.478) | Acc@5 80.859 (75.305)
[2021-03-14 10:35:35] TRAIN: [15][2010/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 1.9683 (2.1563) | Acc@1 55.859 (51.490) | Acc@5 77.344 (75.305)
[2021-03-14 10:35:43] TRAIN: [15][2040/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.1204 (2.1559) | Acc@1 51.953 (51.499) | Acc@5 76.172 (75.322)
[2021-03-14 10:35:52] TRAIN: [15][2070/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0956 (2.1564) | Acc@1 51.953 (51.491) | Acc@5 77.344 (75.310)
[2021-03-14 10:36:00] TRAIN: [15][2100/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1746 (2.1567) | Acc@1 49.609 (51.491) | Acc@5 75.391 (75.302)
[2021-03-14 10:36:09] TRAIN: [15][2130/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0329 (2.1575) | Acc@1 51.953 (51.483) | Acc@5 77.734 (75.293)
[2021-03-14 10:36:17] TRAIN: [15][2160/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.3293 (2.1577) | Acc@1 44.531 (51.477) | Acc@5 74.219 (75.299)
[2021-03-14 10:36:26] TRAIN: [15][2190/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0863 (2.1576) | Acc@1 51.953 (51.472) | Acc@5 75.781 (75.300)
[2021-03-14 10:36:34] TRAIN: [15][2220/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3565 (2.1580) | Acc@1 47.266 (51.466) | Acc@5 72.266 (75.291)
[2021-03-14 10:36:43] TRAIN: [15][2250/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2288 (2.1578) | Acc@1 48.047 (51.468) | Acc@5 75.781 (75.299)
[2021-03-14 10:36:51] TRAIN: [15][2280/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1653 (2.1583) | Acc@1 51.953 (51.460) | Acc@5 75.781 (75.300)
[2021-03-14 10:37:00] TRAIN: [15][2310/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1192 (2.1579) | Acc@1 52.734 (51.463) | Acc@5 75.000 (75.304)
[2021-03-14 10:37:08] TRAIN: [15][2340/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1754 (2.1582) | Acc@1 52.734 (51.455) | Acc@5 74.609 (75.298)
[2021-03-14 10:37:17] TRAIN: [15][2370/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0913 (2.1582) | Acc@1 53.906 (51.454) | Acc@5 76.172 (75.302)
[2021-03-14 10:37:25] TRAIN: [15][2400/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2496 (2.1585) | Acc@1 50.391 (51.456) | Acc@5 74.609 (75.301)
[2021-03-14 10:37:34] TRAIN: [15][2430/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9824 (2.1588) | Acc@1 56.250 (51.450) | Acc@5 78.906 (75.296)
[2021-03-14 10:37:42] TRAIN: [15][2460/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1624 (2.1593) | Acc@1 52.344 (51.440) | Acc@5 77.734 (75.284)
[2021-03-14 10:37:51] TRAIN: [15][2490/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0581 (2.1592) | Acc@1 57.031 (51.443) | Acc@5 75.781 (75.287)
[2021-03-14 10:37:59] TRAIN: [15][2520/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0944 (2.1599) | Acc@1 54.297 (51.431) | Acc@5 77.734 (75.277)
[2021-03-14 10:38:08] TRAIN: [15][2550/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0824 (2.1604) | Acc@1 48.438 (51.425) | Acc@5 78.125 (75.272)
[2021-03-14 10:38:16] TRAIN: [15][2580/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0079 (2.1607) | Acc@1 53.125 (51.419) | Acc@5 79.688 (75.264)
[2021-03-14 10:38:25] TRAIN: [15][2610/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2072 (2.1604) | Acc@1 52.734 (51.431) | Acc@5 74.219 (75.266)
[2021-03-14 10:38:33] TRAIN: [15][2640/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1201 (2.1605) | Acc@1 53.516 (51.427) | Acc@5 75.000 (75.255)
[2021-03-14 10:38:42] TRAIN: [15][2670/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1166 (2.1602) | Acc@1 53.125 (51.432) | Acc@5 75.000 (75.260)
[2021-03-14 10:38:50] TRAIN: [15][2700/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0434 (2.1603) | Acc@1 52.344 (51.427) | Acc@5 76.562 (75.262)
[2021-03-14 10:38:59] TRAIN: [15][2730/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3351 (2.1608) | Acc@1 50.391 (51.421) | Acc@5 73.828 (75.252)
[2021-03-14 10:39:07] TRAIN: [15][2760/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.3915 (2.1612) | Acc@1 47.656 (51.417) | Acc@5 72.656 (75.247)
[2021-03-14 10:39:16] TRAIN: [15][2790/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1229 (2.1613) | Acc@1 53.125 (51.420) | Acc@5 75.000 (75.245)
[2021-03-14 10:39:24] TRAIN: [15][2820/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.3783 (2.1612) | Acc@1 47.266 (51.426) | Acc@5 73.828 (75.247)
[2021-03-14 10:39:33] TRAIN: [15][2850/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9908 (2.1612) | Acc@1 54.688 (51.434) | Acc@5 77.344 (75.248)
[2021-03-14 10:39:41] TRAIN: [15][2880/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1477 (2.1612) | Acc@1 50.000 (51.430) | Acc@5 74.609 (75.246)
[2021-03-14 10:39:50] TRAIN: [15][2910/5004] | Time 0.303 ( 0.284) | Data 0.004 (0.001) | Loss 2.1937 (2.1612) | Acc@1 49.219 (51.426) | Acc@5 75.000 (75.248)
[2021-03-14 10:39:58] TRAIN: [15][2940/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2512 (2.1616) | Acc@1 51.562 (51.418) | Acc@5 72.656 (75.241)
[2021-03-14 10:40:07] TRAIN: [15][2970/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.3144 (2.1618) | Acc@1 51.562 (51.415) | Acc@5 72.266 (75.239)
[2021-03-14 10:40:15] TRAIN: [15][3000/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1651 (2.1623) | Acc@1 50.000 (51.404) | Acc@5 73.828 (75.230)
[2021-03-14 10:40:24] TRAIN: [15][3030/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4646 (2.1628) | Acc@1 51.172 (51.405) | Acc@5 69.922 (75.219)
[2021-03-14 10:40:32] TRAIN: [15][3060/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1967 (2.1629) | Acc@1 51.953 (51.402) | Acc@5 75.000 (75.214)
[2021-03-14 10:40:41] TRAIN: [15][3090/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.2749 (2.1629) | Acc@1 49.609 (51.405) | Acc@5 74.219 (75.218)
[2021-03-14 10:40:49] TRAIN: [15][3120/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2656 (2.1627) | Acc@1 47.266 (51.412) | Acc@5 75.391 (75.219)
[2021-03-14 10:40:58] TRAIN: [15][3150/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1612 (2.1634) | Acc@1 51.172 (51.396) | Acc@5 73.828 (75.214)
[2021-03-14 10:41:06] TRAIN: [15][3180/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1495 (2.1640) | Acc@1 52.344 (51.390) | Acc@5 76.953 (75.208)
[2021-03-14 10:41:15] TRAIN: [15][3210/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1586 (2.1638) | Acc@1 51.562 (51.388) | Acc@5 75.000 (75.213)
[2021-03-14 10:41:23] TRAIN: [15][3240/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0478 (2.1637) | Acc@1 53.516 (51.390) | Acc@5 75.781 (75.215)
[2021-03-14 10:41:32] TRAIN: [15][3270/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9419 (2.1638) | Acc@1 55.859 (51.394) | Acc@5 78.125 (75.218)
[2021-03-14 10:41:40] TRAIN: [15][3300/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3732 (2.1642) | Acc@1 47.656 (51.387) | Acc@5 69.531 (75.211)
[2021-03-14 10:41:49] TRAIN: [15][3330/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2845 (2.1640) | Acc@1 52.344 (51.394) | Acc@5 75.391 (75.210)
[2021-03-14 10:41:58] TRAIN: [15][3360/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2798 (2.1640) | Acc@1 47.656 (51.392) | Acc@5 73.047 (75.210)
[2021-03-14 10:42:06] TRAIN: [15][3390/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1661 (2.1642) | Acc@1 50.781 (51.390) | Acc@5 76.562 (75.212)
[2021-03-14 10:42:14] TRAIN: [15][3420/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.3943 (2.1643) | Acc@1 46.875 (51.388) | Acc@5 72.266 (75.212)
[2021-03-14 10:42:23] TRAIN: [15][3450/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3232 (2.1645) | Acc@1 50.391 (51.380) | Acc@5 70.703 (75.208)
[2021-03-14 10:42:32] TRAIN: [15][3480/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2359 (2.1650) | Acc@1 48.828 (51.380) | Acc@5 75.391 (75.198)
[2021-03-14 10:42:40] TRAIN: [15][3510/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.3245 (2.1654) | Acc@1 48.047 (51.373) | Acc@5 72.266 (75.189)
[2021-03-14 10:42:49] TRAIN: [15][3540/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9629 (2.1654) | Acc@1 55.859 (51.371) | Acc@5 76.953 (75.186)
[2021-03-14 10:42:57] TRAIN: [15][3570/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2737 (2.1653) | Acc@1 48.047 (51.374) | Acc@5 71.875 (75.183)
[2021-03-14 10:43:06] TRAIN: [15][3600/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0889 (2.1656) | Acc@1 51.172 (51.368) | Acc@5 76.562 (75.178)
[2021-03-14 10:43:14] TRAIN: [15][3630/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.2506 (2.1663) | Acc@1 48.828 (51.359) | Acc@5 73.438 (75.164)
[2021-03-14 10:43:23] TRAIN: [15][3660/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.3094 (2.1663) | Acc@1 46.875 (51.355) | Acc@5 72.266 (75.162)
[2021-03-14 10:43:31] TRAIN: [15][3690/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2006 (2.1665) | Acc@1 50.781 (51.348) | Acc@5 75.391 (75.162)
[2021-03-14 10:43:39] TRAIN: [15][3720/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.0416 (2.1664) | Acc@1 52.344 (51.349) | Acc@5 78.125 (75.162)
[2021-03-14 10:43:48] TRAIN: [15][3750/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0123 (2.1665) | Acc@1 53.125 (51.349) | Acc@5 78.516 (75.158)
[2021-03-14 10:43:57] TRAIN: [15][3780/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.4049 (2.1666) | Acc@1 46.094 (51.347) | Acc@5 73.047 (75.156)
[2021-03-14 10:44:05] TRAIN: [15][3810/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 1.9961 (2.1661) | Acc@1 56.250 (51.360) | Acc@5 76.953 (75.164)
[2021-03-14 10:44:14] TRAIN: [15][3840/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.3419 (2.1662) | Acc@1 46.094 (51.355) | Acc@5 74.219 (75.167)
[2021-03-14 10:44:22] TRAIN: [15][3870/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.8879 (2.1662) | Acc@1 55.859 (51.354) | Acc@5 77.734 (75.166)
[2021-03-14 10:44:31] TRAIN: [15][3900/5004] | Time 0.306 ( 0.284) | Data 0.001 (0.001) | Loss 2.1890 (2.1664) | Acc@1 49.219 (51.348) | Acc@5 76.953 (75.161)
[2021-03-14 10:44:39] TRAIN: [15][3930/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2611 (2.1669) | Acc@1 48.438 (51.340) | Acc@5 73.828 (75.151)
[2021-03-14 10:44:48] TRAIN: [15][3960/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9174 (2.1667) | Acc@1 50.391 (51.343) | Acc@5 82.031 (75.158)
[2021-03-14 10:44:56] TRAIN: [15][3990/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.0621 (2.1668) | Acc@1 51.562 (51.337) | Acc@5 76.562 (75.156)
[2021-03-14 10:45:04] TRAIN: [15][4020/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.1197 (2.1669) | Acc@1 49.609 (51.337) | Acc@5 78.516 (75.150)
[2021-03-14 10:45:13] TRAIN: [15][4050/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0339 (2.1671) | Acc@1 51.953 (51.330) | Acc@5 78.516 (75.149)
[2021-03-14 10:45:22] TRAIN: [15][4080/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.001) | Loss 2.0177 (2.1671) | Acc@1 51.172 (51.327) | Acc@5 76.953 (75.154)
[2021-03-14 10:45:30] TRAIN: [15][4110/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1648 (2.1671) | Acc@1 52.734 (51.324) | Acc@5 75.391 (75.153)
[2021-03-14 10:45:39] TRAIN: [15][4140/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2778 (2.1674) | Acc@1 50.000 (51.314) | Acc@5 75.391 (75.148)
[2021-03-14 10:45:47] TRAIN: [15][4170/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1843 (2.1674) | Acc@1 51.562 (51.313) | Acc@5 74.609 (75.152)
[2021-03-14 10:45:56] TRAIN: [15][4200/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4296 (2.1674) | Acc@1 48.438 (51.311) | Acc@5 71.484 (75.155)
[2021-03-14 10:46:04] TRAIN: [15][4230/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.8659 (2.1676) | Acc@1 56.250 (51.306) | Acc@5 81.250 (75.152)
[2021-03-14 10:46:13] TRAIN: [15][4260/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1303 (2.1674) | Acc@1 48.828 (51.304) | Acc@5 78.125 (75.155)
[2021-03-14 10:46:21] TRAIN: [15][4290/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0059 (2.1679) | Acc@1 55.078 (51.295) | Acc@5 78.125 (75.148)
[2021-03-14 10:46:30] TRAIN: [15][4320/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0286 (2.1681) | Acc@1 55.469 (51.286) | Acc@5 76.172 (75.145)
[2021-03-14 10:46:38] TRAIN: [15][4350/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0498 (2.1682) | Acc@1 55.469 (51.286) | Acc@5 76.562 (75.141)
[2021-03-14 10:46:47] TRAIN: [15][4380/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9090 (2.1680) | Acc@1 58.594 (51.284) | Acc@5 80.469 (75.143)
[2021-03-14 10:46:55] TRAIN: [15][4410/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0387 (2.1683) | Acc@1 53.906 (51.282) | Acc@5 76.172 (75.137)
[2021-03-14 10:47:04] TRAIN: [15][4440/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0362 (2.1684) | Acc@1 52.734 (51.283) | Acc@5 78.125 (75.137)
[2021-03-14 10:47:12] TRAIN: [15][4470/5004] | Time 0.283 ( 0.284) | Data 0.001 (0.001) | Loss 2.2856 (2.1684) | Acc@1 48.438 (51.283) | Acc@5 74.219 (75.139)
[2021-03-14 10:47:21] TRAIN: [15][4500/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1897 (2.1686) | Acc@1 54.297 (51.284) | Acc@5 72.656 (75.134)
[2021-03-14 10:47:29] TRAIN: [15][4530/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.2293 (2.1685) | Acc@1 55.469 (51.290) | Acc@5 75.000 (75.137)
[2021-03-14 10:47:38] TRAIN: [15][4560/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1073 (2.1686) | Acc@1 53.906 (51.288) | Acc@5 78.125 (75.138)
[2021-03-14 10:47:46] TRAIN: [15][4590/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1338 (2.1685) | Acc@1 52.734 (51.293) | Acc@5 76.562 (75.138)
[2021-03-14 10:47:55] TRAIN: [15][4620/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0540 (2.1685) | Acc@1 51.562 (51.294) | Acc@5 77.734 (75.137)
[2021-03-14 10:48:03] TRAIN: [15][4650/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.5644 (2.1690) | Acc@1 47.266 (51.283) | Acc@5 64.844 (75.130)
[2021-03-14 10:48:12] TRAIN: [15][4680/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0357 (2.1691) | Acc@1 54.297 (51.287) | Acc@5 76.953 (75.129)
[2021-03-14 10:48:20] TRAIN: [15][4710/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3254 (2.1692) | Acc@1 50.000 (51.284) | Acc@5 74.219 (75.127)
[2021-03-14 10:48:29] TRAIN: [15][4740/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2970 (2.1694) | Acc@1 50.781 (51.286) | Acc@5 75.000 (75.125)
[2021-03-14 10:48:37] TRAIN: [15][4770/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1158 (2.1693) | Acc@1 51.953 (51.285) | Acc@5 75.781 (75.128)
[2021-03-14 10:48:46] TRAIN: [15][4800/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.3335 (2.1696) | Acc@1 49.609 (51.279) | Acc@5 74.609 (75.127)
[2021-03-14 10:48:54] TRAIN: [15][4830/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1848 (2.1699) | Acc@1 48.047 (51.275) | Acc@5 74.609 (75.122)
[2021-03-14 10:49:03] TRAIN: [15][4860/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1592 (2.1697) | Acc@1 52.734 (51.279) | Acc@5 75.781 (75.125)
[2021-03-14 10:49:12] TRAIN: [15][4890/5004] | Time 0.330 ( 0.284) | Data 0.000 (0.001) | Loss 2.2906 (2.1700) | Acc@1 51.953 (51.272) | Acc@5 71.875 (75.121)
[2021-03-14 10:49:20] TRAIN: [15][4920/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3273 (2.1704) | Acc@1 50.781 (51.268) | Acc@5 73.828 (75.117)
[2021-03-14 10:49:29] TRAIN: [15][4950/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1904 (2.1707) | Acc@1 50.781 (51.265) | Acc@5 73.438 (75.114)
[2021-03-14 10:49:37] TRAIN: [15][4980/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2298 (2.1708) | Acc@1 52.344 (51.265) | Acc@5 75.391 (75.112)
[2021-03-14 10:49:44] TRAIN: [15][5004/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.3602 (2.1710) | Acc@1 50.391 (51.263) | Acc@5 69.531 (75.109)
[2021-03-14 10:49:57] VAL: [10/32] | Time 0.593 ( 1.214) | Data 0.000 (0.652) | Loss 1.9846 (1.9135) | Acc@1 54.438 (55.419) | Acc@5 79.062 (79.838)
[2021-03-14 10:50:05] VAL: [20/32] | Time 0.593 ( 1.020) | Data 0.001 (0.446) | Loss 1.9574 (1.9291) | Acc@1 53.938 (54.947) | Acc@5 79.750 (79.788)
[2021-03-14 10:50:14] VAL: [30/32] | Time 0.546 ( 0.991) | Data 0.000 (0.426) | Loss 1.9616 (1.9226) | Acc@1 54.125 (55.027) | Acc@5 79.562 (79.808)
[2021-03-14 10:50:15] VAL: [32/32] | Time 0.247 ( 0.953) | Data 0.000 (0.400) | Loss 1.9021 (1.9247) | Acc@1 53.750 (54.990) | Acc@5 81.250 (79.816)
[2021-03-14 10:50:16] ACCURACY: TOP1 54.990(BEST 55.800) | TOP5 79.816 | SAVED botnet50-wd5/checkpoints/ckpt_ep_015.pth.tar
[2021-03-14 10:50:16] CURRENT EPOCH: 16, LR: 0.1891, POLICY: cos
[2021-03-14 10:50:25] TRAIN: [16][ 30/5004] | Time 0.283 ( 0.304) | Data 0.000 (0.023) | Loss 2.0928 (2.0840) | Acc@1 52.734 (52.604) | Acc@5 75.391 (76.510)
[2021-03-14 10:50:33] TRAIN: [16][ 60/5004] | Time 0.296 ( 0.292) | Data 0.000 (0.012) | Loss 1.8440 (2.0891) | Acc@1 58.984 (52.832) | Acc@5 78.125 (76.341)
[2021-03-14 10:50:41] TRAIN: [16][ 90/5004] | Time 0.281 ( 0.288) | Data 0.000 (0.008) | Loss 1.8704 (2.0859) | Acc@1 55.078 (52.891) | Acc@5 80.078 (76.528)
[2021-03-14 10:50:50] TRAIN: [16][ 120/5004] | Time 0.285 ( 0.287) | Data 0.000 (0.006) | Loss 2.3737 (2.1025) | Acc@1 48.047 (52.627) | Acc@5 74.219 (76.276)
[2021-03-14 10:50:59] TRAIN: [16][ 150/5004] | Time 0.276 ( 0.287) | Data 0.000 (0.005) | Loss 2.1155 (2.1105) | Acc@1 50.391 (52.539) | Acc@5 76.172 (76.104)
[2021-03-14 10:51:07] TRAIN: [16][ 180/5004] | Time 0.291 ( 0.286) | Data 0.000 (0.004) | Loss 1.8056 (2.1052) | Acc@1 57.422 (52.593) | Acc@5 80.078 (76.211)
[2021-03-14 10:51:16] TRAIN: [16][ 210/5004] | Time 0.289 ( 0.287) | Data 0.000 (0.004) | Loss 2.3100 (2.1062) | Acc@1 46.875 (52.533) | Acc@5 74.219 (76.185)
[2021-03-14 10:51:24] TRAIN: [16][ 240/5004] | Time 0.288 ( 0.286) | Data 0.000 (0.003) | Loss 2.0335 (2.1129) | Acc@1 53.125 (52.503) | Acc@5 76.172 (76.092)
[2021-03-14 10:51:33] TRAIN: [16][ 270/5004] | Time 0.279 ( 0.286) | Data 0.000 (0.003) | Loss 2.3950 (2.1164) | Acc@1 49.609 (52.410) | Acc@5 71.094 (76.052)
[2021-03-14 10:51:41] TRAIN: [16][ 300/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.003) | Loss 2.2291 (2.1183) | Acc@1 49.609 (52.320) | Acc@5 76.172 (75.987)
[2021-03-14 10:51:50] TRAIN: [16][ 330/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.002) | Loss 2.1838 (2.1197) | Acc@1 50.000 (52.236) | Acc@5 75.391 (75.981)
[2021-03-14 10:51:58] TRAIN: [16][ 360/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.002) | Loss 1.9559 (2.1185) | Acc@1 53.516 (52.250) | Acc@5 78.516 (75.968)
[2021-03-14 10:52:07] TRAIN: [16][ 390/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.002) | Loss 2.3152 (2.1207) | Acc@1 48.047 (52.230) | Acc@5 68.750 (75.937)
[2021-03-14 10:52:15] TRAIN: [16][ 420/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.002) | Loss 2.0354 (2.1216) | Acc@1 53.516 (52.203) | Acc@5 77.344 (75.927)
[2021-03-14 10:52:24] TRAIN: [16][ 450/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.002) | Loss 2.1666 (2.1229) | Acc@1 51.172 (52.225) | Acc@5 74.219 (75.889)
[2021-03-14 10:52:32] TRAIN: [16][ 480/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.002) | Loss 2.0456 (2.1246) | Acc@1 55.859 (52.224) | Acc@5 74.219 (75.837)
[2021-03-14 10:52:41] TRAIN: [16][ 510/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.002) | Loss 1.9755 (2.1256) | Acc@1 55.469 (52.169) | Acc@5 77.734 (75.836)
[2021-03-14 10:52:49] TRAIN: [16][ 540/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.002) | Loss 1.9625 (2.1249) | Acc@1 55.859 (52.163) | Acc@5 79.688 (75.860)
[2021-03-14 10:52:58] TRAIN: [16][ 570/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.002) | Loss 2.2608 (2.1239) | Acc@1 52.734 (52.172) | Acc@5 73.438 (75.853)
[2021-03-14 10:53:06] TRAIN: [16][ 600/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.0180 (2.1237) | Acc@1 54.688 (52.166) | Acc@5 76.562 (75.845)
[2021-03-14 10:53:15] TRAIN: [16][ 630/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.0911 (2.1217) | Acc@1 54.688 (52.188) | Acc@5 77.344 (75.874)
[2021-03-14 10:53:24] TRAIN: [16][ 660/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 2.1565 (2.1239) | Acc@1 50.781 (52.143) | Acc@5 77.734 (75.861)
[2021-03-14 10:53:32] TRAIN: [16][ 690/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.3087 (2.1239) | Acc@1 46.484 (52.133) | Acc@5 73.047 (75.863)
[2021-03-14 10:53:41] TRAIN: [16][ 720/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.2322 (2.1245) | Acc@1 50.391 (52.105) | Acc@5 71.875 (75.854)
[2021-03-14 10:53:49] TRAIN: [16][ 750/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.2772 (2.1233) | Acc@1 51.562 (52.123) | Acc@5 76.172 (75.891)
[2021-03-14 10:53:58] TRAIN: [16][ 780/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.1983 (2.1245) | Acc@1 51.953 (52.115) | Acc@5 76.172 (75.876)
[2021-03-14 10:54:06] TRAIN: [16][ 810/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.0760 (2.1248) | Acc@1 46.875 (52.143) | Acc@5 75.781 (75.868)
[2021-03-14 10:54:15] TRAIN: [16][ 840/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.0379 (2.1266) | Acc@1 53.125 (52.117) | Acc@5 78.516 (75.831)
[2021-03-14 10:54:23] TRAIN: [16][ 870/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.2970 (2.1272) | Acc@1 47.656 (52.104) | Acc@5 72.656 (75.829)
[2021-03-14 10:54:32] TRAIN: [16][ 900/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.1664 (2.1269) | Acc@1 50.000 (52.073) | Acc@5 76.562 (75.836)
[2021-03-14 10:54:40] TRAIN: [16][ 930/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 2.4115 (2.1273) | Acc@1 46.875 (52.059) | Acc@5 74.609 (75.835)
[2021-03-14 10:54:49] TRAIN: [16][ 960/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.9782 (2.1275) | Acc@1 53.906 (52.064) | Acc@5 79.688 (75.828)
[2021-03-14 10:54:58] TRAIN: [16][ 990/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.4006 (2.1284) | Acc@1 46.875 (52.042) | Acc@5 69.531 (75.812)
[2021-03-14 10:55:06] TRAIN: [16][1020/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.1764 (2.1302) | Acc@1 51.172 (52.008) | Acc@5 71.875 (75.770)
[2021-03-14 10:55:15] TRAIN: [16][1050/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.9886 (2.1303) | Acc@1 55.078 (52.021) | Acc@5 76.172 (75.759)
[2021-03-14 10:55:23] TRAIN: [16][1080/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.2794 (2.1308) | Acc@1 49.609 (52.011) | Acc@5 72.266 (75.753)
[2021-03-14 10:55:32] TRAIN: [16][1110/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.1683 (2.1313) | Acc@1 50.781 (51.995) | Acc@5 76.172 (75.752)
[2021-03-14 10:55:40] TRAIN: [16][1140/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.1670 (2.1324) | Acc@1 52.734 (51.989) | Acc@5 74.219 (75.709)
[2021-03-14 10:55:49] TRAIN: [16][1170/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.3743 (2.1313) | Acc@1 46.875 (52.019) | Acc@5 72.266 (75.716)
[2021-03-14 10:55:57] TRAIN: [16][1200/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.0909 (2.1318) | Acc@1 52.734 (52.013) | Acc@5 77.344 (75.704)
[2021-03-14 10:56:06] TRAIN: [16][1230/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.0661 (2.1325) | Acc@1 53.906 (52.016) | Acc@5 75.781 (75.688)
[2021-03-14 10:56:14] TRAIN: [16][1260/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.1063 (2.1332) | Acc@1 49.219 (51.991) | Acc@5 77.344 (75.671)
[2021-03-14 10:56:23] TRAIN: [16][1290/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.1027 (2.1342) | Acc@1 50.000 (51.975) | Acc@5 77.344 (75.659)
[2021-03-14 10:56:31] TRAIN: [16][1320/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 1.9006 (2.1344) | Acc@1 56.250 (51.968) | Acc@5 79.688 (75.661)
[2021-03-14 10:56:40] TRAIN: [16][1350/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 1.9507 (2.1350) | Acc@1 55.469 (51.954) | Acc@5 78.516 (75.657)
[2021-03-14 10:56:48] TRAIN: [16][1380/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.1460 (2.1354) | Acc@1 54.297 (51.927) | Acc@5 76.562 (75.659)
[2021-03-14 10:56:57] TRAIN: [16][1410/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.2270 (2.1364) | Acc@1 51.172 (51.908) | Acc@5 71.875 (75.636)
[2021-03-14 10:57:05] TRAIN: [16][1440/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0478 (2.1371) | Acc@1 55.859 (51.898) | Acc@5 77.734 (75.621)
[2021-03-14 10:57:14] TRAIN: [16][1470/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.1196 (2.1361) | Acc@1 54.688 (51.936) | Acc@5 75.781 (75.637)
[2021-03-14 10:57:23] TRAIN: [16][1500/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0628 (2.1366) | Acc@1 53.906 (51.928) | Acc@5 76.562 (75.626)
[2021-03-14 10:57:31] TRAIN: [16][1530/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.2270 (2.1365) | Acc@1 50.391 (51.929) | Acc@5 72.266 (75.622)
[2021-03-14 10:57:40] TRAIN: [16][1560/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.1374 (2.1377) | Acc@1 52.344 (51.895) | Acc@5 73.828 (75.604)
[2021-03-14 10:57:48] TRAIN: [16][1590/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.4233 (2.1390) | Acc@1 47.266 (51.869) | Acc@5 69.922 (75.597)
[2021-03-14 10:57:57] TRAIN: [16][1620/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.9334 (2.1387) | Acc@1 55.469 (51.887) | Acc@5 80.078 (75.602)
[2021-03-14 10:58:05] TRAIN: [16][1650/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.2171 (2.1398) | Acc@1 52.344 (51.871) | Acc@5 76.172 (75.588)
[2021-03-14 10:58:14] TRAIN: [16][1680/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.0572 (2.1406) | Acc@1 49.219 (51.848) | Acc@5 77.734 (75.577)
[2021-03-14 10:58:22] TRAIN: [16][1710/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.2817 (2.1401) | Acc@1 49.219 (51.849) | Acc@5 74.609 (75.590)
[2021-03-14 10:58:31] TRAIN: [16][1740/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.0530 (2.1400) | Acc@1 52.734 (51.844) | Acc@5 76.562 (75.599)
[2021-03-14 10:58:39] TRAIN: [16][1770/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 2.4086 (2.1407) | Acc@1 46.094 (51.831) | Acc@5 69.531 (75.583)
[2021-03-14 10:58:48] TRAIN: [16][1800/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 2.3332 (2.1409) | Acc@1 51.172 (51.828) | Acc@5 71.484 (75.578)
[2021-03-14 10:58:56] TRAIN: [16][1830/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.3171 (2.1416) | Acc@1 47.656 (51.830) | Acc@5 73.047 (75.566)
[2021-03-14 10:59:05] TRAIN: [16][1860/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.3128 (2.1419) | Acc@1 53.125 (51.834) | Acc@5 72.266 (75.555)
[2021-03-14 10:59:13] TRAIN: [16][1890/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.3418 (2.1420) | Acc@1 49.609 (51.843) | Acc@5 70.312 (75.547)
[2021-03-14 10:59:22] TRAIN: [16][1920/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0363 (2.1423) | Acc@1 53.516 (51.827) | Acc@5 76.953 (75.539)
[2021-03-14 10:59:30] TRAIN: [16][1950/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1583 (2.1433) | Acc@1 49.609 (51.799) | Acc@5 76.172 (75.525)
[2021-03-14 10:59:39] TRAIN: [16][1980/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3198 (2.1438) | Acc@1 51.953 (51.789) | Acc@5 73.828 (75.514)
[2021-03-14 10:59:47] TRAIN: [16][2010/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.7319 (2.1442) | Acc@1 60.547 (51.783) | Acc@5 82.812 (75.514)
[2021-03-14 10:59:56] TRAIN: [16][2040/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.0871 (2.1444) | Acc@1 52.344 (51.786) | Acc@5 76.172 (75.506)
[2021-03-14 11:00:04] TRAIN: [16][2070/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0836 (2.1440) | Acc@1 51.172 (51.784) | Acc@5 77.734 (75.515)
[2021-03-14 11:00:13] TRAIN: [16][2100/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9835 (2.1437) | Acc@1 54.688 (51.785) | Acc@5 77.734 (75.516)
[2021-03-14 11:00:21] TRAIN: [16][2130/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0661 (2.1437) | Acc@1 54.688 (51.776) | Acc@5 76.172 (75.514)
[2021-03-14 11:00:30] TRAIN: [16][2160/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.8352 (2.1438) | Acc@1 61.719 (51.771) | Acc@5 79.688 (75.507)
[2021-03-14 11:00:38] TRAIN: [16][2190/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.2227 (2.1438) | Acc@1 50.391 (51.782) | Acc@5 76.172 (75.508)
[2021-03-14 11:00:47] TRAIN: [16][2220/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3438 (2.1441) | Acc@1 45.312 (51.771) | Acc@5 73.047 (75.504)
[2021-03-14 11:00:55] TRAIN: [16][2250/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2061 (2.1437) | Acc@1 50.000 (51.776) | Acc@5 76.953 (75.509)
[2021-03-14 11:01:04] TRAIN: [16][2280/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.8647 (2.1440) | Acc@1 56.641 (51.767) | Acc@5 80.469 (75.505)
[2021-03-14 11:01:12] TRAIN: [16][2310/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4115 (2.1445) | Acc@1 48.438 (51.758) | Acc@5 68.750 (75.498)
[2021-03-14 11:01:21] TRAIN: [16][2340/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0753 (2.1445) | Acc@1 55.859 (51.765) | Acc@5 77.344 (75.500)
[2021-03-14 11:01:29] TRAIN: [16][2370/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1593 (2.1447) | Acc@1 49.219 (51.757) | Acc@5 72.656 (75.496)
[2021-03-14 11:01:38] TRAIN: [16][2400/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2722 (2.1447) | Acc@1 51.562 (51.752) | Acc@5 72.656 (75.493)
[2021-03-14 11:01:46] TRAIN: [16][2430/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.3844 (2.1450) | Acc@1 49.219 (51.740) | Acc@5 71.875 (75.483)
[2021-03-14 11:01:55] TRAIN: [16][2460/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.5710 (2.1461) | Acc@1 47.656 (51.720) | Acc@5 67.969 (75.470)
[2021-03-14 11:02:03] TRAIN: [16][2490/5004] | Time 0.320 ( 0.284) | Data 0.000 (0.001) | Loss 2.2129 (2.1458) | Acc@1 47.266 (51.716) | Acc@5 72.266 (75.476)
[2021-03-14 11:02:12] TRAIN: [16][2520/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3251 (2.1465) | Acc@1 48.828 (51.706) | Acc@5 73.438 (75.465)
[2021-03-14 11:02:21] TRAIN: [16][2550/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9980 (2.1470) | Acc@1 54.297 (51.699) | Acc@5 79.297 (75.456)
[2021-03-14 11:02:29] TRAIN: [16][2580/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0218 (2.1470) | Acc@1 51.562 (51.701) | Acc@5 77.344 (75.462)
[2021-03-14 11:02:37] TRAIN: [16][2610/5004] | Time 0.276 ( 0.284) | Data 0.001 (0.001) | Loss 1.9882 (2.1480) | Acc@1 54.297 (51.684) | Acc@5 78.906 (75.444)
[2021-03-14 11:02:46] TRAIN: [16][2640/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.4007 (2.1485) | Acc@1 50.391 (51.680) | Acc@5 69.922 (75.437)
[2021-03-14 11:02:55] TRAIN: [16][2670/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.2006 (2.1491) | Acc@1 50.781 (51.662) | Acc@5 75.391 (75.429)
[2021-03-14 11:03:03] TRAIN: [16][2700/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0939 (2.1494) | Acc@1 50.781 (51.649) | Acc@5 76.953 (75.423)
[2021-03-14 11:03:12] TRAIN: [16][2730/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0784 (2.1497) | Acc@1 54.688 (51.644) | Acc@5 77.344 (75.420)
[2021-03-14 11:03:20] TRAIN: [16][2760/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0001 (2.1499) | Acc@1 55.078 (51.638) | Acc@5 78.906 (75.420)
[2021-03-14 11:03:29] TRAIN: [16][2790/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1614 (2.1504) | Acc@1 53.906 (51.630) | Acc@5 74.219 (75.411)
[2021-03-14 11:03:37] TRAIN: [16][2820/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.2498 (2.1507) | Acc@1 51.953 (51.628) | Acc@5 74.219 (75.411)
[2021-03-14 11:03:46] TRAIN: [16][2850/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0379 (2.1505) | Acc@1 52.734 (51.631) | Acc@5 76.953 (75.414)
[2021-03-14 11:03:54] TRAIN: [16][2880/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.1550 (2.1511) | Acc@1 47.656 (51.619) | Acc@5 75.391 (75.404)
[2021-03-14 11:04:03] TRAIN: [16][2910/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.0935 (2.1510) | Acc@1 54.688 (51.628) | Acc@5 75.781 (75.406)
[2021-03-14 11:04:11] TRAIN: [16][2940/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3722 (2.1515) | Acc@1 44.141 (51.616) | Acc@5 73.047 (75.404)
[2021-03-14 11:04:20] TRAIN: [16][2970/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2556 (2.1515) | Acc@1 44.922 (51.616) | Acc@5 75.391 (75.403)
[2021-03-14 11:04:28] TRAIN: [16][3000/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0848 (2.1513) | Acc@1 53.906 (51.618) | Acc@5 77.344 (75.410)
[2021-03-14 11:04:37] TRAIN: [16][3030/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2064 (2.1514) | Acc@1 51.562 (51.619) | Acc@5 73.047 (75.408)
[2021-03-14 11:04:45] TRAIN: [16][3060/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9942 (2.1510) | Acc@1 51.953 (51.618) | Acc@5 76.172 (75.415)
[2021-03-14 11:04:54] TRAIN: [16][3090/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.001) | Loss 2.1710 (2.1512) | Acc@1 49.219 (51.616) | Acc@5 73.438 (75.409)
[2021-03-14 11:05:02] TRAIN: [16][3120/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1267 (2.1512) | Acc@1 55.078 (51.615) | Acc@5 75.391 (75.410)
[2021-03-14 11:05:11] TRAIN: [16][3150/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.2495 (2.1515) | Acc@1 50.000 (51.609) | Acc@5 74.219 (75.410)
[2021-03-14 11:05:19] TRAIN: [16][3180/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2242 (2.1519) | Acc@1 51.562 (51.598) | Acc@5 73.438 (75.401)
[2021-03-14 11:05:28] TRAIN: [16][3210/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3159 (2.1522) | Acc@1 51.562 (51.593) | Acc@5 72.266 (75.400)
[2021-03-14 11:05:36] TRAIN: [16][3240/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1068 (2.1522) | Acc@1 50.781 (51.594) | Acc@5 75.000 (75.398)
[2021-03-14 11:05:45] TRAIN: [16][3270/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1749 (2.1521) | Acc@1 50.781 (51.595) | Acc@5 76.953 (75.398)
[2021-03-14 11:05:53] TRAIN: [16][3300/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2557 (2.1525) | Acc@1 48.828 (51.586) | Acc@5 76.172 (75.395)
[2021-03-14 11:06:02] TRAIN: [16][3330/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0822 (2.1531) | Acc@1 54.688 (51.570) | Acc@5 76.562 (75.391)
[2021-03-14 11:06:11] TRAIN: [16][3360/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.4018 (2.1533) | Acc@1 44.141 (51.562) | Acc@5 71.484 (75.387)
[2021-03-14 11:06:19] TRAIN: [16][3390/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0580 (2.1537) | Acc@1 52.734 (51.552) | Acc@5 77.734 (75.375)
[2021-03-14 11:06:28] TRAIN: [16][3420/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1904 (2.1536) | Acc@1 54.688 (51.556) | Acc@5 70.703 (75.377)
[2021-03-14 11:06:36] TRAIN: [16][3450/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1780 (2.1540) | Acc@1 51.562 (51.549) | Acc@5 74.609 (75.373)
[2021-03-14 11:06:45] TRAIN: [16][3480/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0072 (2.1534) | Acc@1 55.859 (51.563) | Acc@5 76.562 (75.377)
[2021-03-14 11:06:53] TRAIN: [16][3510/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1710 (2.1535) | Acc@1 53.125 (51.559) | Acc@5 73.828 (75.376)
[2021-03-14 11:07:02] TRAIN: [16][3540/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 2.0350 (2.1536) | Acc@1 54.297 (51.555) | Acc@5 78.906 (75.374)
[2021-03-14 11:07:10] TRAIN: [16][3570/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1548 (2.1539) | Acc@1 50.391 (51.549) | Acc@5 74.219 (75.365)
[2021-03-14 11:07:19] TRAIN: [16][3600/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0917 (2.1542) | Acc@1 52.344 (51.545) | Acc@5 75.781 (75.364)
[2021-03-14 11:07:27] TRAIN: [16][3630/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2063 (2.1543) | Acc@1 48.047 (51.545) | Acc@5 76.562 (75.360)
[2021-03-14 11:07:36] TRAIN: [16][3660/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1172 (2.1543) | Acc@1 51.172 (51.542) | Acc@5 75.781 (75.361)
[2021-03-14 11:07:44] TRAIN: [16][3690/5004] | Time 0.291 ( 0.284) | Data 0.002 (0.001) | Loss 2.1546 (2.1544) | Acc@1 53.125 (51.537) | Acc@5 76.172 (75.360)
[2021-03-14 11:07:53] TRAIN: [16][3720/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0841 (2.1543) | Acc@1 53.516 (51.538) | Acc@5 77.734 (75.358)
[2021-03-14 11:08:01] TRAIN: [16][3750/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9773 (2.1542) | Acc@1 54.297 (51.546) | Acc@5 78.906 (75.363)
[2021-03-14 11:08:10] TRAIN: [16][3780/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.7974 (2.1544) | Acc@1 55.469 (51.546) | Acc@5 80.469 (75.361)
[2021-03-14 11:08:18] TRAIN: [16][3810/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1510 (2.1549) | Acc@1 48.828 (51.537) | Acc@5 76.562 (75.354)
[2021-03-14 11:08:27] TRAIN: [16][3840/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1147 (2.1550) | Acc@1 52.344 (51.533) | Acc@5 76.172 (75.353)
[2021-03-14 11:08:35] TRAIN: [16][3870/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9596 (2.1547) | Acc@1 55.859 (51.537) | Acc@5 79.688 (75.357)
[2021-03-14 11:08:44] TRAIN: [16][3900/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1022 (2.1549) | Acc@1 53.516 (51.533) | Acc@5 74.609 (75.356)
[2021-03-14 11:08:52] TRAIN: [16][3930/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9299 (2.1550) | Acc@1 54.297 (51.530) | Acc@5 78.125 (75.352)
[2021-03-14 11:09:01] TRAIN: [16][3960/5004] | Time 0.297 ( 0.284) | Data 0.000 (0.001) | Loss 2.0853 (2.1549) | Acc@1 54.297 (51.536) | Acc@5 76.172 (75.354)
[2021-03-14 11:09:09] TRAIN: [16][3990/5004] | Time 0.274 ( 0.284) | Data 0.000 (0.001) | Loss 2.2474 (2.1551) | Acc@1 52.734 (51.533) | Acc@5 74.219 (75.352)
[2021-03-14 11:09:18] TRAIN: [16][4020/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3012 (2.1555) | Acc@1 48.047 (51.528) | Acc@5 72.266 (75.345)
[2021-03-14 11:09:26] TRAIN: [16][4050/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1764 (2.1562) | Acc@1 48.438 (51.520) | Acc@5 75.000 (75.336)
[2021-03-14 11:09:35] TRAIN: [16][4080/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.0945 (2.1561) | Acc@1 51.172 (51.523) | Acc@5 75.000 (75.338)
[2021-03-14 11:09:44] TRAIN: [16][4110/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.1275 (2.1566) | Acc@1 52.734 (51.516) | Acc@5 71.875 (75.331)
[2021-03-14 11:09:52] TRAIN: [16][4140/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2154 (2.1563) | Acc@1 48.047 (51.523) | Acc@5 74.219 (75.333)
[2021-03-14 11:10:00] TRAIN: [16][4170/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2040 (2.1562) | Acc@1 52.734 (51.526) | Acc@5 73.438 (75.337)
[2021-03-14 11:10:09] TRAIN: [16][4200/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9116 (2.1559) | Acc@1 56.250 (51.531) | Acc@5 77.734 (75.343)
[2021-03-14 11:10:18] TRAIN: [16][4230/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.1113 (2.1560) | Acc@1 53.125 (51.526) | Acc@5 73.047 (75.344)
[2021-03-14 11:10:26] TRAIN: [16][4260/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2366 (2.1563) | Acc@1 51.172 (51.518) | Acc@5 73.438 (75.338)
[2021-03-14 11:10:35] TRAIN: [16][4290/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1330 (2.1565) | Acc@1 52.344 (51.517) | Acc@5 74.609 (75.333)
[2021-03-14 11:10:43] TRAIN: [16][4320/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.8890 (2.1564) | Acc@1 57.031 (51.522) | Acc@5 82.031 (75.334)
[2021-03-14 11:10:51] TRAIN: [16][4350/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1620 (2.1564) | Acc@1 52.344 (51.522) | Acc@5 73.828 (75.335)
[2021-03-14 11:11:00] TRAIN: [16][4380/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2413 (2.1564) | Acc@1 49.219 (51.523) | Acc@5 73.828 (75.334)
[2021-03-14 11:11:08] TRAIN: [16][4410/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.2342 (2.1564) | Acc@1 51.172 (51.527) | Acc@5 73.047 (75.336)
[2021-03-14 11:11:17] TRAIN: [16][4440/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1751 (2.1566) | Acc@1 51.562 (51.526) | Acc@5 74.609 (75.332)
[2021-03-14 11:11:26] TRAIN: [16][4470/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0954 (2.1566) | Acc@1 53.125 (51.523) | Acc@5 76.172 (75.330)
[2021-03-14 11:11:34] TRAIN: [16][4500/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1515 (2.1564) | Acc@1 53.125 (51.529) | Acc@5 76.953 (75.334)
[2021-03-14 11:11:43] TRAIN: [16][4530/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2682 (2.1567) | Acc@1 47.266 (51.519) | Acc@5 75.781 (75.333)
[2021-03-14 11:11:51] TRAIN: [16][4560/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.2326 (2.1569) | Acc@1 48.438 (51.515) | Acc@5 74.609 (75.328)
[2021-03-14 11:12:00] TRAIN: [16][4590/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2256 (2.1573) | Acc@1 51.953 (51.509) | Acc@5 73.828 (75.322)
[2021-03-14 11:12:08] TRAIN: [16][4620/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.9909 (2.1574) | Acc@1 50.000 (51.506) | Acc@5 81.641 (75.324)
[2021-03-14 11:12:17] TRAIN: [16][4650/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1266 (2.1573) | Acc@1 52.734 (51.505) | Acc@5 77.344 (75.326)
[2021-03-14 11:12:25] TRAIN: [16][4680/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.2865 (2.1576) | Acc@1 48.047 (51.500) | Acc@5 71.875 (75.322)
[2021-03-14 11:12:34] TRAIN: [16][4710/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.3654 (2.1575) | Acc@1 48.828 (51.499) | Acc@5 68.359 (75.322)
[2021-03-14 11:12:42] TRAIN: [16][4740/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0706 (2.1577) | Acc@1 54.688 (51.501) | Acc@5 78.125 (75.318)
[2021-03-14 11:12:51] TRAIN: [16][4770/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.3247 (2.1577) | Acc@1 50.781 (51.504) | Acc@5 71.094 (75.319)
[2021-03-14 11:12:59] TRAIN: [16][4800/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2248 (2.1578) | Acc@1 53.125 (51.500) | Acc@5 72.266 (75.320)
[2021-03-14 11:13:08] TRAIN: [16][4830/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2966 (2.1581) | Acc@1 49.609 (51.497) | Acc@5 74.219 (75.315)
[2021-03-14 11:13:16] TRAIN: [16][4860/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1484 (2.1582) | Acc@1 53.125 (51.497) | Acc@5 76.172 (75.310)
[2021-03-14 11:13:25] TRAIN: [16][4890/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2591 (2.1580) | Acc@1 49.609 (51.500) | Acc@5 76.172 (75.314)
[2021-03-14 11:13:33] TRAIN: [16][4920/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.3632 (2.1579) | Acc@1 53.125 (51.504) | Acc@5 71.875 (75.316)
[2021-03-14 11:13:42] TRAIN: [16][4950/5004] | Time 0.297 ( 0.284) | Data 0.000 (0.001) | Loss 2.2130 (2.1579) | Acc@1 52.344 (51.502) | Acc@5 74.219 (75.320)
[2021-03-14 11:13:50] TRAIN: [16][4980/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1909 (2.1579) | Acc@1 50.000 (51.508) | Acc@5 75.781 (75.317)
[2021-03-14 11:13:57] TRAIN: [16][5004/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.1239 (2.1579) | Acc@1 53.125 (51.506) | Acc@5 76.562 (75.318)
[2021-03-14 11:14:10] VAL: [10/32] | Time 0.633 ( 1.208) | Data 0.000 (0.565) | Loss 1.8775 (1.8395) | Acc@1 57.188 (56.519) | Acc@5 79.812 (80.819)
[2021-03-14 11:14:18] VAL: [20/32] | Time 0.645 ( 1.019) | Data 0.000 (0.391) | Loss 1.8921 (1.8488) | Acc@1 55.750 (56.219) | Acc@5 80.562 (80.834)
[2021-03-14 11:14:28] VAL: [30/32] | Time 0.518 ( 0.996) | Data 0.000 (0.395) | Loss 1.8971 (1.8410) | Acc@1 54.250 (56.298) | Acc@5 79.812 (80.833)
[2021-03-14 11:14:28] VAL: [32/32] | Time 0.250 ( 0.958) | Data 0.000 (0.370) | Loss 1.7888 (1.8419) | Acc@1 58.000 (56.294) | Acc@5 80.750 (80.808)
[2021-03-14 11:14:29] ACCURACY: TOP1 56.294(BEST 56.294) | TOP5 80.808 | SAVED botnet50-wd5/checkpoints/ckpt_ep_016.pth.tar
[2021-03-14 11:14:29] CURRENT EPOCH: 17, LR: 0.1876, POLICY: cos
[2021-03-14 11:14:38] TRAIN: [17][ 30/5004] | Time 0.278 ( 0.303) | Data 0.000 (0.023) | Loss 2.0980 (2.0995) | Acc@1 55.078 (53.047) | Acc@5 75.391 (75.833)
[2021-03-14 11:14:46] TRAIN: [17][ 60/5004] | Time 0.276 ( 0.292) | Data 0.000 (0.011) | Loss 2.0205 (2.1084) | Acc@1 54.297 (52.734) | Acc@5 75.000 (75.775)
[2021-03-14 11:14:55] TRAIN: [17][ 90/5004] | Time 0.286 ( 0.288) | Data 0.000 (0.008) | Loss 2.0164 (2.1067) | Acc@1 49.609 (52.504) | Acc@5 76.562 (76.007)
[2021-03-14 11:15:03] TRAIN: [17][ 120/5004] | Time 0.277 ( 0.286) | Data 0.000 (0.006) | Loss 2.4836 (2.0979) | Acc@1 46.875 (52.620) | Acc@5 67.188 (76.253)
[2021-03-14 11:15:12] TRAIN: [17][ 150/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.005) | Loss 2.1270 (2.0998) | Acc@1 52.734 (52.534) | Acc@5 74.609 (76.219)
[2021-03-14 11:15:20] TRAIN: [17][ 180/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.004) | Loss 2.0611 (2.0966) | Acc@1 55.078 (52.622) | Acc@5 75.781 (76.230)
[2021-03-14 11:15:29] TRAIN: [17][ 210/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.004) | Loss 2.0846 (2.1010) | Acc@1 54.297 (52.541) | Acc@5 76.172 (76.151)
[2021-03-14 11:15:37] TRAIN: [17][ 240/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.003) | Loss 2.2741 (2.1031) | Acc@1 48.828 (52.575) | Acc@5 71.484 (76.063)
[2021-03-14 11:15:46] TRAIN: [17][ 270/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.003) | Loss 2.4295 (2.1037) | Acc@1 48.047 (52.507) | Acc@5 73.828 (76.075)
[2021-03-14 11:15:54] TRAIN: [17][ 300/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.003) | Loss 2.1468 (2.1092) | Acc@1 51.562 (52.384) | Acc@5 76.953 (76.038)
[2021-03-14 11:16:03] TRAIN: [17][ 330/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.002) | Loss 2.1482 (2.1055) | Acc@1 51.953 (52.448) | Acc@5 77.344 (76.107)
[2021-03-14 11:16:11] TRAIN: [17][ 360/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.002) | Loss 1.9954 (2.1061) | Acc@1 55.469 (52.458) | Acc@5 78.125 (76.058)
[2021-03-14 11:16:20] TRAIN: [17][ 390/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.002) | Loss 2.5269 (2.1067) | Acc@1 42.969 (52.392) | Acc@5 69.922 (76.046)
[2021-03-14 11:16:29] TRAIN: [17][ 420/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.002) | Loss 2.1078 (2.1102) | Acc@1 53.906 (52.335) | Acc@5 76.562 (75.976)
[2021-03-14 11:16:37] TRAIN: [17][ 450/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.002) | Loss 2.0252 (2.1077) | Acc@1 53.906 (52.356) | Acc@5 73.438 (76.025)
[2021-03-14 11:16:46] TRAIN: [17][ 480/5004] | Time 0.302 ( 0.285) | Data 0.001 (0.002) | Loss 2.1110 (2.1051) | Acc@1 54.688 (52.393) | Acc@5 75.781 (76.086)
[2021-03-14 11:16:54] TRAIN: [17][ 510/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.002) | Loss 2.0275 (2.1077) | Acc@1 59.375 (52.345) | Acc@5 76.172 (76.045)
[2021-03-14 11:17:03] TRAIN: [17][ 540/5004] | Time 0.297 ( 0.284) | Data 0.000 (0.002) | Loss 1.9628 (2.1087) | Acc@1 54.297 (52.339) | Acc@5 79.297 (75.983)
[2021-03-14 11:17:11] TRAIN: [17][ 570/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.002) | Loss 1.9380 (2.1086) | Acc@1 58.984 (52.342) | Acc@5 80.859 (76.013)
[2021-03-14 11:17:20] TRAIN: [17][ 600/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.1064 (2.1076) | Acc@1 51.562 (52.382) | Acc@5 75.391 (76.027)
[2021-03-14 11:17:28] TRAIN: [17][ 630/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.0740 (2.1089) | Acc@1 51.953 (52.360) | Acc@5 75.391 (75.995)
[2021-03-14 11:17:37] TRAIN: [17][ 660/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 1.7722 (2.1079) | Acc@1 59.375 (52.402) | Acc@5 80.859 (76.016)
[2021-03-14 11:17:45] TRAIN: [17][ 690/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0957 (2.1102) | Acc@1 50.000 (52.369) | Acc@5 74.609 (75.972)
[2021-03-14 11:17:54] TRAIN: [17][ 720/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0487 (2.1119) | Acc@1 55.859 (52.343) | Acc@5 76.172 (75.942)
[2021-03-14 11:18:02] TRAIN: [17][ 750/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.0771 (2.1109) | Acc@1 50.781 (52.337) | Acc@5 76.562 (75.970)
[2021-03-14 11:18:11] TRAIN: [17][ 780/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1215 (2.1119) | Acc@1 50.781 (52.329) | Acc@5 77.344 (75.939)
[2021-03-14 11:18:19] TRAIN: [17][ 810/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.0666 (2.1143) | Acc@1 51.562 (52.300) | Acc@5 79.688 (75.905)
[2021-03-14 11:18:28] TRAIN: [17][ 840/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1665 (2.1141) | Acc@1 50.000 (52.293) | Acc@5 77.344 (75.934)
[2021-03-14 11:18:36] TRAIN: [17][ 870/5004] | Time 0.297 ( 0.284) | Data 0.000 (0.001) | Loss 2.2092 (2.1138) | Acc@1 50.391 (52.291) | Acc@5 76.172 (75.948)
[2021-03-14 11:18:45] TRAIN: [17][ 900/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1212 (2.1151) | Acc@1 50.391 (52.276) | Acc@5 73.438 (75.932)
[2021-03-14 11:18:54] TRAIN: [17][ 930/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0146 (2.1154) | Acc@1 53.516 (52.272) | Acc@5 77.344 (75.921)
[2021-03-14 11:19:02] TRAIN: [17][ 960/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.2634 (2.1167) | Acc@1 46.875 (52.254) | Acc@5 73.828 (75.911)
[2021-03-14 11:19:11] TRAIN: [17][ 990/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.3335 (2.1165) | Acc@1 50.391 (52.250) | Acc@5 71.875 (75.934)
[2021-03-14 11:19:19] TRAIN: [17][1020/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 2.0521 (2.1175) | Acc@1 53.516 (52.210) | Acc@5 77.734 (75.917)
[2021-03-14 11:19:28] TRAIN: [17][1050/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.1248 (2.1175) | Acc@1 53.906 (52.220) | Acc@5 75.000 (75.921)
[2021-03-14 11:19:36] TRAIN: [17][1080/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0933 (2.1184) | Acc@1 54.688 (52.208) | Acc@5 75.000 (75.903)
[2021-03-14 11:19:45] TRAIN: [17][1110/5004] | Time 0.301 ( 0.284) | Data 0.000 (0.001) | Loss 2.1873 (2.1176) | Acc@1 50.391 (52.210) | Acc@5 73.047 (75.909)
[2021-03-14 11:19:53] TRAIN: [17][1140/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0864 (2.1191) | Acc@1 54.297 (52.186) | Acc@5 75.391 (75.893)
[2021-03-14 11:20:02] TRAIN: [17][1170/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1874 (2.1201) | Acc@1 55.078 (52.202) | Acc@5 75.391 (75.885)
[2021-03-14 11:20:10] TRAIN: [17][1200/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1471 (2.1200) | Acc@1 53.516 (52.211) | Acc@5 75.781 (75.890)
[2021-03-14 11:20:19] TRAIN: [17][1230/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.3069 (2.1206) | Acc@1 53.516 (52.201) | Acc@5 72.656 (75.887)
[2021-03-14 11:20:27] TRAIN: [17][1260/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1746 (2.1207) | Acc@1 53.516 (52.197) | Acc@5 75.000 (75.898)
[2021-03-14 11:20:36] TRAIN: [17][1290/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.2340 (2.1218) | Acc@1 51.953 (52.171) | Acc@5 75.391 (75.886)
[2021-03-14 11:20:44] TRAIN: [17][1320/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.1593 (2.1232) | Acc@1 50.391 (52.134) | Acc@5 75.000 (75.868)
[2021-03-14 11:20:53] TRAIN: [17][1350/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.4340 (2.1242) | Acc@1 48.438 (52.116) | Acc@5 71.875 (75.856)
[2021-03-14 11:21:01] TRAIN: [17][1380/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0398 (2.1243) | Acc@1 57.031 (52.113) | Acc@5 75.781 (75.841)
[2021-03-14 11:21:10] TRAIN: [17][1410/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2644 (2.1241) | Acc@1 47.266 (52.125) | Acc@5 75.000 (75.844)
[2021-03-14 11:21:18] TRAIN: [17][1440/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.1412 (2.1244) | Acc@1 52.734 (52.120) | Acc@5 76.172 (75.851)
[2021-03-14 11:21:27] TRAIN: [17][1470/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.4753 (2.1237) | Acc@1 44.531 (52.143) | Acc@5 69.922 (75.863)
[2021-03-14 11:21:36] TRAIN: [17][1500/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0655 (2.1241) | Acc@1 51.562 (52.126) | Acc@5 76.172 (75.850)
[2021-03-14 11:21:44] TRAIN: [17][1530/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1245 (2.1250) | Acc@1 50.000 (52.109) | Acc@5 77.734 (75.853)
[2021-03-14 11:21:53] TRAIN: [17][1560/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0829 (2.1252) | Acc@1 49.219 (52.106) | Acc@5 76.562 (75.855)
[2021-03-14 11:22:01] TRAIN: [17][1590/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2560 (2.1254) | Acc@1 51.562 (52.101) | Acc@5 73.047 (75.849)
[2021-03-14 11:22:10] TRAIN: [17][1620/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2381 (2.1252) | Acc@1 48.828 (52.101) | Acc@5 75.000 (75.850)
[2021-03-14 11:22:18] TRAIN: [17][1650/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2888 (2.1254) | Acc@1 47.266 (52.112) | Acc@5 73.828 (75.852)
[2021-03-14 11:22:27] TRAIN: [17][1680/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1477 (2.1251) | Acc@1 53.906 (52.132) | Acc@5 71.484 (75.854)
[2021-03-14 11:22:35] TRAIN: [17][1710/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.3370 (2.1247) | Acc@1 48.828 (52.133) | Acc@5 73.828 (75.857)
[2021-03-14 11:22:44] TRAIN: [17][1740/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 1.9419 (2.1252) | Acc@1 54.688 (52.126) | Acc@5 77.344 (75.852)
[2021-03-14 11:22:52] TRAIN: [17][1770/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3712 (2.1257) | Acc@1 46.094 (52.107) | Acc@5 69.141 (75.847)
[2021-03-14 11:23:01] TRAIN: [17][1800/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3611 (2.1263) | Acc@1 46.484 (52.095) | Acc@5 72.266 (75.827)
[2021-03-14 11:23:10] TRAIN: [17][1830/5004] | Time 0.297 ( 0.284) | Data 0.000 (0.001) | Loss 2.0504 (2.1258) | Acc@1 50.781 (52.105) | Acc@5 77.734 (75.844)
[2021-03-14 11:23:18] TRAIN: [17][1860/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.0971 (2.1262) | Acc@1 51.562 (52.101) | Acc@5 73.438 (75.835)
[2021-03-14 11:23:27] TRAIN: [17][1890/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.0272 (2.1270) | Acc@1 51.562 (52.081) | Acc@5 77.734 (75.832)
[2021-03-14 11:23:35] TRAIN: [17][1920/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2661 (2.1274) | Acc@1 47.656 (52.079) | Acc@5 71.875 (75.822)
[2021-03-14 11:23:44] TRAIN: [17][1950/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.0137 (2.1268) | Acc@1 52.734 (52.094) | Acc@5 77.344 (75.822)
[2021-03-14 11:23:52] TRAIN: [17][1980/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1756 (2.1274) | Acc@1 49.219 (52.074) | Acc@5 74.219 (75.813)
[2021-03-14 11:24:01] TRAIN: [17][2010/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0763 (2.1277) | Acc@1 51.172 (52.070) | Acc@5 75.391 (75.809)
[2021-03-14 11:24:09] TRAIN: [17][2040/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2270 (2.1276) | Acc@1 49.219 (52.080) | Acc@5 72.656 (75.807)
[2021-03-14 11:24:18] TRAIN: [17][2070/5004] | Time 0.288 ( 0.284) | Data 0.001 (0.001) | Loss 2.0172 (2.1278) | Acc@1 56.641 (52.080) | Acc@5 79.297 (75.797)
[2021-03-14 11:24:26] TRAIN: [17][2100/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2621 (2.1287) | Acc@1 51.172 (52.062) | Acc@5 72.656 (75.783)
[2021-03-14 11:24:35] TRAIN: [17][2130/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.1992 (2.1291) | Acc@1 54.688 (52.067) | Acc@5 74.609 (75.775)
[2021-03-14 11:24:43] TRAIN: [17][2160/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0266 (2.1283) | Acc@1 54.688 (52.075) | Acc@5 76.953 (75.784)
[2021-03-14 11:24:52] TRAIN: [17][2190/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1973 (2.1290) | Acc@1 53.906 (52.070) | Acc@5 73.828 (75.774)
[2021-03-14 11:25:00] TRAIN: [17][2220/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 2.1124 (2.1296) | Acc@1 53.125 (52.059) | Acc@5 76.562 (75.761)
[2021-03-14 11:25:09] TRAIN: [17][2250/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1907 (2.1302) | Acc@1 52.734 (52.047) | Acc@5 71.875 (75.745)
[2021-03-14 11:25:17] TRAIN: [17][2280/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.2712 (2.1304) | Acc@1 48.828 (52.050) | Acc@5 71.875 (75.738)
[2021-03-14 11:25:26] TRAIN: [17][2310/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2569 (2.1308) | Acc@1 50.391 (52.041) | Acc@5 73.828 (75.732)
[2021-03-14 11:25:34] TRAIN: [17][2340/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2311 (2.1308) | Acc@1 51.953 (52.049) | Acc@5 73.047 (75.727)
[2021-03-14 11:25:43] TRAIN: [17][2370/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0428 (2.1310) | Acc@1 53.516 (52.044) | Acc@5 74.609 (75.721)
[2021-03-14 11:25:51] TRAIN: [17][2400/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.3355 (2.1321) | Acc@1 46.094 (52.018) | Acc@5 68.359 (75.709)
[2021-03-14 11:26:00] TRAIN: [17][2430/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9308 (2.1317) | Acc@1 53.906 (52.029) | Acc@5 80.469 (75.716)
[2021-03-14 11:26:08] TRAIN: [17][2460/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.8714 (2.1322) | Acc@1 57.812 (52.019) | Acc@5 79.297 (75.711)
[2021-03-14 11:26:17] TRAIN: [17][2490/5004] | Time 0.307 ( 0.284) | Data 0.000 (0.001) | Loss 2.2118 (2.1324) | Acc@1 48.047 (52.018) | Acc@5 73.047 (75.710)
[2021-03-14 11:26:26] TRAIN: [17][2520/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.4298 (2.1325) | Acc@1 50.391 (52.016) | Acc@5 73.828 (75.710)
[2021-03-14 11:26:34] TRAIN: [17][2550/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.2240 (2.1325) | Acc@1 52.344 (52.015) | Acc@5 73.828 (75.706)
[2021-03-14 11:26:43] TRAIN: [17][2580/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0654 (2.1326) | Acc@1 53.906 (52.011) | Acc@5 74.609 (75.711)
[2021-03-14 11:26:51] TRAIN: [17][2610/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1481 (2.1328) | Acc@1 51.953 (52.006) | Acc@5 76.562 (75.709)
[2021-03-14 11:27:00] TRAIN: [17][2640/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.2693 (2.1327) | Acc@1 48.438 (52.007) | Acc@5 74.609 (75.710)
[2021-03-14 11:27:08] TRAIN: [17][2670/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.2360 (2.1329) | Acc@1 48.438 (51.999) | Acc@5 73.828 (75.711)
[2021-03-14 11:27:17] TRAIN: [17][2700/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9819 (2.1332) | Acc@1 55.078 (51.991) | Acc@5 76.562 (75.712)
[2021-03-14 11:27:25] TRAIN: [17][2730/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2392 (2.1335) | Acc@1 45.703 (51.982) | Acc@5 76.953 (75.710)
[2021-03-14 11:27:34] TRAIN: [17][2760/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1886 (2.1338) | Acc@1 50.781 (51.971) | Acc@5 76.562 (75.712)
[2021-03-14 11:27:42] TRAIN: [17][2790/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1926 (2.1342) | Acc@1 50.391 (51.957) | Acc@5 75.391 (75.705)
[2021-03-14 11:27:51] TRAIN: [17][2820/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1206 (2.1344) | Acc@1 55.469 (51.953) | Acc@5 76.953 (75.702)
[2021-03-14 11:27:59] TRAIN: [17][2850/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1674 (2.1347) | Acc@1 51.562 (51.951) | Acc@5 76.562 (75.701)
[2021-03-14 11:28:08] TRAIN: [17][2880/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.9152 (2.1345) | Acc@1 56.641 (51.956) | Acc@5 78.906 (75.702)
[2021-03-14 11:28:16] TRAIN: [17][2910/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2380 (2.1346) | Acc@1 53.906 (51.953) | Acc@5 74.219 (75.703)
[2021-03-14 11:28:25] TRAIN: [17][2940/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.0028 (2.1350) | Acc@1 53.516 (51.941) | Acc@5 78.906 (75.701)
[2021-03-14 11:28:33] TRAIN: [17][2970/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2486 (2.1353) | Acc@1 48.828 (51.939) | Acc@5 74.219 (75.697)
[2021-03-14 11:28:42] TRAIN: [17][3000/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1539 (2.1347) | Acc@1 50.781 (51.949) | Acc@5 75.000 (75.705)
[2021-03-14 11:28:50] TRAIN: [17][3030/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1266 (2.1348) | Acc@1 50.000 (51.942) | Acc@5 74.219 (75.706)
[2021-03-14 11:28:59] TRAIN: [17][3060/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2552 (2.1350) | Acc@1 49.219 (51.940) | Acc@5 74.609 (75.701)
[2021-03-14 11:29:07] TRAIN: [17][3090/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.2724 (2.1352) | Acc@1 50.391 (51.939) | Acc@5 71.484 (75.693)
[2021-03-14 11:29:16] TRAIN: [17][3120/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0997 (2.1352) | Acc@1 54.688 (51.936) | Acc@5 75.781 (75.691)
[2021-03-14 11:29:24] TRAIN: [17][3150/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1592 (2.1353) | Acc@1 50.391 (51.935) | Acc@5 77.344 (75.692)
[2021-03-14 11:29:33] TRAIN: [17][3180/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.1463 (2.1356) | Acc@1 51.172 (51.929) | Acc@5 75.391 (75.694)
[2021-03-14 11:29:41] TRAIN: [17][3210/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.8064 (2.1360) | Acc@1 56.641 (51.926) | Acc@5 81.641 (75.686)
[2021-03-14 11:29:50] TRAIN: [17][3240/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2613 (2.1361) | Acc@1 47.266 (51.920) | Acc@5 72.266 (75.680)
[2021-03-14 11:29:58] TRAIN: [17][3270/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1584 (2.1355) | Acc@1 48.828 (51.925) | Acc@5 75.391 (75.692)
[2021-03-14 11:30:07] TRAIN: [17][3300/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.4270 (2.1359) | Acc@1 48.828 (51.923) | Acc@5 67.969 (75.688)
[2021-03-14 11:30:15] TRAIN: [17][3330/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2278 (2.1363) | Acc@1 49.219 (51.919) | Acc@5 72.266 (75.684)
[2021-03-14 11:30:24] TRAIN: [17][3360/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1697 (2.1366) | Acc@1 50.391 (51.911) | Acc@5 76.172 (75.682)
[2021-03-14 11:30:32] TRAIN: [17][3390/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.4218 (2.1373) | Acc@1 43.750 (51.900) | Acc@5 72.656 (75.674)
[2021-03-14 11:30:41] TRAIN: [17][3420/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1616 (2.1376) | Acc@1 49.219 (51.897) | Acc@5 73.828 (75.666)
[2021-03-14 11:30:49] TRAIN: [17][3450/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.1072 (2.1372) | Acc@1 53.125 (51.902) | Acc@5 76.172 (75.670)
[2021-03-14 11:30:58] TRAIN: [17][3480/5004] | Time 0.301 ( 0.284) | Data 0.001 (0.001) | Loss 2.1132 (2.1368) | Acc@1 51.953 (51.910) | Acc@5 76.562 (75.669)
[2021-03-14 11:31:06] TRAIN: [17][3510/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0003 (2.1370) | Acc@1 53.906 (51.913) | Acc@5 75.000 (75.663)
[2021-03-14 11:31:15] TRAIN: [17][3540/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2305 (2.1371) | Acc@1 50.781 (51.906) | Acc@5 72.656 (75.656)
[2021-03-14 11:31:23] TRAIN: [17][3570/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.1435 (2.1373) | Acc@1 50.000 (51.903) | Acc@5 77.344 (75.659)
[2021-03-14 11:31:32] TRAIN: [17][3600/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 1.9971 (2.1371) | Acc@1 57.031 (51.908) | Acc@5 78.125 (75.663)
[2021-03-14 11:31:41] TRAIN: [17][3630/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1443 (2.1373) | Acc@1 56.641 (51.905) | Acc@5 76.172 (75.664)
[2021-03-14 11:31:49] TRAIN: [17][3660/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2868 (2.1377) | Acc@1 51.172 (51.895) | Acc@5 75.391 (75.654)
[2021-03-14 11:31:58] TRAIN: [17][3690/5004] | Time 0.313 ( 0.284) | Data 0.000 (0.001) | Loss 2.0485 (2.1377) | Acc@1 50.000 (51.894) | Acc@5 79.688 (75.658)
[2021-03-14 11:32:06] TRAIN: [17][3720/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2718 (2.1377) | Acc@1 49.609 (51.895) | Acc@5 74.219 (75.657)
[2021-03-14 11:32:15] TRAIN: [17][3750/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.2050 (2.1377) | Acc@1 51.172 (51.893) | Acc@5 75.391 (75.657)
[2021-03-14 11:32:23] TRAIN: [17][3780/5004] | Time 0.279 ( 0.284) | Data 0.001 (0.001) | Loss 2.3140 (2.1384) | Acc@1 53.906 (51.885) | Acc@5 70.312 (75.645)
[2021-03-14 11:32:32] TRAIN: [17][3810/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.0707 (2.1384) | Acc@1 49.609 (51.886) | Acc@5 74.609 (75.648)
[2021-03-14 11:32:40] TRAIN: [17][3840/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.001) | Loss 1.9741 (2.1386) | Acc@1 54.688 (51.885) | Acc@5 77.734 (75.643)
[2021-03-14 11:32:49] TRAIN: [17][3870/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.4574 (2.1386) | Acc@1 42.969 (51.887) | Acc@5 71.484 (75.645)
[2021-03-14 11:32:57] TRAIN: [17][3900/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.3054 (2.1388) | Acc@1 50.781 (51.890) | Acc@5 69.531 (75.643)
[2021-03-14 11:33:06] TRAIN: [17][3930/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0859 (2.1389) | Acc@1 51.172 (51.894) | Acc@5 76.953 (75.641)
[2021-03-14 11:33:14] TRAIN: [17][3960/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.8879 (2.1388) | Acc@1 56.641 (51.900) | Acc@5 78.906 (75.645)
[2021-03-14 11:33:23] TRAIN: [17][3990/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1438 (2.1391) | Acc@1 53.516 (51.900) | Acc@5 76.172 (75.637)
[2021-03-14 11:33:31] TRAIN: [17][4020/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0099 (2.1394) | Acc@1 52.344 (51.893) | Acc@5 78.125 (75.632)
[2021-03-14 11:33:40] TRAIN: [17][4050/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2412 (2.1395) | Acc@1 47.266 (51.893) | Acc@5 73.047 (75.626)
[2021-03-14 11:33:48] TRAIN: [17][4080/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.0908 (2.1397) | Acc@1 51.953 (51.890) | Acc@5 79.688 (75.628)
[2021-03-14 11:33:57] TRAIN: [17][4110/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1831 (2.1393) | Acc@1 47.266 (51.898) | Acc@5 76.562 (75.634)
[2021-03-14 11:34:05] TRAIN: [17][4140/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3187 (2.1395) | Acc@1 49.609 (51.895) | Acc@5 74.609 (75.636)
[2021-03-14 11:34:14] TRAIN: [17][4170/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3174 (2.1394) | Acc@1 48.828 (51.900) | Acc@5 69.922 (75.640)
[2021-03-14 11:34:23] TRAIN: [17][4200/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0243 (2.1395) | Acc@1 54.688 (51.896) | Acc@5 76.953 (75.637)
[2021-03-14 11:34:31] TRAIN: [17][4230/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3168 (2.1396) | Acc@1 46.484 (51.893) | Acc@5 74.609 (75.631)
[2021-03-14 11:34:40] TRAIN: [17][4260/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0923 (2.1397) | Acc@1 52.344 (51.887) | Acc@5 75.000 (75.626)
[2021-03-14 11:34:48] TRAIN: [17][4290/5004] | Time 0.303 ( 0.284) | Data 0.001 (0.001) | Loss 2.0087 (2.1397) | Acc@1 55.859 (51.895) | Acc@5 80.078 (75.625)
[2021-03-14 11:34:57] TRAIN: [17][4320/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1275 (2.1395) | Acc@1 54.297 (51.896) | Acc@5 77.734 (75.625)
[2021-03-14 11:35:05] TRAIN: [17][4350/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.3237 (2.1397) | Acc@1 48.438 (51.898) | Acc@5 72.266 (75.622)
[2021-03-14 11:35:14] TRAIN: [17][4380/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.8337 (2.1400) | Acc@1 57.031 (51.894) | Acc@5 82.422 (75.616)
[2021-03-14 11:35:22] TRAIN: [17][4410/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.0805 (2.1400) | Acc@1 52.734 (51.897) | Acc@5 76.562 (75.616)
[2021-03-14 11:35:31] TRAIN: [17][4440/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0255 (2.1403) | Acc@1 50.391 (51.889) | Acc@5 75.781 (75.610)
[2021-03-14 11:35:39] TRAIN: [17][4470/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.2243 (2.1402) | Acc@1 51.562 (51.893) | Acc@5 75.391 (75.611)
[2021-03-14 11:35:48] TRAIN: [17][4500/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.001) | Loss 2.0105 (2.1402) | Acc@1 56.641 (51.890) | Acc@5 76.172 (75.610)
[2021-03-14 11:35:57] TRAIN: [17][4530/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2895 (2.1404) | Acc@1 46.484 (51.886) | Acc@5 71.484 (75.606)
[2021-03-14 11:36:05] TRAIN: [17][4560/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.7674 (2.1404) | Acc@1 60.156 (51.888) | Acc@5 81.250 (75.606)
[2021-03-14 11:36:14] TRAIN: [17][4590/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1572 (2.1403) | Acc@1 51.562 (51.889) | Acc@5 75.000 (75.603)
[2021-03-14 11:36:22] TRAIN: [17][4620/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 2.0766 (2.1404) | Acc@1 51.953 (51.884) | Acc@5 75.391 (75.601)
[2021-03-14 11:36:31] TRAIN: [17][4650/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1163 (2.1403) | Acc@1 52.734 (51.888) | Acc@5 75.391 (75.605)
[2021-03-14 11:36:39] TRAIN: [17][4680/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2682 (2.1402) | Acc@1 51.172 (51.889) | Acc@5 74.219 (75.605)
[2021-03-14 11:36:48] TRAIN: [17][4710/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.1628 (2.1403) | Acc@1 51.953 (51.889) | Acc@5 74.609 (75.603)
[2021-03-14 11:36:56] TRAIN: [17][4740/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1982 (2.1402) | Acc@1 46.484 (51.893) | Acc@5 77.734 (75.606)
[2021-03-14 11:37:05] TRAIN: [17][4770/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.0473 (2.1402) | Acc@1 50.391 (51.890) | Acc@5 77.344 (75.604)
[2021-03-14 11:37:13] TRAIN: [17][4800/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1950 (2.1403) | Acc@1 47.656 (51.892) | Acc@5 74.219 (75.602)
[2021-03-14 11:37:22] TRAIN: [17][4830/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2532 (2.1406) | Acc@1 47.656 (51.886) | Acc@5 73.047 (75.597)
[2021-03-14 11:37:31] TRAIN: [17][4860/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0456 (2.1410) | Acc@1 55.078 (51.879) | Acc@5 77.734 (75.591)
[2021-03-14 11:37:39] TRAIN: [17][4890/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.0564 (2.1409) | Acc@1 57.031 (51.880) | Acc@5 75.391 (75.596)
[2021-03-14 11:37:48] TRAIN: [17][4920/5004] | Time 0.298 ( 0.284) | Data 0.000 (0.001) | Loss 2.1380 (2.1410) | Acc@1 48.047 (51.876) | Acc@5 73.828 (75.596)
[2021-03-14 11:37:56] TRAIN: [17][4950/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.2517 (2.1413) | Acc@1 49.219 (51.872) | Acc@5 74.609 (75.590)
[2021-03-14 11:38:05] TRAIN: [17][4980/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2794 (2.1416) | Acc@1 47.656 (51.865) | Acc@5 71.484 (75.584)
[2021-03-14 11:38:12] TRAIN: [17][5004/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.3393 (2.1419) | Acc@1 48.438 (51.857) | Acc@5 69.141 (75.580)
[2021-03-14 11:38:24] VAL: [10/32] | Time 0.591 ( 1.217) | Data 0.000 (0.547) | Loss 1.9187 (1.8836) | Acc@1 55.062 (55.825) | Acc@5 79.812 (79.994)
[2021-03-14 11:38:33] VAL: [20/32] | Time 0.591 ( 1.036) | Data 0.001 (0.369) | Loss 1.9299 (1.8981) | Acc@1 54.250 (55.347) | Acc@5 80.312 (80.138)
[2021-03-14 11:38:42] VAL: [30/32] | Time 0.505 ( 0.997) | Data 0.000 (0.361) | Loss 1.9175 (1.8942) | Acc@1 53.875 (55.290) | Acc@5 80.312 (80.229)
[2021-03-14 11:38:43] VAL: [32/32] | Time 0.248 ( 0.959) | Data 0.000 (0.339) | Loss 1.8071 (1.8953) | Acc@1 61.000 (55.294) | Acc@5 80.500 (80.216)
[2021-03-14 11:38:43] ACCURACY: TOP1 55.294(BEST 56.294) | TOP5 80.216 | SAVED botnet50-wd5/checkpoints/ckpt_ep_017.pth.tar
[2021-03-14 11:38:43] CURRENT EPOCH: 18, LR: 0.1861, POLICY: cos
[2021-03-14 11:38:52] TRAIN: [18][ 30/5004] | Time 0.279 ( 0.306) | Data 0.000 (0.028) | Loss 2.1498 (2.0757) | Acc@1 51.953 (52.995) | Acc@5 74.219 (76.654)
[2021-03-14 11:39:01] TRAIN: [18][ 60/5004] | Time 0.277 ( 0.294) | Data 0.000 (0.014) | Loss 1.9692 (2.0680) | Acc@1 53.906 (53.275) | Acc@5 78.516 (76.901)
[2021-03-14 11:39:09] TRAIN: [18][ 90/5004] | Time 0.275 ( 0.290) | Data 0.000 (0.010) | Loss 2.0440 (2.0751) | Acc@1 53.125 (53.207) | Acc@5 77.734 (76.732)
[2021-03-14 11:39:18] TRAIN: [18][ 120/5004] | Time 0.283 ( 0.287) | Data 0.000 (0.007) | Loss 2.0905 (2.0793) | Acc@1 51.172 (53.018) | Acc@5 76.953 (76.647)
[2021-03-14 11:39:26] TRAIN: [18][ 150/5004] | Time 0.280 ( 0.287) | Data 0.000 (0.006) | Loss 2.3565 (2.0770) | Acc@1 50.000 (53.029) | Acc@5 73.828 (76.628)
[2021-03-14 11:39:35] TRAIN: [18][ 180/5004] | Time 0.284 ( 0.286) | Data 0.000 (0.005) | Loss 2.3699 (2.0791) | Acc@1 52.344 (53.060) | Acc@5 71.094 (76.560)
[2021-03-14 11:39:43] TRAIN: [18][ 210/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.004) | Loss 1.9901 (2.0800) | Acc@1 59.375 (53.043) | Acc@5 80.078 (76.546)
[2021-03-14 11:39:52] TRAIN: [18][ 240/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.004) | Loss 2.1459 (2.0841) | Acc@1 49.609 (52.977) | Acc@5 76.172 (76.532)
[2021-03-14 11:40:00] TRAIN: [18][ 270/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.003) | Loss 2.0997 (2.0891) | Acc@1 54.688 (52.847) | Acc@5 74.219 (76.463)
[2021-03-14 11:40:09] TRAIN: [18][ 300/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.003) | Loss 2.0676 (2.0913) | Acc@1 54.297 (52.858) | Acc@5 79.297 (76.411)
[2021-03-14 11:40:17] TRAIN: [18][ 330/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.003) | Loss 1.9184 (2.0900) | Acc@1 59.375 (52.892) | Acc@5 76.953 (76.423)
[2021-03-14 11:40:26] TRAIN: [18][ 360/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.003) | Loss 2.0964 (2.0902) | Acc@1 50.000 (52.847) | Acc@5 77.734 (76.406)
[2021-03-14 11:40:34] TRAIN: [18][ 390/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.002) | Loss 1.9311 (2.0863) | Acc@1 54.297 (52.918) | Acc@5 77.344 (76.437)
[2021-03-14 11:40:43] TRAIN: [18][ 420/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.002) | Loss 2.1265 (2.0871) | Acc@1 52.734 (52.894) | Acc@5 74.219 (76.456)
[2021-03-14 11:40:51] TRAIN: [18][ 450/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.002) | Loss 2.2465 (2.0919) | Acc@1 50.000 (52.847) | Acc@5 75.000 (76.358)
[2021-03-14 11:41:00] TRAIN: [18][ 480/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.002) | Loss 2.0543 (2.0938) | Acc@1 55.078 (52.787) | Acc@5 76.953 (76.335)
[2021-03-14 11:41:08] TRAIN: [18][ 510/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.002) | Loss 2.1357 (2.0989) | Acc@1 51.172 (52.678) | Acc@5 76.953 (76.274)
[2021-03-14 11:41:17] TRAIN: [18][ 540/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.002) | Loss 2.0335 (2.0985) | Acc@1 54.688 (52.655) | Acc@5 81.250 (76.305)
[2021-03-14 11:41:25] TRAIN: [18][ 570/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.002) | Loss 2.1396 (2.0976) | Acc@1 52.344 (52.646) | Acc@5 74.219 (76.305)
[2021-03-14 11:41:34] TRAIN: [18][ 600/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.002) | Loss 2.1916 (2.0971) | Acc@1 51.562 (52.669) | Acc@5 74.219 (76.303)
[2021-03-14 11:41:42] TRAIN: [18][ 630/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.002) | Loss 1.8508 (2.0965) | Acc@1 53.516 (52.676) | Acc@5 80.469 (76.326)
[2021-03-14 11:41:51] TRAIN: [18][ 660/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.002) | Loss 2.0330 (2.0981) | Acc@1 55.469 (52.637) | Acc@5 77.344 (76.301)
[2021-03-14 11:41:59] TRAIN: [18][ 690/5004] | Time 0.300 ( 0.284) | Data 0.000 (0.002) | Loss 1.8949 (2.0993) | Acc@1 56.250 (52.615) | Acc@5 79.297 (76.256)
[2021-03-14 11:42:08] TRAIN: [18][ 720/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.002) | Loss 2.0748 (2.1002) | Acc@1 55.859 (52.602) | Acc@5 76.172 (76.231)
[2021-03-14 11:42:16] TRAIN: [18][ 750/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0135 (2.1001) | Acc@1 54.297 (52.624) | Acc@5 81.250 (76.222)
[2021-03-14 11:42:25] TRAIN: [18][ 780/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.8000 (2.0978) | Acc@1 58.984 (52.658) | Acc@5 81.641 (76.256)
[2021-03-14 11:42:33] TRAIN: [18][ 810/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.0663 (2.0965) | Acc@1 53.125 (52.660) | Acc@5 75.000 (76.257)
[2021-03-14 11:42:42] TRAIN: [18][ 840/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.1904 (2.0972) | Acc@1 52.344 (52.648) | Acc@5 75.781 (76.242)
[2021-03-14 11:42:50] TRAIN: [18][ 870/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.8984 (2.0965) | Acc@1 53.516 (52.638) | Acc@5 80.078 (76.259)
[2021-03-14 11:42:59] TRAIN: [18][ 900/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.001) | Loss 2.2819 (2.0973) | Acc@1 49.609 (52.619) | Acc@5 73.438 (76.236)
[2021-03-14 11:43:08] TRAIN: [18][ 930/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.9249 (2.0975) | Acc@1 54.688 (52.616) | Acc@5 80.078 (76.233)
[2021-03-14 11:43:16] TRAIN: [18][ 960/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9888 (2.0967) | Acc@1 57.422 (52.647) | Acc@5 74.219 (76.241)
[2021-03-14 11:43:25] TRAIN: [18][ 990/5004] | Time 0.300 ( 0.284) | Data 0.000 (0.001) | Loss 2.1048 (2.0966) | Acc@1 51.562 (52.650) | Acc@5 77.344 (76.244)
[2021-03-14 11:43:33] TRAIN: [18][1020/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0441 (2.0994) | Acc@1 51.953 (52.612) | Acc@5 77.344 (76.196)
[2021-03-14 11:43:42] TRAIN: [18][1050/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.001) | Loss 1.8399 (2.1002) | Acc@1 57.812 (52.595) | Acc@5 78.906 (76.201)
[2021-03-14 11:43:50] TRAIN: [18][1080/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 1.9323 (2.1010) | Acc@1 55.859 (52.583) | Acc@5 79.297 (76.183)
[2021-03-14 11:43:59] TRAIN: [18][1110/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.1924 (2.1021) | Acc@1 51.172 (52.562) | Acc@5 73.438 (76.162)
[2021-03-14 11:44:08] TRAIN: [18][1140/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1960 (2.1025) | Acc@1 52.734 (52.562) | Acc@5 75.781 (76.166)
[2021-03-14 11:44:16] TRAIN: [18][1170/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.2117 (2.1038) | Acc@1 48.828 (52.547) | Acc@5 73.828 (76.140)
[2021-03-14 11:44:25] TRAIN: [18][1200/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.1369 (2.1032) | Acc@1 50.000 (52.548) | Acc@5 79.688 (76.158)
[2021-03-14 11:44:33] TRAIN: [18][1230/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 2.1196 (2.1039) | Acc@1 52.734 (52.544) | Acc@5 75.781 (76.143)
[2021-03-14 11:44:42] TRAIN: [18][1260/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1959 (2.1059) | Acc@1 51.172 (52.501) | Acc@5 75.391 (76.115)
[2021-03-14 11:44:51] TRAIN: [18][1290/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.0385 (2.1059) | Acc@1 52.734 (52.494) | Acc@5 78.516 (76.109)
[2021-03-14 11:44:59] TRAIN: [18][1320/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0410 (2.1062) | Acc@1 55.469 (52.499) | Acc@5 75.781 (76.100)
[2021-03-14 11:45:08] TRAIN: [18][1350/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1810 (2.1068) | Acc@1 51.172 (52.484) | Acc@5 72.656 (76.083)
[2021-03-14 11:45:16] TRAIN: [18][1380/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9798 (2.1072) | Acc@1 54.688 (52.476) | Acc@5 80.469 (76.083)
[2021-03-14 11:45:25] TRAIN: [18][1410/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.001) | Loss 2.1162 (2.1072) | Acc@1 50.391 (52.480) | Acc@5 76.172 (76.082)
[2021-03-14 11:45:33] TRAIN: [18][1440/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.1053 (2.1075) | Acc@1 54.297 (52.495) | Acc@5 76.953 (76.078)
[2021-03-14 11:45:42] TRAIN: [18][1470/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 1.9622 (2.1087) | Acc@1 51.953 (52.469) | Acc@5 75.781 (76.060)
[2021-03-14 11:45:50] TRAIN: [18][1500/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 1.9343 (2.1097) | Acc@1 53.906 (52.450) | Acc@5 80.078 (76.053)
[2021-03-14 11:45:59] TRAIN: [18][1530/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.3132 (2.1109) | Acc@1 46.875 (52.431) | Acc@5 73.047 (76.026)
[2021-03-14 11:46:07] TRAIN: [18][1560/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.1111 (2.1110) | Acc@1 53.516 (52.426) | Acc@5 73.438 (76.012)
[2021-03-14 11:46:16] TRAIN: [18][1590/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.2827 (2.1113) | Acc@1 51.953 (52.421) | Acc@5 73.438 (76.018)
[2021-03-14 11:46:24] TRAIN: [18][1620/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 1.8916 (2.1106) | Acc@1 59.766 (52.430) | Acc@5 78.906 (76.029)
[2021-03-14 11:46:33] TRAIN: [18][1650/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.2306 (2.1110) | Acc@1 53.516 (52.423) | Acc@5 71.875 (76.022)
[2021-03-14 11:46:42] TRAIN: [18][1680/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.3040 (2.1111) | Acc@1 47.266 (52.418) | Acc@5 75.391 (76.021)
[2021-03-14 11:46:50] TRAIN: [18][1710/5004] | Time 0.298 ( 0.285) | Data 0.001 (0.001) | Loss 2.1775 (2.1109) | Acc@1 53.516 (52.422) | Acc@5 76.172 (76.028)
[2021-03-14 11:46:59] TRAIN: [18][1740/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.001) | Loss 2.1102 (2.1112) | Acc@1 50.781 (52.403) | Acc@5 73.438 (76.028)
[2021-03-14 11:47:07] TRAIN: [18][1770/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.0269 (2.1110) | Acc@1 55.469 (52.394) | Acc@5 75.781 (76.028)
[2021-03-14 11:47:16] TRAIN: [18][1800/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.1054 (2.1117) | Acc@1 51.562 (52.382) | Acc@5 76.562 (76.016)
[2021-03-14 11:47:24] TRAIN: [18][1830/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.0974 (2.1127) | Acc@1 52.734 (52.374) | Acc@5 76.172 (76.005)
[2021-03-14 11:47:33] TRAIN: [18][1860/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.9789 (2.1134) | Acc@1 51.562 (52.360) | Acc@5 80.859 (75.989)
[2021-03-14 11:47:42] TRAIN: [18][1890/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.0272 (2.1135) | Acc@1 53.516 (52.362) | Acc@5 74.609 (75.987)
[2021-03-14 11:47:50] TRAIN: [18][1920/5004] | Time 0.322 ( 0.285) | Data 0.000 (0.001) | Loss 2.2815 (2.1132) | Acc@1 53.125 (52.366) | Acc@5 73.828 (75.995)
[2021-03-14 11:47:59] TRAIN: [18][1950/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.1878 (2.1135) | Acc@1 48.828 (52.355) | Acc@5 75.781 (75.989)
[2021-03-14 11:48:07] TRAIN: [18][1980/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.1658 (2.1137) | Acc@1 48.828 (52.352) | Acc@5 76.562 (75.982)
[2021-03-14 11:48:16] TRAIN: [18][2010/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.1788 (2.1140) | Acc@1 50.000 (52.350) | Acc@5 73.828 (75.973)
[2021-03-14 11:48:24] TRAIN: [18][2040/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 2.1867 (2.1140) | Acc@1 49.609 (52.353) | Acc@5 76.562 (75.976)
[2021-03-14 11:48:33] TRAIN: [18][2070/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.3580 (2.1138) | Acc@1 50.781 (52.361) | Acc@5 71.875 (75.980)
[2021-03-14 11:48:41] TRAIN: [18][2100/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.1432 (2.1136) | Acc@1 52.344 (52.357) | Acc@5 73.828 (75.985)
[2021-03-14 11:48:50] TRAIN: [18][2130/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 1.9732 (2.1140) | Acc@1 51.953 (52.348) | Acc@5 74.219 (75.982)
[2021-03-14 11:48:58] TRAIN: [18][2160/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 2.3563 (2.1146) | Acc@1 49.609 (52.331) | Acc@5 71.875 (75.967)
[2021-03-14 11:49:07] TRAIN: [18][2190/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.2352 (2.1154) | Acc@1 54.297 (52.322) | Acc@5 72.266 (75.948)
[2021-03-14 11:49:15] TRAIN: [18][2220/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.1465 (2.1152) | Acc@1 50.391 (52.319) | Acc@5 73.438 (75.952)
[2021-03-14 11:49:24] TRAIN: [18][2250/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.8092 (2.1147) | Acc@1 56.250 (52.329) | Acc@5 80.859 (75.960)
[2021-03-14 11:49:32] TRAIN: [18][2280/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.8755 (2.1151) | Acc@1 57.422 (52.321) | Acc@5 79.297 (75.952)
[2021-03-14 11:49:41] TRAIN: [18][2310/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.2422 (2.1152) | Acc@1 50.391 (52.322) | Acc@5 73.047 (75.952)
[2021-03-14 11:49:49] TRAIN: [18][2340/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.0464 (2.1151) | Acc@1 50.000 (52.313) | Acc@5 76.953 (75.955)
[2021-03-14 11:49:58] TRAIN: [18][2370/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.3652 (2.1154) | Acc@1 46.094 (52.307) | Acc@5 73.828 (75.946)
[2021-03-14 11:50:06] TRAIN: [18][2400/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.3498 (2.1164) | Acc@1 50.781 (52.291) | Acc@5 72.656 (75.933)
[2021-03-14 11:50:15] TRAIN: [18][2430/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.2934 (2.1162) | Acc@1 50.391 (52.298) | Acc@5 74.609 (75.930)
[2021-03-14 11:50:24] TRAIN: [18][2460/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.0639 (2.1162) | Acc@1 51.953 (52.286) | Acc@5 76.953 (75.936)
[2021-03-14 11:50:32] TRAIN: [18][2490/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.1237 (2.1162) | Acc@1 51.172 (52.289) | Acc@5 75.781 (75.931)
[2021-03-14 11:50:41] TRAIN: [18][2520/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.1510 (2.1166) | Acc@1 47.266 (52.280) | Acc@5 76.953 (75.926)
[2021-03-14 11:50:49] TRAIN: [18][2550/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.2371 (2.1170) | Acc@1 50.000 (52.267) | Acc@5 75.781 (75.916)
[2021-03-14 11:50:58] TRAIN: [18][2580/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.2297 (2.1172) | Acc@1 48.438 (52.259) | Acc@5 72.266 (75.908)
[2021-03-14 11:51:06] TRAIN: [18][2610/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 1.9208 (2.1169) | Acc@1 56.641 (52.270) | Acc@5 82.031 (75.913)
[2021-03-14 11:51:15] TRAIN: [18][2640/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.9056 (2.1171) | Acc@1 58.984 (52.265) | Acc@5 78.125 (75.914)
[2021-03-14 11:51:23] TRAIN: [18][2670/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0130 (2.1170) | Acc@1 52.734 (52.271) | Acc@5 77.734 (75.913)
[2021-03-14 11:51:32] TRAIN: [18][2700/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 2.0774 (2.1172) | Acc@1 55.859 (52.272) | Acc@5 79.688 (75.915)
[2021-03-14 11:51:40] TRAIN: [18][2730/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.0349 (2.1173) | Acc@1 57.031 (52.279) | Acc@5 76.172 (75.914)
[2021-03-14 11:51:49] TRAIN: [18][2760/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 1.9394 (2.1174) | Acc@1 57.031 (52.291) | Acc@5 80.469 (75.908)
[2021-03-14 11:51:58] TRAIN: [18][2790/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.2402 (2.1175) | Acc@1 49.219 (52.291) | Acc@5 75.781 (75.907)
[2021-03-14 11:52:06] TRAIN: [18][2820/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.0596 (2.1176) | Acc@1 54.297 (52.289) | Acc@5 75.781 (75.906)
[2021-03-14 11:52:15] TRAIN: [18][2850/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.1781 (2.1179) | Acc@1 49.219 (52.286) | Acc@5 77.344 (75.903)
[2021-03-14 11:52:23] TRAIN: [18][2880/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.0379 (2.1182) | Acc@1 52.734 (52.282) | Acc@5 78.125 (75.902)
[2021-03-14 11:52:32] TRAIN: [18][2910/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.2294 (2.1183) | Acc@1 48.828 (52.274) | Acc@5 73.828 (75.902)
[2021-03-14 11:52:40] TRAIN: [18][2940/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.1473 (2.1186) | Acc@1 51.562 (52.267) | Acc@5 74.219 (75.889)
[2021-03-14 11:52:49] TRAIN: [18][2970/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.0370 (2.1188) | Acc@1 54.297 (52.263) | Acc@5 76.172 (75.890)
[2021-03-14 11:52:57] TRAIN: [18][3000/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 1.9793 (2.1193) | Acc@1 53.516 (52.255) | Acc@5 77.344 (75.879)
[2021-03-14 11:53:06] TRAIN: [18][3030/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.1123 (2.1195) | Acc@1 54.688 (52.247) | Acc@5 74.609 (75.871)
[2021-03-14 11:53:15] TRAIN: [18][3060/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 1.8324 (2.1197) | Acc@1 58.203 (52.244) | Acc@5 80.078 (75.868)
[2021-03-14 11:53:23] TRAIN: [18][3090/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.2289 (2.1201) | Acc@1 55.078 (52.244) | Acc@5 74.219 (75.864)
[2021-03-14 11:53:32] TRAIN: [18][3120/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.1593 (2.1203) | Acc@1 51.562 (52.240) | Acc@5 72.266 (75.865)
[2021-03-14 11:53:40] TRAIN: [18][3150/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.1877 (2.1205) | Acc@1 50.781 (52.234) | Acc@5 73.438 (75.864)
[2021-03-14 11:53:49] TRAIN: [18][3180/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 1.9876 (2.1209) | Acc@1 53.125 (52.227) | Acc@5 78.516 (75.856)
[2021-03-14 11:53:58] TRAIN: [18][3210/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.0667 (2.1215) | Acc@1 51.172 (52.218) | Acc@5 76.953 (75.846)
[2021-03-14 11:54:06] TRAIN: [18][3240/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.2660 (2.1214) | Acc@1 46.094 (52.215) | Acc@5 74.219 (75.850)
[2021-03-14 11:54:15] TRAIN: [18][3270/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 2.1427 (2.1216) | Acc@1 49.219 (52.210) | Acc@5 77.734 (75.846)
[2021-03-14 11:54:23] TRAIN: [18][3300/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.0658 (2.1217) | Acc@1 55.078 (52.210) | Acc@5 75.391 (75.846)
[2021-03-14 11:54:32] TRAIN: [18][3330/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 1.8941 (2.1217) | Acc@1 58.203 (52.212) | Acc@5 80.469 (75.850)
[2021-03-14 11:54:40] TRAIN: [18][3360/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.2381 (2.1217) | Acc@1 49.219 (52.216) | Acc@5 72.266 (75.849)
[2021-03-14 11:54:49] TRAIN: [18][3390/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.1784 (2.1214) | Acc@1 51.172 (52.224) | Acc@5 76.562 (75.854)
[2021-03-14 11:54:57] TRAIN: [18][3420/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.1246 (2.1210) | Acc@1 48.828 (52.224) | Acc@5 75.781 (75.862)
[2021-03-14 11:55:06] TRAIN: [18][3450/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.1802 (2.1206) | Acc@1 49.609 (52.234) | Acc@5 73.438 (75.864)
[2021-03-14 11:55:14] TRAIN: [18][3480/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 2.3108 (2.1206) | Acc@1 45.703 (52.233) | Acc@5 73.828 (75.864)
[2021-03-14 11:55:23] TRAIN: [18][3510/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.9641 (2.1204) | Acc@1 55.078 (52.232) | Acc@5 76.172 (75.870)
[2021-03-14 11:55:32] TRAIN: [18][3540/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.8915 (2.1207) | Acc@1 57.812 (52.227) | Acc@5 80.469 (75.867)
[2021-03-14 11:55:40] TRAIN: [18][3570/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.0446 (2.1210) | Acc@1 53.516 (52.223) | Acc@5 77.734 (75.861)
[2021-03-14 11:55:49] TRAIN: [18][3600/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.001) | Loss 2.1864 (2.1215) | Acc@1 52.344 (52.217) | Acc@5 75.000 (75.852)
[2021-03-14 11:55:57] TRAIN: [18][3630/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.9706 (2.1214) | Acc@1 50.781 (52.209) | Acc@5 77.734 (75.853)
[2021-03-14 11:56:06] TRAIN: [18][3660/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.2018 (2.1213) | Acc@1 47.656 (52.212) | Acc@5 73.438 (75.857)
[2021-03-14 11:56:14] TRAIN: [18][3690/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 2.1686 (2.1217) | Acc@1 53.125 (52.204) | Acc@5 73.047 (75.851)
[2021-03-14 11:56:23] TRAIN: [18][3720/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.8479 (2.1219) | Acc@1 55.859 (52.197) | Acc@5 78.125 (75.850)
[2021-03-14 11:56:31] TRAIN: [18][3750/5004] | Time 0.297 ( 0.285) | Data 0.000 (0.001) | Loss 2.2175 (2.1218) | Acc@1 53.125 (52.200) | Acc@5 73.047 (75.852)
[2021-03-14 11:56:40] TRAIN: [18][3780/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 1.9373 (2.1217) | Acc@1 56.641 (52.208) | Acc@5 79.688 (75.855)
[2021-03-14 11:56:48] TRAIN: [18][3810/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1103 (2.1216) | Acc@1 56.250 (52.207) | Acc@5 75.000 (75.855)
[2021-03-14 11:56:57] TRAIN: [18][3840/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.2783 (2.1216) | Acc@1 50.391 (52.208) | Acc@5 71.875 (75.856)
[2021-03-14 11:57:05] TRAIN: [18][3870/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.9449 (2.1215) | Acc@1 53.906 (52.212) | Acc@5 78.516 (75.857)
[2021-03-14 11:57:14] TRAIN: [18][3900/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9796 (2.1217) | Acc@1 54.688 (52.202) | Acc@5 75.781 (75.856)
[2021-03-14 11:57:22] TRAIN: [18][3930/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.2230 (2.1222) | Acc@1 48.438 (52.194) | Acc@5 71.094 (75.845)
[2021-03-14 11:57:31] TRAIN: [18][3960/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.1132 (2.1222) | Acc@1 53.516 (52.192) | Acc@5 75.000 (75.840)
[2021-03-14 11:57:39] TRAIN: [18][3990/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.1670 (2.1224) | Acc@1 52.344 (52.188) | Acc@5 74.609 (75.837)
[2021-03-14 11:57:48] TRAIN: [18][4020/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.9969 (2.1224) | Acc@1 52.734 (52.189) | Acc@5 76.953 (75.839)
[2021-03-14 11:57:56] TRAIN: [18][4050/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.2367 (2.1227) | Acc@1 53.516 (52.188) | Acc@5 72.656 (75.833)
[2021-03-14 11:58:05] TRAIN: [18][4080/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.1065 (2.1227) | Acc@1 57.422 (52.186) | Acc@5 75.781 (75.833)
[2021-03-14 11:58:13] TRAIN: [18][4110/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.2079 (2.1228) | Acc@1 48.828 (52.186) | Acc@5 75.000 (75.832)
[2021-03-14 11:58:22] TRAIN: [18][4140/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.1243 (2.1227) | Acc@1 49.609 (52.184) | Acc@5 78.125 (75.835)
[2021-03-14 11:58:31] TRAIN: [18][4170/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.2473 (2.1228) | Acc@1 51.172 (52.182) | Acc@5 75.391 (75.837)
[2021-03-14 11:58:39] TRAIN: [18][4200/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.0446 (2.1232) | Acc@1 52.344 (52.179) | Acc@5 76.172 (75.830)
[2021-03-14 11:58:48] TRAIN: [18][4230/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.9700 (2.1232) | Acc@1 53.906 (52.181) | Acc@5 76.953 (75.829)
[2021-03-14 11:58:56] TRAIN: [18][4260/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.3736 (2.1236) | Acc@1 52.734 (52.179) | Acc@5 70.703 (75.823)
[2021-03-14 11:59:05] TRAIN: [18][4290/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.0845 (2.1232) | Acc@1 51.172 (52.185) | Acc@5 76.562 (75.828)
[2021-03-14 11:59:13] TRAIN: [18][4320/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.2028 (2.1235) | Acc@1 47.266 (52.179) | Acc@5 74.609 (75.824)
[2021-03-14 11:59:22] TRAIN: [18][4350/5004] | Time 0.298 ( 0.285) | Data 0.000 (0.001) | Loss 2.4312 (2.1238) | Acc@1 49.609 (52.176) | Acc@5 71.484 (75.822)
[2021-03-14 11:59:30] TRAIN: [18][4380/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0858 (2.1239) | Acc@1 54.297 (52.175) | Acc@5 76.953 (75.820)
[2021-03-14 11:59:39] TRAIN: [18][4410/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.3054 (2.1240) | Acc@1 47.266 (52.175) | Acc@5 75.391 (75.820)
[2021-03-14 11:59:47] TRAIN: [18][4440/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.0565 (2.1244) | Acc@1 51.172 (52.167) | Acc@5 76.953 (75.815)
[2021-03-14 11:59:56] TRAIN: [18][4470/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1115 (2.1246) | Acc@1 50.781 (52.163) | Acc@5 75.391 (75.809)
[2021-03-14 12:00:05] TRAIN: [18][4500/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.2635 (2.1248) | Acc@1 53.516 (52.160) | Acc@5 75.391 (75.808)
[2021-03-14 12:00:13] TRAIN: [18][4530/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.1714 (2.1250) | Acc@1 49.219 (52.157) | Acc@5 72.656 (75.802)
[2021-03-14 12:00:22] TRAIN: [18][4560/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.1688 (2.1250) | Acc@1 54.297 (52.160) | Acc@5 76.172 (75.799)
[2021-03-14 12:00:31] TRAIN: [18][4590/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 2.2826 (2.1252) | Acc@1 49.219 (52.159) | Acc@5 72.656 (75.797)
[2021-03-14 12:00:39] TRAIN: [18][4620/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.1358 (2.1255) | Acc@1 51.562 (52.152) | Acc@5 75.000 (75.794)
[2021-03-14 12:00:48] TRAIN: [18][4650/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.1424 (2.1257) | Acc@1 55.469 (52.145) | Acc@5 76.953 (75.790)
[2021-03-14 12:00:56] TRAIN: [18][4680/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.1950 (2.1263) | Acc@1 48.828 (52.137) | Acc@5 75.391 (75.784)
[2021-03-14 12:01:05] TRAIN: [18][4710/5004] | Time 0.295 ( 0.285) | Data 0.000 (0.001) | Loss 2.0288 (2.1261) | Acc@1 54.688 (52.141) | Acc@5 75.000 (75.786)
[2021-03-14 12:01:13] TRAIN: [18][4740/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.3303 (2.1266) | Acc@1 45.312 (52.135) | Acc@5 73.047 (75.778)
[2021-03-14 12:01:22] TRAIN: [18][4770/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.2019 (2.1267) | Acc@1 49.219 (52.134) | Acc@5 71.875 (75.773)
[2021-03-14 12:01:30] TRAIN: [18][4800/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.0535 (2.1267) | Acc@1 55.469 (52.129) | Acc@5 76.953 (75.775)
[2021-03-14 12:01:39] TRAIN: [18][4830/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9665 (2.1267) | Acc@1 53.906 (52.135) | Acc@5 77.344 (75.772)
[2021-03-14 12:01:47] TRAIN: [18][4860/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.0408 (2.1266) | Acc@1 50.000 (52.134) | Acc@5 78.516 (75.774)
[2021-03-14 12:01:56] TRAIN: [18][4890/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.1040 (2.1267) | Acc@1 50.000 (52.132) | Acc@5 77.344 (75.774)
[2021-03-14 12:02:04] TRAIN: [18][4920/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.1940 (2.1269) | Acc@1 48.438 (52.131) | Acc@5 71.484 (75.772)
[2021-03-14 12:02:13] TRAIN: [18][4950/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.3862 (2.1269) | Acc@1 46.875 (52.128) | Acc@5 72.656 (75.772)
[2021-03-14 12:02:21] TRAIN: [18][4980/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.2252 (2.1272) | Acc@1 50.000 (52.121) | Acc@5 73.828 (75.769)
[2021-03-14 12:02:28] TRAIN: [18][5004/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1970 (2.1274) | Acc@1 50.391 (52.121) | Acc@5 72.656 (75.766)
[2021-03-14 12:02:41] VAL: [10/32] | Time 0.600 ( 1.244) | Data 0.000 (0.540) | Loss 1.8435 (1.8019) | Acc@1 57.125 (57.694) | Acc@5 82.000 (81.469)
[2021-03-14 12:02:49] VAL: [20/32] | Time 0.624 ( 1.034) | Data 0.000 (0.321) | Loss 1.8228 (1.8151) | Acc@1 56.750 (57.366) | Acc@5 81.750 (81.231)
[2021-03-14 12:02:58] VAL: [30/32] | Time 0.513 ( 0.981) | Data 0.000 (0.306) | Loss 1.8318 (1.8038) | Acc@1 57.500 (57.412) | Acc@5 81.500 (81.458)
[2021-03-14 12:02:59] VAL: [32/32] | Time 0.250 ( 0.944) | Data 0.000 (0.287) | Loss 1.6865 (1.8035) | Acc@1 61.750 (57.452) | Acc@5 84.750 (81.468)
[2021-03-14 12:03:00] ACCURACY: TOP1 57.452(BEST 57.452) | TOP5 81.468 | SAVED botnet50-wd5/checkpoints/ckpt_ep_018.pth.tar
[2021-03-14 12:03:00] CURRENT EPOCH: 19, LR: 0.1844, POLICY: cos
[2021-03-14 12:03:09] TRAIN: [19][ 30/5004] | Time 0.275 ( 0.300) | Data 0.000 (0.023) | Loss 2.1054 (2.0741) | Acc@1 53.125 (53.398) | Acc@5 75.391 (76.471)
[2021-03-14 12:03:17] TRAIN: [19][ 60/5004] | Time 0.277 ( 0.289) | Data 0.000 (0.012) | Loss 2.0073 (2.0558) | Acc@1 55.469 (53.320) | Acc@5 76.953 (76.979)
[2021-03-14 12:03:25] TRAIN: [19][ 90/5004] | Time 0.287 ( 0.287) | Data 0.000 (0.008) | Loss 2.0020 (2.0566) | Acc@1 54.297 (53.390) | Acc@5 76.953 (76.901)
[2021-03-14 12:03:34] TRAIN: [19][ 120/5004] | Time 0.277 ( 0.286) | Data 0.000 (0.006) | Loss 2.1811 (2.0616) | Acc@1 54.297 (53.343) | Acc@5 72.266 (76.846)
[2021-03-14 12:03:42] TRAIN: [19][ 150/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.005) | Loss 1.9758 (2.0740) | Acc@1 55.469 (53.161) | Acc@5 79.297 (76.656)
[2021-03-14 12:03:51] TRAIN: [19][ 180/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.004) | Loss 2.0123 (2.0762) | Acc@1 56.250 (53.088) | Acc@5 76.953 (76.617)
[2021-03-14 12:03:59] TRAIN: [19][ 210/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.004) | Loss 1.9094 (2.0775) | Acc@1 54.688 (53.082) | Acc@5 79.688 (76.564)
[2021-03-14 12:04:08] TRAIN: [19][ 240/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.003) | Loss 2.1412 (2.0773) | Acc@1 51.953 (53.019) | Acc@5 76.562 (76.558)
[2021-03-14 12:04:16] TRAIN: [19][ 270/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.003) | Loss 2.1661 (2.0782) | Acc@1 48.828 (52.937) | Acc@5 74.609 (76.564)
[2021-03-14 12:04:25] TRAIN: [19][ 300/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.003) | Loss 2.3591 (2.0859) | Acc@1 46.484 (52.767) | Acc@5 73.828 (76.424)
[2021-03-14 12:04:33] TRAIN: [19][ 330/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.002) | Loss 2.1034 (2.0815) | Acc@1 48.438 (52.790) | Acc@5 75.000 (76.465)
[2021-03-14 12:04:42] TRAIN: [19][ 360/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.002) | Loss 2.2550 (2.0806) | Acc@1 51.953 (52.788) | Acc@5 72.656 (76.501)
[2021-03-14 12:04:50] TRAIN: [19][ 390/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.002) | Loss 2.0783 (2.0812) | Acc@1 51.953 (52.819) | Acc@5 77.344 (76.531)
[2021-03-14 12:04:59] TRAIN: [19][ 420/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.002) | Loss 2.2504 (2.0841) | Acc@1 48.438 (52.779) | Acc@5 73.828 (76.510)
[2021-03-14 12:05:07] TRAIN: [19][ 450/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.002) | Loss 1.9784 (2.0832) | Acc@1 50.391 (52.785) | Acc@5 77.734 (76.527)
[2021-03-14 12:05:16] TRAIN: [19][ 480/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.002) | Loss 2.3205 (2.0843) | Acc@1 51.562 (52.757) | Acc@5 73.047 (76.519)
[2021-03-14 12:05:24] TRAIN: [19][ 510/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.002) | Loss 2.0291 (2.0886) | Acc@1 53.906 (52.682) | Acc@5 78.516 (76.448)
[2021-03-14 12:05:33] TRAIN: [19][ 540/5004] | Time 0.300 ( 0.284) | Data 0.001 (0.002) | Loss 2.2279 (2.0894) | Acc@1 51.953 (52.679) | Acc@5 76.562 (76.453)
[2021-03-14 12:05:41] TRAIN: [19][ 570/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.002) | Loss 1.9507 (2.0880) | Acc@1 55.469 (52.681) | Acc@5 77.344 (76.477)
[2021-03-14 12:05:50] TRAIN: [19][ 600/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.002) | Loss 2.1268 (2.0875) | Acc@1 55.859 (52.702) | Acc@5 76.562 (76.486)
[2021-03-14 12:05:59] TRAIN: [19][ 630/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.7244 (2.0863) | Acc@1 59.766 (52.729) | Acc@5 82.812 (76.508)
[2021-03-14 12:06:07] TRAIN: [19][ 660/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1553 (2.0855) | Acc@1 55.078 (52.753) | Acc@5 75.391 (76.518)
[2021-03-14 12:06:16] TRAIN: [19][ 690/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0955 (2.0835) | Acc@1 54.297 (52.811) | Acc@5 74.219 (76.561)
[2021-03-14 12:06:24] TRAIN: [19][ 720/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2869 (2.0843) | Acc@1 47.656 (52.816) | Acc@5 74.609 (76.559)
[2021-03-14 12:06:33] TRAIN: [19][ 750/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1730 (2.0853) | Acc@1 50.000 (52.773) | Acc@5 76.953 (76.556)
[2021-03-14 12:06:41] TRAIN: [19][ 780/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.2739 (2.0866) | Acc@1 48.438 (52.764) | Acc@5 70.703 (76.520)
[2021-03-14 12:06:50] TRAIN: [19][ 810/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9075 (2.0872) | Acc@1 56.641 (52.771) | Acc@5 80.078 (76.496)
[2021-03-14 12:06:58] TRAIN: [19][ 840/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0364 (2.0877) | Acc@1 55.078 (52.763) | Acc@5 75.391 (76.461)
[2021-03-14 12:07:07] TRAIN: [19][ 870/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.1090 (2.0886) | Acc@1 52.734 (52.736) | Acc@5 75.781 (76.445)
[2021-03-14 12:07:15] TRAIN: [19][ 900/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0423 (2.0895) | Acc@1 52.734 (52.704) | Acc@5 77.344 (76.435)
[2021-03-14 12:07:24] TRAIN: [19][ 930/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0077 (2.0898) | Acc@1 52.734 (52.710) | Acc@5 76.172 (76.420)
[2021-03-14 12:07:32] TRAIN: [19][ 960/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9391 (2.0895) | Acc@1 57.031 (52.705) | Acc@5 78.125 (76.415)
[2021-03-14 12:07:41] TRAIN: [19][ 990/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0015 (2.0900) | Acc@1 55.469 (52.710) | Acc@5 78.906 (76.403)
[2021-03-14 12:07:49] TRAIN: [19][1020/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0653 (2.0889) | Acc@1 53.125 (52.741) | Acc@5 78.125 (76.414)
[2021-03-14 12:07:58] TRAIN: [19][1050/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1390 (2.0884) | Acc@1 51.562 (52.749) | Acc@5 75.781 (76.422)
[2021-03-14 12:08:06] TRAIN: [19][1080/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 2.0862 (2.0902) | Acc@1 51.172 (52.720) | Acc@5 76.172 (76.386)
[2021-03-14 12:08:15] TRAIN: [19][1110/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0816 (2.0911) | Acc@1 53.516 (52.710) | Acc@5 76.562 (76.376)
[2021-03-14 12:08:23] TRAIN: [19][1140/5004] | Time 0.308 ( 0.284) | Data 0.001 (0.001) | Loss 2.2326 (2.0921) | Acc@1 48.438 (52.690) | Acc@5 77.344 (76.362)
[2021-03-14 12:08:32] TRAIN: [19][1170/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.8682 (2.0914) | Acc@1 55.078 (52.714) | Acc@5 83.203 (76.363)
[2021-03-14 12:08:41] TRAIN: [19][1200/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2040 (2.0928) | Acc@1 51.562 (52.693) | Acc@5 75.391 (76.336)
[2021-03-14 12:08:49] TRAIN: [19][1230/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1619 (2.0927) | Acc@1 48.438 (52.682) | Acc@5 75.000 (76.350)
[2021-03-14 12:08:58] TRAIN: [19][1260/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0465 (2.0929) | Acc@1 57.812 (52.674) | Acc@5 75.000 (76.335)
[2021-03-14 12:09:06] TRAIN: [19][1290/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 1.8035 (2.0928) | Acc@1 57.812 (52.685) | Acc@5 81.250 (76.342)
[2021-03-14 12:09:15] TRAIN: [19][1320/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1918 (2.0937) | Acc@1 51.562 (52.677) | Acc@5 74.219 (76.327)
[2021-03-14 12:09:23] TRAIN: [19][1350/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1086 (2.0941) | Acc@1 50.000 (52.663) | Acc@5 76.562 (76.316)
[2021-03-14 12:09:32] TRAIN: [19][1380/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0454 (2.0938) | Acc@1 50.000 (52.665) | Acc@5 78.906 (76.322)
[2021-03-14 12:09:40] TRAIN: [19][1410/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2749 (2.0936) | Acc@1 46.484 (52.663) | Acc@5 71.875 (76.320)
[2021-03-14 12:09:49] TRAIN: [19][1440/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.9503 (2.0930) | Acc@1 56.250 (52.684) | Acc@5 78.516 (76.333)
[2021-03-14 12:09:57] TRAIN: [19][1470/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1762 (2.0940) | Acc@1 49.609 (52.661) | Acc@5 75.781 (76.323)
[2021-03-14 12:10:06] TRAIN: [19][1500/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3061 (2.0940) | Acc@1 47.656 (52.666) | Acc@5 72.656 (76.325)
[2021-03-14 12:10:14] TRAIN: [19][1530/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1855 (2.0935) | Acc@1 53.906 (52.681) | Acc@5 74.219 (76.328)
[2021-03-14 12:10:23] TRAIN: [19][1560/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.9976 (2.0937) | Acc@1 55.859 (52.686) | Acc@5 76.562 (76.321)
[2021-03-14 12:10:31] TRAIN: [19][1590/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.7378 (2.0943) | Acc@1 57.422 (52.680) | Acc@5 84.766 (76.311)
[2021-03-14 12:10:40] TRAIN: [19][1620/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1537 (2.0943) | Acc@1 48.828 (52.680) | Acc@5 76.172 (76.312)
[2021-03-14 12:10:48] TRAIN: [19][1650/5004] | Time 0.274 ( 0.284) | Data 0.000 (0.001) | Loss 2.0302 (2.0948) | Acc@1 53.906 (52.672) | Acc@5 80.469 (76.301)
[2021-03-14 12:10:57] TRAIN: [19][1680/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3145 (2.0957) | Acc@1 48.438 (52.661) | Acc@5 74.609 (76.285)
[2021-03-14 12:11:05] TRAIN: [19][1710/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3771 (2.0952) | Acc@1 49.219 (52.674) | Acc@5 73.438 (76.295)
[2021-03-14 12:11:14] TRAIN: [19][1740/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9572 (2.0950) | Acc@1 54.688 (52.672) | Acc@5 79.688 (76.302)
[2021-03-14 12:11:22] TRAIN: [19][1770/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0414 (2.0953) | Acc@1 51.562 (52.676) | Acc@5 76.562 (76.290)
[2021-03-14 12:11:31] TRAIN: [19][1800/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0396 (2.0951) | Acc@1 57.031 (52.678) | Acc@5 77.734 (76.292)
[2021-03-14 12:11:40] TRAIN: [19][1830/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1804 (2.0951) | Acc@1 51.172 (52.687) | Acc@5 74.609 (76.293)
[2021-03-14 12:11:48] TRAIN: [19][1860/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1875 (2.0954) | Acc@1 50.781 (52.683) | Acc@5 76.953 (76.298)
[2021-03-14 12:11:57] TRAIN: [19][1890/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1755 (2.0954) | Acc@1 53.516 (52.671) | Acc@5 73.047 (76.301)
[2021-03-14 12:12:05] TRAIN: [19][1920/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.1557 (2.0957) | Acc@1 50.391 (52.665) | Acc@5 76.562 (76.296)
[2021-03-14 12:12:13] TRAIN: [19][1950/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9433 (2.0964) | Acc@1 55.859 (52.649) | Acc@5 77.344 (76.285)
[2021-03-14 12:12:22] TRAIN: [19][1980/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0858 (2.0965) | Acc@1 53.906 (52.653) | Acc@5 76.172 (76.280)
[2021-03-14 12:12:30] TRAIN: [19][2010/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0800 (2.0965) | Acc@1 51.562 (52.646) | Acc@5 76.562 (76.293)
[2021-03-14 12:12:39] TRAIN: [19][2040/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.2927 (2.0964) | Acc@1 50.000 (52.649) | Acc@5 71.875 (76.291)
[2021-03-14 12:12:48] TRAIN: [19][2070/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1891 (2.0960) | Acc@1 46.875 (52.659) | Acc@5 78.125 (76.304)
[2021-03-14 12:12:56] TRAIN: [19][2100/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0392 (2.0957) | Acc@1 52.344 (52.667) | Acc@5 77.344 (76.306)
[2021-03-14 12:13:05] TRAIN: [19][2130/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.2376 (2.0962) | Acc@1 49.609 (52.666) | Acc@5 75.000 (76.301)
[2021-03-14 12:13:13] TRAIN: [19][2160/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2377 (2.0966) | Acc@1 51.953 (52.670) | Acc@5 75.000 (76.294)
[2021-03-14 12:13:22] TRAIN: [19][2190/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9863 (2.0962) | Acc@1 55.469 (52.688) | Acc@5 77.344 (76.299)
[2021-03-14 12:13:30] TRAIN: [19][2220/5004] | Time 0.282 ( 0.284) | Data 0.001 (0.001) | Loss 2.2149 (2.0964) | Acc@1 48.438 (52.679) | Acc@5 75.781 (76.298)
[2021-03-14 12:13:39] TRAIN: [19][2250/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.0395 (2.0968) | Acc@1 55.078 (52.676) | Acc@5 77.344 (76.291)
[2021-03-14 12:13:47] TRAIN: [19][2280/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2900 (2.0973) | Acc@1 49.219 (52.671) | Acc@5 71.484 (76.281)
[2021-03-14 12:13:56] TRAIN: [19][2310/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2631 (2.0979) | Acc@1 50.781 (52.662) | Acc@5 73.828 (76.267)
[2021-03-14 12:14:04] TRAIN: [19][2340/5004] | Time 0.301 ( 0.284) | Data 0.000 (0.001) | Loss 1.9194 (2.0974) | Acc@1 54.688 (52.670) | Acc@5 81.250 (76.276)
[2021-03-14 12:14:13] TRAIN: [19][2370/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1157 (2.0977) | Acc@1 50.391 (52.660) | Acc@5 76.953 (76.273)
[2021-03-14 12:14:21] TRAIN: [19][2400/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0097 (2.0982) | Acc@1 56.250 (52.639) | Acc@5 78.906 (76.266)
[2021-03-14 12:14:30] TRAIN: [19][2430/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1421 (2.0990) | Acc@1 50.000 (52.628) | Acc@5 76.172 (76.252)
[2021-03-14 12:14:38] TRAIN: [19][2460/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.0875 (2.0987) | Acc@1 56.250 (52.632) | Acc@5 76.172 (76.256)
[2021-03-14 12:14:47] TRAIN: [19][2490/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.3014 (2.0990) | Acc@1 50.781 (52.617) | Acc@5 72.656 (76.251)
[2021-03-14 12:14:55] TRAIN: [19][2520/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0583 (2.0993) | Acc@1 57.422 (52.610) | Acc@5 78.125 (76.246)
[2021-03-14 12:15:04] TRAIN: [19][2550/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2732 (2.0997) | Acc@1 50.000 (52.602) | Acc@5 74.219 (76.236)
[2021-03-14 12:15:12] TRAIN: [19][2580/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.2627 (2.1001) | Acc@1 51.953 (52.604) | Acc@5 73.438 (76.226)
[2021-03-14 12:15:21] TRAIN: [19][2610/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3695 (2.1004) | Acc@1 47.266 (52.592) | Acc@5 73.047 (76.229)
[2021-03-14 12:15:29] TRAIN: [19][2640/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0812 (2.1006) | Acc@1 55.859 (52.587) | Acc@5 75.781 (76.224)
[2021-03-14 12:15:38] TRAIN: [19][2670/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3684 (2.1007) | Acc@1 46.094 (52.582) | Acc@5 70.703 (76.223)
[2021-03-14 12:15:46] TRAIN: [19][2700/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1844 (2.1009) | Acc@1 52.344 (52.577) | Acc@5 75.391 (76.220)
[2021-03-14 12:15:55] TRAIN: [19][2730/5004] | Time 0.301 ( 0.284) | Data 0.000 (0.001) | Loss 2.0618 (2.1018) | Acc@1 56.250 (52.564) | Acc@5 75.000 (76.203)
[2021-03-14 12:16:03] TRAIN: [19][2760/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.1785 (2.1022) | Acc@1 50.781 (52.555) | Acc@5 73.828 (76.197)
[2021-03-14 12:16:12] TRAIN: [19][2790/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0268 (2.1023) | Acc@1 52.734 (52.557) | Acc@5 78.125 (76.200)
[2021-03-14 12:16:20] TRAIN: [19][2820/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1278 (2.1021) | Acc@1 55.469 (52.567) | Acc@5 76.562 (76.205)
[2021-03-14 12:16:29] TRAIN: [19][2850/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1128 (2.1023) | Acc@1 53.516 (52.570) | Acc@5 76.953 (76.204)
[2021-03-14 12:16:37] TRAIN: [19][2880/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9522 (2.1023) | Acc@1 52.344 (52.577) | Acc@5 78.516 (76.197)
[2021-03-14 12:16:46] TRAIN: [19][2910/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.8566 (2.1027) | Acc@1 59.766 (52.569) | Acc@5 78.906 (76.191)
[2021-03-14 12:16:54] TRAIN: [19][2940/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0320 (2.1027) | Acc@1 52.344 (52.571) | Acc@5 76.562 (76.188)
[2021-03-14 12:17:03] TRAIN: [19][2970/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9175 (2.1024) | Acc@1 54.688 (52.580) | Acc@5 80.469 (76.193)
[2021-03-14 12:17:11] TRAIN: [19][3000/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1289 (2.1025) | Acc@1 51.953 (52.574) | Acc@5 76.953 (76.193)
[2021-03-14 12:17:20] TRAIN: [19][3030/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0132 (2.1026) | Acc@1 54.297 (52.574) | Acc@5 78.125 (76.193)
[2021-03-14 12:17:28] TRAIN: [19][3060/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9963 (2.1029) | Acc@1 52.734 (52.569) | Acc@5 76.172 (76.193)
[2021-03-14 12:17:37] TRAIN: [19][3090/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.0882 (2.1032) | Acc@1 52.734 (52.563) | Acc@5 78.516 (76.192)
[2021-03-14 12:17:45] TRAIN: [19][3120/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0755 (2.1033) | Acc@1 51.953 (52.566) | Acc@5 77.344 (76.193)
[2021-03-14 12:17:54] TRAIN: [19][3150/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1243 (2.1033) | Acc@1 48.047 (52.562) | Acc@5 78.906 (76.194)
[2021-03-14 12:18:02] TRAIN: [19][3180/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3301 (2.1038) | Acc@1 49.219 (52.549) | Acc@5 70.703 (76.191)
[2021-03-14 12:18:11] TRAIN: [19][3210/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3668 (2.1040) | Acc@1 44.141 (52.541) | Acc@5 75.000 (76.192)
[2021-03-14 12:18:19] TRAIN: [19][3240/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1110 (2.1044) | Acc@1 54.297 (52.537) | Acc@5 75.000 (76.183)
[2021-03-14 12:18:28] TRAIN: [19][3270/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.0197 (2.1043) | Acc@1 52.344 (52.542) | Acc@5 77.344 (76.184)
[2021-03-14 12:18:37] TRAIN: [19][3300/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.8199 (2.1041) | Acc@1 60.547 (52.547) | Acc@5 78.906 (76.190)
[2021-03-14 12:18:45] TRAIN: [19][3330/5004] | Time 0.303 ( 0.284) | Data 0.001 (0.001) | Loss 2.2480 (2.1046) | Acc@1 52.734 (52.544) | Acc@5 71.484 (76.181)
[2021-03-14 12:18:53] TRAIN: [19][3360/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2975 (2.1045) | Acc@1 51.953 (52.540) | Acc@5 74.609 (76.182)
[2021-03-14 12:19:02] TRAIN: [19][3390/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.3269 (2.1049) | Acc@1 48.438 (52.537) | Acc@5 69.922 (76.169)
[2021-03-14 12:19:11] TRAIN: [19][3420/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.1017 (2.1049) | Acc@1 54.297 (52.540) | Acc@5 76.562 (76.169)
[2021-03-14 12:19:19] TRAIN: [19][3450/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1035 (2.1052) | Acc@1 51.172 (52.537) | Acc@5 77.344 (76.169)
[2021-03-14 12:19:27] TRAIN: [19][3480/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9841 (2.1056) | Acc@1 58.594 (52.535) | Acc@5 75.781 (76.163)
[2021-03-14 12:19:36] TRAIN: [19][3510/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.001) | Loss 2.2500 (2.1055) | Acc@1 45.703 (52.533) | Acc@5 71.094 (76.163)
[2021-03-14 12:19:44] TRAIN: [19][3540/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.3280 (2.1060) | Acc@1 50.781 (52.532) | Acc@5 68.750 (76.155)
[2021-03-14 12:19:53] TRAIN: [19][3570/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9465 (2.1063) | Acc@1 55.078 (52.521) | Acc@5 77.344 (76.154)
[2021-03-14 12:20:02] TRAIN: [19][3600/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.3296 (2.1068) | Acc@1 48.828 (52.511) | Acc@5 71.094 (76.144)
[2021-03-14 12:20:10] TRAIN: [19][3630/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9510 (2.1070) | Acc@1 55.859 (52.508) | Acc@5 78.125 (76.139)
[2021-03-14 12:20:19] TRAIN: [19][3660/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0179 (2.1076) | Acc@1 54.688 (52.495) | Acc@5 74.219 (76.132)
[2021-03-14 12:20:27] TRAIN: [19][3690/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0354 (2.1079) | Acc@1 53.125 (52.484) | Acc@5 78.125 (76.130)
[2021-03-14 12:20:36] TRAIN: [19][3720/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.8295 (2.1081) | Acc@1 57.812 (52.481) | Acc@5 82.031 (76.129)
[2021-03-14 12:20:44] TRAIN: [19][3750/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0273 (2.1080) | Acc@1 50.000 (52.480) | Acc@5 78.906 (76.130)
[2021-03-14 12:20:53] TRAIN: [19][3780/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.1668 (2.1082) | Acc@1 53.906 (52.478) | Acc@5 74.219 (76.128)
[2021-03-14 12:21:01] TRAIN: [19][3810/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2069 (2.1085) | Acc@1 45.703 (52.474) | Acc@5 74.219 (76.125)
[2021-03-14 12:21:10] TRAIN: [19][3840/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1594 (2.1089) | Acc@1 52.344 (52.470) | Acc@5 75.781 (76.116)
[2021-03-14 12:21:18] TRAIN: [19][3870/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1975 (2.1092) | Acc@1 51.562 (52.461) | Acc@5 74.219 (76.107)
[2021-03-14 12:21:27] TRAIN: [19][3900/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0245 (2.1091) | Acc@1 56.641 (52.467) | Acc@5 75.781 (76.105)
[2021-03-14 12:21:35] TRAIN: [19][3930/5004] | Time 0.357 ( 0.284) | Data 0.000 (0.001) | Loss 2.1527 (2.1092) | Acc@1 51.562 (52.467) | Acc@5 75.000 (76.103)
[2021-03-14 12:21:44] TRAIN: [19][3960/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1163 (2.1097) | Acc@1 50.000 (52.453) | Acc@5 75.781 (76.095)
[2021-03-14 12:21:52] TRAIN: [19][3990/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9125 (2.1100) | Acc@1 58.203 (52.446) | Acc@5 80.469 (76.091)
[2021-03-14 12:22:01] TRAIN: [19][4020/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.8953 (2.1101) | Acc@1 57.422 (52.443) | Acc@5 81.250 (76.085)
[2021-03-14 12:22:09] TRAIN: [19][4050/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.0204 (2.1101) | Acc@1 53.906 (52.440) | Acc@5 75.781 (76.082)
[2021-03-14 12:22:18] TRAIN: [19][4080/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1055 (2.1104) | Acc@1 53.906 (52.430) | Acc@5 76.562 (76.077)
[2021-03-14 12:22:26] TRAIN: [19][4110/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0691 (2.1107) | Acc@1 49.609 (52.427) | Acc@5 76.562 (76.067)
[2021-03-14 12:22:35] TRAIN: [19][4140/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.3080 (2.1110) | Acc@1 49.219 (52.425) | Acc@5 71.875 (76.059)
[2021-03-14 12:22:43] TRAIN: [19][4170/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.4085 (2.1116) | Acc@1 46.484 (52.412) | Acc@5 70.703 (76.049)
[2021-03-14 12:22:52] TRAIN: [19][4200/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0179 (2.1114) | Acc@1 55.859 (52.420) | Acc@5 75.391 (76.048)
[2021-03-14 12:23:00] TRAIN: [19][4230/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9385 (2.1116) | Acc@1 53.906 (52.421) | Acc@5 79.688 (76.045)
[2021-03-14 12:23:09] TRAIN: [19][4260/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2930 (2.1117) | Acc@1 49.609 (52.414) | Acc@5 74.219 (76.043)
[2021-03-14 12:23:17] TRAIN: [19][4290/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1565 (2.1116) | Acc@1 55.469 (52.414) | Acc@5 75.000 (76.044)
[2021-03-14 12:23:26] TRAIN: [19][4320/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.3368 (2.1119) | Acc@1 46.875 (52.409) | Acc@5 73.828 (76.040)
[2021-03-14 12:23:34] TRAIN: [19][4350/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1268 (2.1117) | Acc@1 54.688 (52.415) | Acc@5 74.609 (76.043)
[2021-03-14 12:23:43] TRAIN: [19][4380/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.1434 (2.1119) | Acc@1 51.562 (52.409) | Acc@5 76.172 (76.042)
[2021-03-14 12:23:51] TRAIN: [19][4410/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.8330 (2.1116) | Acc@1 58.594 (52.414) | Acc@5 80.078 (76.049)
[2021-03-14 12:24:00] TRAIN: [19][4440/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1659 (2.1118) | Acc@1 52.344 (52.409) | Acc@5 74.609 (76.044)
[2021-03-14 12:24:08] TRAIN: [19][4470/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0869 (2.1116) | Acc@1 52.344 (52.409) | Acc@5 76.953 (76.048)
[2021-03-14 12:24:17] TRAIN: [19][4500/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.3787 (2.1118) | Acc@1 48.438 (52.405) | Acc@5 70.703 (76.045)
[2021-03-14 12:24:25] TRAIN: [19][4530/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.4370 (2.1121) | Acc@1 46.484 (52.402) | Acc@5 71.875 (76.039)
[2021-03-14 12:24:34] TRAIN: [19][4560/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1308 (2.1123) | Acc@1 48.438 (52.401) | Acc@5 75.391 (76.036)
[2021-03-14 12:24:42] TRAIN: [19][4590/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.2367 (2.1123) | Acc@1 49.609 (52.399) | Acc@5 73.047 (76.034)
[2021-03-14 12:24:51] TRAIN: [19][4620/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2337 (2.1125) | Acc@1 52.344 (52.392) | Acc@5 74.609 (76.033)
[2021-03-14 12:24:59] TRAIN: [19][4650/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1618 (2.1124) | Acc@1 52.344 (52.395) | Acc@5 72.656 (76.032)
[2021-03-14 12:25:08] TRAIN: [19][4680/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3111 (2.1129) | Acc@1 48.047 (52.387) | Acc@5 71.484 (76.023)
[2021-03-14 12:25:17] TRAIN: [19][4710/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.1293 (2.1130) | Acc@1 53.906 (52.391) | Acc@5 76.562 (76.021)
[2021-03-14 12:25:25] TRAIN: [19][4740/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2819 (2.1132) | Acc@1 47.656 (52.386) | Acc@5 73.047 (76.019)
[2021-03-14 12:25:33] TRAIN: [19][4770/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1183 (2.1129) | Acc@1 50.000 (52.390) | Acc@5 75.781 (76.027)
[2021-03-14 12:25:42] TRAIN: [19][4800/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1525 (2.1133) | Acc@1 52.734 (52.385) | Acc@5 76.562 (76.022)
[2021-03-14 12:25:50] TRAIN: [19][4830/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.3008 (2.1134) | Acc@1 50.000 (52.384) | Acc@5 73.828 (76.023)
[2021-03-14 12:25:59] TRAIN: [19][4860/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2500 (2.1135) | Acc@1 53.906 (52.381) | Acc@5 73.828 (76.020)
[2021-03-14 12:26:07] TRAIN: [19][4890/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.1504 (2.1139) | Acc@1 52.344 (52.373) | Acc@5 73.828 (76.013)
[2021-03-14 12:26:16] TRAIN: [19][4920/5004] | Time 0.285 ( 0.284) | Data 0.001 (0.001) | Loss 2.1851 (2.1138) | Acc@1 54.688 (52.378) | Acc@5 76.172 (76.014)
[2021-03-14 12:26:24] TRAIN: [19][4950/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.3067 (2.1141) | Acc@1 44.922 (52.369) | Acc@5 74.609 (76.013)
[2021-03-14 12:26:33] TRAIN: [19][4980/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0358 (2.1140) | Acc@1 55.859 (52.370) | Acc@5 76.953 (76.013)
[2021-03-14 12:26:40] TRAIN: [19][5004/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1595 (2.1139) | Acc@1 49.609 (52.371) | Acc@5 76.172 (76.015)
[2021-03-14 12:26:52] VAL: [10/32] | Time 0.578 ( 1.218) | Data 0.000 (0.641) | Loss 1.9475 (1.8706) | Acc@1 56.625 (56.406) | Acc@5 79.125 (80.406)
[2021-03-14 12:27:01] VAL: [20/32] | Time 0.626 ( 1.031) | Data 0.000 (0.454) | Loss 1.9292 (1.8853) | Acc@1 54.000 (56.025) | Acc@5 80.312 (80.316)
[2021-03-14 12:27:10] VAL: [30/32] | Time 0.533 ( 0.991) | Data 0.000 (0.426) | Loss 1.8718 (1.8760) | Acc@1 55.375 (56.094) | Acc@5 80.188 (80.377)
[2021-03-14 12:27:11] VAL: [32/32] | Time 0.251 ( 0.953) | Data 0.000 (0.400) | Loss 1.8337 (1.8764) | Acc@1 57.000 (56.120) | Acc@5 82.000 (80.406)
[2021-03-14 12:27:11] ACCURACY: TOP1 56.120(BEST 57.452) | TOP5 80.406 | SAVED botnet50-wd5/checkpoints/ckpt_ep_019.pth.tar
[2021-03-14 12:27:11] CURRENT EPOCH: 20, LR: 0.1827, POLICY: cos
[2021-03-14 12:27:20] TRAIN: [20][ 30/5004] | Time 0.281 ( 0.304) | Data 0.000 (0.022) | Loss 1.9508 (2.0441) | Acc@1 55.078 (53.255) | Acc@5 77.344 (76.823)
[2021-03-14 12:27:29] TRAIN: [20][ 60/5004] | Time 0.278 ( 0.292) | Data 0.000 (0.011) | Loss 2.0186 (2.0395) | Acc@1 55.078 (53.763) | Acc@5 79.688 (76.875)
[2021-03-14 12:27:37] TRAIN: [20][ 90/5004] | Time 0.280 ( 0.288) | Data 0.000 (0.007) | Loss 1.8828 (2.0439) | Acc@1 60.938 (53.720) | Acc@5 77.734 (76.910)
[2021-03-14 12:27:46] TRAIN: [20][ 120/5004] | Time 0.281 ( 0.286) | Data 0.000 (0.006) | Loss 2.0403 (2.0395) | Acc@1 52.344 (53.825) | Acc@5 78.125 (76.966)
[2021-03-14 12:27:54] TRAIN: [20][ 150/5004] | Time 0.283 ( 0.286) | Data 0.000 (0.005) | Loss 2.1443 (2.0428) | Acc@1 50.391 (53.622) | Acc@5 74.219 (76.898)
[2021-03-14 12:28:02] TRAIN: [20][ 180/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.004) | Loss 2.1328 (2.0407) | Acc@1 51.953 (53.644) | Acc@5 75.000 (77.020)
[2021-03-14 12:28:11] TRAIN: [20][ 210/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.003) | Loss 2.2036 (2.0437) | Acc@1 52.344 (53.540) | Acc@5 75.781 (77.011)
[2021-03-14 12:28:19] TRAIN: [20][ 240/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.003) | Loss 2.0786 (2.0485) | Acc@1 55.078 (53.470) | Acc@5 77.734 (76.919)
[2021-03-14 12:28:28] TRAIN: [20][ 270/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.003) | Loss 2.1568 (2.0542) | Acc@1 50.391 (53.332) | Acc@5 75.000 (76.819)
[2021-03-14 12:28:36] TRAIN: [20][ 300/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.003) | Loss 2.2584 (2.0562) | Acc@1 53.125 (53.342) | Acc@5 71.094 (76.770)
[2021-03-14 12:28:45] TRAIN: [20][ 330/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.002) | Loss 1.9649 (2.0576) | Acc@1 56.641 (53.383) | Acc@5 78.516 (76.746)
[2021-03-14 12:28:53] TRAIN: [20][ 360/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.002) | Loss 1.6696 (2.0567) | Acc@1 60.938 (53.402) | Acc@5 81.250 (76.742)
[2021-03-14 12:29:02] TRAIN: [20][ 390/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.002) | Loss 2.2896 (2.0586) | Acc@1 51.562 (53.329) | Acc@5 73.047 (76.712)
[2021-03-14 12:29:10] TRAIN: [20][ 420/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.002) | Loss 2.0117 (2.0629) | Acc@1 53.125 (53.174) | Acc@5 78.906 (76.654)
[2021-03-14 12:29:19] TRAIN: [20][ 450/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.002) | Loss 2.1261 (2.0645) | Acc@1 51.953 (53.140) | Acc@5 77.344 (76.602)
[2021-03-14 12:29:27] TRAIN: [20][ 480/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.002) | Loss 2.1983 (2.0645) | Acc@1 51.953 (53.145) | Acc@5 73.047 (76.576)
[2021-03-14 12:29:36] TRAIN: [20][ 510/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.002) | Loss 1.8832 (2.0640) | Acc@1 53.516 (53.163) | Acc@5 80.859 (76.596)
[2021-03-14 12:29:45] TRAIN: [20][ 540/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.002) | Loss 2.0167 (2.0649) | Acc@1 57.812 (53.175) | Acc@5 76.562 (76.588)
[2021-03-14 12:29:53] TRAIN: [20][ 570/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.002) | Loss 1.9112 (2.0640) | Acc@1 53.516 (53.185) | Acc@5 80.859 (76.628)
[2021-03-14 12:30:01] TRAIN: [20][ 600/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0951 (2.0645) | Acc@1 50.391 (53.155) | Acc@5 75.000 (76.618)
[2021-03-14 12:30:10] TRAIN: [20][ 630/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1265 (2.0642) | Acc@1 50.781 (53.157) | Acc@5 76.172 (76.622)
[2021-03-14 12:30:18] TRAIN: [20][ 660/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0787 (2.0655) | Acc@1 53.125 (53.129) | Acc@5 78.125 (76.636)
[2021-03-14 12:30:27] TRAIN: [20][ 690/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0789 (2.0659) | Acc@1 51.562 (53.146) | Acc@5 73.047 (76.626)
[2021-03-14 12:30:36] TRAIN: [20][ 720/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1682 (2.0646) | Acc@1 55.469 (53.127) | Acc@5 76.953 (76.661)
[2021-03-14 12:30:44] TRAIN: [20][ 750/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.7867 (2.0657) | Acc@1 56.641 (53.083) | Acc@5 80.078 (76.642)
[2021-03-14 12:30:53] TRAIN: [20][ 780/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1227 (2.0662) | Acc@1 52.344 (53.098) | Acc@5 75.000 (76.644)
[2021-03-14 12:31:01] TRAIN: [20][ 810/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1085 (2.0671) | Acc@1 50.781 (53.093) | Acc@5 76.562 (76.648)
[2021-03-14 12:31:10] TRAIN: [20][ 840/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0995 (2.0685) | Acc@1 53.516 (53.079) | Acc@5 74.219 (76.621)
[2021-03-14 12:31:18] TRAIN: [20][ 870/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1019 (2.0693) | Acc@1 52.734 (53.083) | Acc@5 76.562 (76.607)
[2021-03-14 12:31:27] TRAIN: [20][ 900/5004] | Time 0.308 ( 0.284) | Data 0.000 (0.001) | Loss 2.3143 (2.0702) | Acc@1 51.953 (53.062) | Acc@5 76.172 (76.609)
[2021-03-14 12:31:35] TRAIN: [20][ 930/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0078 (2.0707) | Acc@1 56.641 (53.032) | Acc@5 77.344 (76.608)
[2021-03-14 12:31:44] TRAIN: [20][ 960/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1522 (2.0711) | Acc@1 50.391 (53.031) | Acc@5 73.438 (76.600)
[2021-03-14 12:31:52] TRAIN: [20][ 990/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.1213 (2.0706) | Acc@1 52.344 (53.036) | Acc@5 75.000 (76.606)
[2021-03-14 12:32:01] TRAIN: [20][1020/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.3180 (2.0708) | Acc@1 46.094 (53.028) | Acc@5 72.656 (76.603)
[2021-03-14 12:32:09] TRAIN: [20][1050/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9276 (2.0729) | Acc@1 52.734 (53.003) | Acc@5 81.641 (76.562)
[2021-03-14 12:32:18] TRAIN: [20][1080/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1446 (2.0744) | Acc@1 51.562 (52.989) | Acc@5 75.000 (76.539)
[2021-03-14 12:32:26] TRAIN: [20][1110/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1245 (2.0749) | Acc@1 52.344 (52.963) | Acc@5 76.172 (76.527)
[2021-03-14 12:32:35] TRAIN: [20][1140/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.7913 (2.0757) | Acc@1 58.984 (52.952) | Acc@5 83.203 (76.509)
[2021-03-14 12:32:43] TRAIN: [20][1170/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1235 (2.0761) | Acc@1 53.516 (52.959) | Acc@5 77.734 (76.507)
[2021-03-14 12:32:52] TRAIN: [20][1200/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0011 (2.0763) | Acc@1 57.422 (52.966) | Acc@5 78.516 (76.505)
[2021-03-14 12:33:00] TRAIN: [20][1230/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 2.0991 (2.0762) | Acc@1 52.344 (52.968) | Acc@5 79.297 (76.511)
[2021-03-14 12:33:09] TRAIN: [20][1260/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0553 (2.0763) | Acc@1 51.562 (52.950) | Acc@5 78.516 (76.496)
[2021-03-14 12:33:17] TRAIN: [20][1290/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1139 (2.0778) | Acc@1 51.172 (52.923) | Acc@5 77.734 (76.482)
[2021-03-14 12:33:26] TRAIN: [20][1320/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2965 (2.0787) | Acc@1 48.438 (52.901) | Acc@5 73.438 (76.471)
[2021-03-14 12:33:34] TRAIN: [20][1350/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1192 (2.0783) | Acc@1 51.953 (52.921) | Acc@5 78.516 (76.481)
[2021-03-14 12:33:42] TRAIN: [20][1380/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0610 (2.0791) | Acc@1 54.688 (52.905) | Acc@5 76.562 (76.475)
[2021-03-14 12:33:51] TRAIN: [20][1410/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2413 (2.0803) | Acc@1 50.781 (52.891) | Acc@5 74.609 (76.460)
[2021-03-14 12:34:00] TRAIN: [20][1440/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3209 (2.0807) | Acc@1 49.609 (52.890) | Acc@5 71.484 (76.446)
[2021-03-14 12:34:08] TRAIN: [20][1470/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9356 (2.0812) | Acc@1 58.594 (52.890) | Acc@5 80.078 (76.442)
[2021-03-14 12:34:17] TRAIN: [20][1500/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.2889 (2.0816) | Acc@1 50.781 (52.886) | Acc@5 74.609 (76.431)
[2021-03-14 12:34:25] TRAIN: [20][1530/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9990 (2.0813) | Acc@1 54.297 (52.876) | Acc@5 78.516 (76.444)
[2021-03-14 12:34:34] TRAIN: [20][1560/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1073 (2.0808) | Acc@1 51.172 (52.896) | Acc@5 75.781 (76.452)
[2021-03-14 12:34:42] TRAIN: [20][1590/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1615 (2.0812) | Acc@1 50.000 (52.883) | Acc@5 74.609 (76.443)
[2021-03-14 12:34:51] TRAIN: [20][1620/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1856 (2.0813) | Acc@1 46.875 (52.882) | Acc@5 76.562 (76.441)
[2021-03-14 12:34:59] TRAIN: [20][1650/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2800 (2.0817) | Acc@1 50.000 (52.883) | Acc@5 74.609 (76.439)
[2021-03-14 12:35:08] TRAIN: [20][1680/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.3619 (2.0827) | Acc@1 49.219 (52.863) | Acc@5 71.094 (76.423)
[2021-03-14 12:35:16] TRAIN: [20][1710/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0349 (2.0828) | Acc@1 54.297 (52.865) | Acc@5 77.344 (76.419)
[2021-03-14 12:35:24] TRAIN: [20][1740/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2405 (2.0823) | Acc@1 50.781 (52.877) | Acc@5 72.656 (76.433)
[2021-03-14 12:35:33] TRAIN: [20][1770/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.1026 (2.0830) | Acc@1 53.125 (52.860) | Acc@5 73.047 (76.416)
[2021-03-14 12:35:42] TRAIN: [20][1800/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.0661 (2.0824) | Acc@1 52.734 (52.860) | Acc@5 76.172 (76.418)
[2021-03-14 12:35:50] TRAIN: [20][1830/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.9964 (2.0823) | Acc@1 57.812 (52.856) | Acc@5 77.734 (76.416)
[2021-03-14 12:35:59] TRAIN: [20][1860/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0191 (2.0826) | Acc@1 52.734 (52.856) | Acc@5 75.391 (76.410)
[2021-03-14 12:36:07] TRAIN: [20][1890/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0544 (2.0825) | Acc@1 53.906 (52.856) | Acc@5 78.125 (76.409)
[2021-03-14 12:36:15] TRAIN: [20][1920/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0672 (2.0834) | Acc@1 56.250 (52.841) | Acc@5 75.391 (76.387)
[2021-03-14 12:36:24] TRAIN: [20][1950/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.1594 (2.0839) | Acc@1 51.562 (52.837) | Acc@5 74.609 (76.377)
[2021-03-14 12:36:32] TRAIN: [20][1980/5004] | Time 0.291 ( 0.283) | Data 0.000 (0.001) | Loss 2.1554 (2.0835) | Acc@1 55.078 (52.840) | Acc@5 74.609 (76.386)
[2021-03-14 12:36:41] TRAIN: [20][2010/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.0260 (2.0842) | Acc@1 50.000 (52.831) | Acc@5 76.953 (76.368)
[2021-03-14 12:36:49] TRAIN: [20][2040/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 1.9793 (2.0844) | Acc@1 55.859 (52.829) | Acc@5 77.734 (76.365)
[2021-03-14 12:36:58] TRAIN: [20][2070/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.0699 (2.0845) | Acc@1 51.172 (52.826) | Acc@5 78.125 (76.366)
[2021-03-14 12:37:06] TRAIN: [20][2100/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.1192 (2.0850) | Acc@1 50.000 (52.819) | Acc@5 74.219 (76.354)
[2021-03-14 12:37:15] TRAIN: [20][2130/5004] | Time 0.291 ( 0.283) | Data 0.000 (0.001) | Loss 1.9745 (2.0855) | Acc@1 55.469 (52.809) | Acc@5 77.344 (76.347)
[2021-03-14 12:37:23] TRAIN: [20][2160/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.1266 (2.0859) | Acc@1 50.781 (52.805) | Acc@5 75.000 (76.350)
[2021-03-14 12:37:32] TRAIN: [20][2190/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.1846 (2.0861) | Acc@1 51.562 (52.803) | Acc@5 75.781 (76.350)
[2021-03-14 12:37:40] TRAIN: [20][2220/5004] | Time 0.293 ( 0.283) | Data 0.000 (0.001) | Loss 2.0532 (2.0865) | Acc@1 55.469 (52.798) | Acc@5 78.906 (76.344)
[2021-03-14 12:37:49] TRAIN: [20][2250/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.0117 (2.0862) | Acc@1 50.781 (52.802) | Acc@5 78.516 (76.347)
[2021-03-14 12:37:57] TRAIN: [20][2280/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.0005 (2.0869) | Acc@1 53.906 (52.794) | Acc@5 80.078 (76.339)
[2021-03-14 12:38:06] TRAIN: [20][2310/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.1038 (2.0871) | Acc@1 50.391 (52.788) | Acc@5 76.172 (76.337)
[2021-03-14 12:38:14] TRAIN: [20][2340/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.0448 (2.0876) | Acc@1 53.906 (52.778) | Acc@5 76.953 (76.329)
[2021-03-14 12:38:23] TRAIN: [20][2370/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 1.9079 (2.0876) | Acc@1 59.766 (52.775) | Acc@5 78.906 (76.331)
[2021-03-14 12:38:31] TRAIN: [20][2400/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 1.9280 (2.0873) | Acc@1 56.250 (52.782) | Acc@5 78.906 (76.338)
[2021-03-14 12:38:40] TRAIN: [20][2430/5004] | Time 0.290 ( 0.283) | Data 0.000 (0.001) | Loss 2.2282 (2.0875) | Acc@1 44.531 (52.774) | Acc@5 76.172 (76.342)
[2021-03-14 12:38:48] TRAIN: [20][2460/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.1697 (2.0877) | Acc@1 50.000 (52.768) | Acc@5 79.688 (76.344)
[2021-03-14 12:38:57] TRAIN: [20][2490/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.0341 (2.0873) | Acc@1 55.469 (52.773) | Acc@5 78.125 (76.348)
[2021-03-14 12:39:05] TRAIN: [20][2520/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.0140 (2.0873) | Acc@1 50.391 (52.781) | Acc@5 74.609 (76.347)
[2021-03-14 12:39:14] TRAIN: [20][2550/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.0924 (2.0874) | Acc@1 52.344 (52.779) | Acc@5 76.953 (76.348)
[2021-03-14 12:39:22] TRAIN: [20][2580/5004] | Time 0.290 ( 0.283) | Data 0.000 (0.001) | Loss 2.0324 (2.0876) | Acc@1 56.641 (52.781) | Acc@5 76.562 (76.339)
[2021-03-14 12:39:31] TRAIN: [20][2610/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.0828 (2.0882) | Acc@1 51.562 (52.765) | Acc@5 78.125 (76.338)
[2021-03-14 12:39:39] TRAIN: [20][2640/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.3389 (2.0886) | Acc@1 49.219 (52.763) | Acc@5 74.219 (76.335)
[2021-03-14 12:39:48] TRAIN: [20][2670/5004] | Time 0.298 ( 0.283) | Data 0.000 (0.001) | Loss 2.1519 (2.0895) | Acc@1 52.734 (52.751) | Acc@5 77.344 (76.316)
[2021-03-14 12:39:56] TRAIN: [20][2700/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.2989 (2.0897) | Acc@1 53.516 (52.750) | Acc@5 74.219 (76.315)
[2021-03-14 12:40:05] TRAIN: [20][2730/5004] | Time 0.293 ( 0.283) | Data 0.000 (0.001) | Loss 2.0656 (2.0898) | Acc@1 51.953 (52.745) | Acc@5 75.781 (76.317)
[2021-03-14 12:40:13] TRAIN: [20][2760/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 1.9108 (2.0899) | Acc@1 55.469 (52.746) | Acc@5 79.297 (76.314)
[2021-03-14 12:40:22] TRAIN: [20][2790/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.1214 (2.0902) | Acc@1 53.125 (52.739) | Acc@5 77.734 (76.310)
[2021-03-14 12:40:30] TRAIN: [20][2820/5004] | Time 0.289 ( 0.283) | Data 0.000 (0.001) | Loss 2.2294 (2.0904) | Acc@1 53.125 (52.734) | Acc@5 75.391 (76.301)
[2021-03-14 12:40:39] TRAIN: [20][2850/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.2838 (2.0908) | Acc@1 53.125 (52.730) | Acc@5 70.703 (76.295)
[2021-03-14 12:40:47] TRAIN: [20][2880/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.1969 (2.0915) | Acc@1 51.953 (52.718) | Acc@5 73.828 (76.277)
[2021-03-14 12:40:56] TRAIN: [20][2910/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.1843 (2.0917) | Acc@1 52.344 (52.713) | Acc@5 75.000 (76.275)
[2021-03-14 12:41:04] TRAIN: [20][2940/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.1363 (2.0921) | Acc@1 53.125 (52.707) | Acc@5 76.172 (76.270)
[2021-03-14 12:41:13] TRAIN: [20][2970/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.0816 (2.0924) | Acc@1 51.562 (52.704) | Acc@5 75.391 (76.269)
[2021-03-14 12:41:21] TRAIN: [20][3000/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.1047 (2.0927) | Acc@1 53.125 (52.698) | Acc@5 72.266 (76.263)
[2021-03-14 12:41:30] TRAIN: [20][3030/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.0662 (2.0926) | Acc@1 54.688 (52.703) | Acc@5 76.562 (76.266)
[2021-03-14 12:41:38] TRAIN: [20][3060/5004] | Time 0.295 ( 0.283) | Data 0.001 (0.001) | Loss 2.2658 (2.0927) | Acc@1 49.609 (52.709) | Acc@5 75.391 (76.267)
[2021-03-14 12:41:47] TRAIN: [20][3090/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.2275 (2.0929) | Acc@1 48.828 (52.713) | Acc@5 73.047 (76.262)
[2021-03-14 12:41:55] TRAIN: [20][3120/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.1663 (2.0932) | Acc@1 50.000 (52.699) | Acc@5 76.172 (76.262)
[2021-03-14 12:42:04] TRAIN: [20][3150/5004] | Time 0.289 ( 0.283) | Data 0.000 (0.001) | Loss 2.0083 (2.0935) | Acc@1 57.812 (52.691) | Acc@5 78.125 (76.259)
[2021-03-14 12:42:12] TRAIN: [20][3180/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.1261 (2.0937) | Acc@1 54.688 (52.689) | Acc@5 77.734 (76.257)
[2021-03-14 12:42:21] TRAIN: [20][3210/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 1.9681 (2.0935) | Acc@1 51.953 (52.694) | Acc@5 77.344 (76.259)
[2021-03-14 12:42:29] TRAIN: [20][3240/5004] | Time 0.289 ( 0.283) | Data 0.000 (0.001) | Loss 2.0443 (2.0934) | Acc@1 51.562 (52.695) | Acc@5 76.953 (76.262)
[2021-03-14 12:42:38] TRAIN: [20][3270/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.2818 (2.0935) | Acc@1 50.000 (52.693) | Acc@5 74.609 (76.266)
[2021-03-14 12:42:46] TRAIN: [20][3300/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.1745 (2.0938) | Acc@1 50.391 (52.685) | Acc@5 75.781 (76.259)
[2021-03-14 12:42:55] TRAIN: [20][3330/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.0297 (2.0935) | Acc@1 51.562 (52.689) | Acc@5 78.125 (76.264)
[2021-03-14 12:43:03] TRAIN: [20][3360/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.3518 (2.0934) | Acc@1 48.438 (52.695) | Acc@5 68.359 (76.265)
[2021-03-14 12:43:12] TRAIN: [20][3390/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.1013 (2.0934) | Acc@1 51.953 (52.691) | Acc@5 75.000 (76.267)
[2021-03-14 12:43:20] TRAIN: [20][3420/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.1118 (2.0938) | Acc@1 55.078 (52.687) | Acc@5 73.828 (76.267)
[2021-03-14 12:43:29] TRAIN: [20][3450/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.0980 (2.0941) | Acc@1 50.000 (52.676) | Acc@5 74.609 (76.261)
[2021-03-14 12:43:37] TRAIN: [20][3480/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.0987 (2.0942) | Acc@1 52.734 (52.669) | Acc@5 76.562 (76.262)
[2021-03-14 12:43:46] TRAIN: [20][3510/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.1508 (2.0942) | Acc@1 50.000 (52.667) | Acc@5 76.172 (76.264)
[2021-03-14 12:43:54] TRAIN: [20][3540/5004] | Time 0.290 ( 0.283) | Data 0.000 (0.001) | Loss 2.1760 (2.0943) | Acc@1 50.000 (52.662) | Acc@5 73.438 (76.262)
[2021-03-14 12:44:03] TRAIN: [20][3570/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.0073 (2.0947) | Acc@1 55.078 (52.657) | Acc@5 79.688 (76.256)
[2021-03-14 12:44:11] TRAIN: [20][3600/5004] | Time 0.291 ( 0.283) | Data 0.000 (0.001) | Loss 1.9777 (2.0948) | Acc@1 56.250 (52.657) | Acc@5 80.078 (76.255)
[2021-03-14 12:44:20] TRAIN: [20][3630/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.1890 (2.0952) | Acc@1 51.172 (52.647) | Acc@5 74.219 (76.250)
[2021-03-14 12:44:28] TRAIN: [20][3660/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.0264 (2.0957) | Acc@1 51.953 (52.640) | Acc@5 75.391 (76.242)
[2021-03-14 12:44:37] TRAIN: [20][3690/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.1160 (2.0963) | Acc@1 53.906 (52.629) | Acc@5 75.391 (76.234)
[2021-03-14 12:44:45] TRAIN: [20][3720/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.0554 (2.0964) | Acc@1 53.516 (52.631) | Acc@5 78.516 (76.233)
[2021-03-14 12:44:54] TRAIN: [20][3750/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.0159 (2.0965) | Acc@1 54.688 (52.627) | Acc@5 76.562 (76.231)
[2021-03-14 12:45:02] TRAIN: [20][3780/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.2948 (2.0968) | Acc@1 49.609 (52.626) | Acc@5 70.703 (76.228)
[2021-03-14 12:45:11] TRAIN: [20][3810/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.2154 (2.0968) | Acc@1 49.219 (52.624) | Acc@5 74.609 (76.227)
[2021-03-14 12:45:19] TRAIN: [20][3840/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 2.0017 (2.0971) | Acc@1 55.078 (52.617) | Acc@5 78.906 (76.226)
[2021-03-14 12:45:27] TRAIN: [20][3870/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.3842 (2.0974) | Acc@1 46.094 (52.611) | Acc@5 72.656 (76.220)
[2021-03-14 12:45:36] TRAIN: [20][3900/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.0711 (2.0976) | Acc@1 55.469 (52.609) | Acc@5 76.562 (76.215)
[2021-03-14 12:45:45] TRAIN: [20][3930/5004] | Time 0.285 ( 0.283) | Data 0.000 (0.001) | Loss 2.1570 (2.0981) | Acc@1 50.000 (52.592) | Acc@5 74.219 (76.206)
[2021-03-14 12:45:53] TRAIN: [20][3960/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 2.0481 (2.0983) | Acc@1 53.906 (52.591) | Acc@5 77.734 (76.205)
[2021-03-14 12:46:02] TRAIN: [20][3990/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.0126 (2.0983) | Acc@1 54.297 (52.593) | Acc@5 76.953 (76.200)
[2021-03-14 12:46:10] TRAIN: [20][4020/5004] | Time 0.287 ( 0.283) | Data 0.000 (0.001) | Loss 2.1346 (2.0984) | Acc@1 54.297 (52.592) | Acc@5 76.562 (76.198)
[2021-03-14 12:46:19] TRAIN: [20][4050/5004] | Time 0.306 ( 0.283) | Data 0.001 (0.001) | Loss 2.1941 (2.0985) | Acc@1 48.438 (52.591) | Acc@5 76.562 (76.200)
[2021-03-14 12:46:27] TRAIN: [20][4080/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.2194 (2.0990) | Acc@1 48.047 (52.576) | Acc@5 71.875 (76.196)
[2021-03-14 12:46:36] TRAIN: [20][4110/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.1558 (2.0990) | Acc@1 53.516 (52.576) | Acc@5 73.828 (76.195)
[2021-03-14 12:46:44] TRAIN: [20][4140/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 1.9850 (2.0991) | Acc@1 55.469 (52.573) | Acc@5 76.953 (76.193)
[2021-03-14 12:46:53] TRAIN: [20][4170/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 1.9804 (2.0991) | Acc@1 51.172 (52.564) | Acc@5 78.125 (76.195)
[2021-03-14 12:47:01] TRAIN: [20][4200/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.1005 (2.0991) | Acc@1 51.953 (52.568) | Acc@5 75.000 (76.196)
[2021-03-14 12:47:10] TRAIN: [20][4230/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.2230 (2.0992) | Acc@1 52.734 (52.569) | Acc@5 73.828 (76.197)
[2021-03-14 12:47:18] TRAIN: [20][4260/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.1354 (2.0990) | Acc@1 52.734 (52.573) | Acc@5 76.953 (76.202)
[2021-03-14 12:47:27] TRAIN: [20][4290/5004] | Time 0.277 ( 0.283) | Data 0.000 (0.001) | Loss 2.2009 (2.0994) | Acc@1 53.125 (52.568) | Acc@5 75.391 (76.199)
[2021-03-14 12:47:35] TRAIN: [20][4320/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 2.1480 (2.0992) | Acc@1 52.734 (52.571) | Acc@5 75.391 (76.200)
[2021-03-14 12:47:44] TRAIN: [20][4350/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.1595 (2.0995) | Acc@1 50.391 (52.571) | Acc@5 74.219 (76.200)
[2021-03-14 12:47:52] TRAIN: [20][4380/5004] | Time 0.281 ( 0.283) | Data 0.000 (0.001) | Loss 1.9614 (2.0997) | Acc@1 53.516 (52.568) | Acc@5 75.000 (76.194)
[2021-03-14 12:48:01] TRAIN: [20][4410/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.0993 (2.0999) | Acc@1 49.219 (52.561) | Acc@5 75.000 (76.193)
[2021-03-14 12:48:09] TRAIN: [20][4440/5004] | Time 0.295 ( 0.283) | Data 0.000 (0.001) | Loss 2.1109 (2.1002) | Acc@1 53.516 (52.557) | Acc@5 76.562 (76.190)
[2021-03-14 12:48:18] TRAIN: [20][4470/5004] | Time 0.284 ( 0.283) | Data 0.000 (0.001) | Loss 2.1799 (2.1007) | Acc@1 52.734 (52.549) | Acc@5 76.172 (76.183)
[2021-03-14 12:48:26] TRAIN: [20][4500/5004] | Time 0.283 ( 0.283) | Data 0.000 (0.001) | Loss 1.9219 (2.1004) | Acc@1 51.562 (52.551) | Acc@5 80.859 (76.187)
[2021-03-14 12:48:35] TRAIN: [20][4530/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 2.0155 (2.1005) | Acc@1 50.781 (52.543) | Acc@5 79.297 (76.185)
[2021-03-14 12:48:43] TRAIN: [20][4560/5004] | Time 0.282 ( 0.283) | Data 0.000 (0.001) | Loss 2.1946 (2.1008) | Acc@1 53.516 (52.537) | Acc@5 73.828 (76.182)
[2021-03-14 12:48:52] TRAIN: [20][4590/5004] | Time 0.292 ( 0.283) | Data 0.000 (0.001) | Loss 1.9537 (2.1007) | Acc@1 55.078 (52.539) | Acc@5 78.516 (76.182)
[2021-03-14 12:49:01] TRAIN: [20][4620/5004] | Time 0.287 ( 0.283) | Data 0.000 (0.001) | Loss 1.9233 (2.1007) | Acc@1 54.688 (52.537) | Acc@5 79.297 (76.184)
[2021-03-14 12:49:09] TRAIN: [20][4650/5004] | Time 0.295 ( 0.283) | Data 0.000 (0.001) | Loss 2.1865 (2.1006) | Acc@1 55.859 (52.538) | Acc@5 75.781 (76.186)
[2021-03-14 12:49:18] TRAIN: [20][4680/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.3304 (2.1010) | Acc@1 50.781 (52.535) | Acc@5 72.656 (76.181)
[2021-03-14 12:49:26] TRAIN: [20][4710/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.1198 (2.1013) | Acc@1 50.781 (52.537) | Acc@5 76.953 (76.177)
[2021-03-14 12:49:35] TRAIN: [20][4740/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 1.9081 (2.1016) | Acc@1 56.250 (52.535) | Acc@5 78.906 (76.172)
[2021-03-14 12:49:43] TRAIN: [20][4770/5004] | Time 0.289 ( 0.283) | Data 0.000 (0.001) | Loss 1.9230 (2.1016) | Acc@1 58.203 (52.537) | Acc@5 76.953 (76.175)
[2021-03-14 12:49:52] TRAIN: [20][4800/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 2.3072 (2.1017) | Acc@1 51.172 (52.539) | Acc@5 74.219 (76.174)
[2021-03-14 12:50:00] TRAIN: [20][4830/5004] | Time 0.280 ( 0.283) | Data 0.000 (0.001) | Loss 2.0200 (2.1019) | Acc@1 53.906 (52.536) | Acc@5 78.125 (76.171)
[2021-03-14 12:50:08] TRAIN: [20][4860/5004] | Time 0.276 ( 0.283) | Data 0.000 (0.001) | Loss 2.3406 (2.1019) | Acc@1 48.438 (52.538) | Acc@5 74.219 (76.172)
[2021-03-14 12:50:17] TRAIN: [20][4890/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.3687 (2.1019) | Acc@1 48.047 (52.539) | Acc@5 73.438 (76.176)
[2021-03-14 12:50:26] TRAIN: [20][4920/5004] | Time 0.293 ( 0.283) | Data 0.000 (0.001) | Loss 1.8403 (2.1020) | Acc@1 56.641 (52.537) | Acc@5 80.078 (76.175)
[2021-03-14 12:50:34] TRAIN: [20][4950/5004] | Time 0.286 ( 0.283) | Data 0.000 (0.001) | Loss 1.8455 (2.1019) | Acc@1 57.812 (52.537) | Acc@5 80.469 (76.177)
[2021-03-14 12:50:43] TRAIN: [20][4980/5004] | Time 0.279 ( 0.283) | Data 0.000 (0.001) | Loss 1.8668 (2.1021) | Acc@1 54.297 (52.534) | Acc@5 78.125 (76.175)
[2021-03-14 12:50:49] TRAIN: [20][5004/5004] | Time 0.278 ( 0.283) | Data 0.000 (0.001) | Loss 2.0020 (2.1020) | Acc@1 50.391 (52.538) | Acc@5 78.516 (76.177)
[2021-03-14 12:51:02] VAL: [10/32] | Time 0.594 ( 1.218) | Data 0.000 (0.574) | Loss 1.8235 (1.7853) | Acc@1 57.062 (57.913) | Acc@5 80.375 (81.388)
[2021-03-14 12:51:11] VAL: [20/32] | Time 0.599 ( 1.041) | Data 0.000 (0.391) | Loss 1.7992 (1.7989) | Acc@1 57.875 (57.509) | Acc@5 81.875 (81.247)
[2021-03-14 12:51:20] VAL: [30/32] | Time 0.526 ( 0.996) | Data 0.000 (0.381) | Loss 1.8418 (1.7943) | Acc@1 55.938 (57.569) | Acc@5 81.625 (81.362)
[2021-03-14 12:51:20] VAL: [32/32] | Time 0.249 ( 0.958) | Data 0.000 (0.357) | Loss 1.7253 (1.7951) | Acc@1 61.000 (57.570) | Acc@5 81.750 (81.362)
[2021-03-14 12:51:21] ACCURACY: TOP1 57.570(BEST 57.570) | TOP5 81.362 | SAVED botnet50-wd5/checkpoints/ckpt_ep_020.pth.tar
[2021-03-14 12:51:21] CURRENT EPOCH: 21, LR: 0.1809, POLICY: cos
[2021-03-14 12:51:30] TRAIN: [21][ 30/5004] | Time 0.279 ( 0.307) | Data 0.000 (0.028) | Loss 2.1009 (2.0668) | Acc@1 51.953 (53.438) | Acc@5 76.562 (76.654)
[2021-03-14 12:51:39] TRAIN: [21][ 60/5004] | Time 0.287 ( 0.295) | Data 0.000 (0.014) | Loss 2.0546 (2.0709) | Acc@1 55.078 (53.457) | Acc@5 78.125 (76.576)
[2021-03-14 12:51:47] TRAIN: [21][ 90/5004] | Time 0.278 ( 0.292) | Data 0.000 (0.010) | Loss 2.0881 (2.0718) | Acc@1 52.344 (53.477) | Acc@5 77.344 (76.849)
[2021-03-14 12:51:56] TRAIN: [21][ 120/5004] | Time 0.281 ( 0.289) | Data 0.000 (0.007) | Loss 1.7632 (2.0620) | Acc@1 59.375 (53.525) | Acc@5 80.469 (76.966)
[2021-03-14 12:52:04] TRAIN: [21][ 150/5004] | Time 0.280 ( 0.287) | Data 0.000 (0.006) | Loss 1.9613 (2.0643) | Acc@1 54.297 (53.490) | Acc@5 75.781 (76.859)
[2021-03-14 12:52:13] TRAIN: [21][ 180/5004] | Time 0.280 ( 0.287) | Data 0.000 (0.005) | Loss 2.2281 (2.0633) | Acc@1 51.562 (53.390) | Acc@5 73.438 (76.853)
[2021-03-14 12:52:21] TRAIN: [21][ 210/5004] | Time 0.276 ( 0.287) | Data 0.000 (0.005) | Loss 1.8217 (2.0553) | Acc@1 61.328 (53.462) | Acc@5 79.297 (76.925)
[2021-03-14 12:52:30] TRAIN: [21][ 240/5004] | Time 0.302 ( 0.286) | Data 0.001 (0.004) | Loss 1.9771 (2.0505) | Acc@1 58.984 (53.556) | Acc@5 78.906 (76.981)
[2021-03-14 12:52:38] TRAIN: [21][ 270/5004] | Time 0.280 ( 0.286) | Data 0.000 (0.004) | Loss 2.1262 (2.0534) | Acc@1 50.000 (53.433) | Acc@5 76.562 (76.904)
[2021-03-14 12:52:47] TRAIN: [21][ 300/5004] | Time 0.291 ( 0.286) | Data 0.000 (0.003) | Loss 2.0044 (2.0504) | Acc@1 52.734 (53.487) | Acc@5 76.172 (76.922)
[2021-03-14 12:52:55] TRAIN: [21][ 330/5004] | Time 0.288 ( 0.286) | Data 0.000 (0.003) | Loss 2.2212 (2.0530) | Acc@1 49.609 (53.475) | Acc@5 72.656 (76.879)
[2021-03-14 12:53:04] TRAIN: [21][ 360/5004] | Time 0.281 ( 0.286) | Data 0.000 (0.003) | Loss 2.0492 (2.0528) | Acc@1 57.422 (53.477) | Acc@5 76.953 (76.862)
[2021-03-14 12:53:12] TRAIN: [21][ 390/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.003) | Loss 2.0900 (2.0530) | Acc@1 56.250 (53.460) | Acc@5 75.000 (76.846)
[2021-03-14 12:53:21] TRAIN: [21][ 420/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.002) | Loss 2.2294 (2.0529) | Acc@1 54.297 (53.456) | Acc@5 73.828 (76.885)
[2021-03-14 12:53:29] TRAIN: [21][ 450/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.002) | Loss 2.0895 (2.0496) | Acc@1 54.688 (53.517) | Acc@5 79.297 (76.964)
[2021-03-14 12:53:38] TRAIN: [21][ 480/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.002) | Loss 2.3097 (2.0521) | Acc@1 48.438 (53.471) | Acc@5 75.391 (76.922)
[2021-03-14 12:53:46] TRAIN: [21][ 510/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.002) | Loss 2.0135 (2.0527) | Acc@1 53.906 (53.467) | Acc@5 77.734 (76.914)
[2021-03-14 12:53:55] TRAIN: [21][ 540/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.002) | Loss 2.0004 (2.0544) | Acc@1 57.812 (53.471) | Acc@5 78.125 (76.899)
[2021-03-14 12:54:04] TRAIN: [21][ 570/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.002) | Loss 2.0298 (2.0550) | Acc@1 53.906 (53.475) | Acc@5 75.781 (76.882)
[2021-03-14 12:54:12] TRAIN: [21][ 600/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.002) | Loss 2.1180 (2.0558) | Acc@1 51.562 (53.480) | Acc@5 76.562 (76.872)
[2021-03-14 12:54:21] TRAIN: [21][ 630/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.002) | Loss 2.2826 (2.0567) | Acc@1 45.312 (53.448) | Acc@5 73.828 (76.848)
[2021-03-14 12:54:29] TRAIN: [21][ 660/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.002) | Loss 2.0271 (2.0556) | Acc@1 51.953 (53.450) | Acc@5 78.516 (76.883)
[2021-03-14 12:54:38] TRAIN: [21][ 690/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.002) | Loss 2.0252 (2.0546) | Acc@1 54.297 (53.472) | Acc@5 79.297 (76.893)
[2021-03-14 12:54:46] TRAIN: [21][ 720/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.002) | Loss 1.8133 (2.0540) | Acc@1 60.938 (53.464) | Acc@5 79.297 (76.915)
[2021-03-14 12:54:55] TRAIN: [21][ 750/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.002) | Loss 1.9314 (2.0537) | Acc@1 57.812 (53.482) | Acc@5 78.906 (76.920)
[2021-03-14 12:55:03] TRAIN: [21][ 780/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.2114 (2.0558) | Acc@1 54.688 (53.439) | Acc@5 75.391 (76.906)
[2021-03-14 12:55:12] TRAIN: [21][ 810/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.9401 (2.0582) | Acc@1 55.859 (53.398) | Acc@5 78.516 (76.868)
[2021-03-14 12:55:20] TRAIN: [21][ 840/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.2182 (2.0572) | Acc@1 49.609 (53.392) | Acc@5 73.438 (76.875)
[2021-03-14 12:55:29] TRAIN: [21][ 870/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 1.9200 (2.0579) | Acc@1 53.125 (53.369) | Acc@5 82.422 (76.856)
[2021-03-14 12:55:37] TRAIN: [21][ 900/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.9805 (2.0577) | Acc@1 54.688 (53.369) | Acc@5 78.516 (76.866)
[2021-03-14 12:55:46] TRAIN: [21][ 930/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.8756 (2.0586) | Acc@1 54.297 (53.361) | Acc@5 80.469 (76.846)
[2021-03-14 12:55:54] TRAIN: [21][ 960/5004] | Time 0.272 ( 0.285) | Data 0.000 (0.001) | Loss 1.9046 (2.0591) | Acc@1 57.812 (53.344) | Acc@5 79.297 (76.847)
[2021-03-14 12:56:03] TRAIN: [21][ 990/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.0332 (2.0597) | Acc@1 54.297 (53.318) | Acc@5 77.734 (76.830)
[2021-03-14 12:56:12] TRAIN: [21][1020/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.9142 (2.0587) | Acc@1 54.297 (53.326) | Acc@5 78.516 (76.840)
[2021-03-14 12:56:20] TRAIN: [21][1050/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.1496 (2.0587) | Acc@1 51.953 (53.324) | Acc@5 73.047 (76.823)
[2021-03-14 12:56:28] TRAIN: [21][1080/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.1596 (2.0586) | Acc@1 53.125 (53.334) | Acc@5 74.609 (76.817)
[2021-03-14 12:56:37] TRAIN: [21][1110/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.1942 (2.0589) | Acc@1 50.781 (53.324) | Acc@5 73.828 (76.817)
[2021-03-14 12:56:45] TRAIN: [21][1140/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.0379 (2.0599) | Acc@1 55.859 (53.306) | Acc@5 78.516 (76.813)
[2021-03-14 12:56:54] TRAIN: [21][1170/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.1210 (2.0605) | Acc@1 49.219 (53.289) | Acc@5 74.609 (76.795)
[2021-03-14 12:57:02] TRAIN: [21][1200/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1165 (2.0611) | Acc@1 50.391 (53.273) | Acc@5 75.781 (76.784)
[2021-03-14 12:57:11] TRAIN: [21][1230/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0860 (2.0624) | Acc@1 49.219 (53.245) | Acc@5 75.391 (76.767)
[2021-03-14 12:57:19] TRAIN: [21][1260/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.1059 (2.0625) | Acc@1 52.734 (53.235) | Acc@5 76.562 (76.770)
[2021-03-14 12:57:28] TRAIN: [21][1290/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9998 (2.0638) | Acc@1 55.078 (53.224) | Acc@5 76.172 (76.752)
[2021-03-14 12:57:36] TRAIN: [21][1320/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9717 (2.0648) | Acc@1 55.469 (53.209) | Acc@5 78.125 (76.739)
[2021-03-14 12:57:45] TRAIN: [21][1350/5004] | Time 0.300 ( 0.284) | Data 0.000 (0.001) | Loss 2.2641 (2.0655) | Acc@1 46.875 (53.207) | Acc@5 73.047 (76.728)
[2021-03-14 12:57:54] TRAIN: [21][1380/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0636 (2.0664) | Acc@1 50.391 (53.190) | Acc@5 78.516 (76.720)
[2021-03-14 12:58:02] TRAIN: [21][1410/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 2.0551 (2.0658) | Acc@1 56.250 (53.202) | Acc@5 77.344 (76.730)
[2021-03-14 12:58:11] TRAIN: [21][1440/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.3803 (2.0669) | Acc@1 47.266 (53.185) | Acc@5 73.438 (76.715)
[2021-03-14 12:58:19] TRAIN: [21][1470/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.0809 (2.0663) | Acc@1 53.516 (53.185) | Acc@5 79.688 (76.726)
[2021-03-14 12:58:28] TRAIN: [21][1500/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0793 (2.0665) | Acc@1 50.781 (53.173) | Acc@5 75.781 (76.721)
[2021-03-14 12:58:36] TRAIN: [21][1530/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.0972 (2.0671) | Acc@1 53.906 (53.161) | Acc@5 74.219 (76.703)
[2021-03-14 12:58:45] TRAIN: [21][1560/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0087 (2.0679) | Acc@1 56.250 (53.151) | Acc@5 79.297 (76.690)
[2021-03-14 12:58:53] TRAIN: [21][1590/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9037 (2.0677) | Acc@1 55.469 (53.164) | Acc@5 78.906 (76.691)
[2021-03-14 12:59:02] TRAIN: [21][1620/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2949 (2.0675) | Acc@1 46.094 (53.165) | Acc@5 73.438 (76.699)
[2021-03-14 12:59:10] TRAIN: [21][1650/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0410 (2.0673) | Acc@1 55.469 (53.175) | Acc@5 76.562 (76.702)
[2021-03-14 12:59:19] TRAIN: [21][1680/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0124 (2.0679) | Acc@1 57.422 (53.180) | Acc@5 74.609 (76.686)
[2021-03-14 12:59:27] TRAIN: [21][1710/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0555 (2.0688) | Acc@1 53.906 (53.164) | Acc@5 77.734 (76.667)
[2021-03-14 12:59:36] TRAIN: [21][1740/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1398 (2.0685) | Acc@1 52.344 (53.163) | Acc@5 75.391 (76.674)
[2021-03-14 12:59:44] TRAIN: [21][1770/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0289 (2.0692) | Acc@1 53.516 (53.160) | Acc@5 76.953 (76.659)
[2021-03-14 12:59:53] TRAIN: [21][1800/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0090 (2.0688) | Acc@1 55.469 (53.175) | Acc@5 78.125 (76.668)
[2021-03-14 13:00:01] TRAIN: [21][1830/5004] | Time 0.297 ( 0.284) | Data 0.000 (0.001) | Loss 2.3806 (2.0690) | Acc@1 49.609 (53.177) | Acc@5 71.484 (76.664)
[2021-03-14 13:00:10] TRAIN: [21][1860/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1551 (2.0690) | Acc@1 54.297 (53.188) | Acc@5 75.781 (76.664)
[2021-03-14 13:00:18] TRAIN: [21][1890/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1642 (2.0689) | Acc@1 51.562 (53.187) | Acc@5 77.344 (76.660)
[2021-03-14 13:00:27] TRAIN: [21][1920/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9251 (2.0694) | Acc@1 55.859 (53.179) | Acc@5 79.688 (76.654)
[2021-03-14 13:00:35] TRAIN: [21][1950/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2843 (2.0700) | Acc@1 48.828 (53.164) | Acc@5 73.828 (76.636)
[2021-03-14 13:00:44] TRAIN: [21][1980/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1928 (2.0704) | Acc@1 50.391 (53.158) | Acc@5 73.828 (76.633)
[2021-03-14 13:00:52] TRAIN: [21][2010/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0044 (2.0702) | Acc@1 55.859 (53.158) | Acc@5 76.172 (76.637)
[2021-03-14 13:01:01] TRAIN: [21][2040/5004] | Time 0.351 ( 0.284) | Data 0.000 (0.001) | Loss 1.9831 (2.0706) | Acc@1 54.297 (53.147) | Acc@5 78.516 (76.632)
[2021-03-14 13:01:09] TRAIN: [21][2070/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.1096 (2.0709) | Acc@1 54.688 (53.143) | Acc@5 76.953 (76.633)
[2021-03-14 13:01:18] TRAIN: [21][2100/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1428 (2.0715) | Acc@1 48.438 (53.131) | Acc@5 76.172 (76.627)
[2021-03-14 13:01:26] TRAIN: [21][2130/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.8941 (2.0717) | Acc@1 55.469 (53.125) | Acc@5 78.906 (76.621)
[2021-03-14 13:01:35] TRAIN: [21][2160/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0159 (2.0731) | Acc@1 53.125 (53.099) | Acc@5 77.734 (76.598)
[2021-03-14 13:01:44] TRAIN: [21][2190/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1852 (2.0728) | Acc@1 51.172 (53.106) | Acc@5 75.781 (76.601)
[2021-03-14 13:01:52] TRAIN: [21][2220/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3389 (2.0728) | Acc@1 48.047 (53.105) | Acc@5 72.266 (76.603)
[2021-03-14 13:02:00] TRAIN: [21][2250/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1400 (2.0735) | Acc@1 51.562 (53.091) | Acc@5 75.000 (76.592)
[2021-03-14 13:02:09] TRAIN: [21][2280/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0267 (2.0738) | Acc@1 51.953 (53.092) | Acc@5 74.609 (76.581)
[2021-03-14 13:02:17] TRAIN: [21][2310/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9657 (2.0736) | Acc@1 58.984 (53.101) | Acc@5 76.953 (76.587)
[2021-03-14 13:02:26] TRAIN: [21][2340/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1843 (2.0732) | Acc@1 55.078 (53.098) | Acc@5 75.000 (76.591)
[2021-03-14 13:02:35] TRAIN: [21][2370/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.1686 (2.0734) | Acc@1 52.344 (53.102) | Acc@5 73.438 (76.587)
[2021-03-14 13:02:43] TRAIN: [21][2400/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2931 (2.0737) | Acc@1 53.125 (53.102) | Acc@5 72.656 (76.581)
[2021-03-14 13:02:52] TRAIN: [21][2430/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2402 (2.0735) | Acc@1 50.391 (53.106) | Acc@5 75.781 (76.589)
[2021-03-14 13:03:00] TRAIN: [21][2460/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9455 (2.0741) | Acc@1 55.859 (53.093) | Acc@5 79.688 (76.581)
[2021-03-14 13:03:09] TRAIN: [21][2490/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0580 (2.0744) | Acc@1 51.172 (53.084) | Acc@5 77.344 (76.573)
[2021-03-14 13:03:17] TRAIN: [21][2520/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.9717 (2.0742) | Acc@1 55.469 (53.095) | Acc@5 77.344 (76.576)
[2021-03-14 13:03:26] TRAIN: [21][2550/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.8453 (2.0741) | Acc@1 55.859 (53.096) | Acc@5 78.516 (76.575)
[2021-03-14 13:03:34] TRAIN: [21][2580/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9151 (2.0740) | Acc@1 57.422 (53.098) | Acc@5 80.469 (76.584)
[2021-03-14 13:03:43] TRAIN: [21][2610/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9504 (2.0742) | Acc@1 55.078 (53.097) | Acc@5 78.125 (76.577)
[2021-03-14 13:03:51] TRAIN: [21][2640/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0215 (2.0739) | Acc@1 53.906 (53.105) | Acc@5 78.516 (76.581)
[2021-03-14 13:04:00] TRAIN: [21][2670/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0174 (2.0742) | Acc@1 55.469 (53.099) | Acc@5 76.562 (76.576)
[2021-03-14 13:04:08] TRAIN: [21][2700/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9191 (2.0747) | Acc@1 53.906 (53.095) | Acc@5 83.594 (76.570)
[2021-03-14 13:04:16] TRAIN: [21][2730/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0115 (2.0752) | Acc@1 54.297 (53.087) | Acc@5 79.688 (76.564)
[2021-03-14 13:04:25] TRAIN: [21][2760/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.2945 (2.0752) | Acc@1 47.266 (53.094) | Acc@5 75.391 (76.567)
[2021-03-14 13:04:33] TRAIN: [21][2790/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0230 (2.0757) | Acc@1 51.172 (53.087) | Acc@5 75.781 (76.554)
[2021-03-14 13:04:42] TRAIN: [21][2820/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.3067 (2.0761) | Acc@1 51.953 (53.081) | Acc@5 74.219 (76.549)
[2021-03-14 13:04:50] TRAIN: [21][2850/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2501 (2.0765) | Acc@1 51.953 (53.073) | Acc@5 73.047 (76.542)
[2021-03-14 13:04:59] TRAIN: [21][2880/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0714 (2.0763) | Acc@1 53.125 (53.076) | Acc@5 78.125 (76.550)
[2021-03-14 13:05:07] TRAIN: [21][2910/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9876 (2.0761) | Acc@1 55.469 (53.075) | Acc@5 77.344 (76.554)
[2021-03-14 13:05:16] TRAIN: [21][2940/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1218 (2.0762) | Acc@1 50.391 (53.071) | Acc@5 72.656 (76.550)
[2021-03-14 13:05:25] TRAIN: [21][2970/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2106 (2.0767) | Acc@1 48.828 (53.058) | Acc@5 74.219 (76.545)
[2021-03-14 13:05:33] TRAIN: [21][3000/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.1515 (2.0773) | Acc@1 50.000 (53.046) | Acc@5 75.391 (76.538)
[2021-03-14 13:05:41] TRAIN: [21][3030/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0833 (2.0771) | Acc@1 53.516 (53.054) | Acc@5 78.516 (76.539)
[2021-03-14 13:05:50] TRAIN: [21][3060/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4427 (2.0771) | Acc@1 48.047 (53.056) | Acc@5 71.484 (76.539)
[2021-03-14 13:05:59] TRAIN: [21][3090/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2092 (2.0770) | Acc@1 52.344 (53.060) | Acc@5 73.828 (76.537)
[2021-03-14 13:06:07] TRAIN: [21][3120/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1830 (2.0775) | Acc@1 50.000 (53.056) | Acc@5 76.172 (76.530)
[2021-03-14 13:06:16] TRAIN: [21][3150/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2136 (2.0783) | Acc@1 47.656 (53.045) | Acc@5 75.391 (76.526)
[2021-03-14 13:06:24] TRAIN: [21][3180/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3636 (2.0784) | Acc@1 49.609 (53.043) | Acc@5 73.828 (76.523)
[2021-03-14 13:06:33] TRAIN: [21][3210/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.0098 (2.0785) | Acc@1 50.781 (53.045) | Acc@5 80.078 (76.527)
[2021-03-14 13:06:41] TRAIN: [21][3240/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0688 (2.0784) | Acc@1 54.297 (53.049) | Acc@5 77.734 (76.528)
[2021-03-14 13:06:50] TRAIN: [21][3270/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.2630 (2.0785) | Acc@1 52.344 (53.049) | Acc@5 73.438 (76.526)
[2021-03-14 13:06:58] TRAIN: [21][3300/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9946 (2.0787) | Acc@1 53.125 (53.045) | Acc@5 81.250 (76.524)
[2021-03-14 13:07:07] TRAIN: [21][3330/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.1536 (2.0787) | Acc@1 52.344 (53.049) | Acc@5 75.000 (76.523)
[2021-03-14 13:07:15] TRAIN: [21][3360/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.3718 (2.0787) | Acc@1 44.922 (53.050) | Acc@5 69.531 (76.526)
[2021-03-14 13:07:24] TRAIN: [21][3390/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1395 (2.0791) | Acc@1 50.000 (53.044) | Acc@5 76.172 (76.519)
[2021-03-14 13:07:32] TRAIN: [21][3420/5004] | Time 0.306 ( 0.284) | Data 0.001 (0.001) | Loss 2.0896 (2.0790) | Acc@1 52.344 (53.047) | Acc@5 79.297 (76.522)
[2021-03-14 13:07:41] TRAIN: [21][3450/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2360 (2.0793) | Acc@1 51.562 (53.038) | Acc@5 77.344 (76.517)
[2021-03-14 13:07:49] TRAIN: [21][3480/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0249 (2.0795) | Acc@1 56.250 (53.035) | Acc@5 74.219 (76.513)
[2021-03-14 13:07:58] TRAIN: [21][3510/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0746 (2.0799) | Acc@1 54.297 (53.027) | Acc@5 74.609 (76.506)
[2021-03-14 13:08:06] TRAIN: [21][3540/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.2645 (2.0801) | Acc@1 50.000 (53.023) | Acc@5 71.094 (76.500)
[2021-03-14 13:08:15] TRAIN: [21][3570/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1993 (2.0803) | Acc@1 47.656 (53.019) | Acc@5 73.438 (76.500)
[2021-03-14 13:08:23] TRAIN: [21][3600/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3032 (2.0800) | Acc@1 49.219 (53.024) | Acc@5 73.438 (76.506)
[2021-03-14 13:08:32] TRAIN: [21][3630/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3135 (2.0805) | Acc@1 48.828 (53.018) | Acc@5 71.484 (76.494)
[2021-03-14 13:08:40] TRAIN: [21][3660/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.3381 (2.0810) | Acc@1 50.781 (53.011) | Acc@5 69.531 (76.489)
[2021-03-14 13:08:49] TRAIN: [21][3690/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0779 (2.0811) | Acc@1 56.641 (53.004) | Acc@5 78.125 (76.482)
[2021-03-14 13:08:57] TRAIN: [21][3720/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1280 (2.0815) | Acc@1 54.688 (53.000) | Acc@5 76.953 (76.478)
[2021-03-14 13:09:06] TRAIN: [21][3750/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.3911 (2.0811) | Acc@1 44.531 (53.004) | Acc@5 70.312 (76.484)
[2021-03-14 13:09:14] TRAIN: [21][3780/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0537 (2.0815) | Acc@1 57.031 (53.001) | Acc@5 78.125 (76.475)
[2021-03-14 13:09:23] TRAIN: [21][3810/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2248 (2.0817) | Acc@1 52.344 (52.998) | Acc@5 75.781 (76.475)
[2021-03-14 13:09:31] TRAIN: [21][3840/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2483 (2.0819) | Acc@1 50.781 (52.997) | Acc@5 73.828 (76.475)
[2021-03-14 13:09:40] TRAIN: [21][3870/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9290 (2.0823) | Acc@1 55.078 (52.989) | Acc@5 76.953 (76.469)
[2021-03-14 13:09:48] TRAIN: [21][3900/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0764 (2.0824) | Acc@1 50.781 (52.985) | Acc@5 76.562 (76.466)
[2021-03-14 13:09:57] TRAIN: [21][3930/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0699 (2.0826) | Acc@1 50.781 (52.978) | Acc@5 75.781 (76.465)
[2021-03-14 13:10:05] TRAIN: [21][3960/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0827 (2.0827) | Acc@1 54.297 (52.981) | Acc@5 75.000 (76.460)
[2021-03-14 13:10:14] TRAIN: [21][3990/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1918 (2.0827) | Acc@1 51.562 (52.986) | Acc@5 76.562 (76.459)
[2021-03-14 13:10:22] TRAIN: [21][4020/5004] | Time 0.324 ( 0.284) | Data 0.000 (0.001) | Loss 2.1097 (2.0828) | Acc@1 51.172 (52.983) | Acc@5 76.562 (76.456)
[2021-03-14 13:10:31] TRAIN: [21][4050/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.7497 (2.0832) | Acc@1 58.203 (52.975) | Acc@5 82.422 (76.450)
[2021-03-14 13:10:39] TRAIN: [21][4080/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2900 (2.0834) | Acc@1 50.781 (52.969) | Acc@5 74.609 (76.449)
[2021-03-14 13:10:48] TRAIN: [21][4110/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.8550 (2.0834) | Acc@1 57.422 (52.970) | Acc@5 80.859 (76.449)
[2021-03-14 13:10:56] TRAIN: [21][4140/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.9413 (2.0837) | Acc@1 53.906 (52.962) | Acc@5 80.469 (76.447)
[2021-03-14 13:11:05] TRAIN: [21][4170/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9867 (2.0836) | Acc@1 52.344 (52.968) | Acc@5 78.125 (76.448)
[2021-03-14 13:11:13] TRAIN: [21][4200/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2579 (2.0837) | Acc@1 48.438 (52.964) | Acc@5 73.828 (76.446)
[2021-03-14 13:11:22] TRAIN: [21][4230/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1008 (2.0836) | Acc@1 50.000 (52.965) | Acc@5 75.000 (76.446)
[2021-03-14 13:11:30] TRAIN: [21][4260/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.001) | Loss 2.1486 (2.0839) | Acc@1 50.781 (52.960) | Acc@5 73.828 (76.439)
[2021-03-14 13:11:39] TRAIN: [21][4290/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.8634 (2.0843) | Acc@1 55.859 (52.955) | Acc@5 79.688 (76.431)
[2021-03-14 13:11:47] TRAIN: [21][4320/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1326 (2.0845) | Acc@1 53.516 (52.951) | Acc@5 75.781 (76.428)
[2021-03-14 13:11:56] TRAIN: [21][4350/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0603 (2.0846) | Acc@1 52.344 (52.946) | Acc@5 74.609 (76.427)
[2021-03-14 13:12:04] TRAIN: [21][4380/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0159 (2.0850) | Acc@1 52.734 (52.938) | Acc@5 75.000 (76.424)
[2021-03-14 13:12:13] TRAIN: [21][4410/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2402 (2.0850) | Acc@1 47.656 (52.937) | Acc@5 73.828 (76.421)
[2021-03-14 13:12:21] TRAIN: [21][4440/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2638 (2.0853) | Acc@1 52.344 (52.930) | Acc@5 72.656 (76.417)
[2021-03-14 13:12:30] TRAIN: [21][4470/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.4769 (2.0856) | Acc@1 48.438 (52.927) | Acc@5 71.875 (76.414)
[2021-03-14 13:12:38] TRAIN: [21][4500/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1385 (2.0859) | Acc@1 53.125 (52.921) | Acc@5 77.344 (76.411)
[2021-03-14 13:12:47] TRAIN: [21][4530/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.1291 (2.0858) | Acc@1 54.688 (52.918) | Acc@5 76.172 (76.418)
[2021-03-14 13:12:55] TRAIN: [21][4560/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1459 (2.0860) | Acc@1 54.297 (52.913) | Acc@5 75.391 (76.416)
[2021-03-14 13:13:04] TRAIN: [21][4590/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0529 (2.0862) | Acc@1 52.734 (52.911) | Acc@5 77.344 (76.413)
[2021-03-14 13:13:12] TRAIN: [21][4620/5004] | Time 0.304 ( 0.284) | Data 0.000 (0.001) | Loss 2.1545 (2.0864) | Acc@1 53.516 (52.909) | Acc@5 76.562 (76.411)
[2021-03-14 13:13:21] TRAIN: [21][4650/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9954 (2.0864) | Acc@1 53.516 (52.909) | Acc@5 77.344 (76.414)
[2021-03-14 13:13:29] TRAIN: [21][4680/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0129 (2.0867) | Acc@1 57.812 (52.903) | Acc@5 77.734 (76.409)
[2021-03-14 13:13:38] TRAIN: [21][4710/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0429 (2.0868) | Acc@1 50.781 (52.905) | Acc@5 76.562 (76.407)
[2021-03-14 13:13:46] TRAIN: [21][4740/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.9405 (2.0867) | Acc@1 54.297 (52.908) | Acc@5 77.344 (76.409)
[2021-03-14 13:13:55] TRAIN: [21][4770/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0666 (2.0867) | Acc@1 51.953 (52.909) | Acc@5 73.828 (76.406)
[2021-03-14 13:14:03] TRAIN: [21][4800/5004] | Time 0.274 ( 0.284) | Data 0.000 (0.001) | Loss 2.1958 (2.0869) | Acc@1 51.562 (52.907) | Acc@5 77.344 (76.404)
[2021-03-14 13:14:12] TRAIN: [21][4830/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.8839 (2.0871) | Acc@1 53.125 (52.904) | Acc@5 81.641 (76.401)
[2021-03-14 13:14:21] TRAIN: [21][4860/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0387 (2.0870) | Acc@1 52.344 (52.903) | Acc@5 76.953 (76.403)
[2021-03-14 13:14:29] TRAIN: [21][4890/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1099 (2.0873) | Acc@1 57.812 (52.897) | Acc@5 79.297 (76.400)
[2021-03-14 13:14:38] TRAIN: [21][4920/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0504 (2.0871) | Acc@1 59.375 (52.905) | Acc@5 75.000 (76.402)
[2021-03-14 13:14:46] TRAIN: [21][4950/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.3656 (2.0875) | Acc@1 47.656 (52.897) | Acc@5 75.000 (76.396)
[2021-03-14 13:14:55] TRAIN: [21][4980/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1857 (2.0874) | Acc@1 49.219 (52.894) | Acc@5 75.781 (76.393)
[2021-03-14 13:15:02] TRAIN: [21][5004/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.1341 (2.0876) | Acc@1 54.688 (52.894) | Acc@5 75.000 (76.391)
[2021-03-14 13:15:14] VAL: [10/32] | Time 0.593 ( 1.241) | Data 0.000 (0.675) | Loss 1.8760 (1.8321) | Acc@1 55.688 (56.756) | Acc@5 79.750 (80.638)
[2021-03-14 13:15:23] VAL: [20/32] | Time 0.654 ( 1.042) | Data 0.000 (0.471) | Loss 1.8023 (1.8369) | Acc@1 56.375 (56.784) | Acc@5 82.438 (80.828)
[2021-03-14 13:15:32] VAL: [30/32] | Time 0.513 ( 0.997) | Data 0.000 (0.437) | Loss 1.8360 (1.8290) | Acc@1 56.875 (56.877) | Acc@5 81.438 (81.029)
[2021-03-14 13:15:33] VAL: [32/32] | Time 0.247 ( 0.959) | Data 0.000 (0.410) | Loss 1.8114 (1.8311) | Acc@1 58.250 (56.878) | Acc@5 81.000 (81.000)
[2021-03-14 13:15:33] ACCURACY: TOP1 56.878(BEST 57.570) | TOP5 81.000 | SAVED botnet50-wd5/checkpoints/ckpt_ep_021.pth.tar
[2021-03-14 13:15:33] CURRENT EPOCH: 22, LR: 0.1790, POLICY: cos
[2021-03-14 13:15:42] TRAIN: [22][ 30/5004] | Time 0.277 ( 0.304) | Data 0.000 (0.026) | Loss 1.9230 (2.0195) | Acc@1 55.859 (54.336) | Acc@5 78.125 (77.266)
[2021-03-14 13:15:51] TRAIN: [22][ 60/5004] | Time 0.283 ( 0.294) | Data 0.000 (0.013) | Loss 1.8423 (2.0138) | Acc@1 56.250 (54.310) | Acc@5 80.078 (77.507)
[2021-03-14 13:15:59] TRAIN: [22][ 90/5004] | Time 0.280 ( 0.290) | Data 0.000 (0.009) | Loss 2.4986 (2.0171) | Acc@1 47.266 (54.497) | Acc@5 70.703 (77.461)
[2021-03-14 13:16:08] TRAIN: [22][ 120/5004] | Time 0.281 ( 0.288) | Data 0.000 (0.007) | Loss 2.0036 (2.0129) | Acc@1 53.516 (54.489) | Acc@5 78.125 (77.604)
[2021-03-14 13:16:16] TRAIN: [22][ 150/5004] | Time 0.290 ( 0.287) | Data 0.000 (0.006) | Loss 2.0523 (2.0128) | Acc@1 50.781 (54.438) | Acc@5 81.641 (77.625)
[2021-03-14 13:16:25] TRAIN: [22][ 180/5004] | Time 0.273 ( 0.286) | Data 0.000 (0.005) | Loss 2.2359 (2.0219) | Acc@1 48.047 (54.208) | Acc@5 72.656 (77.413)
[2021-03-14 13:16:33] TRAIN: [22][ 210/5004] | Time 0.304 ( 0.286) | Data 0.000 (0.004) | Loss 1.9209 (2.0235) | Acc@1 56.250 (54.144) | Acc@5 77.344 (77.385)
[2021-03-14 13:16:42] TRAIN: [22][ 240/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.004) | Loss 1.8948 (2.0239) | Acc@1 58.594 (54.189) | Acc@5 78.125 (77.344)
[2021-03-14 13:16:50] TRAIN: [22][ 270/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.003) | Loss 1.8921 (2.0214) | Acc@1 56.250 (54.180) | Acc@5 78.516 (77.396)
[2021-03-14 13:16:59] TRAIN: [22][ 300/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.003) | Loss 2.0329 (2.0289) | Acc@1 55.469 (54.025) | Acc@5 78.906 (77.333)
[2021-03-14 13:17:07] TRAIN: [22][ 330/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.003) | Loss 2.0538 (2.0247) | Acc@1 57.031 (54.106) | Acc@5 77.734 (77.414)
[2021-03-14 13:17:16] TRAIN: [22][ 360/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.003) | Loss 1.8950 (2.0260) | Acc@1 59.375 (54.113) | Acc@5 76.953 (77.394)
[2021-03-14 13:17:24] TRAIN: [22][ 390/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.002) | Loss 2.2083 (2.0269) | Acc@1 47.656 (54.109) | Acc@5 77.344 (77.389)
[2021-03-14 13:17:33] TRAIN: [22][ 420/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.002) | Loss 2.2232 (2.0296) | Acc@1 50.000 (54.064) | Acc@5 73.047 (77.328)
[2021-03-14 13:17:41] TRAIN: [22][ 450/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.002) | Loss 1.8009 (2.0331) | Acc@1 57.422 (53.958) | Acc@5 82.031 (77.260)
[2021-03-14 13:17:50] TRAIN: [22][ 480/5004] | Time 0.295 ( 0.285) | Data 0.000 (0.002) | Loss 2.1232 (2.0332) | Acc@1 48.438 (53.928) | Acc@5 75.781 (77.236)
[2021-03-14 13:17:58] TRAIN: [22][ 510/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.002) | Loss 2.0191 (2.0361) | Acc@1 55.859 (53.905) | Acc@5 78.906 (77.211)
[2021-03-14 13:18:07] TRAIN: [22][ 540/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.002) | Loss 2.0002 (2.0378) | Acc@1 54.688 (53.893) | Acc@5 78.516 (77.181)
[2021-03-14 13:18:15] TRAIN: [22][ 570/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.002) | Loss 1.9578 (2.0400) | Acc@1 57.031 (53.867) | Acc@5 78.906 (77.141)
[2021-03-14 13:18:24] TRAIN: [22][ 600/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.002) | Loss 2.1320 (2.0404) | Acc@1 51.172 (53.816) | Acc@5 75.781 (77.127)
[2021-03-14 13:18:32] TRAIN: [22][ 630/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.002) | Loss 2.0280 (2.0387) | Acc@1 50.391 (53.855) | Acc@5 76.172 (77.146)
[2021-03-14 13:18:41] TRAIN: [22][ 660/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.002) | Loss 1.9811 (2.0385) | Acc@1 51.172 (53.830) | Acc@5 76.172 (77.140)
[2021-03-14 13:18:49] TRAIN: [22][ 690/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.002) | Loss 2.0333 (2.0403) | Acc@1 55.078 (53.788) | Acc@5 75.000 (77.135)
[2021-03-14 13:18:58] TRAIN: [22][ 720/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0970 (2.0408) | Acc@1 53.125 (53.762) | Acc@5 76.953 (77.135)
[2021-03-14 13:19:06] TRAIN: [22][ 750/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.0352 (2.0433) | Acc@1 56.250 (53.721) | Acc@5 75.391 (77.109)
[2021-03-14 13:19:15] TRAIN: [22][ 780/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2534 (2.0445) | Acc@1 47.266 (53.713) | Acc@5 74.609 (77.080)
[2021-03-14 13:19:23] TRAIN: [22][ 810/5004] | Time 0.310 ( 0.284) | Data 0.000 (0.001) | Loss 2.3086 (2.0442) | Acc@1 50.000 (53.707) | Acc@5 74.609 (77.082)
[2021-03-14 13:19:32] TRAIN: [22][ 840/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0275 (2.0446) | Acc@1 49.609 (53.704) | Acc@5 77.344 (77.076)
[2021-03-14 13:19:40] TRAIN: [22][ 870/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.0376 (2.0446) | Acc@1 50.781 (53.710) | Acc@5 76.562 (77.076)
[2021-03-14 13:19:49] TRAIN: [22][ 900/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.8501 (2.0442) | Acc@1 57.031 (53.722) | Acc@5 79.297 (77.077)
[2021-03-14 13:19:57] TRAIN: [22][ 930/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1711 (2.0461) | Acc@1 49.609 (53.712) | Acc@5 75.000 (77.051)
[2021-03-14 13:20:06] TRAIN: [22][ 960/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0350 (2.0464) | Acc@1 55.078 (53.700) | Acc@5 77.734 (77.045)
[2021-03-14 13:20:14] TRAIN: [22][ 990/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9174 (2.0458) | Acc@1 60.156 (53.714) | Acc@5 76.953 (77.053)
[2021-03-14 13:20:23] TRAIN: [22][1020/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1503 (2.0451) | Acc@1 48.828 (53.723) | Acc@5 73.438 (77.062)
[2021-03-14 13:20:32] TRAIN: [22][1050/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.9661 (2.0464) | Acc@1 58.203 (53.687) | Acc@5 77.344 (77.028)
[2021-03-14 13:20:40] TRAIN: [22][1080/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.9615 (2.0473) | Acc@1 57.031 (53.662) | Acc@5 77.734 (77.020)
[2021-03-14 13:20:49] TRAIN: [22][1110/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2405 (2.0476) | Acc@1 51.562 (53.644) | Acc@5 74.219 (77.018)
[2021-03-14 13:20:57] TRAIN: [22][1140/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9099 (2.0475) | Acc@1 55.469 (53.656) | Acc@5 80.859 (77.016)
[2021-03-14 13:21:06] TRAIN: [22][1170/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.8531 (2.0483) | Acc@1 55.078 (53.633) | Acc@5 79.688 (77.001)
[2021-03-14 13:21:14] TRAIN: [22][1200/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9431 (2.0493) | Acc@1 52.734 (53.626) | Acc@5 80.078 (76.988)
[2021-03-14 13:21:23] TRAIN: [22][1230/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1072 (2.0495) | Acc@1 51.172 (53.612) | Acc@5 76.953 (76.995)
[2021-03-14 13:21:31] TRAIN: [22][1260/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 2.0585 (2.0501) | Acc@1 49.219 (53.597) | Acc@5 79.688 (77.001)
[2021-03-14 13:21:40] TRAIN: [22][1290/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.8234 (2.0508) | Acc@1 57.031 (53.580) | Acc@5 80.859 (76.993)
[2021-03-14 13:21:48] TRAIN: [22][1320/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.2055 (2.0521) | Acc@1 50.000 (53.555) | Acc@5 74.219 (76.970)
[2021-03-14 13:21:57] TRAIN: [22][1350/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1024 (2.0529) | Acc@1 52.344 (53.545) | Acc@5 75.781 (76.943)
[2021-03-14 13:22:05] TRAIN: [22][1380/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0105 (2.0528) | Acc@1 57.031 (53.544) | Acc@5 78.125 (76.951)
[2021-03-14 13:22:14] TRAIN: [22][1410/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.1661 (2.0520) | Acc@1 50.781 (53.569) | Acc@5 73.047 (76.965)
[2021-03-14 13:22:22] TRAIN: [22][1440/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9596 (2.0521) | Acc@1 57.812 (53.559) | Acc@5 77.734 (76.957)
[2021-03-14 13:22:31] TRAIN: [22][1470/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0713 (2.0532) | Acc@1 53.125 (53.549) | Acc@5 75.781 (76.928)
[2021-03-14 13:22:40] TRAIN: [22][1500/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.2818 (2.0534) | Acc@1 47.266 (53.546) | Acc@5 75.000 (76.923)
[2021-03-14 13:22:48] TRAIN: [22][1530/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.8908 (2.0536) | Acc@1 55.469 (53.539) | Acc@5 78.906 (76.917)
[2021-03-14 13:22:57] TRAIN: [22][1560/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1698 (2.0533) | Acc@1 52.734 (53.551) | Acc@5 73.047 (76.914)
[2021-03-14 13:23:05] TRAIN: [22][1590/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.0330 (2.0541) | Acc@1 55.859 (53.533) | Acc@5 78.516 (76.901)
[2021-03-14 13:23:14] TRAIN: [22][1620/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0119 (2.0541) | Acc@1 53.906 (53.524) | Acc@5 77.344 (76.902)
[2021-03-14 13:23:22] TRAIN: [22][1650/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.001) | Loss 1.9058 (2.0544) | Acc@1 57.422 (53.526) | Acc@5 77.734 (76.895)
[2021-03-14 13:23:31] TRAIN: [22][1680/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 1.9091 (2.0549) | Acc@1 54.688 (53.513) | Acc@5 80.859 (76.885)
[2021-03-14 13:23:39] TRAIN: [22][1710/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1027 (2.0557) | Acc@1 53.906 (53.506) | Acc@5 75.781 (76.874)
[2021-03-14 13:23:48] TRAIN: [22][1740/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.1694 (2.0555) | Acc@1 49.609 (53.515) | Acc@5 75.391 (76.871)
[2021-03-14 13:23:57] TRAIN: [22][1770/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0861 (2.0558) | Acc@1 52.344 (53.502) | Acc@5 73.828 (76.870)
[2021-03-14 13:24:05] TRAIN: [22][1800/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9170 (2.0556) | Acc@1 56.641 (53.506) | Acc@5 79.688 (76.870)
[2021-03-14 13:24:14] TRAIN: [22][1830/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2028 (2.0559) | Acc@1 49.219 (53.495) | Acc@5 75.391 (76.860)
[2021-03-14 13:24:22] TRAIN: [22][1860/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0478 (2.0558) | Acc@1 55.078 (53.496) | Acc@5 76.172 (76.866)
[2021-03-14 13:24:31] TRAIN: [22][1890/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9962 (2.0560) | Acc@1 53.906 (53.494) | Acc@5 77.734 (76.858)
[2021-03-14 13:24:39] TRAIN: [22][1920/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9248 (2.0562) | Acc@1 53.906 (53.491) | Acc@5 77.734 (76.855)
[2021-03-14 13:24:48] TRAIN: [22][1950/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.7765 (2.0564) | Acc@1 60.156 (53.495) | Acc@5 78.516 (76.849)
[2021-03-14 13:24:56] TRAIN: [22][1980/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.8906 (2.0566) | Acc@1 53.906 (53.486) | Acc@5 78.906 (76.846)
[2021-03-14 13:25:05] TRAIN: [22][2010/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1280 (2.0572) | Acc@1 53.516 (53.482) | Acc@5 77.734 (76.833)
[2021-03-14 13:25:13] TRAIN: [22][2040/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3439 (2.0578) | Acc@1 47.656 (53.471) | Acc@5 74.219 (76.824)
[2021-03-14 13:25:22] TRAIN: [22][2070/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.0994 (2.0581) | Acc@1 53.516 (53.463) | Acc@5 75.781 (76.823)
[2021-03-14 13:25:30] TRAIN: [22][2100/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.2154 (2.0579) | Acc@1 51.562 (53.467) | Acc@5 75.000 (76.824)
[2021-03-14 13:25:39] TRAIN: [22][2130/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2028 (2.0586) | Acc@1 50.781 (53.454) | Acc@5 75.391 (76.818)
[2021-03-14 13:25:47] TRAIN: [22][2160/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 1.9794 (2.0589) | Acc@1 57.031 (53.458) | Acc@5 79.297 (76.814)
[2021-03-14 13:25:56] TRAIN: [22][2190/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1182 (2.0585) | Acc@1 51.172 (53.469) | Acc@5 73.828 (76.825)
[2021-03-14 13:26:05] TRAIN: [22][2220/5004] | Time 0.315 ( 0.284) | Data 0.004 (0.001) | Loss 2.0403 (2.0588) | Acc@1 50.781 (53.459) | Acc@5 77.734 (76.821)
[2021-03-14 13:26:13] TRAIN: [22][2250/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1384 (2.0589) | Acc@1 51.562 (53.455) | Acc@5 76.953 (76.822)
[2021-03-14 13:26:22] TRAIN: [22][2280/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1256 (2.0594) | Acc@1 51.172 (53.441) | Acc@5 76.953 (76.822)
[2021-03-14 13:26:30] TRAIN: [22][2310/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0401 (2.0599) | Acc@1 55.859 (53.440) | Acc@5 77.344 (76.821)
[2021-03-14 13:26:39] TRAIN: [22][2340/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.0876 (2.0595) | Acc@1 49.609 (53.438) | Acc@5 77.344 (76.825)
[2021-03-14 13:26:47] TRAIN: [22][2370/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0285 (2.0606) | Acc@1 55.859 (53.422) | Acc@5 78.125 (76.813)
[2021-03-14 13:26:56] TRAIN: [22][2400/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0445 (2.0608) | Acc@1 53.125 (53.421) | Acc@5 79.297 (76.809)
[2021-03-14 13:27:04] TRAIN: [22][2430/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0267 (2.0612) | Acc@1 53.125 (53.416) | Acc@5 76.172 (76.804)
[2021-03-14 13:27:13] TRAIN: [22][2460/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0198 (2.0616) | Acc@1 53.125 (53.412) | Acc@5 79.297 (76.797)
[2021-03-14 13:27:21] TRAIN: [22][2490/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2005 (2.0615) | Acc@1 50.000 (53.420) | Acc@5 75.000 (76.795)
[2021-03-14 13:27:30] TRAIN: [22][2520/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.0513 (2.0619) | Acc@1 50.781 (53.410) | Acc@5 77.734 (76.789)
[2021-03-14 13:27:38] TRAIN: [22][2550/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0128 (2.0619) | Acc@1 54.688 (53.418) | Acc@5 78.125 (76.790)
[2021-03-14 13:27:47] TRAIN: [22][2580/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0892 (2.0617) | Acc@1 49.609 (53.417) | Acc@5 76.172 (76.795)
[2021-03-14 13:27:55] TRAIN: [22][2610/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.8003 (2.0619) | Acc@1 60.547 (53.417) | Acc@5 79.297 (76.793)
[2021-03-14 13:28:04] TRAIN: [22][2640/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0639 (2.0624) | Acc@1 53.906 (53.411) | Acc@5 78.906 (76.789)
[2021-03-14 13:28:12] TRAIN: [22][2670/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 1.9423 (2.0623) | Acc@1 58.203 (53.411) | Acc@5 80.469 (76.788)
[2021-03-14 13:28:21] TRAIN: [22][2700/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1954 (2.0623) | Acc@1 49.609 (53.406) | Acc@5 76.953 (76.791)
[2021-03-14 13:28:29] TRAIN: [22][2730/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9873 (2.0625) | Acc@1 55.078 (53.399) | Acc@5 77.344 (76.783)
[2021-03-14 13:28:38] TRAIN: [22][2760/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9462 (2.0627) | Acc@1 58.984 (53.398) | Acc@5 78.516 (76.783)
[2021-03-14 13:28:46] TRAIN: [22][2790/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0633 (2.0629) | Acc@1 53.516 (53.390) | Acc@5 75.781 (76.782)
[2021-03-14 13:28:55] TRAIN: [22][2820/5004] | Time 0.304 ( 0.284) | Data 0.000 (0.001) | Loss 1.8607 (2.0635) | Acc@1 56.250 (53.386) | Acc@5 80.469 (76.770)
[2021-03-14 13:29:03] TRAIN: [22][2850/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.1649 (2.0637) | Acc@1 52.344 (53.382) | Acc@5 73.828 (76.767)
[2021-03-14 13:29:12] TRAIN: [22][2880/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3126 (2.0638) | Acc@1 50.000 (53.382) | Acc@5 73.047 (76.766)
[2021-03-14 13:29:20] TRAIN: [22][2910/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0019 (2.0637) | Acc@1 55.078 (53.383) | Acc@5 76.562 (76.772)
[2021-03-14 13:29:29] TRAIN: [22][2940/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0701 (2.0640) | Acc@1 53.516 (53.378) | Acc@5 78.516 (76.765)
[2021-03-14 13:29:37] TRAIN: [22][2970/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0397 (2.0638) | Acc@1 51.172 (53.378) | Acc@5 76.953 (76.768)
[2021-03-14 13:29:46] TRAIN: [22][3000/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1014 (2.0637) | Acc@1 51.562 (53.382) | Acc@5 76.562 (76.772)
[2021-03-14 13:29:54] TRAIN: [22][3030/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.2087 (2.0642) | Acc@1 51.562 (53.374) | Acc@5 75.000 (76.764)
[2021-03-14 13:30:03] TRAIN: [22][3060/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.0344 (2.0640) | Acc@1 54.297 (53.374) | Acc@5 75.781 (76.775)
[2021-03-14 13:30:11] TRAIN: [22][3090/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0197 (2.0640) | Acc@1 53.125 (53.368) | Acc@5 78.125 (76.783)
[2021-03-14 13:30:20] TRAIN: [22][3120/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.4472 (2.0641) | Acc@1 42.188 (53.362) | Acc@5 72.266 (76.786)
[2021-03-14 13:30:29] TRAIN: [22][3150/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.8895 (2.0644) | Acc@1 58.203 (53.358) | Acc@5 78.516 (76.782)
[2021-03-14 13:30:37] TRAIN: [22][3180/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2912 (2.0649) | Acc@1 47.656 (53.345) | Acc@5 73.047 (76.775)
[2021-03-14 13:30:46] TRAIN: [22][3210/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.1909 (2.0652) | Acc@1 51.562 (53.337) | Acc@5 75.391 (76.769)
[2021-03-14 13:30:54] TRAIN: [22][3240/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1424 (2.0655) | Acc@1 55.078 (53.328) | Acc@5 76.562 (76.767)
[2021-03-14 13:31:03] TRAIN: [22][3270/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0496 (2.0654) | Acc@1 55.859 (53.333) | Acc@5 76.172 (76.769)
[2021-03-14 13:31:11] TRAIN: [22][3300/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2218 (2.0658) | Acc@1 49.219 (53.322) | Acc@5 73.047 (76.759)
[2021-03-14 13:31:20] TRAIN: [22][3330/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0840 (2.0661) | Acc@1 50.391 (53.315) | Acc@5 76.953 (76.752)
[2021-03-14 13:31:28] TRAIN: [22][3360/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 1.9714 (2.0664) | Acc@1 57.422 (53.318) | Acc@5 76.953 (76.744)
[2021-03-14 13:31:37] TRAIN: [22][3390/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0313 (2.0663) | Acc@1 55.078 (53.317) | Acc@5 76.172 (76.749)
[2021-03-14 13:31:45] TRAIN: [22][3420/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1402 (2.0664) | Acc@1 52.344 (53.312) | Acc@5 75.391 (76.745)
[2021-03-14 13:31:54] TRAIN: [22][3450/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1204 (2.0665) | Acc@1 53.125 (53.309) | Acc@5 76.172 (76.747)
[2021-03-14 13:32:02] TRAIN: [22][3480/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9843 (2.0665) | Acc@1 55.469 (53.305) | Acc@5 76.172 (76.746)
[2021-03-14 13:32:11] TRAIN: [22][3510/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.0549 (2.0668) | Acc@1 49.219 (53.297) | Acc@5 78.516 (76.739)
[2021-03-14 13:32:19] TRAIN: [22][3540/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1375 (2.0671) | Acc@1 50.781 (53.290) | Acc@5 74.609 (76.734)
[2021-03-14 13:32:28] TRAIN: [22][3570/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0256 (2.0672) | Acc@1 53.906 (53.285) | Acc@5 80.078 (76.732)
[2021-03-14 13:32:36] TRAIN: [22][3600/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1634 (2.0675) | Acc@1 48.438 (53.281) | Acc@5 75.000 (76.726)
[2021-03-14 13:32:45] TRAIN: [22][3630/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.0742 (2.0678) | Acc@1 53.516 (53.278) | Acc@5 74.609 (76.723)
[2021-03-14 13:32:53] TRAIN: [22][3660/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0300 (2.0677) | Acc@1 53.906 (53.281) | Acc@5 75.391 (76.718)
[2021-03-14 13:33:02] TRAIN: [22][3690/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0049 (2.0678) | Acc@1 53.516 (53.282) | Acc@5 77.734 (76.719)
[2021-03-14 13:33:10] TRAIN: [22][3720/5004] | Time 0.302 ( 0.284) | Data 0.000 (0.001) | Loss 2.1301 (2.0678) | Acc@1 53.516 (53.282) | Acc@5 75.781 (76.719)
[2021-03-14 13:33:19] TRAIN: [22][3750/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1214 (2.0678) | Acc@1 53.125 (53.282) | Acc@5 73.047 (76.716)
[2021-03-14 13:33:27] TRAIN: [22][3780/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0973 (2.0683) | Acc@1 50.781 (53.272) | Acc@5 76.562 (76.710)
[2021-03-14 13:33:36] TRAIN: [22][3810/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.2197 (2.0682) | Acc@1 48.047 (53.272) | Acc@5 72.656 (76.710)
[2021-03-14 13:33:44] TRAIN: [22][3840/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.1549 (2.0681) | Acc@1 56.250 (53.278) | Acc@5 75.781 (76.714)
[2021-03-14 13:33:53] TRAIN: [22][3870/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9263 (2.0685) | Acc@1 53.906 (53.276) | Acc@5 79.688 (76.713)
[2021-03-14 13:34:01] TRAIN: [22][3900/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.2435 (2.0688) | Acc@1 51.953 (53.272) | Acc@5 71.875 (76.707)
[2021-03-14 13:34:10] TRAIN: [22][3930/5004] | Time 0.298 ( 0.284) | Data 0.000 (0.001) | Loss 1.9313 (2.0690) | Acc@1 56.641 (53.266) | Acc@5 76.562 (76.699)
[2021-03-14 13:34:18] TRAIN: [22][3960/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.1807 (2.0698) | Acc@1 49.219 (53.252) | Acc@5 76.562 (76.690)
[2021-03-14 13:34:27] TRAIN: [22][3990/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1292 (2.0698) | Acc@1 50.391 (53.254) | Acc@5 77.344 (76.687)
[2021-03-14 13:34:35] TRAIN: [22][4020/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.8526 (2.0700) | Acc@1 60.547 (53.251) | Acc@5 81.250 (76.685)
[2021-03-14 13:34:44] TRAIN: [22][4050/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.001) | Loss 2.1089 (2.0698) | Acc@1 50.781 (53.260) | Acc@5 74.609 (76.684)
[2021-03-14 13:34:53] TRAIN: [22][4080/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0596 (2.0701) | Acc@1 50.000 (53.251) | Acc@5 78.125 (76.684)
[2021-03-14 13:35:01] TRAIN: [22][4110/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1216 (2.0706) | Acc@1 52.344 (53.240) | Acc@5 77.734 (76.675)
[2021-03-14 13:35:10] TRAIN: [22][4140/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0584 (2.0707) | Acc@1 53.906 (53.233) | Acc@5 75.781 (76.673)
[2021-03-14 13:35:18] TRAIN: [22][4170/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.6865 (2.0709) | Acc@1 58.984 (53.227) | Acc@5 84.375 (76.665)
[2021-03-14 13:35:27] TRAIN: [22][4200/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1721 (2.0710) | Acc@1 47.656 (53.221) | Acc@5 78.125 (76.666)
[2021-03-14 13:35:35] TRAIN: [22][4230/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0692 (2.0711) | Acc@1 53.125 (53.218) | Acc@5 77.344 (76.661)
[2021-03-14 13:35:44] TRAIN: [22][4260/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0051 (2.0715) | Acc@1 54.297 (53.215) | Acc@5 78.516 (76.656)
[2021-03-14 13:35:52] TRAIN: [22][4290/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0972 (2.0714) | Acc@1 53.125 (53.217) | Acc@5 76.172 (76.659)
[2021-03-14 13:36:01] TRAIN: [22][4320/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.4902 (2.0716) | Acc@1 44.531 (53.212) | Acc@5 67.969 (76.656)
[2021-03-14 13:36:09] TRAIN: [22][4350/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.8812 (2.0717) | Acc@1 57.031 (53.211) | Acc@5 81.641 (76.656)
[2021-03-14 13:36:18] TRAIN: [22][4380/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2108 (2.0716) | Acc@1 55.469 (53.215) | Acc@5 74.219 (76.658)
[2021-03-14 13:36:26] TRAIN: [22][4410/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9600 (2.0715) | Acc@1 55.078 (53.212) | Acc@5 78.516 (76.659)
[2021-03-14 13:36:35] TRAIN: [22][4440/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.7675 (2.0714) | Acc@1 60.547 (53.221) | Acc@5 81.250 (76.661)
[2021-03-14 13:36:43] TRAIN: [22][4470/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1892 (2.0714) | Acc@1 52.734 (53.219) | Acc@5 75.000 (76.660)
[2021-03-14 13:36:52] TRAIN: [22][4500/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.2945 (2.0717) | Acc@1 50.000 (53.219) | Acc@5 72.656 (76.655)
[2021-03-14 13:37:00] TRAIN: [22][4530/5004] | Time 0.306 ( 0.284) | Data 0.000 (0.001) | Loss 2.0275 (2.0716) | Acc@1 53.125 (53.220) | Acc@5 79.297 (76.654)
[2021-03-14 13:37:09] TRAIN: [22][4560/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.3704 (2.0714) | Acc@1 51.562 (53.225) | Acc@5 69.141 (76.656)
[2021-03-14 13:37:17] TRAIN: [22][4590/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2752 (2.0719) | Acc@1 51.172 (53.216) | Acc@5 70.312 (76.647)
[2021-03-14 13:37:26] TRAIN: [22][4620/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2134 (2.0723) | Acc@1 53.516 (53.210) | Acc@5 73.828 (76.642)
[2021-03-14 13:37:34] TRAIN: [22][4650/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2292 (2.0726) | Acc@1 54.297 (53.204) | Acc@5 73.828 (76.637)
[2021-03-14 13:37:43] TRAIN: [22][4680/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1486 (2.0728) | Acc@1 50.781 (53.203) | Acc@5 75.000 (76.633)
[2021-03-14 13:37:51] TRAIN: [22][4710/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0276 (2.0728) | Acc@1 53.125 (53.198) | Acc@5 76.172 (76.632)
[2021-03-14 13:38:00] TRAIN: [22][4740/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1106 (2.0732) | Acc@1 53.516 (53.190) | Acc@5 76.172 (76.623)
[2021-03-14 13:38:08] TRAIN: [22][4770/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1774 (2.0734) | Acc@1 46.875 (53.188) | Acc@5 77.734 (76.622)
[2021-03-14 13:38:17] TRAIN: [22][4800/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.9186 (2.0738) | Acc@1 55.859 (53.177) | Acc@5 80.469 (76.620)
[2021-03-14 13:38:26] TRAIN: [22][4830/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1412 (2.0741) | Acc@1 53.125 (53.172) | Acc@5 74.609 (76.612)
[2021-03-14 13:38:34] TRAIN: [22][4860/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0763 (2.0742) | Acc@1 56.641 (53.171) | Acc@5 76.562 (76.608)
[2021-03-14 13:38:42] TRAIN: [22][4890/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1348 (2.0745) | Acc@1 51.172 (53.167) | Acc@5 75.391 (76.605)
[2021-03-14 13:38:51] TRAIN: [22][4920/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0543 (2.0746) | Acc@1 50.000 (53.165) | Acc@5 74.219 (76.602)
[2021-03-14 13:39:00] TRAIN: [22][4950/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2065 (2.0745) | Acc@1 51.562 (53.165) | Acc@5 73.438 (76.603)
[2021-03-14 13:39:08] TRAIN: [22][4980/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0968 (2.0749) | Acc@1 51.562 (53.156) | Acc@5 75.781 (76.597)
[2021-03-14 13:39:15] TRAIN: [22][5004/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0334 (2.0747) | Acc@1 58.203 (53.157) | Acc@5 74.609 (76.600)
[2021-03-14 13:39:27] VAL: [10/32] | Time 0.621 ( 1.206) | Data 0.000 (0.516) | Loss 1.7998 (1.7333) | Acc@1 57.938 (58.800) | Acc@5 82.500 (82.344)
[2021-03-14 13:39:36] VAL: [20/32] | Time 0.594 ( 1.027) | Data 0.000 (0.315) | Loss 1.7417 (1.7541) | Acc@1 57.562 (58.244) | Acc@5 82.062 (82.216)
[2021-03-14 13:39:45] VAL: [30/32] | Time 0.566 ( 0.990) | Data 0.000 (0.277) | Loss 1.7751 (1.7528) | Acc@1 58.125 (58.304) | Acc@5 82.562 (82.271)
[2021-03-14 13:39:46] VAL: [32/32] | Time 0.245 ( 0.953) | Data 0.000 (0.260) | Loss 1.6026 (1.7522) | Acc@1 59.250 (58.324) | Acc@5 85.000 (82.294)
[2021-03-14 13:39:47] ACCURACY: TOP1 58.324(BEST 58.324) | TOP5 82.294 | SAVED botnet50-wd5/checkpoints/ckpt_ep_022.pth.tar
[2021-03-14 13:39:47] CURRENT EPOCH: 23, LR: 0.1771, POLICY: cos
[2021-03-14 13:39:56] TRAIN: [23][ 30/5004] | Time 0.294 ( 0.303) | Data 0.000 (0.025) | Loss 2.1684 (1.9811) | Acc@1 51.172 (54.974) | Acc@5 78.125 (78.060)
[2021-03-14 13:40:04] TRAIN: [23][ 60/5004] | Time 0.280 ( 0.292) | Data 0.000 (0.013) | Loss 2.0428 (1.9787) | Acc@1 53.516 (55.098) | Acc@5 76.562 (78.060)
[2021-03-14 13:40:13] TRAIN: [23][ 90/5004] | Time 0.274 ( 0.290) | Data 0.000 (0.009) | Loss 2.0413 (1.9904) | Acc@1 51.953 (54.918) | Acc@5 79.297 (77.908)
[2021-03-14 13:40:21] TRAIN: [23][ 120/5004] | Time 0.300 ( 0.287) | Data 0.000 (0.006) | Loss 2.2553 (2.0084) | Acc@1 51.562 (54.570) | Acc@5 73.047 (77.578)
[2021-03-14 13:40:29] TRAIN: [23][ 150/5004] | Time 0.280 ( 0.286) | Data 0.000 (0.005) | Loss 2.0122 (2.0088) | Acc@1 53.906 (54.526) | Acc@5 78.516 (77.487)
[2021-03-14 13:40:38] TRAIN: [23][ 180/5004] | Time 0.287 ( 0.286) | Data 0.000 (0.004) | Loss 2.2270 (2.0076) | Acc@1 51.172 (54.546) | Acc@5 75.000 (77.565)
[2021-03-14 13:40:46] TRAIN: [23][ 210/5004] | Time 0.280 ( 0.286) | Data 0.000 (0.004) | Loss 2.0000 (2.0127) | Acc@1 52.734 (54.386) | Acc@5 75.000 (77.489)
[2021-03-14 13:40:55] TRAIN: [23][ 240/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.003) | Loss 1.8168 (2.0130) | Acc@1 57.031 (54.422) | Acc@5 78.516 (77.502)
[2021-03-14 13:41:03] TRAIN: [23][ 270/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.003) | Loss 1.9998 (2.0139) | Acc@1 55.078 (54.398) | Acc@5 76.172 (77.457)
[2021-03-14 13:41:12] TRAIN: [23][ 300/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.003) | Loss 1.8390 (2.0138) | Acc@1 54.688 (54.393) | Acc@5 82.812 (77.464)
[2021-03-14 13:41:20] TRAIN: [23][ 330/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.003) | Loss 2.1301 (2.0139) | Acc@1 50.000 (54.375) | Acc@5 76.562 (77.450)
[2021-03-14 13:41:29] TRAIN: [23][ 360/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.002) | Loss 2.2457 (2.0122) | Acc@1 48.438 (54.389) | Acc@5 73.438 (77.478)
[2021-03-14 13:41:38] TRAIN: [23][ 390/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.002) | Loss 1.8545 (2.0101) | Acc@1 57.031 (54.433) | Acc@5 80.078 (77.519)
[2021-03-14 13:41:46] TRAIN: [23][ 420/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.002) | Loss 1.9470 (2.0083) | Acc@1 55.078 (54.448) | Acc@5 80.078 (77.483)
[2021-03-14 13:41:55] TRAIN: [23][ 450/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.002) | Loss 2.0649 (2.0110) | Acc@1 51.172 (54.352) | Acc@5 79.297 (77.490)
[2021-03-14 13:42:03] TRAIN: [23][ 480/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.002) | Loss 1.9114 (2.0140) | Acc@1 55.469 (54.287) | Acc@5 81.250 (77.458)
[2021-03-14 13:42:12] TRAIN: [23][ 510/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.002) | Loss 1.9450 (2.0163) | Acc@1 54.297 (54.267) | Acc@5 77.734 (77.403)
[2021-03-14 13:42:20] TRAIN: [23][ 540/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.002) | Loss 2.1840 (2.0154) | Acc@1 48.047 (54.238) | Acc@5 74.219 (77.384)
[2021-03-14 13:42:29] TRAIN: [23][ 570/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.002) | Loss 2.0353 (2.0145) | Acc@1 48.828 (54.208) | Acc@5 76.172 (77.416)
[2021-03-14 13:42:37] TRAIN: [23][ 600/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.002) | Loss 1.9456 (2.0172) | Acc@1 58.203 (54.155) | Acc@5 78.516 (77.391)
[2021-03-14 13:42:46] TRAIN: [23][ 630/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.002) | Loss 2.0905 (2.0209) | Acc@1 48.828 (54.092) | Acc@5 77.344 (77.338)
[2021-03-14 13:42:54] TRAIN: [23][ 660/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.9227 (2.0214) | Acc@1 51.953 (54.100) | Acc@5 78.125 (77.327)
[2021-03-14 13:43:03] TRAIN: [23][ 690/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.001) | Loss 2.1620 (2.0222) | Acc@1 50.781 (54.107) | Acc@5 75.000 (77.321)
[2021-03-14 13:43:12] TRAIN: [23][ 720/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 1.9631 (2.0222) | Acc@1 50.781 (54.089) | Acc@5 78.906 (77.316)
[2021-03-14 13:43:20] TRAIN: [23][ 750/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.7454 (2.0213) | Acc@1 58.984 (54.119) | Acc@5 79.297 (77.332)
[2021-03-14 13:43:29] TRAIN: [23][ 780/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1267 (2.0222) | Acc@1 55.469 (54.071) | Acc@5 80.078 (77.319)
[2021-03-14 13:43:37] TRAIN: [23][ 810/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 2.2160 (2.0221) | Acc@1 50.781 (54.084) | Acc@5 74.609 (77.335)
[2021-03-14 13:43:46] TRAIN: [23][ 840/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.1044 (2.0236) | Acc@1 51.953 (54.063) | Acc@5 77.344 (77.309)
[2021-03-14 13:43:54] TRAIN: [23][ 870/5004] | Time 0.275 ( 0.285) | Data 0.000 (0.001) | Loss 2.2588 (2.0249) | Acc@1 51.172 (54.050) | Acc@5 70.703 (77.289)
[2021-03-14 13:44:03] TRAIN: [23][ 900/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.2159 (2.0247) | Acc@1 51.562 (54.051) | Acc@5 75.391 (77.288)
[2021-03-14 13:44:11] TRAIN: [23][ 930/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.0926 (2.0249) | Acc@1 55.469 (54.042) | Acc@5 75.781 (77.298)
[2021-03-14 13:44:20] TRAIN: [23][ 960/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.9604 (2.0248) | Acc@1 55.469 (54.047) | Acc@5 79.688 (77.306)
[2021-03-14 13:44:28] TRAIN: [23][ 990/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.0835 (2.0265) | Acc@1 55.078 (54.016) | Acc@5 76.172 (77.281)
[2021-03-14 13:44:37] TRAIN: [23][1020/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.1049 (2.0278) | Acc@1 50.781 (54.007) | Acc@5 76.172 (77.245)
[2021-03-14 13:44:45] TRAIN: [23][1050/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.9952 (2.0278) | Acc@1 54.297 (54.006) | Acc@5 78.125 (77.255)
[2021-03-14 13:44:54] TRAIN: [23][1080/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.8648 (2.0284) | Acc@1 56.641 (54.007) | Acc@5 82.422 (77.253)
[2021-03-14 13:45:03] TRAIN: [23][1110/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.2973 (2.0303) | Acc@1 48.438 (53.980) | Acc@5 72.656 (77.223)
[2021-03-14 13:45:11] TRAIN: [23][1140/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.1018 (2.0305) | Acc@1 52.734 (53.961) | Acc@5 76.562 (77.213)
[2021-03-14 13:45:20] TRAIN: [23][1170/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.0660 (2.0310) | Acc@1 56.250 (53.962) | Acc@5 80.078 (77.221)
[2021-03-14 13:45:28] TRAIN: [23][1200/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.7948 (2.0316) | Acc@1 58.203 (53.948) | Acc@5 79.297 (77.212)
[2021-03-14 13:45:37] TRAIN: [23][1230/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 2.0999 (2.0322) | Acc@1 53.906 (53.948) | Acc@5 73.438 (77.199)
[2021-03-14 13:45:45] TRAIN: [23][1260/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.0603 (2.0337) | Acc@1 55.469 (53.910) | Acc@5 78.906 (77.189)
[2021-03-14 13:45:54] TRAIN: [23][1290/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 1.9605 (2.0349) | Acc@1 58.203 (53.887) | Acc@5 78.906 (77.175)
[2021-03-14 13:46:02] TRAIN: [23][1320/5004] | Time 0.290 ( 0.284) | Data 0.001 (0.001) | Loss 1.8831 (2.0351) | Acc@1 55.469 (53.867) | Acc@5 81.641 (77.178)
[2021-03-14 13:46:11] TRAIN: [23][1350/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.4440 (2.0363) | Acc@1 48.828 (53.845) | Acc@5 71.875 (77.156)
[2021-03-14 13:46:19] TRAIN: [23][1380/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9358 (2.0369) | Acc@1 58.594 (53.843) | Acc@5 78.516 (77.146)
[2021-03-14 13:46:28] TRAIN: [23][1410/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.3011 (2.0375) | Acc@1 51.953 (53.837) | Acc@5 74.609 (77.127)
[2021-03-14 13:46:36] TRAIN: [23][1440/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.1074 (2.0381) | Acc@1 50.391 (53.824) | Acc@5 76.562 (77.117)
[2021-03-14 13:46:45] TRAIN: [23][1470/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.1958 (2.0387) | Acc@1 51.953 (53.810) | Acc@5 76.172 (77.108)
[2021-03-14 13:46:53] TRAIN: [23][1500/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 1.9712 (2.0391) | Acc@1 55.469 (53.810) | Acc@5 80.469 (77.101)
[2021-03-14 13:47:02] TRAIN: [23][1530/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.1975 (2.0387) | Acc@1 52.344 (53.813) | Acc@5 73.047 (77.108)
[2021-03-14 13:47:10] TRAIN: [23][1560/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1231 (2.0386) | Acc@1 54.297 (53.804) | Acc@5 73.828 (77.113)
[2021-03-14 13:47:19] TRAIN: [23][1590/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.7770 (2.0395) | Acc@1 57.422 (53.778) | Acc@5 81.641 (77.098)
[2021-03-14 13:47:27] TRAIN: [23][1620/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.1293 (2.0410) | Acc@1 52.734 (53.748) | Acc@5 73.438 (77.074)
[2021-03-14 13:47:36] TRAIN: [23][1650/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.0462 (2.0411) | Acc@1 55.859 (53.757) | Acc@5 76.172 (77.072)
[2021-03-14 13:47:45] TRAIN: [23][1680/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.0844 (2.0423) | Acc@1 52.734 (53.740) | Acc@5 78.516 (77.042)
[2021-03-14 13:47:53] TRAIN: [23][1710/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.7472 (2.0429) | Acc@1 59.766 (53.725) | Acc@5 82.812 (77.038)
[2021-03-14 13:48:02] TRAIN: [23][1740/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.1460 (2.0440) | Acc@1 54.688 (53.710) | Acc@5 73.047 (77.021)
[2021-03-14 13:48:10] TRAIN: [23][1770/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.1972 (2.0450) | Acc@1 52.734 (53.690) | Acc@5 73.047 (77.011)
[2021-03-14 13:48:19] TRAIN: [23][1800/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.1464 (2.0457) | Acc@1 50.391 (53.684) | Acc@5 75.781 (76.998)
[2021-03-14 13:48:27] TRAIN: [23][1830/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1909 (2.0461) | Acc@1 49.609 (53.672) | Acc@5 72.266 (76.988)
[2021-03-14 13:48:36] TRAIN: [23][1860/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.0637 (2.0463) | Acc@1 48.047 (53.662) | Acc@5 79.297 (76.994)
[2021-03-14 13:48:44] TRAIN: [23][1890/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0654 (2.0463) | Acc@1 54.297 (53.665) | Acc@5 77.734 (76.994)
[2021-03-14 13:48:53] TRAIN: [23][1920/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.8425 (2.0465) | Acc@1 53.516 (53.651) | Acc@5 80.859 (76.988)
[2021-03-14 13:49:02] TRAIN: [23][1950/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.0217 (2.0465) | Acc@1 54.688 (53.653) | Acc@5 75.781 (76.994)
[2021-03-14 13:49:10] TRAIN: [23][1980/5004] | Time 0.295 ( 0.285) | Data 0.000 (0.001) | Loss 2.0583 (2.0466) | Acc@1 52.734 (53.651) | Acc@5 76.562 (76.994)
[2021-03-14 13:49:19] TRAIN: [23][2010/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1614 (2.0467) | Acc@1 51.172 (53.650) | Acc@5 78.125 (76.988)
[2021-03-14 13:49:27] TRAIN: [23][2040/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.2760 (2.0475) | Acc@1 50.000 (53.641) | Acc@5 75.391 (76.983)
[2021-03-14 13:49:36] TRAIN: [23][2070/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 2.0696 (2.0482) | Acc@1 53.516 (53.627) | Acc@5 75.781 (76.966)
[2021-03-14 13:49:44] TRAIN: [23][2100/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.8511 (2.0478) | Acc@1 51.953 (53.630) | Acc@5 79.688 (76.969)
[2021-03-14 13:49:53] TRAIN: [23][2130/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.2066 (2.0482) | Acc@1 51.172 (53.617) | Acc@5 70.703 (76.961)
[2021-03-14 13:50:02] TRAIN: [23][2160/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.0185 (2.0482) | Acc@1 58.594 (53.624) | Acc@5 76.953 (76.960)
[2021-03-14 13:50:10] TRAIN: [23][2190/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.0179 (2.0482) | Acc@1 51.562 (53.618) | Acc@5 77.734 (76.969)
[2021-03-14 13:50:19] TRAIN: [23][2220/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.2188 (2.0484) | Acc@1 50.781 (53.611) | Acc@5 76.562 (76.970)
[2021-03-14 13:50:27] TRAIN: [23][2250/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.1627 (2.0486) | Acc@1 48.047 (53.603) | Acc@5 73.828 (76.969)
[2021-03-14 13:50:36] TRAIN: [23][2280/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.0251 (2.0484) | Acc@1 56.250 (53.603) | Acc@5 75.391 (76.967)
[2021-03-14 13:50:44] TRAIN: [23][2310/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.0159 (2.0487) | Acc@1 53.516 (53.601) | Acc@5 75.781 (76.961)
[2021-03-14 13:50:53] TRAIN: [23][2340/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.1535 (2.0485) | Acc@1 53.906 (53.610) | Acc@5 75.391 (76.958)
[2021-03-14 13:51:01] TRAIN: [23][2370/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.0332 (2.0493) | Acc@1 54.688 (53.596) | Acc@5 77.344 (76.950)
[2021-03-14 13:51:10] TRAIN: [23][2400/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 2.0756 (2.0490) | Acc@1 57.031 (53.596) | Acc@5 78.125 (76.957)
[2021-03-14 13:51:18] TRAIN: [23][2430/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 2.1878 (2.0493) | Acc@1 50.000 (53.596) | Acc@5 74.219 (76.955)
[2021-03-14 13:51:27] TRAIN: [23][2460/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.0844 (2.0494) | Acc@1 51.953 (53.589) | Acc@5 75.781 (76.961)
[2021-03-14 13:51:35] TRAIN: [23][2490/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.3308 (2.0500) | Acc@1 49.219 (53.572) | Acc@5 73.047 (76.955)
[2021-03-14 13:51:44] TRAIN: [23][2520/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 2.1482 (2.0499) | Acc@1 49.219 (53.578) | Acc@5 77.734 (76.954)
[2021-03-14 13:51:53] TRAIN: [23][2550/5004] | Time 0.322 ( 0.285) | Data 0.000 (0.001) | Loss 2.1584 (2.0496) | Acc@1 53.906 (53.585) | Acc@5 78.516 (76.959)
[2021-03-14 13:52:01] TRAIN: [23][2580/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.9331 (2.0497) | Acc@1 54.688 (53.582) | Acc@5 77.734 (76.951)
[2021-03-14 13:52:10] TRAIN: [23][2610/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.1732 (2.0496) | Acc@1 52.734 (53.585) | Acc@5 75.391 (76.953)
[2021-03-14 13:52:18] TRAIN: [23][2640/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.0347 (2.0503) | Acc@1 56.250 (53.581) | Acc@5 78.516 (76.944)
[2021-03-14 13:52:27] TRAIN: [23][2670/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 1.9991 (2.0502) | Acc@1 51.953 (53.580) | Acc@5 79.297 (76.944)
[2021-03-14 13:52:35] TRAIN: [23][2700/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 1.8343 (2.0504) | Acc@1 61.719 (53.577) | Acc@5 79.688 (76.942)
[2021-03-14 13:52:44] TRAIN: [23][2730/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.2234 (2.0505) | Acc@1 49.609 (53.565) | Acc@5 74.219 (76.941)
[2021-03-14 13:52:52] TRAIN: [23][2760/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.2426 (2.0508) | Acc@1 52.344 (53.564) | Acc@5 73.828 (76.940)
[2021-03-14 13:53:01] TRAIN: [23][2790/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.9844 (2.0508) | Acc@1 52.734 (53.564) | Acc@5 78.906 (76.940)
[2021-03-14 13:53:09] TRAIN: [23][2820/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.0769 (2.0510) | Acc@1 50.391 (53.558) | Acc@5 77.344 (76.935)
[2021-03-14 13:53:18] TRAIN: [23][2850/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.8928 (2.0511) | Acc@1 54.688 (53.560) | Acc@5 77.734 (76.932)
[2021-03-14 13:53:26] TRAIN: [23][2880/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.1138 (2.0518) | Acc@1 52.344 (53.547) | Acc@5 75.391 (76.922)
[2021-03-14 13:53:35] TRAIN: [23][2910/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 2.2712 (2.0523) | Acc@1 48.047 (53.533) | Acc@5 70.703 (76.913)
[2021-03-14 13:53:44] TRAIN: [23][2940/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.2713 (2.0528) | Acc@1 48.438 (53.527) | Acc@5 72.656 (76.903)
[2021-03-14 13:53:52] TRAIN: [23][2970/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.2545 (2.0531) | Acc@1 49.219 (53.520) | Acc@5 73.047 (76.895)
[2021-03-14 13:54:01] TRAIN: [23][3000/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 1.9592 (2.0534) | Acc@1 56.641 (53.521) | Acc@5 78.516 (76.889)
[2021-03-14 13:54:09] TRAIN: [23][3030/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.0872 (2.0537) | Acc@1 48.828 (53.508) | Acc@5 76.953 (76.884)
[2021-03-14 13:54:18] TRAIN: [23][3060/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.0637 (2.0535) | Acc@1 57.031 (53.508) | Acc@5 75.781 (76.889)
[2021-03-14 13:54:26] TRAIN: [23][3090/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.9059 (2.0539) | Acc@1 51.562 (53.500) | Acc@5 80.859 (76.883)
[2021-03-14 13:54:35] TRAIN: [23][3120/5004] | Time 0.298 ( 0.285) | Data 0.000 (0.001) | Loss 1.9576 (2.0541) | Acc@1 54.688 (53.497) | Acc@5 78.125 (76.878)
[2021-03-14 13:54:43] TRAIN: [23][3150/5004] | Time 0.338 ( 0.285) | Data 0.000 (0.001) | Loss 2.0596 (2.0547) | Acc@1 56.641 (53.487) | Acc@5 76.953 (76.871)
[2021-03-14 13:54:52] TRAIN: [23][3180/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.1301 (2.0544) | Acc@1 50.391 (53.490) | Acc@5 75.000 (76.875)
[2021-03-14 13:55:00] TRAIN: [23][3210/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.1251 (2.0548) | Acc@1 50.000 (53.484) | Acc@5 77.344 (76.873)
[2021-03-14 13:55:09] TRAIN: [23][3240/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.0624 (2.0549) | Acc@1 54.688 (53.485) | Acc@5 74.219 (76.870)
[2021-03-14 13:55:17] TRAIN: [23][3270/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.0027 (2.0550) | Acc@1 54.688 (53.484) | Acc@5 78.516 (76.865)
[2021-03-14 13:55:26] TRAIN: [23][3300/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.9707 (2.0553) | Acc@1 55.078 (53.481) | Acc@5 78.516 (76.857)
[2021-03-14 13:55:34] TRAIN: [23][3330/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.1182 (2.0558) | Acc@1 50.781 (53.463) | Acc@5 75.391 (76.849)
[2021-03-14 13:55:43] TRAIN: [23][3360/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9532 (2.0561) | Acc@1 53.906 (53.456) | Acc@5 77.734 (76.846)
[2021-03-14 13:55:52] TRAIN: [23][3390/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.0866 (2.0561) | Acc@1 52.344 (53.461) | Acc@5 75.781 (76.848)
[2021-03-14 13:56:00] TRAIN: [23][3420/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1230 (2.0566) | Acc@1 51.562 (53.452) | Acc@5 74.609 (76.840)
[2021-03-14 13:56:09] TRAIN: [23][3450/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.2119 (2.0566) | Acc@1 49.609 (53.451) | Acc@5 75.781 (76.840)
[2021-03-14 13:56:17] TRAIN: [23][3480/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 1.8018 (2.0566) | Acc@1 57.812 (53.454) | Acc@5 80.859 (76.838)
[2021-03-14 13:56:26] TRAIN: [23][3510/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.7887 (2.0567) | Acc@1 59.375 (53.447) | Acc@5 81.641 (76.836)
[2021-03-14 13:56:34] TRAIN: [23][3540/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.0582 (2.0565) | Acc@1 51.172 (53.454) | Acc@5 76.953 (76.840)
[2021-03-14 13:56:43] TRAIN: [23][3570/5004] | Time 0.300 ( 0.285) | Data 0.000 (0.001) | Loss 2.0002 (2.0565) | Acc@1 55.078 (53.456) | Acc@5 77.344 (76.841)
[2021-03-14 13:56:51] TRAIN: [23][3600/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.1347 (2.0566) | Acc@1 52.344 (53.454) | Acc@5 76.562 (76.840)
[2021-03-14 13:57:00] TRAIN: [23][3630/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.1788 (2.0570) | Acc@1 53.125 (53.442) | Acc@5 75.000 (76.834)
[2021-03-14 13:57:08] TRAIN: [23][3660/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.1758 (2.0573) | Acc@1 51.562 (53.442) | Acc@5 73.828 (76.829)
[2021-03-14 13:57:17] TRAIN: [23][3690/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.8376 (2.0577) | Acc@1 56.250 (53.433) | Acc@5 80.078 (76.825)
[2021-03-14 13:57:25] TRAIN: [23][3720/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.0203 (2.0577) | Acc@1 54.688 (53.432) | Acc@5 75.391 (76.827)
[2021-03-14 13:57:34] TRAIN: [23][3750/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.2590 (2.0579) | Acc@1 48.438 (53.427) | Acc@5 72.656 (76.825)
[2021-03-14 13:57:42] TRAIN: [23][3780/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1539 (2.0580) | Acc@1 49.219 (53.422) | Acc@5 75.781 (76.823)
[2021-03-14 13:57:51] TRAIN: [23][3810/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.0761 (2.0584) | Acc@1 56.250 (53.417) | Acc@5 79.688 (76.820)
[2021-03-14 13:58:00] TRAIN: [23][3840/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.2512 (2.0587) | Acc@1 49.609 (53.412) | Acc@5 76.562 (76.818)
[2021-03-14 13:58:08] TRAIN: [23][3870/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.4637 (2.0590) | Acc@1 50.000 (53.410) | Acc@5 67.969 (76.811)
[2021-03-14 13:58:17] TRAIN: [23][3900/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.0096 (2.0591) | Acc@1 53.906 (53.413) | Acc@5 76.172 (76.810)
[2021-03-14 13:58:25] TRAIN: [23][3930/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 1.9150 (2.0596) | Acc@1 58.984 (53.404) | Acc@5 77.734 (76.803)
[2021-03-14 13:58:34] TRAIN: [23][3960/5004] | Time 0.297 ( 0.285) | Data 0.000 (0.001) | Loss 1.9369 (2.0599) | Acc@1 55.469 (53.398) | Acc@5 75.391 (76.801)
[2021-03-14 13:58:43] TRAIN: [23][3990/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.1088 (2.0602) | Acc@1 51.562 (53.391) | Acc@5 77.344 (76.797)
[2021-03-14 13:58:51] TRAIN: [23][4020/5004] | Time 0.297 ( 0.285) | Data 0.000 (0.001) | Loss 2.3728 (2.0602) | Acc@1 45.703 (53.392) | Acc@5 70.703 (76.798)
[2021-03-14 13:59:00] TRAIN: [23][4050/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 1.8989 (2.0605) | Acc@1 59.766 (53.384) | Acc@5 75.391 (76.794)
[2021-03-14 13:59:08] TRAIN: [23][4080/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.9157 (2.0608) | Acc@1 56.250 (53.380) | Acc@5 77.344 (76.791)
[2021-03-14 13:59:17] TRAIN: [23][4110/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.8955 (2.0610) | Acc@1 56.250 (53.377) | Acc@5 81.641 (76.792)
[2021-03-14 13:59:25] TRAIN: [23][4140/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.0421 (2.0611) | Acc@1 54.688 (53.375) | Acc@5 74.609 (76.792)
[2021-03-14 13:59:34] TRAIN: [23][4170/5004] | Time 0.298 ( 0.285) | Data 0.001 (0.001) | Loss 2.1450 (2.0616) | Acc@1 48.047 (53.367) | Acc@5 76.562 (76.786)
[2021-03-14 13:59:42] TRAIN: [23][4200/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.2143 (2.0619) | Acc@1 52.344 (53.364) | Acc@5 74.609 (76.782)
[2021-03-14 13:59:51] TRAIN: [23][4230/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 1.8014 (2.0619) | Acc@1 51.172 (53.360) | Acc@5 83.203 (76.781)
[2021-03-14 14:00:00] TRAIN: [23][4260/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.2519 (2.0619) | Acc@1 50.781 (53.361) | Acc@5 73.438 (76.781)
[2021-03-14 14:00:08] TRAIN: [23][4290/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.0642 (2.0621) | Acc@1 53.125 (53.357) | Acc@5 80.859 (76.780)
[2021-03-14 14:00:17] TRAIN: [23][4320/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.1732 (2.0623) | Acc@1 53.516 (53.351) | Acc@5 75.000 (76.777)
[2021-03-14 14:00:25] TRAIN: [23][4350/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 2.1909 (2.0626) | Acc@1 50.000 (53.346) | Acc@5 73.828 (76.771)
[2021-03-14 14:00:34] TRAIN: [23][4380/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.9319 (2.0625) | Acc@1 51.562 (53.343) | Acc@5 80.469 (76.770)
[2021-03-14 14:00:42] TRAIN: [23][4410/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 1.9117 (2.0626) | Acc@1 55.078 (53.344) | Acc@5 79.688 (76.771)
[2021-03-14 14:00:51] TRAIN: [23][4440/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.0482 (2.0632) | Acc@1 55.859 (53.331) | Acc@5 78.516 (76.760)
[2021-03-14 14:00:59] TRAIN: [23][4470/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.3165 (2.0635) | Acc@1 48.828 (53.328) | Acc@5 75.000 (76.754)
[2021-03-14 14:01:08] TRAIN: [23][4500/5004] | Time 0.275 ( 0.285) | Data 0.000 (0.001) | Loss 2.2492 (2.0638) | Acc@1 50.391 (53.325) | Acc@5 75.781 (76.753)
[2021-03-14 14:01:17] TRAIN: [23][4530/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.8583 (2.0636) | Acc@1 59.375 (53.333) | Acc@5 80.078 (76.755)
[2021-03-14 14:01:25] TRAIN: [23][4560/5004] | Time 0.295 ( 0.285) | Data 0.000 (0.001) | Loss 2.0551 (2.0634) | Acc@1 51.562 (53.336) | Acc@5 78.906 (76.757)
[2021-03-14 14:01:34] TRAIN: [23][4590/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.0890 (2.0637) | Acc@1 51.953 (53.334) | Acc@5 77.344 (76.754)
[2021-03-14 14:01:42] TRAIN: [23][4620/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.0505 (2.0638) | Acc@1 51.953 (53.329) | Acc@5 76.953 (76.752)
[2021-03-14 14:01:51] TRAIN: [23][4650/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0146 (2.0640) | Acc@1 54.297 (53.326) | Acc@5 76.562 (76.746)
[2021-03-14 14:01:59] TRAIN: [23][4680/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 1.9999 (2.0639) | Acc@1 57.031 (53.331) | Acc@5 77.734 (76.748)
[2021-03-14 14:02:08] TRAIN: [23][4710/5004] | Time 0.275 ( 0.285) | Data 0.000 (0.001) | Loss 2.1069 (2.0641) | Acc@1 53.125 (53.328) | Acc@5 77.734 (76.747)
[2021-03-14 14:02:16] TRAIN: [23][4740/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0366 (2.0642) | Acc@1 54.297 (53.328) | Acc@5 75.000 (76.740)
[2021-03-14 14:02:25] TRAIN: [23][4770/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.1223 (2.0646) | Acc@1 50.391 (53.321) | Acc@5 80.859 (76.733)
[2021-03-14 14:02:34] TRAIN: [23][4800/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.2793 (2.0646) | Acc@1 48.047 (53.324) | Acc@5 73.438 (76.734)
[2021-03-14 14:02:42] TRAIN: [23][4830/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.3392 (2.0648) | Acc@1 51.172 (53.320) | Acc@5 70.312 (76.731)
[2021-03-14 14:02:51] TRAIN: [23][4860/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.0242 (2.0648) | Acc@1 50.781 (53.322) | Acc@5 75.781 (76.731)
[2021-03-14 14:02:59] TRAIN: [23][4890/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.2020 (2.0651) | Acc@1 51.953 (53.314) | Acc@5 75.000 (76.725)
[2021-03-14 14:03:08] TRAIN: [23][4920/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 1.9664 (2.0653) | Acc@1 55.859 (53.309) | Acc@5 78.516 (76.724)
[2021-03-14 14:03:16] TRAIN: [23][4950/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.1322 (2.0654) | Acc@1 51.562 (53.306) | Acc@5 75.781 (76.721)
[2021-03-14 14:03:25] TRAIN: [23][4980/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 1.8787 (2.0656) | Acc@1 59.766 (53.304) | Acc@5 80.469 (76.721)
[2021-03-14 14:03:32] TRAIN: [23][5004/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.3094 (2.0658) | Acc@1 48.047 (53.304) | Acc@5 75.000 (76.717)
[2021-03-14 14:03:44] VAL: [10/32] | Time 0.608 ( 1.191) | Data 0.000 (0.574) | Loss 1.7934 (1.7565) | Acc@1 57.562 (58.381) | Acc@5 82.250 (82.294)
[2021-03-14 14:03:52] VAL: [20/32] | Time 0.637 ( 1.010) | Data 0.000 (0.402) | Loss 1.7997 (1.7729) | Acc@1 56.500 (57.991) | Acc@5 81.125 (82.078)
[2021-03-14 14:04:01] VAL: [30/32] | Time 0.522 ( 0.976) | Data 0.000 (0.386) | Loss 1.7496 (1.7608) | Acc@1 58.500 (58.265) | Acc@5 83.500 (82.160)
[2021-03-14 14:04:02] VAL: [32/32] | Time 0.249 ( 0.940) | Data 0.000 (0.362) | Loss 1.7146 (1.7619) | Acc@1 62.000 (58.280) | Acc@5 82.000 (82.122)
[2021-03-14 14:04:03] ACCURACY: TOP1 58.280(BEST 58.324) | TOP5 82.122 | SAVED botnet50-wd5/checkpoints/ckpt_ep_023.pth.tar
[2021-03-14 14:04:03] CURRENT EPOCH: 24, LR: 0.1750, POLICY: cos
[2021-03-14 14:04:12] TRAIN: [24][ 30/5004] | Time 0.284 ( 0.305) | Data 0.000 (0.026) | Loss 1.9667 (1.9919) | Acc@1 58.984 (54.948) | Acc@5 76.172 (77.044)
[2021-03-14 14:04:20] TRAIN: [24][ 60/5004] | Time 0.295 ( 0.292) | Data 0.000 (0.013) | Loss 1.7740 (1.9849) | Acc@1 57.812 (54.850) | Acc@5 80.469 (77.409)
[2021-03-14 14:04:29] TRAIN: [24][ 90/5004] | Time 0.294 ( 0.290) | Data 0.000 (0.009) | Loss 1.8145 (1.9878) | Acc@1 58.984 (54.718) | Acc@5 78.516 (77.630)
[2021-03-14 14:04:37] TRAIN: [24][ 120/5004] | Time 0.276 ( 0.288) | Data 0.000 (0.007) | Loss 1.9904 (1.9865) | Acc@1 53.516 (54.668) | Acc@5 76.953 (77.757)
[2021-03-14 14:04:46] TRAIN: [24][ 150/5004] | Time 0.282 ( 0.288) | Data 0.000 (0.005) | Loss 2.0956 (1.9960) | Acc@1 51.953 (54.549) | Acc@5 75.781 (77.549)
[2021-03-14 14:04:54] TRAIN: [24][ 180/5004] | Time 0.285 ( 0.287) | Data 0.000 (0.005) | Loss 2.0858 (2.0067) | Acc@1 50.391 (54.373) | Acc@5 75.391 (77.459)
[2021-03-14 14:05:03] TRAIN: [24][ 210/5004] | Time 0.279 ( 0.286) | Data 0.000 (0.004) | Loss 1.7895 (2.0076) | Acc@1 57.812 (54.414) | Acc@5 79.297 (77.442)
[2021-03-14 14:05:11] TRAIN: [24][ 240/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.004) | Loss 1.9537 (2.0123) | Acc@1 55.078 (54.338) | Acc@5 78.906 (77.417)
[2021-03-14 14:05:20] TRAIN: [24][ 270/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.003) | Loss 2.0805 (2.0138) | Acc@1 57.031 (54.321) | Acc@5 74.219 (77.406)
[2021-03-14 14:05:28] TRAIN: [24][ 300/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.003) | Loss 1.9193 (2.0106) | Acc@1 54.297 (54.366) | Acc@5 78.906 (77.444)
[2021-03-14 14:05:37] TRAIN: [24][ 330/5004] | Time 0.286 ( 0.286) | Data 0.000 (0.003) | Loss 1.8517 (2.0060) | Acc@1 57.031 (54.393) | Acc@5 78.516 (77.544)
[2021-03-14 14:05:45] TRAIN: [24][ 360/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.002) | Loss 1.8958 (2.0042) | Acc@1 55.469 (54.373) | Acc@5 79.688 (77.591)
[2021-03-14 14:05:54] TRAIN: [24][ 390/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.002) | Loss 1.9632 (2.0063) | Acc@1 53.125 (54.302) | Acc@5 78.906 (77.605)
[2021-03-14 14:06:03] TRAIN: [24][ 420/5004] | Time 0.279 ( 0.286) | Data 0.000 (0.002) | Loss 1.9771 (2.0089) | Acc@1 53.516 (54.232) | Acc@5 78.906 (77.570)
[2021-03-14 14:06:11] TRAIN: [24][ 450/5004] | Time 0.285 ( 0.286) | Data 0.000 (0.002) | Loss 2.1301 (2.0091) | Acc@1 51.172 (54.256) | Acc@5 75.391 (77.549)
[2021-03-14 14:06:20] TRAIN: [24][ 480/5004] | Time 0.280 ( 0.286) | Data 0.000 (0.002) | Loss 1.9594 (2.0113) | Acc@1 56.250 (54.213) | Acc@5 79.297 (77.533)
[2021-03-14 14:06:28] TRAIN: [24][ 510/5004] | Time 0.285 ( 0.286) | Data 0.000 (0.002) | Loss 1.9891 (2.0085) | Acc@1 53.516 (54.246) | Acc@5 76.953 (77.577)
[2021-03-14 14:06:37] TRAIN: [24][ 540/5004] | Time 0.283 ( 0.286) | Data 0.000 (0.002) | Loss 1.9905 (2.0076) | Acc@1 52.734 (54.238) | Acc@5 78.125 (77.619)
[2021-03-14 14:06:45] TRAIN: [24][ 570/5004] | Time 0.277 ( 0.286) | Data 0.000 (0.002) | Loss 2.0291 (2.0117) | Acc@1 51.953 (54.162) | Acc@5 78.125 (77.553)
[2021-03-14 14:06:54] TRAIN: [24][ 600/5004] | Time 0.291 ( 0.286) | Data 0.000 (0.002) | Loss 2.0468 (2.0119) | Acc@1 56.250 (54.169) | Acc@5 75.781 (77.573)
[2021-03-14 14:07:03] TRAIN: [24][ 630/5004] | Time 0.279 ( 0.286) | Data 0.000 (0.002) | Loss 2.0531 (2.0126) | Acc@1 53.125 (54.136) | Acc@5 77.734 (77.571)
[2021-03-14 14:07:11] TRAIN: [24][ 660/5004] | Time 0.275 ( 0.286) | Data 0.000 (0.002) | Loss 1.9940 (2.0128) | Acc@1 52.344 (54.138) | Acc@5 76.562 (77.580)
[2021-03-14 14:07:20] TRAIN: [24][ 690/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.2990 (2.0114) | Acc@1 48.828 (54.170) | Acc@5 71.094 (77.619)
[2021-03-14 14:07:28] TRAIN: [24][ 720/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.3375 (2.0132) | Acc@1 45.312 (54.110) | Acc@5 72.266 (77.592)
[2021-03-14 14:07:37] TRAIN: [24][ 750/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.0507 (2.0114) | Acc@1 53.906 (54.145) | Acc@5 76.562 (77.628)
[2021-03-14 14:07:45] TRAIN: [24][ 780/5004] | Time 0.307 ( 0.285) | Data 0.001 (0.001) | Loss 2.0669 (2.0132) | Acc@1 52.734 (54.129) | Acc@5 76.953 (77.607)
[2021-03-14 14:07:54] TRAIN: [24][ 810/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 1.8502 (2.0142) | Acc@1 57.422 (54.126) | Acc@5 80.469 (77.586)
[2021-03-14 14:08:02] TRAIN: [24][ 840/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.7764 (2.0144) | Acc@1 58.203 (54.130) | Acc@5 80.859 (77.586)
[2021-03-14 14:08:11] TRAIN: [24][ 870/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.0073 (2.0151) | Acc@1 54.297 (54.119) | Acc@5 77.344 (77.592)
[2021-03-14 14:08:19] TRAIN: [24][ 900/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.0596 (2.0163) | Acc@1 57.031 (54.078) | Acc@5 76.562 (77.575)
[2021-03-14 14:08:28] TRAIN: [24][ 930/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 1.9211 (2.0166) | Acc@1 55.078 (54.067) | Acc@5 81.641 (77.577)
[2021-03-14 14:08:37] TRAIN: [24][ 960/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.1168 (2.0199) | Acc@1 51.953 (53.995) | Acc@5 78.906 (77.531)
[2021-03-14 14:08:45] TRAIN: [24][ 990/5004] | Time 0.302 ( 0.285) | Data 0.003 (0.001) | Loss 1.9627 (2.0204) | Acc@1 56.641 (53.987) | Acc@5 79.297 (77.535)
[2021-03-14 14:08:54] TRAIN: [24][1020/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.3090 (2.0203) | Acc@1 49.609 (53.990) | Acc@5 71.094 (77.521)
[2021-03-14 14:09:02] TRAIN: [24][1050/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 2.2953 (2.0210) | Acc@1 53.125 (53.996) | Acc@5 75.781 (77.517)
[2021-03-14 14:09:11] TRAIN: [24][1080/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.0674 (2.0223) | Acc@1 51.562 (53.969) | Acc@5 77.344 (77.515)
[2021-03-14 14:09:19] TRAIN: [24][1110/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.8744 (2.0224) | Acc@1 55.078 (53.969) | Acc@5 80.078 (77.497)
[2021-03-14 14:09:28] TRAIN: [24][1140/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.0541 (2.0222) | Acc@1 53.125 (53.968) | Acc@5 76.953 (77.506)
[2021-03-14 14:09:36] TRAIN: [24][1170/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1067 (2.0237) | Acc@1 53.125 (53.959) | Acc@5 77.734 (77.479)
[2021-03-14 14:09:45] TRAIN: [24][1200/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.6901 (2.0239) | Acc@1 57.812 (53.940) | Acc@5 81.250 (77.467)
[2021-03-14 14:09:54] TRAIN: [24][1230/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.7284 (2.0226) | Acc@1 57.812 (53.957) | Acc@5 78.125 (77.487)
[2021-03-14 14:10:02] TRAIN: [24][1260/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.1108 (2.0239) | Acc@1 51.172 (53.944) | Acc@5 76.953 (77.469)
[2021-03-14 14:10:11] TRAIN: [24][1290/5004] | Time 0.286 ( 0.285) | Data 0.002 (0.001) | Loss 1.9516 (2.0238) | Acc@1 53.516 (53.951) | Acc@5 78.516 (77.464)
[2021-03-14 14:10:19] TRAIN: [24][1320/5004] | Time 0.295 ( 0.285) | Data 0.000 (0.001) | Loss 2.2002 (2.0246) | Acc@1 53.516 (53.947) | Acc@5 72.266 (77.444)
[2021-03-14 14:10:28] TRAIN: [24][1350/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.1727 (2.0250) | Acc@1 51.953 (53.945) | Acc@5 75.391 (77.444)
[2021-03-14 14:10:36] TRAIN: [24][1380/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 1.9062 (2.0251) | Acc@1 55.859 (53.951) | Acc@5 81.641 (77.448)
[2021-03-14 14:10:45] TRAIN: [24][1410/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.0811 (2.0253) | Acc@1 52.344 (53.950) | Acc@5 75.781 (77.451)
[2021-03-14 14:10:53] TRAIN: [24][1440/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.8606 (2.0257) | Acc@1 54.297 (53.937) | Acc@5 79.688 (77.435)
[2021-03-14 14:11:02] TRAIN: [24][1470/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.8468 (2.0257) | Acc@1 57.812 (53.933) | Acc@5 78.906 (77.424)
[2021-03-14 14:11:10] TRAIN: [24][1500/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 1.8775 (2.0260) | Acc@1 60.156 (53.935) | Acc@5 78.125 (77.423)
[2021-03-14 14:11:19] TRAIN: [24][1530/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.0614 (2.0269) | Acc@1 49.609 (53.928) | Acc@5 74.609 (77.400)
[2021-03-14 14:11:28] TRAIN: [24][1560/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.001) | Loss 2.0921 (2.0273) | Acc@1 53.906 (53.929) | Acc@5 75.781 (77.382)
[2021-03-14 14:11:36] TRAIN: [24][1590/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.1524 (2.0269) | Acc@1 50.000 (53.932) | Acc@5 75.781 (77.388)
[2021-03-14 14:11:45] TRAIN: [24][1620/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 1.9863 (2.0267) | Acc@1 54.688 (53.946) | Acc@5 79.297 (77.391)
[2021-03-14 14:11:53] TRAIN: [24][1650/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.2288 (2.0276) | Acc@1 53.516 (53.928) | Acc@5 72.266 (77.371)
[2021-03-14 14:12:02] TRAIN: [24][1680/5004] | Time 0.297 ( 0.285) | Data 0.000 (0.001) | Loss 2.0035 (2.0278) | Acc@1 54.688 (53.930) | Acc@5 78.125 (77.362)
[2021-03-14 14:12:10] TRAIN: [24][1710/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 1.8555 (2.0288) | Acc@1 53.906 (53.917) | Acc@5 81.250 (77.355)
[2021-03-14 14:12:19] TRAIN: [24][1740/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.2105 (2.0296) | Acc@1 53.906 (53.899) | Acc@5 75.781 (77.346)
[2021-03-14 14:12:27] TRAIN: [24][1770/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 1.8816 (2.0303) | Acc@1 61.719 (53.895) | Acc@5 78.516 (77.331)
[2021-03-14 14:12:36] TRAIN: [24][1800/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.1884 (2.0297) | Acc@1 50.781 (53.905) | Acc@5 75.781 (77.339)
[2021-03-14 14:12:44] TRAIN: [24][1830/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 1.9081 (2.0299) | Acc@1 57.812 (53.899) | Acc@5 78.125 (77.330)
[2021-03-14 14:12:53] TRAIN: [24][1860/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.9248 (2.0298) | Acc@1 53.906 (53.900) | Acc@5 79.688 (77.329)
[2021-03-14 14:13:01] TRAIN: [24][1890/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.1711 (2.0301) | Acc@1 53.125 (53.897) | Acc@5 74.219 (77.319)
[2021-03-14 14:13:10] TRAIN: [24][1920/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.2527 (2.0299) | Acc@1 51.562 (53.902) | Acc@5 74.219 (77.318)
[2021-03-14 14:13:18] TRAIN: [24][1950/5004] | Time 0.297 ( 0.285) | Data 0.000 (0.001) | Loss 2.1721 (2.0309) | Acc@1 51.562 (53.882) | Acc@5 75.000 (77.304)
[2021-03-14 14:13:27] TRAIN: [24][1980/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.0652 (2.0307) | Acc@1 51.953 (53.896) | Acc@5 76.562 (77.301)
[2021-03-14 14:13:36] TRAIN: [24][2010/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.1818 (2.0307) | Acc@1 48.438 (53.910) | Acc@5 75.000 (77.296)
[2021-03-14 14:13:44] TRAIN: [24][2040/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 1.8035 (2.0304) | Acc@1 61.719 (53.922) | Acc@5 80.469 (77.305)
[2021-03-14 14:13:53] TRAIN: [24][2070/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 1.8815 (2.0306) | Acc@1 54.688 (53.916) | Acc@5 82.812 (77.305)
[2021-03-14 14:14:01] TRAIN: [24][2100/5004] | Time 0.291 ( 0.285) | Data 0.001 (0.001) | Loss 1.8226 (2.0307) | Acc@1 57.422 (53.913) | Acc@5 79.688 (77.298)
[2021-03-14 14:14:10] TRAIN: [24][2130/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.2977 (2.0309) | Acc@1 45.703 (53.894) | Acc@5 70.312 (77.297)
[2021-03-14 14:14:18] TRAIN: [24][2160/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 2.0351 (2.0309) | Acc@1 49.609 (53.893) | Acc@5 75.000 (77.294)
[2021-03-14 14:14:27] TRAIN: [24][2190/5004] | Time 0.274 ( 0.285) | Data 0.000 (0.001) | Loss 2.1976 (2.0314) | Acc@1 51.562 (53.886) | Acc@5 78.906 (77.288)
[2021-03-14 14:14:36] TRAIN: [24][2220/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.9720 (2.0322) | Acc@1 54.297 (53.874) | Acc@5 79.297 (77.273)
[2021-03-14 14:14:44] TRAIN: [24][2250/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 1.9971 (2.0324) | Acc@1 56.641 (53.872) | Acc@5 77.344 (77.270)
[2021-03-14 14:14:53] TRAIN: [24][2280/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1330 (2.0327) | Acc@1 53.125 (53.867) | Acc@5 78.125 (77.270)
[2021-03-14 14:15:01] TRAIN: [24][2310/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.0755 (2.0329) | Acc@1 51.953 (53.860) | Acc@5 78.125 (77.263)
[2021-03-14 14:15:10] TRAIN: [24][2340/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.2211 (2.0328) | Acc@1 48.828 (53.865) | Acc@5 75.000 (77.270)
[2021-03-14 14:15:18] TRAIN: [24][2370/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.9306 (2.0335) | Acc@1 56.250 (53.854) | Acc@5 76.953 (77.254)
[2021-03-14 14:15:27] TRAIN: [24][2400/5004] | Time 0.297 ( 0.285) | Data 0.001 (0.001) | Loss 2.1786 (2.0333) | Acc@1 54.297 (53.858) | Acc@5 73.828 (77.253)
[2021-03-14 14:15:35] TRAIN: [24][2430/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 2.0069 (2.0338) | Acc@1 55.859 (53.845) | Acc@5 74.609 (77.247)
[2021-03-14 14:15:44] TRAIN: [24][2460/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.9818 (2.0341) | Acc@1 58.594 (53.841) | Acc@5 76.172 (77.242)
[2021-03-14 14:15:52] TRAIN: [24][2490/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.1021 (2.0341) | Acc@1 53.125 (53.835) | Acc@5 77.734 (77.245)
[2021-03-14 14:16:01] TRAIN: [24][2520/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.1117 (2.0345) | Acc@1 53.906 (53.829) | Acc@5 78.516 (77.246)
[2021-03-14 14:16:10] TRAIN: [24][2550/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.8766 (2.0350) | Acc@1 54.297 (53.817) | Acc@5 79.688 (77.239)
[2021-03-14 14:16:18] TRAIN: [24][2580/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.0386 (2.0353) | Acc@1 51.172 (53.809) | Acc@5 75.781 (77.233)
[2021-03-14 14:16:27] TRAIN: [24][2610/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.2576 (2.0354) | Acc@1 50.781 (53.803) | Acc@5 73.047 (77.234)
[2021-03-14 14:16:35] TRAIN: [24][2640/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 1.7582 (2.0356) | Acc@1 61.719 (53.795) | Acc@5 80.469 (77.234)
[2021-03-14 14:16:44] TRAIN: [24][2670/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.1113 (2.0360) | Acc@1 54.688 (53.788) | Acc@5 75.781 (77.221)
[2021-03-14 14:16:52] TRAIN: [24][2700/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.0701 (2.0360) | Acc@1 55.078 (53.794) | Acc@5 80.859 (77.226)
[2021-03-14 14:17:01] TRAIN: [24][2730/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.3499 (2.0363) | Acc@1 47.266 (53.786) | Acc@5 73.828 (77.220)
[2021-03-14 14:17:09] TRAIN: [24][2760/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0942 (2.0365) | Acc@1 52.734 (53.780) | Acc@5 78.516 (77.219)
[2021-03-14 14:17:18] TRAIN: [24][2790/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 1.9543 (2.0363) | Acc@1 53.906 (53.782) | Acc@5 83.203 (77.220)
[2021-03-14 14:17:26] TRAIN: [24][2820/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.9250 (2.0367) | Acc@1 58.203 (53.772) | Acc@5 76.172 (77.218)
[2021-03-14 14:17:35] TRAIN: [24][2850/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.0191 (2.0368) | Acc@1 51.562 (53.774) | Acc@5 77.344 (77.213)
[2021-03-14 14:17:43] TRAIN: [24][2880/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.0279 (2.0375) | Acc@1 53.906 (53.760) | Acc@5 76.172 (77.199)
[2021-03-14 14:17:52] TRAIN: [24][2910/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 1.9567 (2.0380) | Acc@1 51.953 (53.754) | Acc@5 79.297 (77.193)
[2021-03-14 14:18:00] TRAIN: [24][2940/5004] | Time 0.295 ( 0.285) | Data 0.000 (0.001) | Loss 2.0068 (2.0377) | Acc@1 50.000 (53.758) | Acc@5 80.078 (77.202)
[2021-03-14 14:18:09] TRAIN: [24][2970/5004] | Time 0.275 ( 0.285) | Data 0.000 (0.001) | Loss 2.0200 (2.0378) | Acc@1 50.781 (53.756) | Acc@5 80.078 (77.197)
[2021-03-14 14:18:17] TRAIN: [24][3000/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 1.9667 (2.0383) | Acc@1 53.906 (53.747) | Acc@5 82.031 (77.191)
[2021-03-14 14:18:26] TRAIN: [24][3030/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.9541 (2.0384) | Acc@1 52.734 (53.750) | Acc@5 77.734 (77.184)
[2021-03-14 14:18:34] TRAIN: [24][3060/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.1634 (2.0386) | Acc@1 52.734 (53.743) | Acc@5 77.344 (77.181)
[2021-03-14 14:18:43] TRAIN: [24][3090/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.7447 (2.0388) | Acc@1 57.422 (53.740) | Acc@5 79.688 (77.180)
[2021-03-14 14:18:51] TRAIN: [24][3120/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.1148 (2.0389) | Acc@1 47.266 (53.735) | Acc@5 77.734 (77.178)
[2021-03-14 14:19:00] TRAIN: [24][3150/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.9128 (2.0391) | Acc@1 53.906 (53.729) | Acc@5 80.078 (77.174)
[2021-03-14 14:19:08] TRAIN: [24][3180/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.0693 (2.0393) | Acc@1 52.734 (53.724) | Acc@5 76.562 (77.171)
[2021-03-14 14:19:17] TRAIN: [24][3210/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.2361 (2.0396) | Acc@1 48.438 (53.722) | Acc@5 75.000 (77.168)
[2021-03-14 14:19:25] TRAIN: [24][3240/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.7569 (2.0398) | Acc@1 60.547 (53.724) | Acc@5 81.250 (77.167)
[2021-03-14 14:19:34] TRAIN: [24][3270/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.0151 (2.0402) | Acc@1 56.641 (53.717) | Acc@5 78.906 (77.163)
[2021-03-14 14:19:42] TRAIN: [24][3300/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.1317 (2.0407) | Acc@1 54.297 (53.709) | Acc@5 75.391 (77.156)
[2021-03-14 14:19:51] TRAIN: [24][3330/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 1.9045 (2.0410) | Acc@1 57.031 (53.704) | Acc@5 80.469 (77.155)
[2021-03-14 14:20:00] TRAIN: [24][3360/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.0422 (2.0415) | Acc@1 55.078 (53.691) | Acc@5 76.953 (77.147)
[2021-03-14 14:20:08] TRAIN: [24][3390/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.001) | Loss 2.2169 (2.0419) | Acc@1 52.344 (53.679) | Acc@5 73.438 (77.143)
[2021-03-14 14:20:17] TRAIN: [24][3420/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.0479 (2.0425) | Acc@1 52.734 (53.669) | Acc@5 80.859 (77.134)
[2021-03-14 14:20:25] TRAIN: [24][3450/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.8311 (2.0425) | Acc@1 52.734 (53.669) | Acc@5 80.859 (77.132)
[2021-03-14 14:20:34] TRAIN: [24][3480/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9634 (2.0430) | Acc@1 55.078 (53.659) | Acc@5 79.297 (77.123)
[2021-03-14 14:20:42] TRAIN: [24][3510/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.5109 (2.0437) | Acc@1 45.703 (53.644) | Acc@5 71.875 (77.119)
[2021-03-14 14:20:51] TRAIN: [24][3540/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.1811 (2.0441) | Acc@1 51.953 (53.637) | Acc@5 75.781 (77.111)
[2021-03-14 14:21:00] TRAIN: [24][3570/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 1.8449 (2.0442) | Acc@1 55.859 (53.638) | Acc@5 78.906 (77.111)
[2021-03-14 14:21:08] TRAIN: [24][3600/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.1404 (2.0441) | Acc@1 54.297 (53.641) | Acc@5 76.953 (77.112)
[2021-03-14 14:21:17] TRAIN: [24][3630/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.9841 (2.0442) | Acc@1 54.688 (53.641) | Acc@5 81.250 (77.111)
[2021-03-14 14:21:25] TRAIN: [24][3660/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 1.9349 (2.0443) | Acc@1 55.469 (53.635) | Acc@5 78.516 (77.107)
[2021-03-14 14:21:34] TRAIN: [24][3690/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 2.0545 (2.0442) | Acc@1 53.906 (53.642) | Acc@5 77.344 (77.108)
[2021-03-14 14:21:42] TRAIN: [24][3720/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 2.1893 (2.0445) | Acc@1 50.391 (53.636) | Acc@5 75.391 (77.104)
[2021-03-14 14:21:51] TRAIN: [24][3750/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.0953 (2.0444) | Acc@1 51.953 (53.641) | Acc@5 76.562 (77.107)
[2021-03-14 14:21:59] TRAIN: [24][3780/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.1339 (2.0446) | Acc@1 52.734 (53.637) | Acc@5 74.609 (77.105)
[2021-03-14 14:22:08] TRAIN: [24][3810/5004] | Time 0.311 ( 0.285) | Data 0.000 (0.001) | Loss 2.2150 (2.0449) | Acc@1 51.172 (53.630) | Acc@5 73.828 (77.101)
[2021-03-14 14:22:16] TRAIN: [24][3840/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.4360 (2.0449) | Acc@1 46.484 (53.625) | Acc@5 71.484 (77.097)
[2021-03-14 14:22:25] TRAIN: [24][3870/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.7772 (2.0452) | Acc@1 59.375 (53.617) | Acc@5 79.297 (77.091)
[2021-03-14 14:22:33] TRAIN: [24][3900/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.0132 (2.0454) | Acc@1 50.781 (53.611) | Acc@5 78.516 (77.087)
[2021-03-14 14:22:42] TRAIN: [24][3930/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 1.9743 (2.0455) | Acc@1 56.250 (53.606) | Acc@5 78.516 (77.089)
[2021-03-14 14:22:50] TRAIN: [24][3960/5004] | Time 0.295 ( 0.285) | Data 0.000 (0.001) | Loss 1.9051 (2.0456) | Acc@1 54.688 (53.605) | Acc@5 78.125 (77.088)
[2021-03-14 14:22:59] TRAIN: [24][3990/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.8215 (2.0459) | Acc@1 57.812 (53.600) | Acc@5 80.078 (77.082)
[2021-03-14 14:23:08] TRAIN: [24][4020/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.9871 (2.0457) | Acc@1 57.422 (53.605) | Acc@5 79.688 (77.085)
[2021-03-14 14:23:16] TRAIN: [24][4050/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 1.8919 (2.0458) | Acc@1 55.078 (53.605) | Acc@5 80.469 (77.083)
[2021-03-14 14:23:25] TRAIN: [24][4080/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.0698 (2.0460) | Acc@1 56.250 (53.602) | Acc@5 75.000 (77.077)
[2021-03-14 14:23:33] TRAIN: [24][4110/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.0676 (2.0460) | Acc@1 53.516 (53.603) | Acc@5 76.953 (77.075)
[2021-03-14 14:23:42] TRAIN: [24][4140/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.001) | Loss 1.9825 (2.0459) | Acc@1 53.516 (53.605) | Acc@5 80.859 (77.076)
[2021-03-14 14:23:50] TRAIN: [24][4170/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.3099 (2.0464) | Acc@1 53.125 (53.600) | Acc@5 74.609 (77.069)
[2021-03-14 14:23:59] TRAIN: [24][4200/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.1378 (2.0465) | Acc@1 53.516 (53.598) | Acc@5 75.781 (77.069)
[2021-03-14 14:24:08] TRAIN: [24][4230/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.1393 (2.0462) | Acc@1 49.609 (53.603) | Acc@5 75.781 (77.074)
[2021-03-14 14:24:16] TRAIN: [24][4260/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 2.0097 (2.0465) | Acc@1 60.156 (53.598) | Acc@5 78.906 (77.069)
[2021-03-14 14:24:25] TRAIN: [24][4290/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.1516 (2.0468) | Acc@1 48.828 (53.593) | Acc@5 76.562 (77.067)
[2021-03-14 14:24:33] TRAIN: [24][4320/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1605 (2.0468) | Acc@1 51.562 (53.594) | Acc@5 76.562 (77.069)
[2021-03-14 14:24:41] TRAIN: [24][4350/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9236 (2.0470) | Acc@1 56.641 (53.590) | Acc@5 78.906 (77.066)
[2021-03-14 14:24:50] TRAIN: [24][4380/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.9710 (2.0469) | Acc@1 57.812 (53.593) | Acc@5 79.297 (77.067)
[2021-03-14 14:24:59] TRAIN: [24][4410/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.0373 (2.0473) | Acc@1 55.859 (53.589) | Acc@5 77.734 (77.062)
[2021-03-14 14:25:07] TRAIN: [24][4440/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.2646 (2.0476) | Acc@1 48.828 (53.581) | Acc@5 70.312 (77.057)
[2021-03-14 14:25:16] TRAIN: [24][4470/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 1.9747 (2.0476) | Acc@1 56.250 (53.580) | Acc@5 77.734 (77.060)
[2021-03-14 14:25:24] TRAIN: [24][4500/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.3844 (2.0478) | Acc@1 48.047 (53.574) | Acc@5 71.875 (77.055)
[2021-03-14 14:25:33] TRAIN: [24][4530/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 2.1339 (2.0478) | Acc@1 55.859 (53.573) | Acc@5 75.391 (77.054)
[2021-03-14 14:25:41] TRAIN: [24][4560/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.9792 (2.0479) | Acc@1 57.812 (53.574) | Acc@5 78.906 (77.054)
[2021-03-14 14:25:50] TRAIN: [24][4590/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.0317 (2.0477) | Acc@1 54.297 (53.578) | Acc@5 78.516 (77.057)
[2021-03-14 14:25:58] TRAIN: [24][4620/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0561 (2.0476) | Acc@1 53.906 (53.581) | Acc@5 77.734 (77.058)
[2021-03-14 14:26:07] TRAIN: [24][4650/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.2150 (2.0476) | Acc@1 51.953 (53.580) | Acc@5 74.609 (77.058)
[2021-03-14 14:26:15] TRAIN: [24][4680/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.3295 (2.0479) | Acc@1 48.828 (53.579) | Acc@5 75.781 (77.052)
[2021-03-14 14:26:24] TRAIN: [24][4710/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9274 (2.0480) | Acc@1 57.422 (53.576) | Acc@5 80.078 (77.050)
[2021-03-14 14:26:32] TRAIN: [24][4740/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.0525 (2.0482) | Acc@1 53.906 (53.572) | Acc@5 77.344 (77.041)
[2021-03-14 14:26:41] TRAIN: [24][4770/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.7556 (2.0486) | Acc@1 57.812 (53.566) | Acc@5 81.641 (77.035)
[2021-03-14 14:26:49] TRAIN: [24][4800/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.9271 (2.0488) | Acc@1 56.250 (53.566) | Acc@5 78.516 (77.032)
[2021-03-14 14:26:58] TRAIN: [24][4830/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.1454 (2.0492) | Acc@1 52.734 (53.560) | Acc@5 78.125 (77.026)
[2021-03-14 14:27:06] TRAIN: [24][4860/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9816 (2.0494) | Acc@1 56.250 (53.556) | Acc@5 77.344 (77.024)
[2021-03-14 14:27:15] TRAIN: [24][4890/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.3064 (2.0496) | Acc@1 48.828 (53.554) | Acc@5 71.484 (77.023)
[2021-03-14 14:27:23] TRAIN: [24][4920/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.0246 (2.0498) | Acc@1 57.031 (53.549) | Acc@5 78.125 (77.020)
[2021-03-14 14:27:32] TRAIN: [24][4950/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.9571 (2.0496) | Acc@1 53.516 (53.550) | Acc@5 79.688 (77.022)
[2021-03-14 14:27:40] TRAIN: [24][4980/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.8378 (2.0499) | Acc@1 58.594 (53.548) | Acc@5 81.250 (77.019)
[2021-03-14 14:27:47] TRAIN: [24][5004/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.8798 (2.0500) | Acc@1 57.422 (53.547) | Acc@5 82.031 (77.020)
[2021-03-14 14:28:00] VAL: [10/32] | Time 0.637 ( 1.242) | Data 0.000 (0.615) | Loss 1.7928 (1.7040) | Acc@1 59.188 (59.463) | Acc@5 81.625 (82.856)
[2021-03-14 14:28:09] VAL: [20/32] | Time 0.713 ( 1.048) | Data 0.000 (0.399) | Loss 1.7183 (1.7076) | Acc@1 59.750 (59.484) | Acc@5 83.438 (82.850)
[2021-03-14 14:28:18] VAL: [30/32] | Time 0.517 ( 0.996) | Data 0.000 (0.362) | Loss 1.7186 (1.6993) | Acc@1 59.438 (59.581) | Acc@5 82.062 (82.944)
[2021-03-14 14:28:18] VAL: [32/32] | Time 0.249 ( 0.958) | Data 0.000 (0.340) | Loss 1.5781 (1.7010) | Acc@1 61.250 (59.580) | Acc@5 84.750 (82.932)
[2021-03-14 14:28:19] ACCURACY: TOP1 59.580(BEST 59.580) | TOP5 82.932 | SAVED botnet50-wd5/checkpoints/ckpt_ep_024.pth.tar
[2021-03-14 14:28:19] CURRENT EPOCH: 25, LR: 0.1729, POLICY: cos
[2021-03-14 14:28:28] TRAIN: [25][ 30/5004] | Time 0.278 ( 0.305) | Data 0.000 (0.028) | Loss 2.0722 (1.9971) | Acc@1 52.344 (54.258) | Acc@5 75.000 (78.021)
[2021-03-14 14:28:37] TRAIN: [25][ 60/5004] | Time 0.274 ( 0.295) | Data 0.000 (0.014) | Loss 1.9877 (2.0177) | Acc@1 56.641 (54.108) | Acc@5 76.172 (77.689)
[2021-03-14 14:28:45] TRAIN: [25][ 90/5004] | Time 0.285 ( 0.290) | Data 0.000 (0.009) | Loss 2.0080 (2.0057) | Acc@1 53.125 (54.345) | Acc@5 78.125 (77.865)
[2021-03-14 14:28:54] TRAIN: [25][ 120/5004] | Time 0.290 ( 0.290) | Data 0.000 (0.007) | Loss 1.8570 (2.0033) | Acc@1 58.984 (54.437) | Acc@5 81.250 (77.842)
[2021-03-14 14:29:02] TRAIN: [25][ 150/5004] | Time 0.291 ( 0.289) | Data 0.000 (0.006) | Loss 1.9060 (1.9972) | Acc@1 54.297 (54.544) | Acc@5 80.078 (77.927)
[2021-03-14 14:29:11] TRAIN: [25][ 180/5004] | Time 0.280 ( 0.288) | Data 0.000 (0.005) | Loss 1.8791 (2.0027) | Acc@1 57.812 (54.479) | Acc@5 80.078 (77.888)
[2021-03-14 14:29:19] TRAIN: [25][ 210/5004] | Time 0.284 ( 0.287) | Data 0.000 (0.004) | Loss 1.9342 (2.0089) | Acc@1 55.469 (54.500) | Acc@5 78.516 (77.770)
[2021-03-14 14:29:28] TRAIN: [25][ 240/5004] | Time 0.278 ( 0.287) | Data 0.000 (0.004) | Loss 2.0372 (2.0079) | Acc@1 53.906 (54.530) | Acc@5 75.781 (77.764)
[2021-03-14 14:29:36] TRAIN: [25][ 270/5004] | Time 0.275 ( 0.286) | Data 0.000 (0.003) | Loss 1.9424 (2.0061) | Acc@1 55.469 (54.504) | Acc@5 77.734 (77.760)
[2021-03-14 14:29:45] TRAIN: [25][ 300/5004] | Time 0.282 ( 0.286) | Data 0.000 (0.003) | Loss 1.9256 (2.0058) | Acc@1 57.031 (54.486) | Acc@5 78.125 (77.741)
[2021-03-14 14:29:54] TRAIN: [25][ 330/5004] | Time 0.284 ( 0.287) | Data 0.000 (0.003) | Loss 1.7654 (2.0041) | Acc@1 56.250 (54.477) | Acc@5 82.812 (77.781)
[2021-03-14 14:30:02] TRAIN: [25][ 360/5004] | Time 0.283 ( 0.286) | Data 0.000 (0.003) | Loss 2.0276 (2.0057) | Acc@1 51.562 (54.454) | Acc@5 77.734 (77.760)
[2021-03-14 14:30:11] TRAIN: [25][ 390/5004] | Time 0.278 ( 0.286) | Data 0.000 (0.002) | Loss 1.9503 (2.0077) | Acc@1 56.641 (54.448) | Acc@5 78.516 (77.705)
[2021-03-14 14:30:19] TRAIN: [25][ 420/5004] | Time 0.300 ( 0.286) | Data 0.001 (0.002) | Loss 1.9620 (2.0033) | Acc@1 53.906 (54.524) | Acc@5 79.297 (77.753)
[2021-03-14 14:30:28] TRAIN: [25][ 450/5004] | Time 0.280 ( 0.286) | Data 0.000 (0.002) | Loss 2.1759 (2.0023) | Acc@1 48.438 (54.518) | Acc@5 75.391 (77.776)
[2021-03-14 14:30:36] TRAIN: [25][ 480/5004] | Time 0.280 ( 0.286) | Data 0.000 (0.002) | Loss 1.9162 (2.0019) | Acc@1 57.031 (54.516) | Acc@5 74.609 (77.776)
[2021-03-14 14:30:45] TRAIN: [25][ 510/5004] | Time 0.277 ( 0.286) | Data 0.000 (0.002) | Loss 2.1199 (2.0034) | Acc@1 57.422 (54.471) | Acc@5 74.219 (77.738)
[2021-03-14 14:30:53] TRAIN: [25][ 540/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.002) | Loss 1.7693 (2.0058) | Acc@1 60.547 (54.477) | Acc@5 80.469 (77.685)
[2021-03-14 14:31:02] TRAIN: [25][ 570/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.002) | Loss 1.9810 (2.0064) | Acc@1 55.469 (54.475) | Acc@5 79.688 (77.682)
[2021-03-14 14:31:10] TRAIN: [25][ 600/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.002) | Loss 1.9902 (2.0063) | Acc@1 54.297 (54.495) | Acc@5 80.859 (77.672)
[2021-03-14 14:31:19] TRAIN: [25][ 630/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.002) | Loss 2.0870 (2.0095) | Acc@1 53.906 (54.411) | Acc@5 77.344 (77.608)
[2021-03-14 14:31:27] TRAIN: [25][ 660/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.002) | Loss 1.8331 (2.0101) | Acc@1 58.984 (54.397) | Acc@5 80.078 (77.607)
[2021-03-14 14:31:36] TRAIN: [25][ 690/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.002) | Loss 1.7939 (2.0097) | Acc@1 62.500 (54.396) | Acc@5 77.344 (77.613)
[2021-03-14 14:31:45] TRAIN: [25][ 720/5004] | Time 0.283 ( 0.286) | Data 0.000 (0.002) | Loss 2.0903 (2.0110) | Acc@1 54.297 (54.335) | Acc@5 72.656 (77.575)
[2021-03-14 14:31:53] TRAIN: [25][ 750/5004] | Time 0.279 ( 0.286) | Data 0.000 (0.001) | Loss 1.9595 (2.0119) | Acc@1 52.734 (54.282) | Acc@5 78.125 (77.557)
[2021-03-14 14:32:02] TRAIN: [25][ 780/5004] | Time 0.284 ( 0.286) | Data 0.000 (0.001) | Loss 1.7599 (2.0110) | Acc@1 59.766 (54.277) | Acc@5 82.812 (77.577)
[2021-03-14 14:32:10] TRAIN: [25][ 810/5004] | Time 0.292 ( 0.286) | Data 0.000 (0.001) | Loss 2.0043 (2.0103) | Acc@1 55.078 (54.254) | Acc@5 78.906 (77.605)
[2021-03-14 14:32:19] TRAIN: [25][ 840/5004] | Time 0.285 ( 0.286) | Data 0.000 (0.001) | Loss 1.8733 (2.0107) | Acc@1 56.250 (54.235) | Acc@5 82.812 (77.612)
[2021-03-14 14:32:27] TRAIN: [25][ 870/5004] | Time 0.277 ( 0.286) | Data 0.000 (0.001) | Loss 2.0331 (2.0111) | Acc@1 52.734 (54.256) | Acc@5 76.562 (77.597)
[2021-03-14 14:32:36] TRAIN: [25][ 900/5004] | Time 0.287 ( 0.286) | Data 0.000 (0.001) | Loss 2.0592 (2.0113) | Acc@1 51.562 (54.240) | Acc@5 75.781 (77.596)
[2021-03-14 14:32:44] TRAIN: [25][ 930/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.0307 (2.0116) | Acc@1 53.906 (54.235) | Acc@5 78.516 (77.590)
[2021-03-14 14:32:53] TRAIN: [25][ 960/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 1.9235 (2.0116) | Acc@1 57.031 (54.243) | Acc@5 77.344 (77.588)
[2021-03-14 14:33:02] TRAIN: [25][ 990/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.1979 (2.0110) | Acc@1 51.953 (54.241) | Acc@5 74.219 (77.596)
[2021-03-14 14:33:10] TRAIN: [25][1020/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.9402 (2.0134) | Acc@1 55.078 (54.197) | Acc@5 77.734 (77.561)
[2021-03-14 14:33:19] TRAIN: [25][1050/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 1.9385 (2.0146) | Acc@1 49.609 (54.182) | Acc@5 78.125 (77.536)
[2021-03-14 14:33:27] TRAIN: [25][1080/5004] | Time 0.296 ( 0.285) | Data 0.000 (0.001) | Loss 2.0428 (2.0153) | Acc@1 57.031 (54.187) | Acc@5 76.562 (77.538)
[2021-03-14 14:33:36] TRAIN: [25][1110/5004] | Time 0.297 ( 0.285) | Data 0.000 (0.001) | Loss 2.5084 (2.0164) | Acc@1 44.922 (54.163) | Acc@5 68.359 (77.505)
[2021-03-14 14:33:44] TRAIN: [25][1140/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.1065 (2.0154) | Acc@1 51.172 (54.170) | Acc@5 76.562 (77.512)
[2021-03-14 14:33:53] TRAIN: [25][1170/5004] | Time 0.299 ( 0.285) | Data 0.000 (0.001) | Loss 1.9550 (2.0146) | Acc@1 56.641 (54.181) | Acc@5 79.297 (77.522)
[2021-03-14 14:34:01] TRAIN: [25][1200/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.1056 (2.0150) | Acc@1 53.516 (54.186) | Acc@5 76.953 (77.518)
[2021-03-14 14:34:10] TRAIN: [25][1230/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.1518 (2.0156) | Acc@1 52.734 (54.183) | Acc@5 76.172 (77.509)
[2021-03-14 14:34:19] TRAIN: [25][1260/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.1807 (2.0160) | Acc@1 53.125 (54.160) | Acc@5 72.656 (77.499)
[2021-03-14 14:34:27] TRAIN: [25][1290/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.1203 (2.0168) | Acc@1 52.344 (54.143) | Acc@5 74.219 (77.485)
[2021-03-14 14:34:36] TRAIN: [25][1320/5004] | Time 0.296 ( 0.285) | Data 0.000 (0.001) | Loss 2.1122 (2.0172) | Acc@1 55.078 (54.143) | Acc@5 76.562 (77.468)
[2021-03-14 14:34:44] TRAIN: [25][1350/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 1.9053 (2.0166) | Acc@1 57.812 (54.161) | Acc@5 80.078 (77.483)
[2021-03-14 14:34:53] TRAIN: [25][1380/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.9527 (2.0165) | Acc@1 57.812 (54.157) | Acc@5 76.172 (77.488)
[2021-03-14 14:35:01] TRAIN: [25][1410/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.8393 (2.0180) | Acc@1 55.859 (54.129) | Acc@5 80.469 (77.470)
[2021-03-14 14:35:10] TRAIN: [25][1440/5004] | Time 0.338 ( 0.285) | Data 0.000 (0.001) | Loss 1.8690 (2.0177) | Acc@1 52.734 (54.125) | Acc@5 79.297 (77.472)
[2021-03-14 14:35:18] TRAIN: [25][1470/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.9714 (2.0182) | Acc@1 55.469 (54.110) | Acc@5 78.516 (77.466)
[2021-03-14 14:35:27] TRAIN: [25][1500/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.8849 (2.0180) | Acc@1 58.984 (54.121) | Acc@5 78.906 (77.466)
[2021-03-14 14:35:35] TRAIN: [25][1530/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 1.8944 (2.0181) | Acc@1 55.469 (54.119) | Acc@5 80.469 (77.465)
[2021-03-14 14:35:44] TRAIN: [25][1560/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.0171 (2.0187) | Acc@1 57.031 (54.111) | Acc@5 75.000 (77.453)
[2021-03-14 14:35:52] TRAIN: [25][1590/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.1045 (2.0185) | Acc@1 52.344 (54.116) | Acc@5 76.953 (77.452)
[2021-03-14 14:36:01] TRAIN: [25][1620/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.2016 (2.0183) | Acc@1 52.734 (54.128) | Acc@5 74.219 (77.450)
[2021-03-14 14:36:10] TRAIN: [25][1650/5004] | Time 0.312 ( 0.285) | Data 0.000 (0.001) | Loss 1.9396 (2.0187) | Acc@1 55.469 (54.119) | Acc@5 79.297 (77.447)
[2021-03-14 14:36:18] TRAIN: [25][1680/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.1372 (2.0189) | Acc@1 55.078 (54.110) | Acc@5 77.734 (77.444)
[2021-03-14 14:36:27] TRAIN: [25][1710/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.0670 (2.0190) | Acc@1 52.344 (54.108) | Acc@5 76.172 (77.444)
[2021-03-14 14:36:35] TRAIN: [25][1740/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0136 (2.0192) | Acc@1 55.469 (54.109) | Acc@5 79.688 (77.439)
[2021-03-14 14:36:44] TRAIN: [25][1770/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 1.9242 (2.0198) | Acc@1 56.641 (54.117) | Acc@5 78.516 (77.427)
[2021-03-14 14:36:52] TRAIN: [25][1800/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.1636 (2.0200) | Acc@1 51.562 (54.109) | Acc@5 76.562 (77.433)
[2021-03-14 14:37:01] TRAIN: [25][1830/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.1689 (2.0206) | Acc@1 53.516 (54.103) | Acc@5 73.047 (77.415)
[2021-03-14 14:37:09] TRAIN: [25][1860/5004] | Time 0.298 ( 0.285) | Data 0.000 (0.001) | Loss 2.1598 (2.0214) | Acc@1 52.344 (54.084) | Acc@5 74.609 (77.409)
[2021-03-14 14:37:18] TRAIN: [25][1890/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.0643 (2.0217) | Acc@1 51.562 (54.071) | Acc@5 78.906 (77.410)
[2021-03-14 14:37:26] TRAIN: [25][1920/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 1.7116 (2.0224) | Acc@1 60.547 (54.057) | Acc@5 80.469 (77.402)
[2021-03-14 14:37:35] TRAIN: [25][1950/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.0116 (2.0222) | Acc@1 54.297 (54.057) | Acc@5 80.078 (77.411)
[2021-03-14 14:37:44] TRAIN: [25][1980/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.9661 (2.0227) | Acc@1 51.562 (54.044) | Acc@5 81.250 (77.409)
[2021-03-14 14:37:52] TRAIN: [25][2010/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0721 (2.0236) | Acc@1 53.125 (54.041) | Acc@5 78.125 (77.390)
[2021-03-14 14:38:01] TRAIN: [25][2040/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.0100 (2.0241) | Acc@1 53.516 (54.038) | Acc@5 75.781 (77.383)
[2021-03-14 14:38:09] TRAIN: [25][2070/5004] | Time 0.296 ( 0.285) | Data 0.000 (0.001) | Loss 2.0167 (2.0242) | Acc@1 54.297 (54.042) | Acc@5 77.734 (77.387)
[2021-03-14 14:38:18] TRAIN: [25][2100/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.0726 (2.0252) | Acc@1 56.250 (54.031) | Acc@5 75.391 (77.369)
[2021-03-14 14:38:26] TRAIN: [25][2130/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.0848 (2.0255) | Acc@1 48.438 (54.023) | Acc@5 76.953 (77.370)
[2021-03-14 14:38:35] TRAIN: [25][2160/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.9278 (2.0256) | Acc@1 57.031 (54.025) | Acc@5 76.562 (77.369)
[2021-03-14 14:38:43] TRAIN: [25][2190/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.2280 (2.0259) | Acc@1 53.125 (54.016) | Acc@5 75.000 (77.365)
[2021-03-14 14:38:52] TRAIN: [25][2220/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.0018 (2.0252) | Acc@1 54.688 (54.021) | Acc@5 77.734 (77.373)
[2021-03-14 14:39:00] TRAIN: [25][2250/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.2737 (2.0265) | Acc@1 51.562 (54.003) | Acc@5 73.047 (77.353)
[2021-03-14 14:39:09] TRAIN: [25][2280/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.0401 (2.0263) | Acc@1 54.297 (54.006) | Acc@5 75.000 (77.355)
[2021-03-14 14:39:17] TRAIN: [25][2310/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.0229 (2.0267) | Acc@1 50.000 (53.991) | Acc@5 79.688 (77.346)
[2021-03-14 14:39:26] TRAIN: [25][2340/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.9986 (2.0270) | Acc@1 57.422 (53.988) | Acc@5 77.344 (77.342)
[2021-03-14 14:39:34] TRAIN: [25][2370/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.0554 (2.0274) | Acc@1 51.562 (53.981) | Acc@5 79.688 (77.338)
[2021-03-14 14:39:43] TRAIN: [25][2400/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.0479 (2.0275) | Acc@1 50.391 (53.972) | Acc@5 78.125 (77.334)
[2021-03-14 14:39:51] TRAIN: [25][2430/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.2827 (2.0278) | Acc@1 49.609 (53.961) | Acc@5 73.828 (77.332)
[2021-03-14 14:40:00] TRAIN: [25][2460/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.9397 (2.0276) | Acc@1 51.953 (53.959) | Acc@5 78.906 (77.330)
[2021-03-14 14:40:08] TRAIN: [25][2490/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.1119 (2.0274) | Acc@1 56.250 (53.967) | Acc@5 78.516 (77.334)
[2021-03-14 14:40:17] TRAIN: [25][2520/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 1.9935 (2.0273) | Acc@1 54.688 (53.966) | Acc@5 81.250 (77.333)
[2021-03-14 14:40:25] TRAIN: [25][2550/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.0599 (2.0274) | Acc@1 50.391 (53.961) | Acc@5 78.906 (77.333)
[2021-03-14 14:40:34] TRAIN: [25][2580/5004] | Time 0.295 ( 0.285) | Data 0.000 (0.001) | Loss 1.8829 (2.0278) | Acc@1 54.688 (53.955) | Acc@5 79.688 (77.324)
[2021-03-14 14:40:42] TRAIN: [25][2610/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.8875 (2.0277) | Acc@1 58.594 (53.954) | Acc@5 79.688 (77.327)
[2021-03-14 14:40:51] TRAIN: [25][2640/5004] | Time 0.295 ( 0.285) | Data 0.001 (0.001) | Loss 2.1654 (2.0277) | Acc@1 51.562 (53.960) | Acc@5 76.172 (77.330)
[2021-03-14 14:40:59] TRAIN: [25][2670/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.0811 (2.0284) | Acc@1 57.422 (53.954) | Acc@5 76.953 (77.320)
[2021-03-14 14:41:08] TRAIN: [25][2700/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.9627 (2.0284) | Acc@1 55.078 (53.951) | Acc@5 78.125 (77.325)
[2021-03-14 14:41:16] TRAIN: [25][2730/5004] | Time 0.275 ( 0.285) | Data 0.000 (0.001) | Loss 2.1936 (2.0286) | Acc@1 46.484 (53.945) | Acc@5 76.172 (77.321)
[2021-03-14 14:41:25] TRAIN: [25][2760/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.2729 (2.0284) | Acc@1 49.219 (53.950) | Acc@5 71.875 (77.321)
[2021-03-14 14:41:33] TRAIN: [25][2790/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.1531 (2.0288) | Acc@1 52.734 (53.940) | Acc@5 74.219 (77.316)
[2021-03-14 14:41:42] TRAIN: [25][2820/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.2142 (2.0291) | Acc@1 50.000 (53.930) | Acc@5 73.047 (77.313)
[2021-03-14 14:41:50] TRAIN: [25][2850/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.9917 (2.0296) | Acc@1 57.031 (53.927) | Acc@5 76.953 (77.304)
[2021-03-14 14:41:59] TRAIN: [25][2880/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.1505 (2.0293) | Acc@1 52.344 (53.936) | Acc@5 74.609 (77.308)
[2021-03-14 14:42:07] TRAIN: [25][2910/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.0509 (2.0293) | Acc@1 55.078 (53.940) | Acc@5 78.516 (77.310)
[2021-03-14 14:42:16] TRAIN: [25][2940/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.0440 (2.0299) | Acc@1 55.859 (53.929) | Acc@5 78.125 (77.300)
[2021-03-14 14:42:24] TRAIN: [25][2970/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.3259 (2.0295) | Acc@1 49.609 (53.938) | Acc@5 73.047 (77.308)
[2021-03-14 14:42:33] TRAIN: [25][3000/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.2341 (2.0298) | Acc@1 50.391 (53.931) | Acc@5 74.219 (77.303)
[2021-03-14 14:42:42] TRAIN: [25][3030/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.1490 (2.0301) | Acc@1 53.125 (53.922) | Acc@5 75.781 (77.300)
[2021-03-14 14:42:50] TRAIN: [25][3060/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.0731 (2.0305) | Acc@1 54.688 (53.915) | Acc@5 76.562 (77.290)
[2021-03-14 14:42:58] TRAIN: [25][3090/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.4159 (2.0308) | Acc@1 48.047 (53.910) | Acc@5 73.047 (77.287)
[2021-03-14 14:43:07] TRAIN: [25][3120/5004] | Time 0.297 ( 0.285) | Data 0.000 (0.001) | Loss 2.0641 (2.0306) | Acc@1 53.125 (53.916) | Acc@5 75.391 (77.286)
[2021-03-14 14:43:16] TRAIN: [25][3150/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 1.9513 (2.0311) | Acc@1 53.125 (53.904) | Acc@5 77.344 (77.275)
[2021-03-14 14:43:24] TRAIN: [25][3180/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.9140 (2.0312) | Acc@1 59.375 (53.910) | Acc@5 78.516 (77.270)
[2021-03-14 14:43:33] TRAIN: [25][3210/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.1176 (2.0320) | Acc@1 52.344 (53.898) | Acc@5 76.172 (77.258)
[2021-03-14 14:43:41] TRAIN: [25][3240/5004] | Time 0.343 ( 0.285) | Data 0.000 (0.001) | Loss 1.9534 (2.0322) | Acc@1 52.344 (53.891) | Acc@5 79.297 (77.254)
[2021-03-14 14:43:49] TRAIN: [25][3270/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.9572 (2.0326) | Acc@1 57.031 (53.887) | Acc@5 78.125 (77.247)
[2021-03-14 14:43:58] TRAIN: [25][3300/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.8126 (2.0330) | Acc@1 60.156 (53.879) | Acc@5 80.859 (77.243)
[2021-03-14 14:44:07] TRAIN: [25][3330/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.0369 (2.0332) | Acc@1 53.516 (53.873) | Acc@5 77.734 (77.244)
[2021-03-14 14:44:15] TRAIN: [25][3360/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0922 (2.0334) | Acc@1 57.422 (53.862) | Acc@5 75.781 (77.243)
[2021-03-14 14:44:24] TRAIN: [25][3390/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 1.9270 (2.0334) | Acc@1 55.469 (53.860) | Acc@5 76.953 (77.241)
[2021-03-14 14:44:32] TRAIN: [25][3420/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 1.8671 (2.0334) | Acc@1 56.641 (53.860) | Acc@5 78.516 (77.240)
[2021-03-14 14:44:41] TRAIN: [25][3450/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.7268 (2.0334) | Acc@1 59.766 (53.861) | Acc@5 79.688 (77.238)
[2021-03-14 14:44:49] TRAIN: [25][3480/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.1199 (2.0335) | Acc@1 55.078 (53.862) | Acc@5 75.391 (77.236)
[2021-03-14 14:44:58] TRAIN: [25][3510/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.8990 (2.0336) | Acc@1 54.297 (53.859) | Acc@5 79.688 (77.236)
[2021-03-14 14:45:06] TRAIN: [25][3540/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.8495 (2.0335) | Acc@1 54.688 (53.866) | Acc@5 79.688 (77.236)
[2021-03-14 14:45:15] TRAIN: [25][3570/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0928 (2.0336) | Acc@1 55.078 (53.865) | Acc@5 77.344 (77.236)
[2021-03-14 14:45:23] TRAIN: [25][3600/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.0963 (2.0339) | Acc@1 51.953 (53.861) | Acc@5 74.219 (77.229)
[2021-03-14 14:45:32] TRAIN: [25][3630/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 1.8787 (2.0340) | Acc@1 57.812 (53.861) | Acc@5 79.297 (77.228)
[2021-03-14 14:45:40] TRAIN: [25][3660/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.0664 (2.0343) | Acc@1 56.250 (53.850) | Acc@5 76.172 (77.226)
[2021-03-14 14:45:49] TRAIN: [25][3690/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.0125 (2.0341) | Acc@1 57.812 (53.852) | Acc@5 75.391 (77.225)
[2021-03-14 14:45:57] TRAIN: [25][3720/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.0802 (2.0344) | Acc@1 51.953 (53.852) | Acc@5 76.172 (77.221)
[2021-03-14 14:46:06] TRAIN: [25][3750/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.8426 (2.0340) | Acc@1 55.469 (53.856) | Acc@5 80.078 (77.227)
[2021-03-14 14:46:15] TRAIN: [25][3780/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.1439 (2.0345) | Acc@1 53.516 (53.851) | Acc@5 76.172 (77.216)
[2021-03-14 14:46:23] TRAIN: [25][3810/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.9380 (2.0345) | Acc@1 56.250 (53.854) | Acc@5 78.125 (77.216)
[2021-03-14 14:46:32] TRAIN: [25][3840/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.8448 (2.0345) | Acc@1 56.250 (53.854) | Acc@5 79.297 (77.218)
[2021-03-14 14:46:40] TRAIN: [25][3870/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.8571 (2.0346) | Acc@1 56.250 (53.851) | Acc@5 81.250 (77.215)
[2021-03-14 14:46:49] TRAIN: [25][3900/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.1081 (2.0350) | Acc@1 55.469 (53.848) | Acc@5 75.781 (77.210)
[2021-03-14 14:46:57] TRAIN: [25][3930/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.0055 (2.0351) | Acc@1 56.250 (53.849) | Acc@5 78.906 (77.208)
[2021-03-14 14:47:06] TRAIN: [25][3960/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.0643 (2.0355) | Acc@1 55.078 (53.847) | Acc@5 79.297 (77.206)
[2021-03-14 14:47:14] TRAIN: [25][3990/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.1146 (2.0356) | Acc@1 51.953 (53.844) | Acc@5 77.344 (77.203)
[2021-03-14 14:47:23] TRAIN: [25][4020/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 1.9225 (2.0358) | Acc@1 50.391 (53.842) | Acc@5 81.641 (77.202)
[2021-03-14 14:47:31] TRAIN: [25][4050/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.0136 (2.0358) | Acc@1 56.641 (53.844) | Acc@5 75.781 (77.204)
[2021-03-14 14:47:40] TRAIN: [25][4080/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.9362 (2.0360) | Acc@1 54.297 (53.843) | Acc@5 76.172 (77.199)
[2021-03-14 14:47:48] TRAIN: [25][4110/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1778 (2.0363) | Acc@1 54.688 (53.838) | Acc@5 73.047 (77.195)
[2021-03-14 14:47:57] TRAIN: [25][4140/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 1.9528 (2.0367) | Acc@1 53.516 (53.826) | Acc@5 77.734 (77.187)
[2021-03-14 14:48:05] TRAIN: [25][4170/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 1.9283 (2.0367) | Acc@1 53.125 (53.823) | Acc@5 81.641 (77.186)
[2021-03-14 14:48:14] TRAIN: [25][4200/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0230 (2.0362) | Acc@1 58.203 (53.832) | Acc@5 78.125 (77.194)
[2021-03-14 14:48:22] TRAIN: [25][4230/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.8516 (2.0363) | Acc@1 54.297 (53.827) | Acc@5 79.688 (77.194)
[2021-03-14 14:48:31] TRAIN: [25][4260/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2226 (2.0367) | Acc@1 45.703 (53.818) | Acc@5 72.656 (77.188)
[2021-03-14 14:48:39] TRAIN: [25][4290/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1442 (2.0368) | Acc@1 49.219 (53.811) | Acc@5 76.562 (77.189)
[2021-03-14 14:48:48] TRAIN: [25][4320/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 1.9568 (2.0367) | Acc@1 57.812 (53.814) | Acc@5 78.125 (77.189)
[2021-03-14 14:48:56] TRAIN: [25][4350/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2419 (2.0373) | Acc@1 50.781 (53.803) | Acc@5 72.266 (77.179)
[2021-03-14 14:49:05] TRAIN: [25][4380/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0550 (2.0374) | Acc@1 57.422 (53.806) | Acc@5 77.344 (77.178)
[2021-03-14 14:49:13] TRAIN: [25][4410/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9247 (2.0372) | Acc@1 57.812 (53.815) | Acc@5 79.688 (77.184)
[2021-03-14 14:49:22] TRAIN: [25][4440/5004] | Time 0.298 ( 0.284) | Data 0.001 (0.001) | Loss 1.8232 (2.0373) | Acc@1 57.422 (53.815) | Acc@5 78.516 (77.178)
[2021-03-14 14:49:30] TRAIN: [25][4470/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2859 (2.0377) | Acc@1 45.312 (53.811) | Acc@5 73.828 (77.170)
[2021-03-14 14:49:39] TRAIN: [25][4500/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9712 (2.0380) | Acc@1 56.250 (53.808) | Acc@5 79.297 (77.166)
[2021-03-14 14:49:47] TRAIN: [25][4530/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3801 (2.0385) | Acc@1 52.734 (53.796) | Acc@5 75.000 (77.159)
[2021-03-14 14:49:56] TRAIN: [25][4560/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.8393 (2.0385) | Acc@1 56.250 (53.799) | Acc@5 80.078 (77.159)
[2021-03-14 14:50:05] TRAIN: [25][4590/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.001) | Loss 1.9740 (2.0384) | Acc@1 50.000 (53.801) | Acc@5 79.297 (77.163)
[2021-03-14 14:50:13] TRAIN: [25][4620/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.0482 (2.0386) | Acc@1 53.516 (53.797) | Acc@5 79.297 (77.158)
[2021-03-14 14:50:22] TRAIN: [25][4650/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.9612 (2.0385) | Acc@1 55.859 (53.796) | Acc@5 77.344 (77.158)
[2021-03-14 14:50:30] TRAIN: [25][4680/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.9949 (2.0387) | Acc@1 53.125 (53.796) | Acc@5 78.516 (77.153)
[2021-03-14 14:50:39] TRAIN: [25][4710/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0105 (2.0385) | Acc@1 52.344 (53.799) | Acc@5 77.734 (77.152)
[2021-03-14 14:50:47] TRAIN: [25][4740/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0734 (2.0387) | Acc@1 52.734 (53.797) | Acc@5 75.391 (77.149)
[2021-03-14 14:50:56] TRAIN: [25][4770/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0671 (2.0386) | Acc@1 55.078 (53.799) | Acc@5 74.219 (77.149)
[2021-03-14 14:51:04] TRAIN: [25][4800/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.8920 (2.0383) | Acc@1 55.469 (53.802) | Acc@5 81.250 (77.157)
[2021-03-14 14:51:13] TRAIN: [25][4830/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.8957 (2.0382) | Acc@1 57.812 (53.803) | Acc@5 80.078 (77.161)
[2021-03-14 14:51:21] TRAIN: [25][4860/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 1.8872 (2.0382) | Acc@1 58.984 (53.805) | Acc@5 80.078 (77.160)
[2021-03-14 14:51:30] TRAIN: [25][4890/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1421 (2.0384) | Acc@1 54.688 (53.800) | Acc@5 74.609 (77.155)
[2021-03-14 14:51:38] TRAIN: [25][4920/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0727 (2.0387) | Acc@1 53.906 (53.796) | Acc@5 75.391 (77.153)
[2021-03-14 14:51:47] TRAIN: [25][4950/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1230 (2.0388) | Acc@1 51.172 (53.799) | Acc@5 77.344 (77.151)
[2021-03-14 14:51:55] TRAIN: [25][4980/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.7434 (2.0390) | Acc@1 54.688 (53.793) | Acc@5 82.031 (77.147)
[2021-03-14 14:52:02] TRAIN: [25][5004/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.8946 (2.0390) | Acc@1 59.375 (53.794) | Acc@5 77.734 (77.146)
[2021-03-14 14:52:15] VAL: [10/32] | Time 0.605 ( 1.213) | Data 0.000 (0.577) | Loss 1.8193 (1.7319) | Acc@1 57.438 (58.556) | Acc@5 81.750 (82.631)
[2021-03-14 14:52:23] VAL: [20/32] | Time 0.601 ( 1.038) | Data 0.000 (0.374) | Loss 1.7092 (1.7406) | Acc@1 59.062 (58.284) | Acc@5 83.625 (82.494)
[2021-03-14 14:52:32] VAL: [30/32] | Time 0.524 ( 0.992) | Data 0.000 (0.328) | Loss 1.8104 (1.7346) | Acc@1 56.750 (58.540) | Acc@5 82.062 (82.508)
[2021-03-14 14:52:33] VAL: [32/32] | Time 0.252 ( 0.955) | Data 0.000 (0.308) | Loss 1.5702 (1.7347) | Acc@1 62.500 (58.568) | Acc@5 85.000 (82.530)
[2021-03-14 14:52:34] ACCURACY: TOP1 58.568(BEST 59.580) | TOP5 82.530 | SAVED botnet50-wd5/checkpoints/ckpt_ep_025.pth.tar
[2021-03-14 14:52:34] CURRENT EPOCH: 26, LR: 0.1707, POLICY: cos
[2021-03-14 14:52:43] TRAIN: [26][ 30/5004] | Time 0.290 ( 0.302) | Data 0.001 (0.021) | Loss 2.0478 (1.9351) | Acc@1 51.953 (55.182) | Acc@5 78.125 (78.919)
[2021-03-14 14:52:51] TRAIN: [26][ 60/5004] | Time 0.282 ( 0.292) | Data 0.000 (0.011) | Loss 2.0879 (1.9430) | Acc@1 49.609 (55.156) | Acc@5 76.172 (78.906)
[2021-03-14 14:53:00] TRAIN: [26][ 90/5004] | Time 0.283 ( 0.288) | Data 0.000 (0.007) | Loss 2.1346 (1.9493) | Acc@1 51.562 (55.352) | Acc@5 76.953 (78.850)
[2021-03-14 14:53:08] TRAIN: [26][ 120/5004] | Time 0.280 ( 0.287) | Data 0.000 (0.006) | Loss 1.9428 (1.9585) | Acc@1 54.688 (55.332) | Acc@5 78.906 (78.503)
[2021-03-14 14:53:17] TRAIN: [26][ 150/5004] | Time 0.281 ( 0.287) | Data 0.000 (0.005) | Loss 1.9156 (1.9671) | Acc@1 56.250 (55.167) | Acc@5 79.688 (78.289)
[2021-03-14 14:53:25] TRAIN: [26][ 180/5004] | Time 0.283 ( 0.287) | Data 0.000 (0.004) | Loss 2.0240 (1.9743) | Acc@1 51.562 (55.050) | Acc@5 74.609 (78.216)
[2021-03-14 14:53:34] TRAIN: [26][ 210/5004] | Time 0.277 ( 0.286) | Data 0.000 (0.003) | Loss 2.0451 (1.9724) | Acc@1 50.391 (55.017) | Acc@5 77.344 (78.292)
[2021-03-14 14:53:42] TRAIN: [26][ 240/5004] | Time 0.280 ( 0.286) | Data 0.000 (0.003) | Loss 2.1422 (1.9739) | Acc@1 51.562 (54.985) | Acc@5 72.656 (78.223)
[2021-03-14 14:53:51] TRAIN: [26][ 270/5004] | Time 0.280 ( 0.286) | Data 0.000 (0.003) | Loss 2.1851 (1.9750) | Acc@1 55.078 (54.974) | Acc@5 75.391 (78.128)
[2021-03-14 14:53:59] TRAIN: [26][ 300/5004] | Time 0.278 ( 0.286) | Data 0.000 (0.003) | Loss 1.9992 (1.9751) | Acc@1 54.297 (54.988) | Acc@5 75.000 (78.130)
[2021-03-14 14:54:08] TRAIN: [26][ 330/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.002) | Loss 1.8726 (1.9780) | Acc@1 53.906 (54.946) | Acc@5 82.812 (78.058)
[2021-03-14 14:54:16] TRAIN: [26][ 360/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.002) | Loss 1.9116 (1.9786) | Acc@1 52.344 (54.876) | Acc@5 79.688 (78.014)
[2021-03-14 14:54:25] TRAIN: [26][ 390/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.002) | Loss 1.7061 (1.9793) | Acc@1 60.938 (54.899) | Acc@5 81.641 (78.003)
[2021-03-14 14:54:33] TRAIN: [26][ 420/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.002) | Loss 2.1853 (1.9810) | Acc@1 53.516 (54.897) | Acc@5 74.219 (77.976)
[2021-03-14 14:54:42] TRAIN: [26][ 450/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.002) | Loss 2.0547 (1.9843) | Acc@1 50.781 (54.803) | Acc@5 76.953 (77.950)
[2021-03-14 14:54:50] TRAIN: [26][ 480/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.002) | Loss 2.1214 (1.9859) | Acc@1 52.734 (54.766) | Acc@5 78.125 (77.939)
[2021-03-14 14:54:59] TRAIN: [26][ 510/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.002) | Loss 1.9626 (1.9859) | Acc@1 53.125 (54.713) | Acc@5 78.906 (77.957)
[2021-03-14 14:55:08] TRAIN: [26][ 540/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.002) | Loss 2.1283 (1.9855) | Acc@1 50.781 (54.664) | Acc@5 74.609 (77.963)
[2021-03-14 14:55:16] TRAIN: [26][ 570/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.002) | Loss 2.1342 (1.9877) | Acc@1 50.781 (54.626) | Acc@5 73.438 (77.931)
[2021-03-14 14:55:25] TRAIN: [26][ 600/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.9513 (1.9866) | Acc@1 56.250 (54.620) | Acc@5 78.125 (77.980)
[2021-03-14 14:55:33] TRAIN: [26][ 630/5004] | Time 0.283 ( 0.285) | Data 0.001 (0.001) | Loss 2.0984 (1.9883) | Acc@1 52.344 (54.578) | Acc@5 77.344 (77.969)
[2021-03-14 14:55:42] TRAIN: [26][ 660/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.9783 (1.9901) | Acc@1 53.906 (54.523) | Acc@5 78.125 (77.951)
[2021-03-14 14:55:50] TRAIN: [26][ 690/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.9776 (1.9941) | Acc@1 53.125 (54.442) | Acc@5 78.125 (77.884)
[2021-03-14 14:55:59] TRAIN: [26][ 720/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.1797 (1.9944) | Acc@1 51.172 (54.433) | Acc@5 74.609 (77.878)
[2021-03-14 14:56:07] TRAIN: [26][ 750/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 2.1139 (1.9951) | Acc@1 53.125 (54.397) | Acc@5 77.344 (77.870)
[2021-03-14 14:56:16] TRAIN: [26][ 780/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.2086 (1.9948) | Acc@1 53.906 (54.432) | Acc@5 73.438 (77.880)
[2021-03-14 14:56:24] TRAIN: [26][ 810/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 1.9545 (1.9963) | Acc@1 53.906 (54.407) | Acc@5 77.734 (77.859)
[2021-03-14 14:56:33] TRAIN: [26][ 840/5004] | Time 0.343 ( 0.285) | Data 0.000 (0.001) | Loss 1.9043 (1.9954) | Acc@1 53.516 (54.436) | Acc@5 78.906 (77.838)
[2021-03-14 14:56:41] TRAIN: [26][ 870/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.0328 (1.9958) | Acc@1 55.469 (54.448) | Acc@5 76.172 (77.824)
[2021-03-14 14:56:50] TRAIN: [26][ 900/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.7419 (1.9974) | Acc@1 53.906 (54.420) | Acc@5 82.812 (77.805)
[2021-03-14 14:56:59] TRAIN: [26][ 930/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.0537 (1.9980) | Acc@1 55.469 (54.420) | Acc@5 76.172 (77.809)
[2021-03-14 14:57:07] TRAIN: [26][ 960/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9542 (1.9999) | Acc@1 54.688 (54.390) | Acc@5 80.859 (77.790)
[2021-03-14 14:57:16] TRAIN: [26][ 990/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.0168 (2.0018) | Acc@1 55.469 (54.355) | Acc@5 77.734 (77.757)
[2021-03-14 14:57:24] TRAIN: [26][1020/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.0341 (2.0016) | Acc@1 54.297 (54.350) | Acc@5 73.828 (77.753)
[2021-03-14 14:57:33] TRAIN: [26][1050/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.0060 (2.0015) | Acc@1 53.906 (54.355) | Acc@5 76.953 (77.749)
[2021-03-14 14:57:41] TRAIN: [26][1080/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.8940 (2.0005) | Acc@1 55.859 (54.376) | Acc@5 79.297 (77.748)
[2021-03-14 14:57:50] TRAIN: [26][1110/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 1.9981 (2.0009) | Acc@1 56.250 (54.369) | Acc@5 77.734 (77.755)
[2021-03-14 14:57:58] TRAIN: [26][1140/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.0150 (2.0014) | Acc@1 53.125 (54.349) | Acc@5 79.297 (77.754)
[2021-03-14 14:58:07] TRAIN: [26][1170/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.9688 (2.0026) | Acc@1 54.688 (54.327) | Acc@5 78.906 (77.738)
[2021-03-14 14:58:15] TRAIN: [26][1200/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0261 (2.0031) | Acc@1 51.562 (54.328) | Acc@5 74.219 (77.727)
[2021-03-14 14:58:24] TRAIN: [26][1230/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.8697 (2.0037) | Acc@1 53.906 (54.314) | Acc@5 79.297 (77.710)
[2021-03-14 14:58:32] TRAIN: [26][1260/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.0152 (2.0037) | Acc@1 54.688 (54.327) | Acc@5 76.562 (77.702)
[2021-03-14 14:58:41] TRAIN: [26][1290/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9242 (2.0049) | Acc@1 53.906 (54.297) | Acc@5 81.641 (77.687)
[2021-03-14 14:58:49] TRAIN: [26][1320/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.9060 (2.0054) | Acc@1 56.250 (54.296) | Acc@5 78.125 (77.679)
[2021-03-14 14:58:58] TRAIN: [26][1350/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 1.9514 (2.0060) | Acc@1 54.688 (54.290) | Acc@5 81.641 (77.666)
[2021-03-14 14:59:06] TRAIN: [26][1380/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.0235 (2.0062) | Acc@1 53.516 (54.275) | Acc@5 79.297 (77.673)
[2021-03-14 14:59:15] TRAIN: [26][1410/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.9417 (2.0067) | Acc@1 56.250 (54.275) | Acc@5 80.078 (77.663)
[2021-03-14 14:59:24] TRAIN: [26][1440/5004] | Time 0.296 ( 0.285) | Data 0.000 (0.001) | Loss 1.9697 (2.0066) | Acc@1 53.125 (54.279) | Acc@5 78.906 (77.677)
[2021-03-14 14:59:32] TRAIN: [26][1470/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.001) | Loss 1.9578 (2.0066) | Acc@1 55.469 (54.269) | Acc@5 80.078 (77.679)
[2021-03-14 14:59:41] TRAIN: [26][1500/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 1.9745 (2.0068) | Acc@1 56.641 (54.276) | Acc@5 78.125 (77.672)
[2021-03-14 14:59:49] TRAIN: [26][1530/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 1.9999 (2.0069) | Acc@1 51.172 (54.275) | Acc@5 79.297 (77.683)
[2021-03-14 14:59:58] TRAIN: [26][1560/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.3086 (2.0086) | Acc@1 51.562 (54.253) | Acc@5 73.438 (77.663)
[2021-03-14 15:00:06] TRAIN: [26][1590/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.9151 (2.0088) | Acc@1 55.859 (54.260) | Acc@5 79.297 (77.653)
[2021-03-14 15:00:15] TRAIN: [26][1620/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0772 (2.0088) | Acc@1 51.562 (54.268) | Acc@5 79.297 (77.646)
[2021-03-14 15:00:23] TRAIN: [26][1650/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.1785 (2.0087) | Acc@1 52.734 (54.277) | Acc@5 73.438 (77.642)
[2021-03-14 15:00:32] TRAIN: [26][1680/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.9766 (2.0088) | Acc@1 54.297 (54.280) | Acc@5 77.734 (77.642)
[2021-03-14 15:00:40] TRAIN: [26][1710/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 1.9723 (2.0088) | Acc@1 56.641 (54.283) | Acc@5 78.906 (77.636)
[2021-03-14 15:00:49] TRAIN: [26][1740/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.0466 (2.0088) | Acc@1 52.734 (54.267) | Acc@5 77.344 (77.643)
[2021-03-14 15:00:57] TRAIN: [26][1770/5004] | Time 0.274 ( 0.285) | Data 0.000 (0.001) | Loss 2.1171 (2.0101) | Acc@1 52.734 (54.233) | Acc@5 74.609 (77.618)
[2021-03-14 15:01:06] TRAIN: [26][1800/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 1.9925 (2.0111) | Acc@1 53.906 (54.214) | Acc@5 77.734 (77.611)
[2021-03-14 15:01:14] TRAIN: [26][1830/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 1.9748 (2.0113) | Acc@1 56.641 (54.215) | Acc@5 80.469 (77.613)
[2021-03-14 15:01:23] TRAIN: [26][1860/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.8753 (2.0117) | Acc@1 57.812 (54.201) | Acc@5 79.297 (77.608)
[2021-03-14 15:01:31] TRAIN: [26][1890/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.3154 (2.0115) | Acc@1 48.438 (54.202) | Acc@5 72.266 (77.610)
[2021-03-14 15:01:40] TRAIN: [26][1920/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9946 (2.0125) | Acc@1 50.781 (54.175) | Acc@5 77.734 (77.598)
[2021-03-14 15:01:48] TRAIN: [26][1950/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.1825 (2.0130) | Acc@1 50.391 (54.159) | Acc@5 79.688 (77.597)
[2021-03-14 15:01:57] TRAIN: [26][1980/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.9979 (2.0131) | Acc@1 53.516 (54.161) | Acc@5 78.516 (77.585)
[2021-03-14 15:02:05] TRAIN: [26][2010/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0230 (2.0133) | Acc@1 58.984 (54.157) | Acc@5 76.172 (77.585)
[2021-03-14 15:02:14] TRAIN: [26][2040/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 1.8804 (2.0134) | Acc@1 55.859 (54.160) | Acc@5 77.344 (77.588)
[2021-03-14 15:02:23] TRAIN: [26][2070/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.1688 (2.0142) | Acc@1 53.906 (54.152) | Acc@5 75.391 (77.582)
[2021-03-14 15:02:31] TRAIN: [26][2100/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.8286 (2.0146) | Acc@1 54.297 (54.135) | Acc@5 80.078 (77.573)
[2021-03-14 15:02:40] TRAIN: [26][2130/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.8721 (2.0146) | Acc@1 58.203 (54.133) | Acc@5 76.562 (77.572)
[2021-03-14 15:02:48] TRAIN: [26][2160/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.2276 (2.0152) | Acc@1 52.734 (54.122) | Acc@5 72.266 (77.564)
[2021-03-14 15:02:57] TRAIN: [26][2190/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.8813 (2.0155) | Acc@1 54.688 (54.120) | Acc@5 79.297 (77.567)
[2021-03-14 15:03:05] TRAIN: [26][2220/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0349 (2.0155) | Acc@1 53.516 (54.116) | Acc@5 75.000 (77.563)
[2021-03-14 15:03:14] TRAIN: [26][2250/5004] | Time 0.303 ( 0.285) | Data 0.001 (0.001) | Loss 2.2170 (2.0151) | Acc@1 48.828 (54.119) | Acc@5 74.219 (77.570)
[2021-03-14 15:03:23] TRAIN: [26][2280/5004] | Time 0.295 ( 0.285) | Data 0.000 (0.001) | Loss 1.8632 (2.0152) | Acc@1 55.469 (54.122) | Acc@5 80.859 (77.562)
[2021-03-14 15:03:31] TRAIN: [26][2310/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.0624 (2.0160) | Acc@1 51.562 (54.109) | Acc@5 77.734 (77.551)
[2021-03-14 15:03:40] TRAIN: [26][2340/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 1.9474 (2.0160) | Acc@1 56.641 (54.112) | Acc@5 80.078 (77.551)
[2021-03-14 15:03:48] TRAIN: [26][2370/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 2.0447 (2.0161) | Acc@1 51.953 (54.118) | Acc@5 74.609 (77.546)
[2021-03-14 15:03:57] TRAIN: [26][2400/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.7904 (2.0161) | Acc@1 56.641 (54.122) | Acc@5 82.422 (77.548)
[2021-03-14 15:04:05] TRAIN: [26][2430/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.1104 (2.0164) | Acc@1 48.438 (54.111) | Acc@5 76.172 (77.543)
[2021-03-14 15:04:14] TRAIN: [26][2460/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.1642 (2.0166) | Acc@1 51.172 (54.108) | Acc@5 75.000 (77.534)
[2021-03-14 15:04:22] TRAIN: [26][2490/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.7592 (2.0165) | Acc@1 55.859 (54.100) | Acc@5 82.031 (77.534)
[2021-03-14 15:04:31] TRAIN: [26][2520/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.9638 (2.0168) | Acc@1 58.984 (54.102) | Acc@5 77.344 (77.529)
[2021-03-14 15:04:39] TRAIN: [26][2550/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 1.9602 (2.0170) | Acc@1 53.516 (54.111) | Acc@5 78.906 (77.518)
[2021-03-14 15:04:48] TRAIN: [26][2580/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.2177 (2.0167) | Acc@1 46.484 (54.109) | Acc@5 72.656 (77.517)
[2021-03-14 15:04:56] TRAIN: [26][2610/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.1356 (2.0163) | Acc@1 52.734 (54.114) | Acc@5 75.781 (77.523)
[2021-03-14 15:05:05] TRAIN: [26][2640/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.0221 (2.0169) | Acc@1 54.688 (54.100) | Acc@5 77.344 (77.514)
[2021-03-14 15:05:13] TRAIN: [26][2670/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.6948 (2.0175) | Acc@1 61.719 (54.101) | Acc@5 81.250 (77.507)
[2021-03-14 15:05:22] TRAIN: [26][2700/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.9607 (2.0175) | Acc@1 51.953 (54.095) | Acc@5 78.125 (77.508)
[2021-03-14 15:05:30] TRAIN: [26][2730/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1988 (2.0177) | Acc@1 53.516 (54.094) | Acc@5 76.172 (77.502)
[2021-03-14 15:05:39] TRAIN: [26][2760/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3101 (2.0184) | Acc@1 45.703 (54.075) | Acc@5 70.703 (77.492)
[2021-03-14 15:05:47] TRAIN: [26][2790/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.8825 (2.0182) | Acc@1 59.766 (54.077) | Acc@5 80.469 (77.498)
[2021-03-14 15:05:56] TRAIN: [26][2820/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0397 (2.0181) | Acc@1 51.172 (54.074) | Acc@5 79.297 (77.504)
[2021-03-14 15:06:04] TRAIN: [26][2850/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.7574 (2.0180) | Acc@1 59.375 (54.076) | Acc@5 83.984 (77.512)
[2021-03-14 15:06:13] TRAIN: [26][2880/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9205 (2.0180) | Acc@1 56.641 (54.077) | Acc@5 80.078 (77.506)
[2021-03-14 15:06:21] TRAIN: [26][2910/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0939 (2.0180) | Acc@1 53.906 (54.083) | Acc@5 73.828 (77.502)
[2021-03-14 15:06:30] TRAIN: [26][2940/5004] | Time 0.274 ( 0.284) | Data 0.000 (0.001) | Loss 2.0297 (2.0182) | Acc@1 53.516 (54.085) | Acc@5 76.172 (77.499)
[2021-03-14 15:06:38] TRAIN: [26][2970/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9313 (2.0189) | Acc@1 53.906 (54.074) | Acc@5 79.297 (77.487)
[2021-03-14 15:06:47] TRAIN: [26][3000/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.8427 (2.0188) | Acc@1 55.859 (54.079) | Acc@5 83.203 (77.492)
[2021-03-14 15:06:55] TRAIN: [26][3030/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.8586 (2.0191) | Acc@1 58.594 (54.076) | Acc@5 79.297 (77.486)
[2021-03-14 15:07:04] TRAIN: [26][3060/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1940 (2.0192) | Acc@1 51.953 (54.068) | Acc@5 73.438 (77.485)
[2021-03-14 15:07:12] TRAIN: [26][3090/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.1326 (2.0196) | Acc@1 51.953 (54.061) | Acc@5 77.734 (77.482)
[2021-03-14 15:07:21] TRAIN: [26][3120/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.1019 (2.0195) | Acc@1 53.125 (54.063) | Acc@5 76.172 (77.482)
[2021-03-14 15:07:29] TRAIN: [26][3150/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.9919 (2.0196) | Acc@1 53.906 (54.060) | Acc@5 78.516 (77.479)
[2021-03-14 15:07:38] TRAIN: [26][3180/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9515 (2.0195) | Acc@1 54.688 (54.064) | Acc@5 78.125 (77.481)
[2021-03-14 15:07:46] TRAIN: [26][3210/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9793 (2.0195) | Acc@1 55.078 (54.067) | Acc@5 79.688 (77.480)
[2021-03-14 15:07:55] TRAIN: [26][3240/5004] | Time 0.309 ( 0.284) | Data 0.001 (0.001) | Loss 1.9318 (2.0197) | Acc@1 57.031 (54.061) | Acc@5 80.078 (77.477)
[2021-03-14 15:08:03] TRAIN: [26][3270/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0145 (2.0202) | Acc@1 57.422 (54.057) | Acc@5 78.125 (77.469)
[2021-03-14 15:08:12] TRAIN: [26][3300/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3145 (2.0205) | Acc@1 50.000 (54.052) | Acc@5 70.312 (77.466)
[2021-03-14 15:08:20] TRAIN: [26][3330/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.7863 (2.0205) | Acc@1 57.031 (54.052) | Acc@5 81.641 (77.465)
[2021-03-14 15:08:29] TRAIN: [26][3360/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2595 (2.0211) | Acc@1 52.734 (54.042) | Acc@5 73.828 (77.459)
[2021-03-14 15:08:37] TRAIN: [26][3390/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0262 (2.0212) | Acc@1 54.297 (54.038) | Acc@5 78.125 (77.460)
[2021-03-14 15:08:46] TRAIN: [26][3420/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0172 (2.0213) | Acc@1 52.344 (54.038) | Acc@5 76.562 (77.464)
[2021-03-14 15:08:54] TRAIN: [26][3450/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0111 (2.0214) | Acc@1 56.641 (54.042) | Acc@5 78.125 (77.464)
[2021-03-14 15:09:03] TRAIN: [26][3480/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9821 (2.0214) | Acc@1 55.859 (54.044) | Acc@5 75.000 (77.463)
[2021-03-14 15:09:11] TRAIN: [26][3510/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0123 (2.0220) | Acc@1 55.469 (54.037) | Acc@5 75.391 (77.452)
[2021-03-14 15:09:20] TRAIN: [26][3540/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.8237 (2.0223) | Acc@1 57.422 (54.030) | Acc@5 80.078 (77.447)
[2021-03-14 15:09:28] TRAIN: [26][3570/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.001) | Loss 1.9248 (2.0222) | Acc@1 53.516 (54.028) | Acc@5 80.859 (77.445)
[2021-03-14 15:09:37] TRAIN: [26][3600/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1689 (2.0223) | Acc@1 50.391 (54.026) | Acc@5 75.000 (77.443)
[2021-03-14 15:09:45] TRAIN: [26][3630/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1365 (2.0225) | Acc@1 53.125 (54.028) | Acc@5 76.172 (77.436)
[2021-03-14 15:09:54] TRAIN: [26][3660/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9545 (2.0225) | Acc@1 53.125 (54.029) | Acc@5 79.297 (77.438)
[2021-03-14 15:10:02] TRAIN: [26][3690/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1164 (2.0222) | Acc@1 50.391 (54.036) | Acc@5 76.953 (77.445)
[2021-03-14 15:10:11] TRAIN: [26][3720/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1346 (2.0224) | Acc@1 50.781 (54.029) | Acc@5 73.047 (77.439)
[2021-03-14 15:10:19] TRAIN: [26][3750/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.8342 (2.0226) | Acc@1 56.641 (54.024) | Acc@5 82.422 (77.438)
[2021-03-14 15:10:28] TRAIN: [26][3780/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2782 (2.0229) | Acc@1 46.875 (54.018) | Acc@5 73.828 (77.433)
[2021-03-14 15:10:36] TRAIN: [26][3810/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.3038 (2.0230) | Acc@1 48.438 (54.017) | Acc@5 73.047 (77.434)
[2021-03-14 15:10:45] TRAIN: [26][3840/5004] | Time 0.356 ( 0.284) | Data 0.000 (0.001) | Loss 2.1670 (2.0231) | Acc@1 50.391 (54.015) | Acc@5 74.609 (77.430)
[2021-03-14 15:10:54] TRAIN: [26][3870/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.8630 (2.0233) | Acc@1 55.469 (54.010) | Acc@5 78.516 (77.429)
[2021-03-14 15:11:02] TRAIN: [26][3900/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2391 (2.0238) | Acc@1 48.047 (54.003) | Acc@5 75.000 (77.422)
[2021-03-14 15:11:11] TRAIN: [26][3930/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.9649 (2.0240) | Acc@1 57.031 (53.999) | Acc@5 80.078 (77.416)
[2021-03-14 15:11:19] TRAIN: [26][3960/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.9738 (2.0241) | Acc@1 57.031 (53.999) | Acc@5 77.734 (77.415)
[2021-03-14 15:11:28] TRAIN: [26][3990/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.8551 (2.0245) | Acc@1 55.469 (53.990) | Acc@5 78.125 (77.408)
[2021-03-14 15:11:36] TRAIN: [26][4020/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1160 (2.0244) | Acc@1 51.172 (53.992) | Acc@5 76.953 (77.406)
[2021-03-14 15:11:45] TRAIN: [26][4050/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.1956 (2.0242) | Acc@1 50.000 (53.995) | Acc@5 76.562 (77.408)
[2021-03-14 15:11:53] TRAIN: [26][4080/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.4091 (2.0245) | Acc@1 47.656 (53.991) | Acc@5 70.312 (77.403)
[2021-03-14 15:12:02] TRAIN: [26][4110/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.8540 (2.0247) | Acc@1 55.078 (53.991) | Acc@5 78.516 (77.402)
[2021-03-14 15:12:10] TRAIN: [26][4140/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.8932 (2.0247) | Acc@1 60.156 (53.993) | Acc@5 80.078 (77.402)
[2021-03-14 15:12:19] TRAIN: [26][4170/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2423 (2.0253) | Acc@1 50.781 (53.981) | Acc@5 73.047 (77.394)
[2021-03-14 15:12:27] TRAIN: [26][4200/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.8232 (2.0253) | Acc@1 58.203 (53.977) | Acc@5 81.641 (77.394)
[2021-03-14 15:12:36] TRAIN: [26][4230/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 1.9943 (2.0258) | Acc@1 54.688 (53.968) | Acc@5 75.000 (77.385)
[2021-03-14 15:12:44] TRAIN: [26][4260/5004] | Time 0.274 ( 0.284) | Data 0.000 (0.001) | Loss 1.8841 (2.0258) | Acc@1 55.078 (53.972) | Acc@5 82.422 (77.384)
[2021-03-14 15:12:53] TRAIN: [26][4290/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.9902 (2.0257) | Acc@1 54.297 (53.977) | Acc@5 77.734 (77.385)
[2021-03-14 15:13:02] TRAIN: [26][4320/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0021 (2.0260) | Acc@1 57.812 (53.970) | Acc@5 76.562 (77.382)
[2021-03-14 15:13:10] TRAIN: [26][4350/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0577 (2.0258) | Acc@1 52.734 (53.975) | Acc@5 79.688 (77.384)
[2021-03-14 15:13:19] TRAIN: [26][4380/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.8455 (2.0258) | Acc@1 55.078 (53.976) | Acc@5 80.859 (77.388)
[2021-03-14 15:13:27] TRAIN: [26][4410/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.9207 (2.0257) | Acc@1 54.297 (53.977) | Acc@5 78.516 (77.386)
[2021-03-14 15:13:36] TRAIN: [26][4440/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.0983 (2.0260) | Acc@1 55.859 (53.972) | Acc@5 74.219 (77.382)
[2021-03-14 15:13:44] TRAIN: [26][4470/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9188 (2.0261) | Acc@1 54.297 (53.973) | Acc@5 76.172 (77.381)
[2021-03-14 15:13:53] TRAIN: [26][4500/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4282 (2.0265) | Acc@1 48.438 (53.966) | Acc@5 69.531 (77.371)
[2021-03-14 15:14:01] TRAIN: [26][4530/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.1107 (2.0267) | Acc@1 52.734 (53.963) | Acc@5 78.516 (77.368)
[2021-03-14 15:14:09] TRAIN: [26][4560/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1254 (2.0269) | Acc@1 50.781 (53.958) | Acc@5 79.297 (77.368)
[2021-03-14 15:14:18] TRAIN: [26][4590/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.8844 (2.0268) | Acc@1 58.984 (53.957) | Acc@5 79.297 (77.370)
[2021-03-14 15:14:27] TRAIN: [26][4620/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0215 (2.0269) | Acc@1 56.250 (53.956) | Acc@5 76.562 (77.366)
[2021-03-14 15:14:35] TRAIN: [26][4650/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.7547 (2.0270) | Acc@1 59.375 (53.953) | Acc@5 83.203 (77.365)
[2021-03-14 15:14:44] TRAIN: [26][4680/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.5358 (2.0270) | Acc@1 62.891 (53.958) | Acc@5 85.156 (77.365)
[2021-03-14 15:14:52] TRAIN: [26][4710/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1605 (2.0273) | Acc@1 55.859 (53.957) | Acc@5 73.438 (77.360)
[2021-03-14 15:15:00] TRAIN: [26][4740/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1250 (2.0276) | Acc@1 51.172 (53.945) | Acc@5 76.562 (77.355)
[2021-03-14 15:15:09] TRAIN: [26][4770/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9382 (2.0275) | Acc@1 54.297 (53.947) | Acc@5 80.078 (77.358)
[2021-03-14 15:15:17] TRAIN: [26][4800/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.0706 (2.0276) | Acc@1 51.172 (53.943) | Acc@5 78.906 (77.359)
[2021-03-14 15:15:26] TRAIN: [26][4830/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.3003 (2.0278) | Acc@1 48.828 (53.940) | Acc@5 73.047 (77.355)
[2021-03-14 15:15:35] TRAIN: [26][4860/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9886 (2.0279) | Acc@1 58.594 (53.938) | Acc@5 77.344 (77.354)
[2021-03-14 15:15:43] TRAIN: [26][4890/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.7991 (2.0281) | Acc@1 59.766 (53.936) | Acc@5 82.031 (77.352)
[2021-03-14 15:15:52] TRAIN: [26][4920/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9916 (2.0281) | Acc@1 53.906 (53.940) | Acc@5 77.344 (77.354)
[2021-03-14 15:16:00] TRAIN: [26][4950/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2325 (2.0283) | Acc@1 49.219 (53.935) | Acc@5 74.219 (77.351)
[2021-03-14 15:16:09] TRAIN: [26][4980/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0138 (2.0284) | Acc@1 52.734 (53.933) | Acc@5 76.562 (77.350)
[2021-03-14 15:16:16] TRAIN: [26][5004/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.8923 (2.0285) | Acc@1 58.203 (53.933) | Acc@5 78.125 (77.347)
[2021-03-14 15:16:28] VAL: [10/32] | Time 0.583 ( 1.203) | Data 0.000 (0.597) | Loss 1.7568 (1.6913) | Acc@1 58.688 (59.131) | Acc@5 81.562 (83.169)
[2021-03-14 15:16:37] VAL: [20/32] | Time 0.599 ( 1.041) | Data 0.000 (0.384) | Loss 1.7273 (1.7027) | Acc@1 58.375 (59.072) | Acc@5 82.562 (83.128)
[2021-03-14 15:16:45] VAL: [30/32] | Time 0.513 ( 0.979) | Data 0.000 (0.334) | Loss 1.7011 (1.6980) | Acc@1 58.750 (59.090) | Acc@5 82.750 (83.092)
[2021-03-14 15:16:46] VAL: [32/32] | Time 0.249 ( 0.941) | Data 0.000 (0.314) | Loss 1.6478 (1.6977) | Acc@1 59.750 (59.136) | Acc@5 84.000 (83.098)
[2021-03-14 15:16:47] ACCURACY: TOP1 59.136(BEST 59.580) | TOP5 83.098 | SAVED botnet50-wd5/checkpoints/ckpt_ep_026.pth.tar
[2021-03-14 15:16:47] CURRENT EPOCH: 27, LR: 0.1685, POLICY: cos
[2021-03-14 15:16:56] TRAIN: [27][ 30/5004] | Time 0.279 ( 0.301) | Data 0.000 (0.022) | Loss 1.9363 (1.9801) | Acc@1 51.172 (55.026) | Acc@5 82.031 (78.203)
[2021-03-14 15:17:04] TRAIN: [27][ 60/5004] | Time 0.271 ( 0.292) | Data 0.000 (0.011) | Loss 1.9507 (1.9803) | Acc@1 54.688 (55.260) | Acc@5 77.734 (78.203)
[2021-03-14 15:17:13] TRAIN: [27][ 90/5004] | Time 0.283 ( 0.288) | Data 0.000 (0.008) | Loss 1.9661 (1.9659) | Acc@1 53.125 (55.356) | Acc@5 75.781 (78.299)
[2021-03-14 15:17:21] TRAIN: [27][ 120/5004] | Time 0.280 ( 0.287) | Data 0.000 (0.006) | Loss 2.1202 (1.9808) | Acc@1 53.125 (55.075) | Acc@5 73.047 (77.933)
[2021-03-14 15:17:30] TRAIN: [27][ 150/5004] | Time 0.277 ( 0.286) | Data 0.000 (0.005) | Loss 1.7370 (1.9862) | Acc@1 64.062 (54.961) | Acc@5 80.078 (77.799)
[2021-03-14 15:17:38] TRAIN: [27][ 180/5004] | Time 0.282 ( 0.286) | Data 0.000 (0.004) | Loss 1.9667 (1.9954) | Acc@1 55.859 (54.783) | Acc@5 76.953 (77.721)
[2021-03-14 15:17:47] TRAIN: [27][ 210/5004] | Time 0.282 ( 0.286) | Data 0.000 (0.004) | Loss 1.9194 (1.9956) | Acc@1 58.594 (54.723) | Acc@5 79.688 (77.757)
[2021-03-14 15:17:55] TRAIN: [27][ 240/5004] | Time 0.277 ( 0.286) | Data 0.000 (0.003) | Loss 1.8146 (1.9965) | Acc@1 58.594 (54.730) | Acc@5 82.422 (77.720)
[2021-03-14 15:18:04] TRAIN: [27][ 270/5004] | Time 0.290 ( 0.286) | Data 0.000 (0.003) | Loss 2.1466 (1.9953) | Acc@1 52.344 (54.651) | Acc@5 75.391 (77.720)
[2021-03-14 15:18:12] TRAIN: [27][ 300/5004] | Time 0.280 ( 0.286) | Data 0.000 (0.003) | Loss 1.8282 (1.9899) | Acc@1 57.812 (54.763) | Acc@5 80.469 (77.846)
[2021-03-14 15:18:21] TRAIN: [27][ 330/5004] | Time 0.286 ( 0.286) | Data 0.000 (0.002) | Loss 2.0704 (1.9872) | Acc@1 52.344 (54.844) | Acc@5 78.125 (77.862)
[2021-03-14 15:18:29] TRAIN: [27][ 360/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.002) | Loss 2.1777 (1.9901) | Acc@1 49.609 (54.752) | Acc@5 75.391 (77.815)
[2021-03-14 15:18:38] TRAIN: [27][ 390/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.002) | Loss 2.1135 (1.9877) | Acc@1 50.781 (54.803) | Acc@5 76.562 (77.878)
[2021-03-14 15:18:46] TRAIN: [27][ 420/5004] | Time 0.283 ( 0.285) | Data 0.001 (0.002) | Loss 1.9981 (1.9867) | Acc@1 54.688 (54.807) | Acc@5 80.469 (77.926)
[2021-03-14 15:18:55] TRAIN: [27][ 450/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.002) | Loss 2.1451 (1.9862) | Acc@1 55.078 (54.797) | Acc@5 72.266 (77.938)
[2021-03-14 15:19:03] TRAIN: [27][ 480/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.002) | Loss 1.9427 (1.9844) | Acc@1 56.641 (54.818) | Acc@5 78.516 (77.958)
[2021-03-14 15:19:12] TRAIN: [27][ 510/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.002) | Loss 2.3287 (1.9852) | Acc@1 47.656 (54.800) | Acc@5 69.531 (77.927)
[2021-03-14 15:19:21] TRAIN: [27][ 540/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.002) | Loss 1.9488 (1.9825) | Acc@1 53.906 (54.835) | Acc@5 80.859 (77.961)
[2021-03-14 15:19:29] TRAIN: [27][ 570/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.002) | Loss 2.0712 (1.9808) | Acc@1 50.781 (54.858) | Acc@5 73.828 (77.980)
[2021-03-14 15:19:38] TRAIN: [27][ 600/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.0808 (1.9808) | Acc@1 50.781 (54.833) | Acc@5 74.609 (77.989)
[2021-03-14 15:19:46] TRAIN: [27][ 630/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.0529 (1.9804) | Acc@1 57.422 (54.868) | Acc@5 76.953 (78.013)
[2021-03-14 15:19:55] TRAIN: [27][ 660/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.8380 (1.9813) | Acc@1 57.031 (54.817) | Acc@5 79.297 (78.005)
[2021-03-14 15:20:03] TRAIN: [27][ 690/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 2.1385 (1.9820) | Acc@1 49.219 (54.793) | Acc@5 77.734 (77.977)
[2021-03-14 15:20:12] TRAIN: [27][ 720/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.9401 (1.9827) | Acc@1 57.812 (54.801) | Acc@5 76.172 (77.944)
[2021-03-14 15:20:20] TRAIN: [27][ 750/5004] | Time 0.275 ( 0.285) | Data 0.000 (0.001) | Loss 1.9779 (1.9820) | Acc@1 57.031 (54.820) | Acc@5 78.906 (77.966)
[2021-03-14 15:20:29] TRAIN: [27][ 780/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 1.9961 (1.9826) | Acc@1 55.078 (54.799) | Acc@5 80.469 (77.961)
[2021-03-14 15:20:37] TRAIN: [27][ 810/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 1.9705 (1.9830) | Acc@1 53.516 (54.771) | Acc@5 78.125 (77.973)
[2021-03-14 15:20:46] TRAIN: [27][ 840/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.8941 (1.9832) | Acc@1 55.859 (54.750) | Acc@5 77.734 (77.976)
[2021-03-14 15:20:54] TRAIN: [27][ 870/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 1.9882 (1.9844) | Acc@1 53.906 (54.746) | Acc@5 77.344 (77.956)
[2021-03-14 15:21:03] TRAIN: [27][ 900/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.1986 (1.9834) | Acc@1 52.344 (54.773) | Acc@5 78.516 (77.999)
[2021-03-14 15:21:11] TRAIN: [27][ 930/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1746 (1.9825) | Acc@1 48.047 (54.791) | Acc@5 76.562 (78.013)
[2021-03-14 15:21:20] TRAIN: [27][ 960/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0834 (1.9836) | Acc@1 51.953 (54.773) | Acc@5 76.562 (77.995)
[2021-03-14 15:21:28] TRAIN: [27][ 990/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9596 (1.9839) | Acc@1 55.078 (54.744) | Acc@5 76.953 (77.990)
[2021-03-14 15:21:37] TRAIN: [27][1020/5004] | Time 0.352 ( 0.284) | Data 0.000 (0.001) | Loss 2.1647 (1.9857) | Acc@1 53.516 (54.713) | Acc@5 72.656 (77.948)
[2021-03-14 15:21:45] TRAIN: [27][1050/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.9396 (1.9853) | Acc@1 55.469 (54.721) | Acc@5 75.391 (77.937)
[2021-03-14 15:21:54] TRAIN: [27][1080/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9110 (1.9868) | Acc@1 55.859 (54.694) | Acc@5 79.297 (77.917)
[2021-03-14 15:22:02] TRAIN: [27][1110/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9890 (1.9881) | Acc@1 55.859 (54.679) | Acc@5 76.562 (77.891)
[2021-03-14 15:22:11] TRAIN: [27][1140/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1599 (1.9890) | Acc@1 51.562 (54.673) | Acc@5 72.266 (77.872)
[2021-03-14 15:22:19] TRAIN: [27][1170/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0662 (1.9888) | Acc@1 55.859 (54.679) | Acc@5 78.125 (77.876)
[2021-03-14 15:22:28] TRAIN: [27][1200/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0926 (1.9888) | Acc@1 56.250 (54.690) | Acc@5 76.562 (77.864)
[2021-03-14 15:22:36] TRAIN: [27][1230/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9677 (1.9888) | Acc@1 50.781 (54.679) | Acc@5 78.906 (77.861)
[2021-03-14 15:22:45] TRAIN: [27][1260/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.8851 (1.9892) | Acc@1 56.641 (54.675) | Acc@5 80.859 (77.858)
[2021-03-14 15:22:53] TRAIN: [27][1290/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 1.8952 (1.9889) | Acc@1 55.078 (54.673) | Acc@5 81.641 (77.862)
[2021-03-14 15:23:02] TRAIN: [27][1320/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0004 (1.9898) | Acc@1 54.297 (54.647) | Acc@5 77.734 (77.851)
[2021-03-14 15:23:11] TRAIN: [27][1350/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0665 (1.9901) | Acc@1 52.734 (54.628) | Acc@5 78.125 (77.848)
[2021-03-14 15:23:19] TRAIN: [27][1380/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.0690 (1.9906) | Acc@1 53.906 (54.614) | Acc@5 75.781 (77.831)
[2021-03-14 15:23:28] TRAIN: [27][1410/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9819 (1.9909) | Acc@1 52.734 (54.616) | Acc@5 76.953 (77.826)
[2021-03-14 15:23:36] TRAIN: [27][1440/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.1672 (1.9920) | Acc@1 51.562 (54.614) | Acc@5 75.000 (77.812)
[2021-03-14 15:23:45] TRAIN: [27][1470/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.7148 (1.9921) | Acc@1 61.328 (54.616) | Acc@5 80.859 (77.810)
[2021-03-14 15:23:53] TRAIN: [27][1500/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0444 (1.9928) | Acc@1 52.734 (54.603) | Acc@5 78.516 (77.800)
[2021-03-14 15:24:02] TRAIN: [27][1530/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1753 (1.9937) | Acc@1 50.000 (54.585) | Acc@5 75.000 (77.795)
[2021-03-14 15:24:10] TRAIN: [27][1560/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1228 (1.9940) | Acc@1 55.078 (54.587) | Acc@5 76.172 (77.786)
[2021-03-14 15:24:19] TRAIN: [27][1590/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1218 (1.9940) | Acc@1 57.031 (54.587) | Acc@5 75.781 (77.791)
[2021-03-14 15:24:27] TRAIN: [27][1620/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9783 (1.9947) | Acc@1 52.344 (54.575) | Acc@5 78.125 (77.777)
[2021-03-14 15:24:36] TRAIN: [27][1650/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9828 (1.9947) | Acc@1 55.469 (54.558) | Acc@5 79.688 (77.777)
[2021-03-14 15:24:44] TRAIN: [27][1680/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0659 (1.9952) | Acc@1 53.125 (54.550) | Acc@5 77.344 (77.768)
[2021-03-14 15:24:53] TRAIN: [27][1710/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9888 (1.9955) | Acc@1 52.734 (54.537) | Acc@5 78.125 (77.763)
[2021-03-14 15:25:01] TRAIN: [27][1740/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2264 (1.9958) | Acc@1 54.688 (54.543) | Acc@5 75.391 (77.760)
[2021-03-14 15:25:10] TRAIN: [27][1770/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0135 (1.9956) | Acc@1 57.031 (54.551) | Acc@5 76.172 (77.764)
[2021-03-14 15:25:18] TRAIN: [27][1800/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1906 (1.9957) | Acc@1 50.000 (54.549) | Acc@5 75.391 (77.760)
[2021-03-14 15:25:27] TRAIN: [27][1830/5004] | Time 0.305 ( 0.284) | Data 0.000 (0.001) | Loss 1.9753 (1.9956) | Acc@1 54.688 (54.553) | Acc@5 76.953 (77.757)
[2021-03-14 15:25:35] TRAIN: [27][1860/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0273 (1.9965) | Acc@1 53.906 (54.542) | Acc@5 78.125 (77.740)
[2021-03-14 15:25:44] TRAIN: [27][1890/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.1036 (1.9972) | Acc@1 49.219 (54.526) | Acc@5 78.125 (77.727)
[2021-03-14 15:25:52] TRAIN: [27][1920/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1018 (1.9969) | Acc@1 51.562 (54.528) | Acc@5 75.781 (77.733)
[2021-03-14 15:26:01] TRAIN: [27][1950/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.0296 (1.9976) | Acc@1 52.734 (54.514) | Acc@5 78.906 (77.727)
[2021-03-14 15:26:10] TRAIN: [27][1980/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1084 (1.9982) | Acc@1 49.219 (54.501) | Acc@5 76.953 (77.722)
[2021-03-14 15:26:18] TRAIN: [27][2010/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.2238 (1.9985) | Acc@1 50.000 (54.488) | Acc@5 75.000 (77.721)
[2021-03-14 15:26:27] TRAIN: [27][2040/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.9218 (1.9980) | Acc@1 54.297 (54.498) | Acc@5 76.953 (77.723)
[2021-03-14 15:26:35] TRAIN: [27][2070/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0230 (1.9984) | Acc@1 51.172 (54.495) | Acc@5 75.391 (77.711)
[2021-03-14 15:26:43] TRAIN: [27][2100/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.9748 (1.9984) | Acc@1 55.469 (54.486) | Acc@5 81.641 (77.713)
[2021-03-14 15:26:52] TRAIN: [27][2130/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0984 (1.9987) | Acc@1 51.172 (54.481) | Acc@5 78.906 (77.716)
[2021-03-14 15:27:00] TRAIN: [27][2160/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.8979 (1.9986) | Acc@1 54.688 (54.484) | Acc@5 79.688 (77.717)
[2021-03-14 15:27:09] TRAIN: [27][2190/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.2022 (1.9992) | Acc@1 52.734 (54.483) | Acc@5 73.438 (77.710)
[2021-03-14 15:27:18] TRAIN: [27][2220/5004] | Time 0.332 ( 0.284) | Data 0.000 (0.001) | Loss 1.8479 (1.9992) | Acc@1 56.641 (54.481) | Acc@5 79.297 (77.709)
[2021-03-14 15:27:26] TRAIN: [27][2250/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.0502 (1.9993) | Acc@1 51.953 (54.471) | Acc@5 76.172 (77.712)
[2021-03-14 15:27:35] TRAIN: [27][2280/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1328 (1.9998) | Acc@1 49.219 (54.461) | Acc@5 75.781 (77.702)
[2021-03-14 15:27:43] TRAIN: [27][2310/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 1.7567 (2.0002) | Acc@1 54.297 (54.453) | Acc@5 82.031 (77.697)
[2021-03-14 15:27:52] TRAIN: [27][2340/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0114 (2.0002) | Acc@1 55.469 (54.459) | Acc@5 79.688 (77.698)
[2021-03-14 15:28:00] TRAIN: [27][2370/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 2.0231 (2.0002) | Acc@1 49.219 (54.455) | Acc@5 79.688 (77.700)
[2021-03-14 15:28:09] TRAIN: [27][2400/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0459 (2.0002) | Acc@1 52.344 (54.455) | Acc@5 78.906 (77.702)
[2021-03-14 15:28:17] TRAIN: [27][2430/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1260 (2.0009) | Acc@1 51.953 (54.446) | Acc@5 73.828 (77.693)
[2021-03-14 15:28:26] TRAIN: [27][2460/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 1.8449 (2.0013) | Acc@1 58.984 (54.445) | Acc@5 80.469 (77.688)
[2021-03-14 15:28:34] TRAIN: [27][2490/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1202 (2.0017) | Acc@1 48.047 (54.442) | Acc@5 75.781 (77.680)
[2021-03-14 15:28:43] TRAIN: [27][2520/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9818 (2.0017) | Acc@1 54.297 (54.445) | Acc@5 76.562 (77.679)
[2021-03-14 15:28:51] TRAIN: [27][2550/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0691 (2.0012) | Acc@1 53.516 (54.453) | Acc@5 78.516 (77.685)
[2021-03-14 15:29:00] TRAIN: [27][2580/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0256 (2.0024) | Acc@1 53.125 (54.433) | Acc@5 76.562 (77.670)
[2021-03-14 15:29:08] TRAIN: [27][2610/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.8885 (2.0027) | Acc@1 55.859 (54.420) | Acc@5 78.906 (77.670)
[2021-03-14 15:29:17] TRAIN: [27][2640/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.8414 (2.0030) | Acc@1 60.547 (54.414) | Acc@5 80.078 (77.666)
[2021-03-14 15:29:25] TRAIN: [27][2670/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0346 (2.0032) | Acc@1 54.688 (54.417) | Acc@5 76.953 (77.663)
[2021-03-14 15:29:34] TRAIN: [27][2700/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0794 (2.0036) | Acc@1 51.562 (54.405) | Acc@5 78.125 (77.665)
[2021-03-14 15:29:42] TRAIN: [27][2730/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9668 (2.0042) | Acc@1 54.297 (54.392) | Acc@5 78.516 (77.651)
[2021-03-14 15:29:51] TRAIN: [27][2760/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9409 (2.0042) | Acc@1 54.688 (54.394) | Acc@5 78.906 (77.650)
[2021-03-14 15:29:59] TRAIN: [27][2790/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.9782 (2.0050) | Acc@1 52.734 (54.383) | Acc@5 77.734 (77.637)
[2021-03-14 15:30:08] TRAIN: [27][2820/5004] | Time 0.342 ( 0.284) | Data 0.000 (0.001) | Loss 2.1286 (2.0055) | Acc@1 55.078 (54.376) | Acc@5 76.953 (77.626)
[2021-03-14 15:30:16] TRAIN: [27][2850/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1248 (2.0060) | Acc@1 53.516 (54.373) | Acc@5 78.906 (77.621)
[2021-03-14 15:30:25] TRAIN: [27][2880/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9288 (2.0060) | Acc@1 54.688 (54.376) | Acc@5 79.688 (77.620)
[2021-03-14 15:30:33] TRAIN: [27][2910/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.8496 (2.0060) | Acc@1 60.547 (54.378) | Acc@5 80.469 (77.613)
[2021-03-14 15:30:42] TRAIN: [27][2940/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0002 (2.0062) | Acc@1 57.812 (54.370) | Acc@5 76.562 (77.611)
[2021-03-14 15:30:50] TRAIN: [27][2970/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0772 (2.0064) | Acc@1 49.609 (54.369) | Acc@5 76.562 (77.603)
[2021-03-14 15:30:59] TRAIN: [27][3000/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.8936 (2.0069) | Acc@1 59.766 (54.362) | Acc@5 78.125 (77.596)
[2021-03-14 15:31:07] TRAIN: [27][3030/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0970 (2.0072) | Acc@1 53.125 (54.357) | Acc@5 75.781 (77.589)
[2021-03-14 15:31:16] TRAIN: [27][3060/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1288 (2.0075) | Acc@1 51.562 (54.353) | Acc@5 74.609 (77.582)
[2021-03-14 15:31:25] TRAIN: [27][3090/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0972 (2.0076) | Acc@1 52.344 (54.348) | Acc@5 76.172 (77.576)
[2021-03-14 15:31:33] TRAIN: [27][3120/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.0835 (2.0079) | Acc@1 53.125 (54.346) | Acc@5 75.391 (77.570)
[2021-03-14 15:31:42] TRAIN: [27][3150/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0518 (2.0081) | Acc@1 53.125 (54.342) | Acc@5 76.953 (77.569)
[2021-03-14 15:31:50] TRAIN: [27][3180/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9723 (2.0082) | Acc@1 51.562 (54.340) | Acc@5 79.297 (77.571)
[2021-03-14 15:31:59] TRAIN: [27][3210/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0918 (2.0088) | Acc@1 53.516 (54.334) | Acc@5 78.906 (77.561)
[2021-03-14 15:32:07] TRAIN: [27][3240/5004] | Time 0.274 ( 0.284) | Data 0.000 (0.001) | Loss 2.0131 (2.0089) | Acc@1 52.344 (54.333) | Acc@5 76.953 (77.560)
[2021-03-14 15:32:16] TRAIN: [27][3270/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 1.9080 (2.0090) | Acc@1 58.203 (54.329) | Acc@5 79.297 (77.559)
[2021-03-14 15:32:24] TRAIN: [27][3300/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0620 (2.0090) | Acc@1 55.078 (54.335) | Acc@5 75.391 (77.560)
[2021-03-14 15:32:33] TRAIN: [27][3330/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0952 (2.0094) | Acc@1 57.031 (54.329) | Acc@5 76.172 (77.553)
[2021-03-14 15:32:41] TRAIN: [27][3360/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9006 (2.0096) | Acc@1 58.984 (54.333) | Acc@5 77.734 (77.552)
[2021-03-14 15:32:50] TRAIN: [27][3390/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.1261 (2.0096) | Acc@1 54.297 (54.326) | Acc@5 76.562 (77.555)
[2021-03-14 15:32:58] TRAIN: [27][3420/5004] | Time 0.338 ( 0.284) | Data 0.000 (0.001) | Loss 1.9545 (2.0099) | Acc@1 55.859 (54.325) | Acc@5 75.781 (77.553)
[2021-03-14 15:33:07] TRAIN: [27][3450/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 1.8133 (2.0099) | Acc@1 60.547 (54.329) | Acc@5 78.906 (77.557)
[2021-03-14 15:33:15] TRAIN: [27][3480/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.9270 (2.0106) | Acc@1 55.859 (54.317) | Acc@5 80.078 (77.545)
[2021-03-14 15:33:24] TRAIN: [27][3510/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9705 (2.0110) | Acc@1 55.078 (54.311) | Acc@5 83.984 (77.541)
[2021-03-14 15:33:32] TRAIN: [27][3540/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0484 (2.0110) | Acc@1 54.688 (54.303) | Acc@5 74.219 (77.541)
[2021-03-14 15:33:41] TRAIN: [27][3570/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1694 (2.0109) | Acc@1 49.219 (54.302) | Acc@5 72.266 (77.543)
[2021-03-14 15:33:50] TRAIN: [27][3600/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 2.0552 (2.0109) | Acc@1 55.469 (54.301) | Acc@5 78.125 (77.543)
[2021-03-14 15:33:58] TRAIN: [27][3630/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.8657 (2.0108) | Acc@1 58.984 (54.299) | Acc@5 78.516 (77.542)
[2021-03-14 15:34:07] TRAIN: [27][3660/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0171 (2.0105) | Acc@1 53.125 (54.303) | Acc@5 77.734 (77.546)
[2021-03-14 15:34:15] TRAIN: [27][3690/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0712 (2.0109) | Acc@1 50.391 (54.298) | Acc@5 78.906 (77.540)
[2021-03-14 15:34:24] TRAIN: [27][3720/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.0605 (2.0111) | Acc@1 53.516 (54.297) | Acc@5 76.953 (77.541)
[2021-03-14 15:34:32] TRAIN: [27][3750/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2574 (2.0114) | Acc@1 49.609 (54.299) | Acc@5 75.781 (77.538)
[2021-03-14 15:34:41] TRAIN: [27][3780/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2472 (2.0117) | Acc@1 51.172 (54.293) | Acc@5 73.828 (77.536)
[2021-03-14 15:34:49] TRAIN: [27][3810/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0175 (2.0120) | Acc@1 53.906 (54.284) | Acc@5 79.297 (77.532)
[2021-03-14 15:34:57] TRAIN: [27][3840/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.9495 (2.0123) | Acc@1 53.516 (54.277) | Acc@5 79.688 (77.527)
[2021-03-14 15:35:06] TRAIN: [27][3870/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2245 (2.0123) | Acc@1 54.688 (54.279) | Acc@5 76.562 (77.527)
[2021-03-14 15:35:14] TRAIN: [27][3900/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9479 (2.0127) | Acc@1 52.344 (54.274) | Acc@5 78.906 (77.522)
[2021-03-14 15:35:23] TRAIN: [27][3930/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1489 (2.0129) | Acc@1 52.734 (54.270) | Acc@5 73.828 (77.521)
[2021-03-14 15:35:32] TRAIN: [27][3960/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3283 (2.0130) | Acc@1 47.266 (54.266) | Acc@5 73.438 (77.521)
[2021-03-14 15:35:40] TRAIN: [27][3990/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.7958 (2.0131) | Acc@1 60.156 (54.266) | Acc@5 77.734 (77.518)
[2021-03-14 15:35:49] TRAIN: [27][4020/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.0012 (2.0132) | Acc@1 55.859 (54.263) | Acc@5 77.344 (77.517)
[2021-03-14 15:35:57] TRAIN: [27][4050/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1453 (2.0134) | Acc@1 50.781 (54.258) | Acc@5 75.781 (77.518)
[2021-03-14 15:36:06] TRAIN: [27][4080/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9947 (2.0136) | Acc@1 54.688 (54.261) | Acc@5 77.344 (77.516)
[2021-03-14 15:36:14] TRAIN: [27][4110/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0654 (2.0138) | Acc@1 52.344 (54.258) | Acc@5 76.172 (77.513)
[2021-03-14 15:36:23] TRAIN: [27][4140/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1601 (2.0141) | Acc@1 51.953 (54.254) | Acc@5 71.484 (77.504)
[2021-03-14 15:36:31] TRAIN: [27][4170/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9491 (2.0143) | Acc@1 52.344 (54.251) | Acc@5 75.781 (77.500)
[2021-03-14 15:36:40] TRAIN: [27][4200/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.1504 (2.0145) | Acc@1 52.734 (54.248) | Acc@5 75.781 (77.496)
[2021-03-14 15:36:48] TRAIN: [27][4230/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9514 (2.0146) | Acc@1 56.641 (54.248) | Acc@5 77.734 (77.494)
[2021-03-14 15:36:57] TRAIN: [27][4260/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0409 (2.0150) | Acc@1 52.734 (54.245) | Acc@5 76.953 (77.489)
[2021-03-14 15:37:05] TRAIN: [27][4290/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.7491 (2.0150) | Acc@1 57.422 (54.242) | Acc@5 79.688 (77.487)
[2021-03-14 15:37:14] TRAIN: [27][4320/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.4232 (2.0149) | Acc@1 52.344 (54.248) | Acc@5 68.359 (77.487)
[2021-03-14 15:37:22] TRAIN: [27][4350/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0558 (2.0148) | Acc@1 54.688 (54.246) | Acc@5 76.172 (77.488)
[2021-03-14 15:37:31] TRAIN: [27][4380/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.8581 (2.0149) | Acc@1 54.297 (54.245) | Acc@5 80.859 (77.489)
[2021-03-14 15:37:39] TRAIN: [27][4410/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9256 (2.0148) | Acc@1 53.906 (54.249) | Acc@5 78.906 (77.488)
[2021-03-14 15:37:48] TRAIN: [27][4440/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1943 (2.0149) | Acc@1 49.609 (54.246) | Acc@5 75.391 (77.487)
[2021-03-14 15:37:56] TRAIN: [27][4470/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0400 (2.0146) | Acc@1 51.172 (54.247) | Acc@5 78.125 (77.495)
[2021-03-14 15:38:05] TRAIN: [27][4500/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9822 (2.0147) | Acc@1 55.859 (54.243) | Acc@5 78.125 (77.495)
[2021-03-14 15:38:13] TRAIN: [27][4530/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.8483 (2.0148) | Acc@1 56.641 (54.238) | Acc@5 80.469 (77.496)
[2021-03-14 15:38:22] TRAIN: [27][4560/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0337 (2.0149) | Acc@1 55.078 (54.234) | Acc@5 75.000 (77.494)
[2021-03-14 15:38:30] TRAIN: [27][4590/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1748 (2.0151) | Acc@1 50.781 (54.229) | Acc@5 74.219 (77.493)
[2021-03-14 15:38:39] TRAIN: [27][4620/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2101 (2.0150) | Acc@1 53.516 (54.233) | Acc@5 72.656 (77.496)
[2021-03-14 15:38:48] TRAIN: [27][4650/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2441 (2.0152) | Acc@1 51.953 (54.230) | Acc@5 73.047 (77.493)
[2021-03-14 15:38:56] TRAIN: [27][4680/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1590 (2.0152) | Acc@1 52.344 (54.231) | Acc@5 77.344 (77.493)
[2021-03-14 15:39:05] TRAIN: [27][4710/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.8936 (2.0156) | Acc@1 55.859 (54.218) | Acc@5 78.516 (77.489)
[2021-03-14 15:39:13] TRAIN: [27][4740/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0124 (2.0158) | Acc@1 52.344 (54.215) | Acc@5 76.953 (77.489)
[2021-03-14 15:39:22] TRAIN: [27][4770/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1150 (2.0158) | Acc@1 51.562 (54.212) | Acc@5 76.953 (77.485)
[2021-03-14 15:39:30] TRAIN: [27][4800/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1531 (2.0160) | Acc@1 55.859 (54.212) | Acc@5 76.562 (77.483)
[2021-03-14 15:39:39] TRAIN: [27][4830/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0886 (2.0162) | Acc@1 54.688 (54.208) | Acc@5 74.609 (77.484)
[2021-03-14 15:39:47] TRAIN: [27][4860/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2375 (2.0164) | Acc@1 51.172 (54.204) | Acc@5 76.172 (77.484)
[2021-03-14 15:39:56] TRAIN: [27][4890/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.001) | Loss 2.1821 (2.0170) | Acc@1 51.562 (54.195) | Acc@5 71.094 (77.472)
[2021-03-14 15:40:04] TRAIN: [27][4920/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1934 (2.0172) | Acc@1 54.297 (54.191) | Acc@5 74.219 (77.470)
[2021-03-14 15:40:13] TRAIN: [27][4950/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.1773 (2.0175) | Acc@1 53.125 (54.186) | Acc@5 72.656 (77.464)
[2021-03-14 15:40:22] TRAIN: [27][4980/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2265 (2.0176) | Acc@1 49.219 (54.183) | Acc@5 73.828 (77.463)
[2021-03-14 15:40:28] TRAIN: [27][5004/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 1.8802 (2.0175) | Acc@1 55.078 (54.184) | Acc@5 79.688 (77.466)
[2021-03-14 15:40:41] VAL: [10/32] | Time 0.572 ( 1.223) | Data 0.000 (0.662) | Loss 1.7994 (1.7250) | Acc@1 57.875 (58.913) | Acc@5 81.562 (82.513)
[2021-03-14 15:40:49] VAL: [20/32] | Time 0.584 ( 1.032) | Data 0.000 (0.468) | Loss 1.7405 (1.7367) | Acc@1 59.688 (58.741) | Acc@5 83.062 (82.313)
[2021-03-14 15:40:59] VAL: [30/32] | Time 0.521 ( 0.996) | Data 0.000 (0.437) | Loss 1.7454 (1.7330) | Acc@1 57.812 (58.810) | Acc@5 82.938 (82.367)
[2021-03-14 15:40:59] VAL: [32/32] | Time 0.250 ( 0.958) | Data 0.000 (0.410) | Loss 1.7141 (1.7331) | Acc@1 61.500 (58.832) | Acc@5 82.000 (82.374)
[2021-03-14 15:41:00] ACCURACY: TOP1 58.832(BEST 59.580) | TOP5 82.374 | SAVED botnet50-wd5/checkpoints/ckpt_ep_027.pth.tar
[2021-03-14 15:41:00] CURRENT EPOCH: 28, LR: 0.1661, POLICY: cos
[2021-03-14 15:41:09] TRAIN: [28][ 30/5004] | Time 0.277 ( 0.300) | Data 0.000 (0.021) | Loss 2.0552 (1.9588) | Acc@1 51.562 (55.078) | Acc@5 74.609 (78.464)
[2021-03-14 15:41:17] TRAIN: [28][ 60/5004] | Time 0.279 ( 0.291) | Data 0.000 (0.011) | Loss 1.9548 (1.9645) | Acc@1 56.250 (55.260) | Acc@5 77.734 (78.145)
[2021-03-14 15:41:26] TRAIN: [28][ 90/5004] | Time 0.276 ( 0.289) | Data 0.000 (0.007) | Loss 1.9094 (1.9634) | Acc@1 56.641 (55.213) | Acc@5 79.297 (78.268)
[2021-03-14 15:41:34] TRAIN: [28][ 120/5004] | Time 0.280 ( 0.289) | Data 0.000 (0.006) | Loss 1.9515 (1.9589) | Acc@1 53.516 (55.358) | Acc@5 77.344 (78.265)
[2021-03-14 15:41:43] TRAIN: [28][ 150/5004] | Time 0.278 ( 0.287) | Data 0.000 (0.005) | Loss 1.9962 (1.9597) | Acc@1 56.641 (55.279) | Acc@5 76.562 (78.188)
[2021-03-14 15:41:52] TRAIN: [28][ 180/5004] | Time 0.279 ( 0.288) | Data 0.000 (0.004) | Loss 1.9470 (1.9477) | Acc@1 58.203 (55.428) | Acc@5 81.250 (78.424)
[2021-03-14 15:42:00] TRAIN: [28][ 210/5004] | Time 0.287 ( 0.287) | Data 0.000 (0.003) | Loss 1.8986 (1.9491) | Acc@1 55.859 (55.307) | Acc@5 79.688 (78.397)
[2021-03-14 15:42:09] TRAIN: [28][ 240/5004] | Time 0.290 ( 0.287) | Data 0.000 (0.003) | Loss 1.8528 (1.9477) | Acc@1 55.469 (55.311) | Acc@5 82.031 (78.477)
[2021-03-14 15:42:17] TRAIN: [28][ 270/5004] | Time 0.278 ( 0.287) | Data 0.000 (0.003) | Loss 2.0872 (1.9553) | Acc@1 52.344 (55.247) | Acc@5 75.000 (78.348)
[2021-03-14 15:42:26] TRAIN: [28][ 300/5004] | Time 0.289 ( 0.286) | Data 0.000 (0.002) | Loss 1.9051 (1.9580) | Acc@1 56.250 (55.236) | Acc@5 77.734 (78.307)
[2021-03-14 15:42:34] TRAIN: [28][ 330/5004] | Time 0.285 ( 0.286) | Data 0.000 (0.002) | Loss 2.1061 (1.9592) | Acc@1 53.516 (55.156) | Acc@5 74.219 (78.297)
[2021-03-14 15:42:43] TRAIN: [28][ 360/5004] | Time 0.297 ( 0.287) | Data 0.000 (0.002) | Loss 1.8912 (1.9582) | Acc@1 56.641 (55.229) | Acc@5 78.125 (78.291)
[2021-03-14 15:42:51] TRAIN: [28][ 390/5004] | Time 0.281 ( 0.286) | Data 0.000 (0.002) | Loss 1.9941 (1.9558) | Acc@1 52.344 (55.284) | Acc@5 76.562 (78.358)
[2021-03-14 15:43:00] TRAIN: [28][ 420/5004] | Time 0.355 ( 0.286) | Data 0.000 (0.002) | Loss 1.8703 (1.9534) | Acc@1 62.109 (55.353) | Acc@5 79.688 (78.401)
[2021-03-14 15:43:09] TRAIN: [28][ 450/5004] | Time 0.277 ( 0.286) | Data 0.000 (0.002) | Loss 1.8409 (1.9546) | Acc@1 58.984 (55.329) | Acc@5 79.297 (78.406)
[2021-03-14 15:43:17] TRAIN: [28][ 480/5004] | Time 0.281 ( 0.286) | Data 0.000 (0.002) | Loss 1.8267 (1.9545) | Acc@1 59.375 (55.315) | Acc@5 81.641 (78.429)
[2021-03-14 15:43:26] TRAIN: [28][ 510/5004] | Time 0.283 ( 0.286) | Data 0.000 (0.002) | Loss 2.0968 (1.9540) | Acc@1 51.562 (55.322) | Acc@5 77.734 (78.423)
[2021-03-14 15:43:34] TRAIN: [28][ 540/5004] | Time 0.284 ( 0.286) | Data 0.000 (0.002) | Loss 2.2488 (1.9544) | Acc@1 51.953 (55.316) | Acc@5 73.047 (78.419)
[2021-03-14 15:43:43] TRAIN: [28][ 570/5004] | Time 0.284 ( 0.286) | Data 0.000 (0.001) | Loss 2.1324 (1.9557) | Acc@1 56.641 (55.310) | Acc@5 75.391 (78.427)
[2021-03-14 15:43:51] TRAIN: [28][ 600/5004] | Time 0.296 ( 0.286) | Data 0.000 (0.001) | Loss 2.0551 (1.9566) | Acc@1 53.906 (55.278) | Acc@5 75.391 (78.404)
[2021-03-14 15:44:00] TRAIN: [28][ 630/5004] | Time 0.288 ( 0.286) | Data 0.000 (0.001) | Loss 2.0025 (1.9588) | Acc@1 56.641 (55.211) | Acc@5 78.906 (78.372)
[2021-03-14 15:44:08] TRAIN: [28][ 660/5004] | Time 0.283 ( 0.286) | Data 0.000 (0.001) | Loss 1.6954 (1.9616) | Acc@1 61.328 (55.168) | Acc@5 84.766 (78.332)
[2021-03-14 15:44:17] TRAIN: [28][ 690/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.9224 (1.9628) | Acc@1 58.594 (55.131) | Acc@5 78.516 (78.312)
[2021-03-14 15:44:25] TRAIN: [28][ 720/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 1.8671 (1.9624) | Acc@1 58.203 (55.139) | Acc@5 78.906 (78.302)
[2021-03-14 15:44:34] TRAIN: [28][ 750/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.2015 (1.9631) | Acc@1 50.000 (55.126) | Acc@5 72.656 (78.307)
[2021-03-14 15:44:42] TRAIN: [28][ 780/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0167 (1.9625) | Acc@1 56.641 (55.137) | Acc@5 76.562 (78.311)
[2021-03-14 15:44:51] TRAIN: [28][ 810/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.1798 (1.9648) | Acc@1 51.562 (55.095) | Acc@5 74.609 (78.281)
[2021-03-14 15:44:59] TRAIN: [28][ 840/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.0777 (1.9667) | Acc@1 53.516 (55.074) | Acc@5 76.953 (78.241)
[2021-03-14 15:45:08] TRAIN: [28][ 870/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.3733 (1.9680) | Acc@1 46.875 (55.039) | Acc@5 71.875 (78.216)
[2021-03-14 15:45:16] TRAIN: [28][ 900/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 1.9967 (1.9667) | Acc@1 52.734 (55.055) | Acc@5 76.172 (78.240)
[2021-03-14 15:45:25] TRAIN: [28][ 930/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.9362 (1.9688) | Acc@1 57.422 (55.005) | Acc@5 80.078 (78.207)
[2021-03-14 15:45:33] TRAIN: [28][ 960/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 1.9262 (1.9701) | Acc@1 57.812 (54.984) | Acc@5 80.469 (78.180)
[2021-03-14 15:45:42] TRAIN: [28][ 990/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.9376 (1.9701) | Acc@1 59.375 (54.991) | Acc@5 78.906 (78.190)
[2021-03-14 15:45:50] TRAIN: [28][1020/5004] | Time 0.323 ( 0.285) | Data 0.004 (0.001) | Loss 2.0965 (1.9710) | Acc@1 54.297 (54.966) | Acc@5 78.125 (78.186)
[2021-03-14 15:45:59] TRAIN: [28][1050/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 1.8252 (1.9703) | Acc@1 58.984 (54.996) | Acc@5 79.297 (78.199)
[2021-03-14 15:46:08] TRAIN: [28][1080/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.9516 (1.9710) | Acc@1 55.859 (55.006) | Acc@5 78.125 (78.189)
[2021-03-14 15:46:16] TRAIN: [28][1110/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.2256 (1.9720) | Acc@1 45.312 (54.981) | Acc@5 73.047 (78.181)
[2021-03-14 15:46:25] TRAIN: [28][1140/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.9248 (1.9729) | Acc@1 55.078 (54.962) | Acc@5 75.781 (78.162)
[2021-03-14 15:46:33] TRAIN: [28][1170/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 1.9454 (1.9724) | Acc@1 58.203 (54.979) | Acc@5 78.516 (78.167)
[2021-03-14 15:46:42] TRAIN: [28][1200/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 1.8986 (1.9727) | Acc@1 56.641 (54.976) | Acc@5 79.297 (78.172)
[2021-03-14 15:46:50] TRAIN: [28][1230/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9409 (1.9743) | Acc@1 52.344 (54.944) | Acc@5 79.297 (78.158)
[2021-03-14 15:46:59] TRAIN: [28][1260/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.8625 (1.9751) | Acc@1 57.422 (54.942) | Acc@5 78.516 (78.144)
[2021-03-14 15:47:07] TRAIN: [28][1290/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.0042 (1.9756) | Acc@1 58.594 (54.928) | Acc@5 78.516 (78.138)
[2021-03-14 15:47:16] TRAIN: [28][1320/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.9558 (1.9771) | Acc@1 58.203 (54.895) | Acc@5 78.516 (78.121)
[2021-03-14 15:47:24] TRAIN: [28][1350/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 1.8710 (1.9780) | Acc@1 60.156 (54.881) | Acc@5 81.641 (78.108)
[2021-03-14 15:47:33] TRAIN: [28][1380/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.1396 (1.9772) | Acc@1 51.953 (54.901) | Acc@5 73.828 (78.113)
[2021-03-14 15:47:41] TRAIN: [28][1410/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9189 (1.9778) | Acc@1 57.422 (54.882) | Acc@5 78.516 (78.100)
[2021-03-14 15:47:50] TRAIN: [28][1440/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.0820 (1.9783) | Acc@1 53.516 (54.875) | Acc@5 76.172 (78.096)
[2021-03-14 15:47:58] TRAIN: [28][1470/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0142 (1.9789) | Acc@1 56.250 (54.872) | Acc@5 77.344 (78.082)
[2021-03-14 15:48:06] TRAIN: [28][1500/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.6795 (1.9787) | Acc@1 64.453 (54.882) | Acc@5 82.031 (78.080)
[2021-03-14 15:48:15] TRAIN: [28][1530/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.9652 (1.9788) | Acc@1 54.688 (54.889) | Acc@5 77.344 (78.076)
[2021-03-14 15:48:24] TRAIN: [28][1560/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9260 (1.9791) | Acc@1 52.734 (54.883) | Acc@5 78.516 (78.077)
[2021-03-14 15:48:32] TRAIN: [28][1590/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.001) | Loss 2.0348 (1.9796) | Acc@1 52.344 (54.878) | Acc@5 78.125 (78.073)
[2021-03-14 15:48:41] TRAIN: [28][1620/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.8105 (1.9801) | Acc@1 58.594 (54.870) | Acc@5 80.859 (78.068)
[2021-03-14 15:48:49] TRAIN: [28][1650/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0748 (1.9804) | Acc@1 53.125 (54.863) | Acc@5 76.172 (78.065)
[2021-03-14 15:48:57] TRAIN: [28][1680/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9690 (1.9816) | Acc@1 55.469 (54.846) | Acc@5 77.344 (78.051)
[2021-03-14 15:49:06] TRAIN: [28][1710/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1709 (1.9822) | Acc@1 51.953 (54.837) | Acc@5 73.438 (78.046)
[2021-03-14 15:49:14] TRAIN: [28][1740/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0557 (1.9825) | Acc@1 54.297 (54.831) | Acc@5 76.953 (78.049)
[2021-03-14 15:49:23] TRAIN: [28][1770/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0330 (1.9832) | Acc@1 52.344 (54.820) | Acc@5 76.172 (78.039)
[2021-03-14 15:49:31] TRAIN: [28][1800/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9860 (1.9833) | Acc@1 55.859 (54.818) | Acc@5 78.906 (78.042)
[2021-03-14 15:49:40] TRAIN: [28][1830/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.3025 (1.9834) | Acc@1 48.438 (54.819) | Acc@5 75.391 (78.040)
[2021-03-14 15:49:48] TRAIN: [28][1860/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1172 (1.9841) | Acc@1 51.953 (54.798) | Acc@5 76.172 (78.037)
[2021-03-14 15:49:57] TRAIN: [28][1890/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9353 (1.9843) | Acc@1 53.125 (54.782) | Acc@5 76.172 (78.024)
[2021-03-14 15:50:05] TRAIN: [28][1920/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1968 (1.9852) | Acc@1 53.125 (54.770) | Acc@5 74.219 (78.007)
[2021-03-14 15:50:14] TRAIN: [28][1950/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 1.8748 (1.9850) | Acc@1 57.812 (54.774) | Acc@5 74.609 (78.008)
[2021-03-14 15:50:22] TRAIN: [28][1980/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1604 (1.9857) | Acc@1 48.828 (54.762) | Acc@5 74.609 (77.997)
[2021-03-14 15:50:31] TRAIN: [28][2010/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0879 (1.9861) | Acc@1 50.391 (54.749) | Acc@5 76.172 (77.988)
[2021-03-14 15:50:39] TRAIN: [28][2040/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0151 (1.9864) | Acc@1 54.297 (54.754) | Acc@5 79.297 (77.980)
[2021-03-14 15:50:48] TRAIN: [28][2070/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0657 (1.9865) | Acc@1 53.516 (54.752) | Acc@5 77.734 (77.979)
[2021-03-14 15:50:56] TRAIN: [28][2100/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1521 (1.9867) | Acc@1 52.344 (54.747) | Acc@5 75.000 (77.983)
[2021-03-14 15:51:05] TRAIN: [28][2130/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.1956 (1.9873) | Acc@1 52.344 (54.743) | Acc@5 75.391 (77.979)
[2021-03-14 15:51:13] TRAIN: [28][2160/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.8323 (1.9880) | Acc@1 59.766 (54.741) | Acc@5 82.812 (77.970)
[2021-03-14 15:51:22] TRAIN: [28][2190/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9618 (1.9883) | Acc@1 58.203 (54.736) | Acc@5 78.125 (77.970)
[2021-03-14 15:51:30] TRAIN: [28][2220/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1019 (1.9885) | Acc@1 51.953 (54.726) | Acc@5 74.609 (77.963)
[2021-03-14 15:51:39] TRAIN: [28][2250/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1141 (1.9885) | Acc@1 56.250 (54.732) | Acc@5 78.516 (77.964)
[2021-03-14 15:51:47] TRAIN: [28][2280/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1210 (1.9887) | Acc@1 51.562 (54.728) | Acc@5 76.953 (77.957)
[2021-03-14 15:51:56] TRAIN: [28][2310/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.9967 (1.9883) | Acc@1 53.516 (54.738) | Acc@5 76.562 (77.959)
[2021-03-14 15:52:04] TRAIN: [28][2340/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.8851 (1.9884) | Acc@1 55.078 (54.733) | Acc@5 79.297 (77.953)
[2021-03-14 15:52:13] TRAIN: [28][2370/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.9593 (1.9886) | Acc@1 58.984 (54.729) | Acc@5 75.391 (77.947)
[2021-03-14 15:52:21] TRAIN: [28][2400/5004] | Time 0.343 ( 0.284) | Data 0.000 (0.001) | Loss 1.8853 (1.9892) | Acc@1 56.250 (54.725) | Acc@5 79.297 (77.937)
[2021-03-14 15:52:30] TRAIN: [28][2430/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9660 (1.9898) | Acc@1 52.344 (54.718) | Acc@5 79.297 (77.929)
[2021-03-14 15:52:38] TRAIN: [28][2460/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.0046 (1.9901) | Acc@1 53.516 (54.717) | Acc@5 77.734 (77.920)
[2021-03-14 15:52:47] TRAIN: [28][2490/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.7457 (1.9902) | Acc@1 57.031 (54.713) | Acc@5 82.422 (77.914)
[2021-03-14 15:52:56] TRAIN: [28][2520/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1935 (1.9907) | Acc@1 50.000 (54.705) | Acc@5 75.781 (77.902)
[2021-03-14 15:53:04] TRAIN: [28][2550/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9933 (1.9913) | Acc@1 52.344 (54.689) | Acc@5 78.125 (77.891)
[2021-03-14 15:53:13] TRAIN: [28][2580/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9545 (1.9916) | Acc@1 58.594 (54.679) | Acc@5 80.469 (77.889)
[2021-03-14 15:53:21] TRAIN: [28][2610/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9915 (1.9918) | Acc@1 54.297 (54.667) | Acc@5 78.125 (77.884)
[2021-03-14 15:53:30] TRAIN: [28][2640/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.8677 (1.9924) | Acc@1 55.859 (54.657) | Acc@5 81.250 (77.874)
[2021-03-14 15:53:38] TRAIN: [28][2670/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9291 (1.9922) | Acc@1 52.344 (54.663) | Acc@5 80.859 (77.878)
[2021-03-14 15:53:47] TRAIN: [28][2700/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1132 (1.9925) | Acc@1 53.516 (54.661) | Acc@5 76.562 (77.873)
[2021-03-14 15:53:55] TRAIN: [28][2730/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.0663 (1.9919) | Acc@1 55.078 (54.671) | Acc@5 75.781 (77.879)
[2021-03-14 15:54:04] TRAIN: [28][2760/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0051 (1.9923) | Acc@1 53.516 (54.666) | Acc@5 78.125 (77.874)
[2021-03-14 15:54:12] TRAIN: [28][2790/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2495 (1.9928) | Acc@1 50.781 (54.658) | Acc@5 71.484 (77.866)
[2021-03-14 15:54:21] TRAIN: [28][2820/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.8389 (1.9928) | Acc@1 56.250 (54.657) | Acc@5 78.516 (77.862)
[2021-03-14 15:54:29] TRAIN: [28][2850/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0689 (1.9934) | Acc@1 55.078 (54.644) | Acc@5 74.609 (77.851)
[2021-03-14 15:54:38] TRAIN: [28][2880/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.1338 (1.9937) | Acc@1 50.781 (54.635) | Acc@5 77.344 (77.852)
[2021-03-14 15:54:46] TRAIN: [28][2910/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2887 (1.9942) | Acc@1 46.875 (54.623) | Acc@5 73.047 (77.848)
[2021-03-14 15:54:55] TRAIN: [28][2940/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.3212 (1.9947) | Acc@1 50.781 (54.616) | Acc@5 71.094 (77.839)
[2021-03-14 15:55:03] TRAIN: [28][2970/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.8598 (1.9947) | Acc@1 57.422 (54.620) | Acc@5 80.078 (77.840)
[2021-03-14 15:55:12] TRAIN: [28][3000/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.8128 (1.9950) | Acc@1 55.859 (54.622) | Acc@5 76.562 (77.832)
[2021-03-14 15:55:20] TRAIN: [28][3030/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1692 (1.9955) | Acc@1 51.953 (54.612) | Acc@5 73.828 (77.826)
[2021-03-14 15:55:29] TRAIN: [28][3060/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1025 (1.9951) | Acc@1 53.125 (54.625) | Acc@5 74.609 (77.832)
[2021-03-14 15:55:37] TRAIN: [28][3090/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1728 (1.9954) | Acc@1 48.047 (54.613) | Acc@5 75.391 (77.831)
[2021-03-14 15:55:46] TRAIN: [28][3120/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9903 (1.9961) | Acc@1 55.859 (54.604) | Acc@5 76.172 (77.820)
[2021-03-14 15:55:54] TRAIN: [28][3150/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0725 (1.9967) | Acc@1 52.734 (54.588) | Acc@5 77.734 (77.811)
[2021-03-14 15:56:03] TRAIN: [28][3180/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.0551 (1.9969) | Acc@1 53.125 (54.583) | Acc@5 76.172 (77.807)
[2021-03-14 15:56:11] TRAIN: [28][3210/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.3070 (1.9973) | Acc@1 48.828 (54.581) | Acc@5 73.047 (77.799)
[2021-03-14 15:56:20] TRAIN: [28][3240/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1861 (1.9979) | Acc@1 50.000 (54.572) | Acc@5 74.609 (77.790)
[2021-03-14 15:56:28] TRAIN: [28][3270/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0544 (1.9981) | Acc@1 50.000 (54.564) | Acc@5 78.125 (77.788)
[2021-03-14 15:56:37] TRAIN: [28][3300/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1281 (1.9979) | Acc@1 52.344 (54.564) | Acc@5 74.219 (77.792)
[2021-03-14 15:56:45] TRAIN: [28][3330/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0717 (1.9981) | Acc@1 54.297 (54.561) | Acc@5 76.562 (77.795)
[2021-03-14 15:56:54] TRAIN: [28][3360/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.0208 (1.9984) | Acc@1 52.734 (54.560) | Acc@5 76.562 (77.786)
[2021-03-14 15:57:02] TRAIN: [28][3390/5004] | Time 0.326 ( 0.284) | Data 0.000 (0.001) | Loss 1.8792 (1.9981) | Acc@1 57.812 (54.566) | Acc@5 78.125 (77.790)
[2021-03-14 15:57:11] TRAIN: [28][3420/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1735 (1.9982) | Acc@1 52.734 (54.569) | Acc@5 75.000 (77.785)
[2021-03-14 15:57:19] TRAIN: [28][3450/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1653 (1.9981) | Acc@1 48.047 (54.565) | Acc@5 73.438 (77.785)
[2021-03-14 15:57:27] TRAIN: [28][3480/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.7088 (1.9982) | Acc@1 58.203 (54.558) | Acc@5 82.422 (77.786)
[2021-03-14 15:57:36] TRAIN: [28][3510/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0452 (1.9988) | Acc@1 52.344 (54.540) | Acc@5 76.562 (77.773)
[2021-03-14 15:57:44] TRAIN: [28][3540/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1206 (1.9994) | Acc@1 50.391 (54.530) | Acc@5 77.344 (77.766)
[2021-03-14 15:57:53] TRAIN: [28][3570/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.8775 (1.9994) | Acc@1 54.688 (54.526) | Acc@5 78.906 (77.766)
[2021-03-14 15:58:01] TRAIN: [28][3600/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0807 (1.9995) | Acc@1 51.953 (54.525) | Acc@5 77.344 (77.765)
[2021-03-14 15:58:10] TRAIN: [28][3630/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.3320 (1.9997) | Acc@1 53.516 (54.521) | Acc@5 72.266 (77.761)
[2021-03-14 15:58:18] TRAIN: [28][3660/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0335 (1.9999) | Acc@1 53.516 (54.518) | Acc@5 77.344 (77.759)
[2021-03-14 15:58:27] TRAIN: [28][3690/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2114 (2.0001) | Acc@1 53.906 (54.512) | Acc@5 72.266 (77.756)
[2021-03-14 15:58:35] TRAIN: [28][3720/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0678 (2.0002) | Acc@1 57.422 (54.509) | Acc@5 77.344 (77.757)
[2021-03-14 15:58:44] TRAIN: [28][3750/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9732 (2.0004) | Acc@1 56.641 (54.507) | Acc@5 80.469 (77.752)
[2021-03-14 15:58:52] TRAIN: [28][3780/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0719 (2.0004) | Acc@1 52.734 (54.506) | Acc@5 76.562 (77.750)
[2021-03-14 15:59:01] TRAIN: [28][3810/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9893 (2.0005) | Acc@1 54.688 (54.500) | Acc@5 76.562 (77.746)
[2021-03-14 15:59:10] TRAIN: [28][3840/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 1.9852 (2.0004) | Acc@1 52.734 (54.500) | Acc@5 76.172 (77.749)
[2021-03-14 15:59:18] TRAIN: [28][3870/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.0507 (2.0008) | Acc@1 52.734 (54.492) | Acc@5 76.562 (77.748)
[2021-03-14 15:59:27] TRAIN: [28][3900/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9992 (2.0011) | Acc@1 50.781 (54.483) | Acc@5 76.953 (77.744)
[2021-03-14 15:59:35] TRAIN: [28][3930/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.3817 (2.0015) | Acc@1 51.172 (54.476) | Acc@5 67.969 (77.737)
[2021-03-14 15:59:44] TRAIN: [28][3960/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0767 (2.0016) | Acc@1 51.562 (54.476) | Acc@5 76.562 (77.740)
[2021-03-14 15:59:52] TRAIN: [28][3990/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1173 (2.0018) | Acc@1 52.734 (54.474) | Acc@5 78.125 (77.739)
[2021-03-14 16:00:00] TRAIN: [28][4020/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.9183 (2.0018) | Acc@1 55.859 (54.478) | Acc@5 78.125 (77.743)
[2021-03-14 16:00:09] TRAIN: [28][4050/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.8475 (2.0019) | Acc@1 57.422 (54.478) | Acc@5 78.516 (77.744)
[2021-03-14 16:00:18] TRAIN: [28][4080/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.8482 (2.0017) | Acc@1 55.469 (54.484) | Acc@5 79.297 (77.746)
[2021-03-14 16:00:26] TRAIN: [28][4110/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9758 (2.0019) | Acc@1 51.172 (54.480) | Acc@5 78.125 (77.746)
[2021-03-14 16:00:35] TRAIN: [28][4140/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.8190 (2.0017) | Acc@1 58.984 (54.480) | Acc@5 80.469 (77.751)
[2021-03-14 16:00:43] TRAIN: [28][4170/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.9440 (2.0016) | Acc@1 53.516 (54.480) | Acc@5 80.078 (77.752)
[2021-03-14 16:00:51] TRAIN: [28][4200/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1205 (2.0018) | Acc@1 54.297 (54.474) | Acc@5 76.172 (77.751)
[2021-03-14 16:01:00] TRAIN: [28][4230/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9607 (2.0019) | Acc@1 57.422 (54.472) | Acc@5 77.734 (77.750)
[2021-03-14 16:01:09] TRAIN: [28][4260/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0818 (2.0019) | Acc@1 51.562 (54.471) | Acc@5 77.344 (77.750)
[2021-03-14 16:01:17] TRAIN: [28][4290/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.001) | Loss 1.8147 (2.0021) | Acc@1 60.156 (54.471) | Acc@5 82.422 (77.748)
[2021-03-14 16:01:26] TRAIN: [28][4320/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0858 (2.0021) | Acc@1 53.516 (54.473) | Acc@5 74.219 (77.747)
[2021-03-14 16:01:34] TRAIN: [28][4350/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9763 (2.0024) | Acc@1 58.594 (54.468) | Acc@5 78.906 (77.745)
[2021-03-14 16:01:43] TRAIN: [28][4380/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0423 (2.0023) | Acc@1 57.031 (54.469) | Acc@5 74.609 (77.743)
[2021-03-14 16:01:51] TRAIN: [28][4410/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2926 (2.0028) | Acc@1 50.781 (54.459) | Acc@5 73.047 (77.733)
[2021-03-14 16:02:00] TRAIN: [28][4440/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0874 (2.0031) | Acc@1 51.562 (54.453) | Acc@5 78.125 (77.728)
[2021-03-14 16:02:08] TRAIN: [28][4470/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1355 (2.0033) | Acc@1 51.953 (54.449) | Acc@5 74.609 (77.726)
[2021-03-14 16:02:17] TRAIN: [28][4500/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9030 (2.0033) | Acc@1 56.250 (54.449) | Acc@5 81.641 (77.727)
[2021-03-14 16:02:25] TRAIN: [28][4530/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.9312 (2.0034) | Acc@1 53.125 (54.446) | Acc@5 78.125 (77.726)
[2021-03-14 16:02:34] TRAIN: [28][4560/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0169 (2.0039) | Acc@1 53.516 (54.442) | Acc@5 75.781 (77.720)
[2021-03-14 16:02:42] TRAIN: [28][4590/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1439 (2.0042) | Acc@1 53.906 (54.433) | Acc@5 77.344 (77.716)
[2021-03-14 16:02:51] TRAIN: [28][4620/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1992 (2.0046) | Acc@1 46.875 (54.427) | Acc@5 74.219 (77.706)
[2021-03-14 16:02:59] TRAIN: [28][4650/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2265 (2.0049) | Acc@1 50.781 (54.418) | Acc@5 77.344 (77.700)
[2021-03-14 16:03:08] TRAIN: [28][4680/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.7639 (2.0048) | Acc@1 55.078 (54.416) | Acc@5 80.859 (77.703)
[2021-03-14 16:03:16] TRAIN: [28][4710/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1611 (2.0051) | Acc@1 50.000 (54.414) | Acc@5 74.219 (77.700)
[2021-03-14 16:03:25] TRAIN: [28][4740/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 1.9632 (2.0050) | Acc@1 54.297 (54.415) | Acc@5 78.516 (77.703)
[2021-03-14 16:03:33] TRAIN: [28][4770/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 1.7251 (2.0049) | Acc@1 56.250 (54.418) | Acc@5 82.422 (77.705)
[2021-03-14 16:03:42] TRAIN: [28][4800/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0509 (2.0051) | Acc@1 54.297 (54.417) | Acc@5 76.953 (77.699)
[2021-03-14 16:03:50] TRAIN: [28][4830/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0778 (2.0052) | Acc@1 53.906 (54.415) | Acc@5 75.391 (77.696)
[2021-03-14 16:03:59] TRAIN: [28][4860/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 1.9458 (2.0051) | Acc@1 51.953 (54.417) | Acc@5 79.688 (77.698)
[2021-03-14 16:04:07] TRAIN: [28][4890/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1261 (2.0053) | Acc@1 51.953 (54.413) | Acc@5 75.391 (77.697)
[2021-03-14 16:04:16] TRAIN: [28][4920/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.8544 (2.0055) | Acc@1 57.422 (54.406) | Acc@5 79.297 (77.695)
[2021-03-14 16:04:24] TRAIN: [28][4950/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1277 (2.0056) | Acc@1 51.562 (54.401) | Acc@5 77.734 (77.693)
[2021-03-14 16:04:33] TRAIN: [28][4980/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 1.8171 (2.0060) | Acc@1 57.422 (54.394) | Acc@5 78.516 (77.687)
[2021-03-14 16:04:40] TRAIN: [28][5004/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.9705 (2.0061) | Acc@1 51.562 (54.392) | Acc@5 81.250 (77.686)
[2021-03-14 16:04:52] VAL: [10/32] | Time 0.598 ( 1.202) | Data 0.001 (0.494) | Loss 1.7214 (1.6909) | Acc@1 59.438 (59.625) | Acc@5 82.562 (83.106)
[2021-03-14 16:05:01] VAL: [20/32] | Time 0.645 ( 1.027) | Data 0.001 (0.308) | Loss 1.7236 (1.7245) | Acc@1 57.875 (58.744) | Acc@5 82.438 (82.838)
[2021-03-14 16:05:09] VAL: [30/32] | Time 0.515 ( 0.975) | Data 0.000 (0.270) | Loss 1.7578 (1.7202) | Acc@1 58.750 (58.779) | Acc@5 82.312 (82.902)
[2021-03-14 16:05:10] VAL: [32/32] | Time 0.245 ( 0.938) | Data 0.000 (0.253) | Loss 1.6059 (1.7199) | Acc@1 63.500 (58.846) | Acc@5 84.250 (82.906)
[2021-03-14 16:05:10] ACCURACY: TOP1 58.846(BEST 59.580) | TOP5 82.906 | SAVED botnet50-wd5/checkpoints/ckpt_ep_028.pth.tar
[2021-03-14 16:05:10] CURRENT EPOCH: 29, LR: 0.1637, POLICY: cos
[2021-03-14 16:05:20] TRAIN: [29][ 30/5004] | Time 0.277 ( 0.302) | Data 0.000 (0.022) | Loss 2.0763 (1.9778) | Acc@1 52.734 (55.065) | Acc@5 79.297 (78.372)
[2021-03-14 16:05:28] TRAIN: [29][ 60/5004] | Time 0.279 ( 0.293) | Data 0.000 (0.012) | Loss 1.9718 (1.9604) | Acc@1 55.859 (55.436) | Acc@5 77.344 (78.288)
[2021-03-14 16:05:36] TRAIN: [29][ 90/5004] | Time 0.275 ( 0.288) | Data 0.000 (0.008) | Loss 1.9179 (1.9579) | Acc@1 56.641 (55.482) | Acc@5 80.078 (78.390)
[2021-03-14 16:05:45] TRAIN: [29][ 120/5004] | Time 0.290 ( 0.287) | Data 0.000 (0.006) | Loss 1.9948 (1.9495) | Acc@1 54.688 (55.557) | Acc@5 78.906 (78.529)
[2021-03-14 16:05:53] TRAIN: [29][ 150/5004] | Time 0.299 ( 0.286) | Data 0.001 (0.005) | Loss 1.9382 (1.9429) | Acc@1 58.203 (55.654) | Acc@5 76.953 (78.664)
[2021-03-14 16:06:02] TRAIN: [29][ 180/5004] | Time 0.290 ( 0.286) | Data 0.000 (0.004) | Loss 1.8206 (1.9523) | Acc@1 58.594 (55.549) | Acc@5 79.688 (78.438)
[2021-03-14 16:06:10] TRAIN: [29][ 210/5004] | Time 0.292 ( 0.286) | Data 0.000 (0.004) | Loss 1.9488 (1.9442) | Acc@1 56.250 (55.668) | Acc@5 80.469 (78.590)
[2021-03-14 16:06:19] TRAIN: [29][ 240/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.003) | Loss 1.9519 (1.9419) | Acc@1 57.031 (55.675) | Acc@5 75.391 (78.589)
[2021-03-14 16:06:27] TRAIN: [29][ 270/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.003) | Loss 1.9105 (1.9435) | Acc@1 57.812 (55.680) | Acc@5 77.734 (78.573)
[2021-03-14 16:06:36] TRAIN: [29][ 300/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.003) | Loss 1.9309 (1.9466) | Acc@1 53.125 (55.583) | Acc@5 76.953 (78.501)
[2021-03-14 16:06:45] TRAIN: [29][ 330/5004] | Time 0.274 ( 0.285) | Data 0.000 (0.002) | Loss 1.9660 (1.9534) | Acc@1 52.734 (55.394) | Acc@5 78.516 (78.401)
[2021-03-14 16:06:53] TRAIN: [29][ 360/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.002) | Loss 1.8406 (1.9528) | Acc@1 54.688 (55.451) | Acc@5 81.641 (78.436)
[2021-03-14 16:07:02] TRAIN: [29][ 390/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.002) | Loss 1.9802 (1.9510) | Acc@1 54.688 (55.516) | Acc@5 77.734 (78.455)
[2021-03-14 16:07:10] TRAIN: [29][ 420/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.002) | Loss 1.9590 (1.9536) | Acc@1 55.078 (55.432) | Acc@5 78.906 (78.416)
[2021-03-14 16:07:19] TRAIN: [29][ 450/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.002) | Loss 1.8411 (1.9545) | Acc@1 53.516 (55.418) | Acc@5 83.594 (78.370)
[2021-03-14 16:07:27] TRAIN: [29][ 480/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.002) | Loss 2.0707 (1.9526) | Acc@1 54.688 (55.421) | Acc@5 74.219 (78.381)
[2021-03-14 16:07:36] TRAIN: [29][ 510/5004] | Time 0.275 ( 0.285) | Data 0.000 (0.002) | Loss 1.9262 (1.9535) | Acc@1 53.906 (55.381) | Acc@5 79.688 (78.366)
[2021-03-14 16:07:44] TRAIN: [29][ 540/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.002) | Loss 1.9001 (1.9534) | Acc@1 59.766 (55.380) | Acc@5 79.297 (78.371)
[2021-03-14 16:07:53] TRAIN: [29][ 570/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.002) | Loss 2.1482 (1.9551) | Acc@1 53.125 (55.360) | Acc@5 77.344 (78.349)
[2021-03-14 16:08:01] TRAIN: [29][ 600/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.002) | Loss 2.4191 (1.9572) | Acc@1 48.828 (55.320) | Acc@5 72.266 (78.321)
[2021-03-14 16:08:10] TRAIN: [29][ 630/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.1606 (1.9596) | Acc@1 51.172 (55.275) | Acc@5 76.953 (78.286)
[2021-03-14 16:08:18] TRAIN: [29][ 660/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.0137 (1.9609) | Acc@1 55.469 (55.247) | Acc@5 78.516 (78.263)
[2021-03-14 16:08:27] TRAIN: [29][ 690/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.9097 (1.9610) | Acc@1 53.906 (55.252) | Acc@5 78.516 (78.271)
[2021-03-14 16:08:36] TRAIN: [29][ 720/5004] | Time 0.275 ( 0.285) | Data 0.000 (0.001) | Loss 1.9721 (1.9622) | Acc@1 57.812 (55.241) | Acc@5 78.125 (78.267)
[2021-03-14 16:08:44] TRAIN: [29][ 750/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 1.9016 (1.9643) | Acc@1 59.766 (55.222) | Acc@5 79.688 (78.233)
[2021-03-14 16:08:53] TRAIN: [29][ 780/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9397 (1.9657) | Acc@1 57.422 (55.190) | Acc@5 79.688 (78.220)
[2021-03-14 16:09:01] TRAIN: [29][ 810/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1179 (1.9668) | Acc@1 52.344 (55.177) | Acc@5 73.828 (78.200)
[2021-03-14 16:09:10] TRAIN: [29][ 840/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 1.8237 (1.9678) | Acc@1 54.297 (55.161) | Acc@5 83.203 (78.215)
[2021-03-14 16:09:18] TRAIN: [29][ 870/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.0530 (1.9694) | Acc@1 53.516 (55.143) | Acc@5 74.219 (78.189)
[2021-03-14 16:09:27] TRAIN: [29][ 900/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 2.0520 (1.9690) | Acc@1 53.125 (55.157) | Acc@5 75.391 (78.181)
[2021-03-14 16:09:35] TRAIN: [29][ 930/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.9486 (1.9697) | Acc@1 53.125 (55.140) | Acc@5 79.688 (78.173)
[2021-03-14 16:09:44] TRAIN: [29][ 960/5004] | Time 0.275 ( 0.285) | Data 0.000 (0.001) | Loss 2.0414 (1.9701) | Acc@1 52.344 (55.116) | Acc@5 76.172 (78.170)
[2021-03-14 16:09:52] TRAIN: [29][ 990/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 1.8943 (1.9722) | Acc@1 60.156 (55.084) | Acc@5 79.297 (78.138)
[2021-03-14 16:10:01] TRAIN: [29][1020/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.9289 (1.9722) | Acc@1 57.031 (55.082) | Acc@5 77.344 (78.149)
[2021-03-14 16:10:09] TRAIN: [29][1050/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 1.9414 (1.9723) | Acc@1 56.250 (55.058) | Acc@5 79.297 (78.147)
[2021-03-14 16:10:18] TRAIN: [29][1080/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 1.9946 (1.9728) | Acc@1 55.078 (55.037) | Acc@5 80.078 (78.138)
[2021-03-14 16:10:26] TRAIN: [29][1110/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.9318 (1.9720) | Acc@1 57.031 (55.054) | Acc@5 76.562 (78.148)
[2021-03-14 16:10:35] TRAIN: [29][1140/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.8846 (1.9715) | Acc@1 58.594 (55.066) | Acc@5 79.297 (78.153)
[2021-03-14 16:10:43] TRAIN: [29][1170/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.8295 (1.9708) | Acc@1 60.156 (55.075) | Acc@5 80.469 (78.159)
[2021-03-14 16:10:52] TRAIN: [29][1200/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.0458 (1.9716) | Acc@1 53.125 (55.062) | Acc@5 75.781 (78.150)
[2021-03-14 16:11:01] TRAIN: [29][1230/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.2899 (1.9721) | Acc@1 48.438 (55.045) | Acc@5 71.484 (78.152)
[2021-03-14 16:11:09] TRAIN: [29][1260/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.0344 (1.9732) | Acc@1 55.078 (55.031) | Acc@5 77.734 (78.138)
[2021-03-14 16:11:18] TRAIN: [29][1290/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.8019 (1.9731) | Acc@1 57.812 (55.046) | Acc@5 80.469 (78.139)
[2021-03-14 16:11:26] TRAIN: [29][1320/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.1619 (1.9724) | Acc@1 50.781 (55.051) | Acc@5 74.609 (78.147)
[2021-03-14 16:11:35] TRAIN: [29][1350/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 1.9077 (1.9724) | Acc@1 56.641 (55.055) | Acc@5 77.734 (78.141)
[2021-03-14 16:11:43] TRAIN: [29][1380/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.9210 (1.9726) | Acc@1 53.906 (55.049) | Acc@5 78.125 (78.146)
[2021-03-14 16:11:52] TRAIN: [29][1410/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0643 (1.9725) | Acc@1 54.688 (55.047) | Acc@5 78.125 (78.145)
[2021-03-14 16:12:00] TRAIN: [29][1440/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9704 (1.9731) | Acc@1 55.469 (55.040) | Acc@5 79.297 (78.149)
[2021-03-14 16:12:09] TRAIN: [29][1470/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0857 (1.9741) | Acc@1 54.297 (55.017) | Acc@5 75.000 (78.135)
[2021-03-14 16:12:17] TRAIN: [29][1500/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2530 (1.9738) | Acc@1 49.609 (55.023) | Acc@5 73.438 (78.140)
[2021-03-14 16:12:26] TRAIN: [29][1530/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.9106 (1.9743) | Acc@1 60.547 (55.021) | Acc@5 77.344 (78.131)
[2021-03-14 16:12:34] TRAIN: [29][1560/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1305 (1.9747) | Acc@1 50.781 (55.019) | Acc@5 76.172 (78.132)
[2021-03-14 16:12:43] TRAIN: [29][1590/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.2138 (1.9753) | Acc@1 53.125 (55.009) | Acc@5 71.875 (78.120)
[2021-03-14 16:12:51] TRAIN: [29][1620/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2447 (1.9757) | Acc@1 49.609 (55.009) | Acc@5 73.828 (78.112)
[2021-03-14 16:13:00] TRAIN: [29][1650/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0283 (1.9762) | Acc@1 54.297 (55.001) | Acc@5 78.125 (78.110)
[2021-03-14 16:13:08] TRAIN: [29][1680/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.8653 (1.9768) | Acc@1 57.422 (54.999) | Acc@5 78.516 (78.100)
[2021-03-14 16:13:17] TRAIN: [29][1710/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9838 (1.9763) | Acc@1 58.203 (55.014) | Acc@5 77.344 (78.112)
[2021-03-14 16:13:25] TRAIN: [29][1740/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1376 (1.9769) | Acc@1 50.391 (55.004) | Acc@5 76.172 (78.108)
[2021-03-14 16:13:34] TRAIN: [29][1770/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.8622 (1.9768) | Acc@1 57.422 (54.996) | Acc@5 79.688 (78.119)
[2021-03-14 16:13:42] TRAIN: [29][1800/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0191 (1.9765) | Acc@1 54.688 (55.010) | Acc@5 77.344 (78.127)
[2021-03-14 16:13:51] TRAIN: [29][1830/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.1606 (1.9765) | Acc@1 50.391 (54.997) | Acc@5 74.609 (78.121)
[2021-03-14 16:13:59] TRAIN: [29][1860/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0753 (1.9779) | Acc@1 51.953 (54.973) | Acc@5 73.438 (78.100)
[2021-03-14 16:14:08] TRAIN: [29][1890/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1224 (1.9782) | Acc@1 52.344 (54.959) | Acc@5 76.562 (78.096)
[2021-03-14 16:14:16] TRAIN: [29][1920/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0185 (1.9781) | Acc@1 51.953 (54.957) | Acc@5 75.781 (78.098)
[2021-03-14 16:14:25] TRAIN: [29][1950/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.8195 (1.9775) | Acc@1 54.688 (54.961) | Acc@5 79.688 (78.109)
[2021-03-14 16:14:33] TRAIN: [29][1980/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9522 (1.9784) | Acc@1 57.031 (54.950) | Acc@5 77.734 (78.097)
[2021-03-14 16:14:42] TRAIN: [29][2010/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1196 (1.9792) | Acc@1 50.781 (54.925) | Acc@5 75.391 (78.090)
[2021-03-14 16:14:50] TRAIN: [29][2040/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1767 (1.9791) | Acc@1 50.391 (54.926) | Acc@5 74.609 (78.086)
[2021-03-14 16:14:59] TRAIN: [29][2070/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.8147 (1.9802) | Acc@1 59.766 (54.913) | Acc@5 82.422 (78.065)
[2021-03-14 16:15:07] TRAIN: [29][2100/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1376 (1.9801) | Acc@1 54.688 (54.924) | Acc@5 73.828 (78.064)
[2021-03-14 16:15:16] TRAIN: [29][2130/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0047 (1.9806) | Acc@1 55.078 (54.921) | Acc@5 76.953 (78.061)
[2021-03-14 16:15:24] TRAIN: [29][2160/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 1.9590 (1.9805) | Acc@1 56.641 (54.922) | Acc@5 76.172 (78.060)
[2021-03-14 16:15:33] TRAIN: [29][2190/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1141 (1.9804) | Acc@1 53.516 (54.914) | Acc@5 75.000 (78.063)
[2021-03-14 16:15:41] TRAIN: [29][2220/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.8097 (1.9807) | Acc@1 57.031 (54.915) | Acc@5 80.859 (78.055)
[2021-03-14 16:15:50] TRAIN: [29][2250/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0592 (1.9810) | Acc@1 51.953 (54.909) | Acc@5 76.953 (78.048)
[2021-03-14 16:15:58] TRAIN: [29][2280/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.1206 (1.9814) | Acc@1 51.562 (54.896) | Acc@5 77.734 (78.042)
[2021-03-14 16:16:07] TRAIN: [29][2310/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0668 (1.9818) | Acc@1 55.078 (54.882) | Acc@5 75.391 (78.034)
[2021-03-14 16:16:15] TRAIN: [29][2340/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0689 (1.9816) | Acc@1 49.219 (54.882) | Acc@5 77.344 (78.040)
[2021-03-14 16:16:24] TRAIN: [29][2370/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1060 (1.9816) | Acc@1 54.688 (54.876) | Acc@5 73.828 (78.037)
[2021-03-14 16:16:32] TRAIN: [29][2400/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2334 (1.9821) | Acc@1 48.828 (54.865) | Acc@5 74.609 (78.034)
[2021-03-14 16:16:41] TRAIN: [29][2430/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0612 (1.9828) | Acc@1 54.297 (54.853) | Acc@5 76.953 (78.033)
[2021-03-14 16:16:49] TRAIN: [29][2460/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0043 (1.9833) | Acc@1 53.906 (54.849) | Acc@5 77.344 (78.026)
[2021-03-14 16:16:58] TRAIN: [29][2490/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2811 (1.9834) | Acc@1 51.953 (54.848) | Acc@5 74.609 (78.022)
[2021-03-14 16:17:06] TRAIN: [29][2520/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0487 (1.9838) | Acc@1 54.688 (54.850) | Acc@5 75.781 (78.017)
[2021-03-14 16:17:15] TRAIN: [29][2550/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.8641 (1.9838) | Acc@1 53.516 (54.850) | Acc@5 78.906 (78.013)
[2021-03-14 16:17:23] TRAIN: [29][2580/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0516 (1.9837) | Acc@1 57.422 (54.846) | Acc@5 76.562 (78.010)
[2021-03-14 16:17:32] TRAIN: [29][2610/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2913 (1.9835) | Acc@1 47.656 (54.847) | Acc@5 71.875 (78.017)
[2021-03-14 16:17:40] TRAIN: [29][2640/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.8970 (1.9844) | Acc@1 59.375 (54.834) | Acc@5 78.125 (78.001)
[2021-03-14 16:17:49] TRAIN: [29][2670/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0805 (1.9845) | Acc@1 53.516 (54.836) | Acc@5 78.125 (77.999)
[2021-03-14 16:17:57] TRAIN: [29][2700/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.8682 (1.9847) | Acc@1 58.984 (54.839) | Acc@5 78.906 (77.998)
[2021-03-14 16:18:06] TRAIN: [29][2730/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 1.9836 (1.9851) | Acc@1 52.344 (54.831) | Acc@5 78.125 (77.996)
[2021-03-14 16:18:14] TRAIN: [29][2760/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.8024 (1.9850) | Acc@1 58.203 (54.826) | Acc@5 80.078 (77.999)
[2021-03-14 16:18:23] TRAIN: [29][2790/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0568 (1.9848) | Acc@1 54.688 (54.826) | Acc@5 76.953 (77.997)
[2021-03-14 16:18:31] TRAIN: [29][2820/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1132 (1.9847) | Acc@1 53.516 (54.829) | Acc@5 75.781 (77.995)
[2021-03-14 16:18:40] TRAIN: [29][2850/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0467 (1.9851) | Acc@1 49.219 (54.818) | Acc@5 76.172 (77.992)
[2021-03-14 16:18:48] TRAIN: [29][2880/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0701 (1.9853) | Acc@1 54.297 (54.810) | Acc@5 76.562 (77.990)
[2021-03-14 16:18:57] TRAIN: [29][2910/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2680 (1.9857) | Acc@1 48.438 (54.812) | Acc@5 75.000 (77.987)
[2021-03-14 16:19:05] TRAIN: [29][2940/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0179 (1.9857) | Acc@1 51.172 (54.810) | Acc@5 76.172 (77.984)
[2021-03-14 16:19:14] TRAIN: [29][2970/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.8365 (1.9859) | Acc@1 53.125 (54.807) | Acc@5 79.297 (77.982)
[2021-03-14 16:19:22] TRAIN: [29][3000/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0177 (1.9866) | Acc@1 55.078 (54.794) | Acc@5 77.344 (77.972)
[2021-03-14 16:19:31] TRAIN: [29][3030/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.3099 (1.9870) | Acc@1 47.266 (54.781) | Acc@5 71.875 (77.965)
[2021-03-14 16:19:39] TRAIN: [29][3060/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9818 (1.9876) | Acc@1 53.906 (54.771) | Acc@5 80.469 (77.956)
[2021-03-14 16:19:48] TRAIN: [29][3090/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9407 (1.9880) | Acc@1 53.125 (54.765) | Acc@5 76.562 (77.952)
[2021-03-14 16:19:56] TRAIN: [29][3120/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.001) | Loss 2.0459 (1.9879) | Acc@1 53.125 (54.773) | Acc@5 76.953 (77.955)
[2021-03-14 16:20:05] TRAIN: [29][3150/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0756 (1.9883) | Acc@1 54.688 (54.766) | Acc@5 73.828 (77.955)
[2021-03-14 16:20:13] TRAIN: [29][3180/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.8771 (1.9883) | Acc@1 58.203 (54.763) | Acc@5 79.297 (77.957)
[2021-03-14 16:20:22] TRAIN: [29][3210/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.7454 (1.9885) | Acc@1 52.344 (54.750) | Acc@5 82.422 (77.960)
[2021-03-14 16:20:30] TRAIN: [29][3240/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9643 (1.9888) | Acc@1 55.469 (54.746) | Acc@5 78.125 (77.950)
[2021-03-14 16:20:39] TRAIN: [29][3270/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9551 (1.9890) | Acc@1 51.953 (54.745) | Acc@5 80.078 (77.948)
[2021-03-14 16:20:48] TRAIN: [29][3300/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9878 (1.9893) | Acc@1 55.859 (54.737) | Acc@5 76.172 (77.941)
[2021-03-14 16:20:56] TRAIN: [29][3330/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9271 (1.9898) | Acc@1 58.203 (54.735) | Acc@5 78.125 (77.935)
[2021-03-14 16:21:05] TRAIN: [29][3360/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0352 (1.9896) | Acc@1 55.078 (54.735) | Acc@5 78.125 (77.938)
[2021-03-14 16:21:13] TRAIN: [29][3390/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2718 (1.9894) | Acc@1 50.000 (54.742) | Acc@5 75.391 (77.941)
[2021-03-14 16:21:22] TRAIN: [29][3420/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9070 (1.9897) | Acc@1 55.469 (54.735) | Acc@5 78.125 (77.933)
[2021-03-14 16:21:30] TRAIN: [29][3450/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1008 (1.9899) | Acc@1 51.562 (54.730) | Acc@5 75.391 (77.927)
[2021-03-14 16:21:38] TRAIN: [29][3480/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.7061 (1.9898) | Acc@1 58.594 (54.733) | Acc@5 82.812 (77.923)
[2021-03-14 16:21:47] TRAIN: [29][3510/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9761 (1.9905) | Acc@1 55.859 (54.722) | Acc@5 73.828 (77.915)
[2021-03-14 16:21:55] TRAIN: [29][3540/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.0124 (1.9906) | Acc@1 51.562 (54.724) | Acc@5 78.125 (77.915)
[2021-03-14 16:22:04] TRAIN: [29][3570/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2437 (1.9911) | Acc@1 49.609 (54.713) | Acc@5 72.656 (77.907)
[2021-03-14 16:22:13] TRAIN: [29][3600/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1002 (1.9911) | Acc@1 51.953 (54.706) | Acc@5 76.562 (77.909)
[2021-03-14 16:22:21] TRAIN: [29][3630/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9068 (1.9917) | Acc@1 57.422 (54.695) | Acc@5 80.078 (77.900)
[2021-03-14 16:22:30] TRAIN: [29][3660/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9168 (1.9918) | Acc@1 57.422 (54.692) | Acc@5 78.516 (77.895)
[2021-03-14 16:22:38] TRAIN: [29][3690/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.8685 (1.9919) | Acc@1 54.297 (54.692) | Acc@5 80.469 (77.895)
[2021-03-14 16:22:46] TRAIN: [29][3720/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1639 (1.9924) | Acc@1 50.391 (54.679) | Acc@5 75.781 (77.888)
[2021-03-14 16:22:55] TRAIN: [29][3750/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.9560 (1.9926) | Acc@1 56.641 (54.678) | Acc@5 80.078 (77.886)
[2021-03-14 16:23:03] TRAIN: [29][3780/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0588 (1.9930) | Acc@1 55.469 (54.670) | Acc@5 75.781 (77.881)
[2021-03-14 16:23:12] TRAIN: [29][3810/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0496 (1.9929) | Acc@1 54.688 (54.668) | Acc@5 77.344 (77.882)
[2021-03-14 16:23:20] TRAIN: [29][3840/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2133 (1.9930) | Acc@1 50.000 (54.661) | Acc@5 76.172 (77.886)
[2021-03-14 16:23:29] TRAIN: [29][3870/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0853 (1.9931) | Acc@1 53.125 (54.653) | Acc@5 73.828 (77.890)
[2021-03-14 16:23:37] TRAIN: [29][3900/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.8455 (1.9931) | Acc@1 57.422 (54.653) | Acc@5 81.250 (77.888)
[2021-03-14 16:23:46] TRAIN: [29][3930/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1609 (1.9932) | Acc@1 48.828 (54.651) | Acc@5 73.047 (77.885)
[2021-03-14 16:23:54] TRAIN: [29][3960/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.0623 (1.9931) | Acc@1 54.297 (54.655) | Acc@5 76.172 (77.885)
[2021-03-14 16:24:03] TRAIN: [29][3990/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1273 (1.9933) | Acc@1 55.469 (54.653) | Acc@5 75.391 (77.880)
[2021-03-14 16:24:11] TRAIN: [29][4020/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0554 (1.9938) | Acc@1 51.953 (54.644) | Acc@5 75.781 (77.870)
[2021-03-14 16:24:20] TRAIN: [29][4050/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0082 (1.9938) | Acc@1 54.297 (54.641) | Acc@5 77.344 (77.868)
[2021-03-14 16:24:29] TRAIN: [29][4080/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1260 (1.9940) | Acc@1 51.953 (54.638) | Acc@5 76.953 (77.865)
[2021-03-14 16:24:37] TRAIN: [29][4110/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.9907 (1.9941) | Acc@1 52.344 (54.633) | Acc@5 78.516 (77.861)
[2021-03-14 16:24:46] TRAIN: [29][4140/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1946 (1.9944) | Acc@1 50.391 (54.627) | Acc@5 75.391 (77.856)
[2021-03-14 16:24:54] TRAIN: [29][4170/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.7481 (1.9942) | Acc@1 59.375 (54.629) | Acc@5 82.422 (77.858)
[2021-03-14 16:25:03] TRAIN: [29][4200/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2117 (1.9944) | Acc@1 53.906 (54.624) | Acc@5 74.609 (77.852)
[2021-03-14 16:25:11] TRAIN: [29][4230/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0252 (1.9944) | Acc@1 55.469 (54.624) | Acc@5 76.562 (77.849)
[2021-03-14 16:25:20] TRAIN: [29][4260/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0406 (1.9942) | Acc@1 51.172 (54.628) | Acc@5 78.906 (77.850)
[2021-03-14 16:25:28] TRAIN: [29][4290/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.7001 (1.9944) | Acc@1 60.156 (54.622) | Acc@5 82.812 (77.848)
[2021-03-14 16:25:37] TRAIN: [29][4320/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1149 (1.9945) | Acc@1 55.078 (54.623) | Acc@5 75.781 (77.850)
[2021-03-14 16:25:45] TRAIN: [29][4350/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9756 (1.9948) | Acc@1 53.516 (54.618) | Acc@5 78.125 (77.843)
[2021-03-14 16:25:54] TRAIN: [29][4380/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 1.8942 (1.9948) | Acc@1 58.594 (54.620) | Acc@5 78.516 (77.841)
[2021-03-14 16:26:02] TRAIN: [29][4410/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1675 (1.9949) | Acc@1 52.344 (54.618) | Acc@5 73.828 (77.843)
[2021-03-14 16:26:11] TRAIN: [29][4440/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.9343 (1.9949) | Acc@1 57.422 (54.617) | Acc@5 78.516 (77.843)
[2021-03-14 16:26:19] TRAIN: [29][4470/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.8383 (1.9950) | Acc@1 52.734 (54.612) | Acc@5 80.078 (77.840)
[2021-03-14 16:26:28] TRAIN: [29][4500/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1163 (1.9951) | Acc@1 51.562 (54.609) | Acc@5 73.047 (77.838)
[2021-03-14 16:26:36] TRAIN: [29][4530/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.2084 (1.9950) | Acc@1 49.219 (54.612) | Acc@5 75.000 (77.839)
[2021-03-14 16:26:45] TRAIN: [29][4560/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9861 (1.9952) | Acc@1 51.562 (54.609) | Acc@5 79.297 (77.837)
[2021-03-14 16:26:53] TRAIN: [29][4590/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.0680 (1.9953) | Acc@1 51.953 (54.607) | Acc@5 76.172 (77.833)
[2021-03-14 16:27:02] TRAIN: [29][4620/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 1.9292 (1.9953) | Acc@1 55.078 (54.607) | Acc@5 76.953 (77.831)
[2021-03-14 16:27:10] TRAIN: [29][4650/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.8388 (1.9951) | Acc@1 60.156 (54.610) | Acc@5 80.078 (77.835)
[2021-03-14 16:27:19] TRAIN: [29][4680/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.7737 (1.9953) | Acc@1 57.422 (54.611) | Acc@5 79.688 (77.834)
[2021-03-14 16:27:27] TRAIN: [29][4710/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9775 (1.9952) | Acc@1 53.906 (54.615) | Acc@5 77.344 (77.834)
[2021-03-14 16:27:36] TRAIN: [29][4740/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1307 (1.9954) | Acc@1 48.828 (54.609) | Acc@5 75.391 (77.829)
[2021-03-14 16:27:44] TRAIN: [29][4770/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.2157 (1.9956) | Acc@1 50.000 (54.608) | Acc@5 72.656 (77.827)
[2021-03-14 16:27:53] TRAIN: [29][4800/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9793 (1.9954) | Acc@1 51.562 (54.609) | Acc@5 78.906 (77.828)
[2021-03-14 16:28:01] TRAIN: [29][4830/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9925 (1.9956) | Acc@1 55.078 (54.608) | Acc@5 81.250 (77.828)
[2021-03-14 16:28:10] TRAIN: [29][4860/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.8063 (1.9956) | Acc@1 58.203 (54.606) | Acc@5 81.250 (77.828)
[2021-03-14 16:28:18] TRAIN: [29][4890/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.8270 (1.9957) | Acc@1 57.812 (54.606) | Acc@5 78.906 (77.829)
[2021-03-14 16:28:27] TRAIN: [29][4920/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.1805 (1.9957) | Acc@1 50.000 (54.605) | Acc@5 75.781 (77.827)
[2021-03-14 16:28:35] TRAIN: [29][4950/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.8930 (1.9955) | Acc@1 55.078 (54.609) | Acc@5 80.078 (77.828)
[2021-03-14 16:28:44] TRAIN: [29][4980/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.8609 (1.9958) | Acc@1 57.031 (54.604) | Acc@5 80.469 (77.826)
[2021-03-14 16:28:51] TRAIN: [29][5004/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9691 (1.9960) | Acc@1 54.297 (54.598) | Acc@5 79.297 (77.825)
[2021-03-14 16:29:03] VAL: [10/32] | Time 0.606 ( 1.202) | Data 0.000 (0.568) | Loss 1.7631 (1.7225) | Acc@1 58.688 (58.844) | Acc@5 82.312 (82.963)
[2021-03-14 16:29:11] VAL: [20/32] | Time 0.601 ( 1.017) | Data 0.000 (0.371) | Loss 1.7934 (1.7443) | Acc@1 57.500 (58.303) | Acc@5 82.250 (82.613)
[2021-03-14 16:29:21] VAL: [30/32] | Time 0.559 ( 0.987) | Data 0.000 (0.334) | Loss 1.7699 (1.7405) | Acc@1 57.938 (58.510) | Acc@5 81.438 (82.456)
[2021-03-14 16:29:21] VAL: [32/32] | Time 0.247 ( 0.950) | Data 0.000 (0.313) | Loss 1.6762 (1.7415) | Acc@1 61.000 (58.496) | Acc@5 82.750 (82.434)
[2021-03-14 16:29:22] ACCURACY: TOP1 58.496(BEST 59.580) | TOP5 82.434 | SAVED botnet50-wd5/checkpoints/ckpt_ep_029.pth.tar
[2021-03-14 16:29:22] CURRENT EPOCH: 30, LR: 0.1613, POLICY: cos
[2021-03-14 16:29:31] TRAIN: [30][ 30/5004] | Time 0.278 ( 0.302) | Data 0.000 (0.024) | Loss 1.8288 (1.8970) | Acc@1 60.938 (56.016) | Acc@5 82.031 (79.453)
[2021-03-14 16:29:39] TRAIN: [30][ 60/5004] | Time 0.274 ( 0.290) | Data 0.000 (0.012) | Loss 2.0050 (1.9064) | Acc@1 51.562 (55.924) | Acc@5 78.906 (79.544)
[2021-03-14 16:29:48] TRAIN: [30][ 90/5004] | Time 0.278 ( 0.288) | Data 0.000 (0.008) | Loss 2.0415 (1.9080) | Acc@1 55.859 (55.968) | Acc@5 76.562 (79.527)
[2021-03-14 16:29:56] TRAIN: [30][ 120/5004] | Time 0.299 ( 0.287) | Data 0.000 (0.006) | Loss 1.9320 (1.9265) | Acc@1 53.906 (55.677) | Acc@5 80.469 (79.170)
[2021-03-14 16:30:05] TRAIN: [30][ 150/5004] | Time 0.283 ( 0.286) | Data 0.000 (0.005) | Loss 2.0800 (1.9197) | Acc@1 53.516 (55.826) | Acc@5 78.125 (79.172)
[2021-03-14 16:30:13] TRAIN: [30][ 180/5004] | Time 0.278 ( 0.286) | Data 0.000 (0.004) | Loss 2.0761 (1.9277) | Acc@1 56.250 (55.744) | Acc@5 79.297 (79.000)
[2021-03-14 16:30:22] TRAIN: [30][ 210/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.004) | Loss 2.1488 (1.9340) | Acc@1 51.953 (55.698) | Acc@5 75.000 (78.863)
[2021-03-14 16:30:30] TRAIN: [30][ 240/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.003) | Loss 1.9418 (1.9409) | Acc@1 56.641 (55.547) | Acc@5 76.562 (78.739)
[2021-03-14 16:30:39] TRAIN: [30][ 270/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.003) | Loss 1.7034 (1.9388) | Acc@1 62.891 (55.600) | Acc@5 81.250 (78.737)
[2021-03-14 16:30:47] TRAIN: [30][ 300/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.003) | Loss 2.0514 (1.9412) | Acc@1 55.859 (55.559) | Acc@5 77.344 (78.716)
[2021-03-14 16:30:56] TRAIN: [30][ 330/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.003) | Loss 1.6475 (1.9378) | Acc@1 63.281 (55.684) | Acc@5 81.641 (78.793)
[2021-03-14 16:31:04] TRAIN: [30][ 360/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.002) | Loss 1.9106 (1.9360) | Acc@1 57.031 (55.706) | Acc@5 78.906 (78.809)
[2021-03-14 16:31:13] TRAIN: [30][ 390/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.002) | Loss 2.3221 (1.9376) | Acc@1 49.219 (55.688) | Acc@5 73.438 (78.779)
[2021-03-14 16:31:21] TRAIN: [30][ 420/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.002) | Loss 1.9102 (1.9395) | Acc@1 55.078 (55.642) | Acc@5 77.344 (78.703)
[2021-03-14 16:31:30] TRAIN: [30][ 450/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.002) | Loss 1.9070 (1.9392) | Acc@1 54.688 (55.657) | Acc@5 78.906 (78.684)
[2021-03-14 16:31:39] TRAIN: [30][ 480/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.002) | Loss 2.0239 (1.9403) | Acc@1 51.953 (55.639) | Acc@5 74.609 (78.691)
[2021-03-14 16:31:47] TRAIN: [30][ 510/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.002) | Loss 1.9895 (1.9406) | Acc@1 55.469 (55.636) | Acc@5 78.125 (78.682)
[2021-03-14 16:31:55] TRAIN: [30][ 540/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.002) | Loss 1.8026 (1.9386) | Acc@1 55.078 (55.661) | Acc@5 80.469 (78.696)
[2021-03-14 16:32:04] TRAIN: [30][ 570/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.002) | Loss 1.9348 (1.9396) | Acc@1 55.469 (55.656) | Acc@5 76.953 (78.666)
[2021-03-14 16:32:12] TRAIN: [30][ 600/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.002) | Loss 2.2906 (1.9406) | Acc@1 47.656 (55.621) | Acc@5 76.172 (78.639)
[2021-03-14 16:32:21] TRAIN: [30][ 630/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.8741 (1.9419) | Acc@1 56.641 (55.608) | Acc@5 78.125 (78.588)
[2021-03-14 16:32:30] TRAIN: [30][ 660/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.8198 (1.9424) | Acc@1 56.641 (55.591) | Acc@5 80.078 (78.575)
[2021-03-14 16:32:38] TRAIN: [30][ 690/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.7546 (1.9436) | Acc@1 63.281 (55.555) | Acc@5 80.469 (78.548)
[2021-03-14 16:32:47] TRAIN: [30][ 720/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0418 (1.9447) | Acc@1 53.125 (55.519) | Acc@5 77.344 (78.543)
[2021-03-14 16:32:55] TRAIN: [30][ 750/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0454 (1.9461) | Acc@1 53.906 (55.502) | Acc@5 76.953 (78.527)
[2021-03-14 16:33:04] TRAIN: [30][ 780/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0375 (1.9458) | Acc@1 52.734 (55.491) | Acc@5 79.688 (78.539)
[2021-03-14 16:33:12] TRAIN: [30][ 810/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0802 (1.9482) | Acc@1 54.688 (55.425) | Acc@5 75.781 (78.507)
[2021-03-14 16:33:21] TRAIN: [30][ 840/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.8185 (1.9493) | Acc@1 58.984 (55.400) | Acc@5 82.031 (78.484)
[2021-03-14 16:33:29] TRAIN: [30][ 870/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0044 (1.9504) | Acc@1 59.766 (55.380) | Acc@5 78.125 (78.491)
[2021-03-14 16:33:38] TRAIN: [30][ 900/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.8972 (1.9497) | Acc@1 58.203 (55.368) | Acc@5 79.297 (78.497)
[2021-03-14 16:33:46] TRAIN: [30][ 930/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9414 (1.9525) | Acc@1 58.594 (55.310) | Acc@5 77.734 (78.451)
[2021-03-14 16:33:55] TRAIN: [30][ 960/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.9733 (1.9530) | Acc@1 55.859 (55.313) | Acc@5 78.906 (78.437)
[2021-03-14 16:34:03] TRAIN: [30][ 990/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0908 (1.9535) | Acc@1 52.734 (55.314) | Acc@5 78.125 (78.432)
[2021-03-14 16:34:12] TRAIN: [30][1020/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.0450 (1.9546) | Acc@1 53.125 (55.275) | Acc@5 76.562 (78.418)
[2021-03-14 16:34:20] TRAIN: [30][1050/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1556 (1.9545) | Acc@1 53.125 (55.271) | Acc@5 74.609 (78.425)
[2021-03-14 16:34:29] TRAIN: [30][1080/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0603 (1.9545) | Acc@1 53.516 (55.272) | Acc@5 78.125 (78.416)
[2021-03-14 16:34:37] TRAIN: [30][1110/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.6356 (1.9554) | Acc@1 59.766 (55.250) | Acc@5 83.203 (78.411)
[2021-03-14 16:34:46] TRAIN: [30][1140/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 1.8965 (1.9558) | Acc@1 55.078 (55.234) | Acc@5 80.859 (78.414)
[2021-03-14 16:34:54] TRAIN: [30][1170/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0515 (1.9566) | Acc@1 48.047 (55.211) | Acc@5 76.562 (78.418)
[2021-03-14 16:35:03] TRAIN: [30][1200/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.9572 (1.9576) | Acc@1 54.688 (55.205) | Acc@5 78.125 (78.406)
[2021-03-14 16:35:11] TRAIN: [30][1230/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1418 (1.9568) | Acc@1 51.953 (55.216) | Acc@5 76.953 (78.422)
[2021-03-14 16:35:20] TRAIN: [30][1260/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9509 (1.9575) | Acc@1 57.031 (55.211) | Acc@5 77.344 (78.417)
[2021-03-14 16:35:28] TRAIN: [30][1290/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9365 (1.9580) | Acc@1 57.812 (55.201) | Acc@5 80.078 (78.405)
[2021-03-14 16:35:37] TRAIN: [30][1320/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9960 (1.9578) | Acc@1 54.688 (55.199) | Acc@5 74.609 (78.401)
[2021-03-14 16:35:45] TRAIN: [30][1350/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1418 (1.9581) | Acc@1 54.297 (55.196) | Acc@5 76.172 (78.393)
[2021-03-14 16:35:54] TRAIN: [30][1380/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1049 (1.9587) | Acc@1 56.641 (55.195) | Acc@5 77.734 (78.389)
[2021-03-14 16:36:02] TRAIN: [30][1410/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9071 (1.9592) | Acc@1 57.422 (55.187) | Acc@5 78.906 (78.382)
[2021-03-14 16:36:11] TRAIN: [30][1440/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0213 (1.9597) | Acc@1 55.469 (55.173) | Acc@5 77.344 (78.385)
[2021-03-14 16:36:19] TRAIN: [30][1470/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.8991 (1.9595) | Acc@1 55.469 (55.165) | Acc@5 75.781 (78.379)
[2021-03-14 16:36:28] TRAIN: [30][1500/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2420 (1.9603) | Acc@1 50.000 (55.160) | Acc@5 72.266 (78.370)
[2021-03-14 16:36:36] TRAIN: [30][1530/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.8748 (1.9603) | Acc@1 51.172 (55.157) | Acc@5 80.078 (78.369)
[2021-03-14 16:36:45] TRAIN: [30][1560/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 1.8017 (1.9607) | Acc@1 58.594 (55.145) | Acc@5 81.250 (78.365)
[2021-03-14 16:36:53] TRAIN: [30][1590/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1065 (1.9615) | Acc@1 52.734 (55.136) | Acc@5 77.344 (78.353)
[2021-03-14 16:37:02] TRAIN: [30][1620/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 1.8237 (1.9615) | Acc@1 55.469 (55.132) | Acc@5 79.297 (78.351)
[2021-03-14 16:37:10] TRAIN: [30][1650/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0284 (1.9616) | Acc@1 54.297 (55.135) | Acc@5 75.781 (78.341)
[2021-03-14 16:37:19] TRAIN: [30][1680/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 1.9436 (1.9608) | Acc@1 57.812 (55.149) | Acc@5 76.953 (78.353)
[2021-03-14 16:37:27] TRAIN: [30][1710/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.9839 (1.9613) | Acc@1 55.859 (55.145) | Acc@5 76.953 (78.347)
[2021-03-14 16:37:36] TRAIN: [30][1740/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.8805 (1.9618) | Acc@1 54.297 (55.141) | Acc@5 80.859 (78.345)
[2021-03-14 16:37:44] TRAIN: [30][1770/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.8424 (1.9626) | Acc@1 57.422 (55.137) | Acc@5 81.250 (78.333)
[2021-03-14 16:37:53] TRAIN: [30][1800/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.8340 (1.9621) | Acc@1 56.641 (55.134) | Acc@5 80.859 (78.336)
[2021-03-14 16:38:01] TRAIN: [30][1830/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2176 (1.9623) | Acc@1 51.953 (55.124) | Acc@5 74.219 (78.340)
[2021-03-14 16:38:10] TRAIN: [30][1860/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9335 (1.9628) | Acc@1 52.734 (55.122) | Acc@5 78.906 (78.330)
[2021-03-14 16:38:18] TRAIN: [30][1890/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9211 (1.9631) | Acc@1 54.688 (55.112) | Acc@5 76.562 (78.319)
[2021-03-14 16:38:27] TRAIN: [30][1920/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.8012 (1.9633) | Acc@1 59.766 (55.110) | Acc@5 79.297 (78.311)
[2021-03-14 16:38:35] TRAIN: [30][1950/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.9654 (1.9640) | Acc@1 53.906 (55.107) | Acc@5 78.125 (78.301)
[2021-03-14 16:38:44] TRAIN: [30][1980/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.7307 (1.9644) | Acc@1 58.203 (55.102) | Acc@5 82.422 (78.294)
[2021-03-14 16:38:52] TRAIN: [30][2010/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.8275 (1.9646) | Acc@1 58.594 (55.098) | Acc@5 79.688 (78.289)
[2021-03-14 16:39:01] TRAIN: [30][2040/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 1.9524 (1.9651) | Acc@1 54.688 (55.107) | Acc@5 77.344 (78.283)
[2021-03-14 16:39:09] TRAIN: [30][2070/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9764 (1.9657) | Acc@1 55.859 (55.099) | Acc@5 77.344 (78.273)
[2021-03-14 16:39:18] TRAIN: [30][2100/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0010 (1.9662) | Acc@1 55.859 (55.086) | Acc@5 76.562 (78.264)
[2021-03-14 16:39:26] TRAIN: [30][2130/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0120 (1.9662) | Acc@1 55.859 (55.083) | Acc@5 76.562 (78.258)
[2021-03-14 16:39:35] TRAIN: [30][2160/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.8600 (1.9660) | Acc@1 53.906 (55.092) | Acc@5 77.734 (78.262)
[2021-03-14 16:39:43] TRAIN: [30][2190/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.8525 (1.9662) | Acc@1 57.812 (55.091) | Acc@5 80.859 (78.258)
[2021-03-14 16:39:52] TRAIN: [30][2220/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.1274 (1.9667) | Acc@1 53.906 (55.081) | Acc@5 73.828 (78.251)
[2021-03-14 16:40:00] TRAIN: [30][2250/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1221 (1.9664) | Acc@1 55.078 (55.092) | Acc@5 74.219 (78.259)
[2021-03-14 16:40:09] TRAIN: [30][2280/5004] | Time 0.293 ( 0.284) | Data 0.001 (0.001) | Loss 1.9514 (1.9666) | Acc@1 55.078 (55.087) | Acc@5 79.688 (78.256)
[2021-03-14 16:40:17] TRAIN: [30][2310/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0372 (1.9670) | Acc@1 56.250 (55.073) | Acc@5 80.469 (78.248)
[2021-03-14 16:40:26] TRAIN: [30][2340/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1486 (1.9676) | Acc@1 52.734 (55.063) | Acc@5 75.781 (78.243)
[2021-03-14 16:40:34] TRAIN: [30][2370/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.7757 (1.9675) | Acc@1 55.078 (55.059) | Acc@5 80.859 (78.250)
[2021-03-14 16:40:43] TRAIN: [30][2400/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.8324 (1.9681) | Acc@1 55.859 (55.045) | Acc@5 79.688 (78.240)
[2021-03-14 16:40:51] TRAIN: [30][2430/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 1.6765 (1.9684) | Acc@1 57.812 (55.028) | Acc@5 87.109 (78.237)
[2021-03-14 16:41:00] TRAIN: [30][2460/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.7236 (1.9685) | Acc@1 57.812 (55.031) | Acc@5 83.594 (78.240)
[2021-03-14 16:41:08] TRAIN: [30][2490/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0781 (1.9691) | Acc@1 54.297 (55.022) | Acc@5 76.562 (78.225)
[2021-03-14 16:41:17] TRAIN: [30][2520/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0270 (1.9692) | Acc@1 53.516 (55.023) | Acc@5 76.562 (78.222)
[2021-03-14 16:41:25] TRAIN: [30][2550/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.8569 (1.9695) | Acc@1 60.156 (55.032) | Acc@5 79.297 (78.212)
[2021-03-14 16:41:34] TRAIN: [30][2580/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.2043 (1.9697) | Acc@1 50.391 (55.023) | Acc@5 75.391 (78.211)
[2021-03-14 16:41:42] TRAIN: [30][2610/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0291 (1.9696) | Acc@1 53.906 (55.028) | Acc@5 77.734 (78.211)
[2021-03-14 16:41:51] TRAIN: [30][2640/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1828 (1.9701) | Acc@1 51.562 (55.022) | Acc@5 74.219 (78.200)
[2021-03-14 16:41:59] TRAIN: [30][2670/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 1.9147 (1.9699) | Acc@1 53.516 (55.028) | Acc@5 80.078 (78.198)
[2021-03-14 16:42:08] TRAIN: [30][2700/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0031 (1.9700) | Acc@1 53.516 (55.025) | Acc@5 78.516 (78.200)
[2021-03-14 16:42:16] TRAIN: [30][2730/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 1.8463 (1.9703) | Acc@1 58.594 (55.022) | Acc@5 80.469 (78.195)
[2021-03-14 16:42:25] TRAIN: [30][2760/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9077 (1.9701) | Acc@1 59.375 (55.024) | Acc@5 77.734 (78.202)
[2021-03-14 16:42:33] TRAIN: [30][2790/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.1780 (1.9706) | Acc@1 48.828 (55.017) | Acc@5 73.047 (78.192)
[2021-03-14 16:42:42] TRAIN: [30][2820/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0095 (1.9709) | Acc@1 54.688 (55.011) | Acc@5 75.000 (78.183)
[2021-03-14 16:42:50] TRAIN: [30][2850/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.6368 (1.9710) | Acc@1 60.938 (55.013) | Acc@5 82.031 (78.184)
[2021-03-14 16:42:59] TRAIN: [30][2880/5004] | Time 0.345 ( 0.284) | Data 0.000 (0.001) | Loss 1.7040 (1.9710) | Acc@1 60.547 (55.010) | Acc@5 82.031 (78.187)
[2021-03-14 16:43:08] TRAIN: [30][2910/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0653 (1.9709) | Acc@1 55.078 (55.008) | Acc@5 78.125 (78.194)
[2021-03-14 16:43:16] TRAIN: [30][2940/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2697 (1.9710) | Acc@1 50.000 (55.007) | Acc@5 74.609 (78.191)
[2021-03-14 16:43:25] TRAIN: [30][2970/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.1596 (1.9711) | Acc@1 52.734 (55.013) | Acc@5 76.562 (78.196)
[2021-03-14 16:43:33] TRAIN: [30][3000/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0064 (1.9714) | Acc@1 49.609 (55.010) | Acc@5 80.469 (78.194)
[2021-03-14 16:43:41] TRAIN: [30][3030/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.9640 (1.9713) | Acc@1 53.906 (55.016) | Acc@5 76.953 (78.195)
[2021-03-14 16:43:50] TRAIN: [30][3060/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.0215 (1.9717) | Acc@1 53.125 (55.005) | Acc@5 78.125 (78.189)
[2021-03-14 16:43:59] TRAIN: [30][3090/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.0748 (1.9725) | Acc@1 56.641 (54.991) | Acc@5 76.172 (78.180)
[2021-03-14 16:44:07] TRAIN: [30][3120/5004] | Time 0.272 ( 0.284) | Data 0.000 (0.001) | Loss 2.0132 (1.9727) | Acc@1 53.125 (54.992) | Acc@5 76.953 (78.178)
[2021-03-14 16:44:15] TRAIN: [30][3150/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0507 (1.9729) | Acc@1 56.250 (54.987) | Acc@5 73.828 (78.173)
[2021-03-14 16:44:24] TRAIN: [30][3180/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0581 (1.9734) | Acc@1 52.734 (54.977) | Acc@5 78.906 (78.167)
[2021-03-14 16:44:32] TRAIN: [30][3210/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9828 (1.9735) | Acc@1 57.031 (54.975) | Acc@5 76.562 (78.161)
[2021-03-14 16:44:41] TRAIN: [30][3240/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.6560 (1.9738) | Acc@1 62.891 (54.974) | Acc@5 83.203 (78.159)
[2021-03-14 16:44:50] TRAIN: [30][3270/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.001) | Loss 2.3088 (1.9741) | Acc@1 47.266 (54.974) | Acc@5 71.875 (78.152)
[2021-03-14 16:44:58] TRAIN: [30][3300/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9619 (1.9742) | Acc@1 51.172 (54.969) | Acc@5 79.297 (78.148)
[2021-03-14 16:45:07] TRAIN: [30][3330/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.2640 (1.9746) | Acc@1 52.344 (54.954) | Acc@5 74.219 (78.145)
[2021-03-14 16:45:15] TRAIN: [30][3360/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9417 (1.9748) | Acc@1 55.078 (54.947) | Acc@5 78.906 (78.139)
[2021-03-14 16:45:24] TRAIN: [30][3390/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.7437 (1.9753) | Acc@1 59.766 (54.935) | Acc@5 80.078 (78.127)
[2021-03-14 16:45:32] TRAIN: [30][3420/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0666 (1.9755) | Acc@1 53.516 (54.930) | Acc@5 75.391 (78.125)
[2021-03-14 16:45:41] TRAIN: [30][3450/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0184 (1.9756) | Acc@1 55.859 (54.932) | Acc@5 77.734 (78.123)
[2021-03-14 16:45:49] TRAIN: [30][3480/5004] | Time 0.351 ( 0.284) | Data 0.000 (0.001) | Loss 1.9190 (1.9757) | Acc@1 55.859 (54.933) | Acc@5 79.297 (78.121)
[2021-03-14 16:45:58] TRAIN: [30][3510/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.8728 (1.9760) | Acc@1 56.250 (54.928) | Acc@5 80.469 (78.118)
[2021-03-14 16:46:07] TRAIN: [30][3540/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.9188 (1.9762) | Acc@1 59.375 (54.930) | Acc@5 77.344 (78.114)
[2021-03-14 16:46:15] TRAIN: [30][3570/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 1.7604 (1.9765) | Acc@1 56.250 (54.926) | Acc@5 80.859 (78.107)
[2021-03-14 16:46:24] TRAIN: [30][3600/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9235 (1.9768) | Acc@1 55.469 (54.922) | Acc@5 78.906 (78.103)
[2021-03-14 16:46:32] TRAIN: [30][3630/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9446 (1.9767) | Acc@1 53.125 (54.925) | Acc@5 76.562 (78.103)
[2021-03-14 16:46:41] TRAIN: [30][3660/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9946 (1.9768) | Acc@1 52.344 (54.923) | Acc@5 78.516 (78.103)
[2021-03-14 16:46:49] TRAIN: [30][3690/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0191 (1.9772) | Acc@1 53.125 (54.920) | Acc@5 75.391 (78.100)
[2021-03-14 16:46:58] TRAIN: [30][3720/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 1.9097 (1.9774) | Acc@1 54.297 (54.917) | Acc@5 79.297 (78.095)
[2021-03-14 16:47:06] TRAIN: [30][3750/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9991 (1.9773) | Acc@1 55.078 (54.918) | Acc@5 76.172 (78.096)
[2021-03-14 16:47:15] TRAIN: [30][3780/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0342 (1.9776) | Acc@1 51.562 (54.919) | Acc@5 77.734 (78.090)
[2021-03-14 16:47:23] TRAIN: [30][3810/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0309 (1.9776) | Acc@1 51.562 (54.913) | Acc@5 80.078 (78.092)
[2021-03-14 16:47:32] TRAIN: [30][3840/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.0171 (1.9778) | Acc@1 54.688 (54.910) | Acc@5 78.516 (78.093)
[2021-03-14 16:47:40] TRAIN: [30][3870/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9193 (1.9778) | Acc@1 56.641 (54.911) | Acc@5 78.906 (78.089)
[2021-03-14 16:47:49] TRAIN: [30][3900/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.9978 (1.9779) | Acc@1 53.516 (54.906) | Acc@5 78.516 (78.089)
[2021-03-14 16:47:57] TRAIN: [30][3930/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1381 (1.9777) | Acc@1 50.781 (54.909) | Acc@5 75.781 (78.092)
[2021-03-14 16:48:06] TRAIN: [30][3960/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9484 (1.9782) | Acc@1 59.375 (54.904) | Acc@5 78.906 (78.088)
[2021-03-14 16:48:14] TRAIN: [30][3990/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9674 (1.9788) | Acc@1 52.734 (54.892) | Acc@5 79.688 (78.078)
[2021-03-14 16:48:23] TRAIN: [30][4020/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2464 (1.9790) | Acc@1 54.688 (54.884) | Acc@5 74.609 (78.080)
[2021-03-14 16:48:31] TRAIN: [30][4050/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2185 (1.9792) | Acc@1 53.516 (54.881) | Acc@5 75.391 (78.078)
[2021-03-14 16:48:40] TRAIN: [30][4080/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.4075 (1.9795) | Acc@1 48.438 (54.873) | Acc@5 71.484 (78.071)
[2021-03-14 16:48:48] TRAIN: [30][4110/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.8757 (1.9800) | Acc@1 55.078 (54.868) | Acc@5 79.688 (78.063)
[2021-03-14 16:48:57] TRAIN: [30][4140/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 2.0981 (1.9803) | Acc@1 50.000 (54.861) | Acc@5 77.734 (78.056)
[2021-03-14 16:49:05] TRAIN: [30][4170/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 1.9372 (1.9804) | Acc@1 60.156 (54.864) | Acc@5 79.688 (78.052)
[2021-03-14 16:49:14] TRAIN: [30][4200/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.8961 (1.9805) | Acc@1 56.641 (54.863) | Acc@5 80.469 (78.054)
[2021-03-14 16:49:22] TRAIN: [30][4230/5004] | Time 0.294 ( 0.284) | Data 0.000 (0.001) | Loss 1.9112 (1.9806) | Acc@1 56.250 (54.865) | Acc@5 78.125 (78.051)
[2021-03-14 16:49:31] TRAIN: [30][4260/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.6382 (1.9804) | Acc@1 65.625 (54.867) | Acc@5 87.500 (78.056)
[2021-03-14 16:49:39] TRAIN: [30][4290/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0824 (1.9806) | Acc@1 52.734 (54.860) | Acc@5 74.609 (78.052)
[2021-03-14 16:49:48] TRAIN: [30][4320/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0888 (1.9807) | Acc@1 50.391 (54.862) | Acc@5 76.953 (78.045)
[2021-03-14 16:49:56] TRAIN: [30][4350/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0722 (1.9810) | Acc@1 50.000 (54.859) | Acc@5 78.125 (78.041)
[2021-03-14 16:50:05] TRAIN: [30][4380/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.8374 (1.9810) | Acc@1 53.906 (54.857) | Acc@5 82.031 (78.040)
[2021-03-14 16:50:14] TRAIN: [30][4410/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2665 (1.9808) | Acc@1 53.125 (54.864) | Acc@5 69.922 (78.041)
[2021-03-14 16:50:22] TRAIN: [30][4440/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9368 (1.9812) | Acc@1 51.562 (54.856) | Acc@5 78.906 (78.037)
[2021-03-14 16:50:31] TRAIN: [30][4470/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0364 (1.9810) | Acc@1 51.953 (54.855) | Acc@5 78.906 (78.041)
[2021-03-14 16:50:39] TRAIN: [30][4500/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1612 (1.9814) | Acc@1 52.344 (54.851) | Acc@5 75.000 (78.036)
[2021-03-14 16:50:48] TRAIN: [30][4530/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0966 (1.9818) | Acc@1 51.953 (54.848) | Acc@5 76.953 (78.029)
[2021-03-14 16:50:56] TRAIN: [30][4560/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1309 (1.9820) | Acc@1 50.391 (54.845) | Acc@5 75.000 (78.025)
[2021-03-14 16:51:05] TRAIN: [30][4590/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.0449 (1.9823) | Acc@1 55.078 (54.836) | Acc@5 78.516 (78.021)
[2021-03-14 16:51:13] TRAIN: [30][4620/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9809 (1.9824) | Acc@1 54.688 (54.833) | Acc@5 78.125 (78.020)
[2021-03-14 16:51:22] TRAIN: [30][4650/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9800 (1.9827) | Acc@1 56.641 (54.829) | Acc@5 78.906 (78.018)
[2021-03-14 16:51:30] TRAIN: [30][4680/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.1660 (1.9828) | Acc@1 50.781 (54.829) | Acc@5 78.906 (78.017)
[2021-03-14 16:51:39] TRAIN: [30][4710/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9657 (1.9828) | Acc@1 55.469 (54.832) | Acc@5 77.734 (78.017)
[2021-03-14 16:51:47] TRAIN: [30][4740/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.6454 (1.9831) | Acc@1 63.281 (54.823) | Acc@5 84.766 (78.012)
[2021-03-14 16:51:56] TRAIN: [30][4770/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0332 (1.9833) | Acc@1 53.906 (54.821) | Acc@5 76.953 (78.008)
[2021-03-14 16:52:04] TRAIN: [30][4800/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9479 (1.9833) | Acc@1 55.078 (54.823) | Acc@5 79.688 (78.004)
[2021-03-14 16:52:13] TRAIN: [30][4830/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0899 (1.9835) | Acc@1 51.562 (54.819) | Acc@5 73.438 (78.003)
[2021-03-14 16:52:21] TRAIN: [30][4860/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.7828 (1.9835) | Acc@1 57.812 (54.817) | Acc@5 81.250 (78.006)
[2021-03-14 16:52:30] TRAIN: [30][4890/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 1.8728 (1.9837) | Acc@1 58.594 (54.816) | Acc@5 83.203 (78.002)
[2021-03-14 16:52:38] TRAIN: [30][4920/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0791 (1.9837) | Acc@1 55.469 (54.817) | Acc@5 74.609 (78.004)
[2021-03-14 16:52:47] TRAIN: [30][4950/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.2079 (1.9837) | Acc@1 52.344 (54.820) | Acc@5 75.000 (78.005)
[2021-03-14 16:52:55] TRAIN: [30][4980/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0450 (1.9836) | Acc@1 53.125 (54.821) | Acc@5 78.125 (78.004)
[2021-03-14 16:53:02] TRAIN: [30][5004/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1436 (1.9840) | Acc@1 50.000 (54.812) | Acc@5 75.000 (78.001)
[2021-03-14 16:53:15] VAL: [10/32] | Time 0.588 ( 1.209) | Data 0.000 (0.528) | Loss 1.7025 (1.6827) | Acc@1 58.188 (59.988) | Acc@5 82.812 (83.188)
[2021-03-14 16:53:23] VAL: [20/32] | Time 0.597 ( 1.009) | Data 0.000 (0.355) | Loss 1.6930 (1.6954) | Acc@1 59.312 (59.697) | Acc@5 83.125 (83.034)
[2021-03-14 16:53:32] VAL: [30/32] | Time 0.520 ( 0.979) | Data 0.000 (0.328) | Loss 1.7286 (1.6839) | Acc@1 58.500 (59.892) | Acc@5 82.812 (83.235)
[2021-03-14 16:53:33] VAL: [32/32] | Time 0.249 ( 0.942) | Data 0.000 (0.308) | Loss 1.7134 (1.6844) | Acc@1 63.750 (59.954) | Acc@5 83.500 (83.234)
[2021-03-14 16:53:33] ACCURACY: TOP1 59.954(BEST 59.954) | TOP5 83.234 | SAVED botnet50-wd5/checkpoints/ckpt_ep_030.pth.tar
[2021-03-14 16:53:33] CURRENT EPOCH: 31, LR: 0.1588, POLICY: cos
[2021-03-14 16:53:42] TRAIN: [31][ 30/5004] | Time 0.280 ( 0.304) | Data 0.000 (0.024) | Loss 1.6262 (1.8814) | Acc@1 62.500 (57.122) | Acc@5 83.203 (79.362)
[2021-03-14 16:53:51] TRAIN: [31][ 60/5004] | Time 0.299 ( 0.293) | Data 0.001 (0.012) | Loss 1.9832 (1.8979) | Acc@1 57.031 (56.842) | Acc@5 81.250 (79.102)
[2021-03-14 16:53:59] TRAIN: [31][ 90/5004] | Time 0.277 ( 0.288) | Data 0.000 (0.008) | Loss 1.8951 (1.9145) | Acc@1 56.641 (56.241) | Acc@5 79.688 (78.880)
[2021-03-14 16:54:08] TRAIN: [31][ 120/5004] | Time 0.280 ( 0.287) | Data 0.000 (0.006) | Loss 1.7715 (1.9166) | Acc@1 55.078 (56.143) | Acc@5 81.641 (78.867)
[2021-03-14 16:54:16] TRAIN: [31][ 150/5004] | Time 0.282 ( 0.286) | Data 0.000 (0.005) | Loss 2.0370 (1.9176) | Acc@1 54.688 (56.268) | Acc@5 75.781 (78.841)
[2021-03-14 16:54:25] TRAIN: [31][ 180/5004] | Time 0.279 ( 0.286) | Data 0.000 (0.004) | Loss 2.0228 (1.9159) | Acc@1 53.516 (56.302) | Acc@5 78.125 (78.902)
[2021-03-14 16:54:33] TRAIN: [31][ 210/5004] | Time 0.281 ( 0.286) | Data 0.000 (0.004) | Loss 1.7554 (1.9180) | Acc@1 58.203 (56.200) | Acc@5 83.203 (78.810)
[2021-03-14 16:54:42] TRAIN: [31][ 240/5004] | Time 0.293 ( 0.286) | Data 0.000 (0.003) | Loss 1.8018 (1.9188) | Acc@1 56.641 (56.130) | Acc@5 81.250 (78.844)
[2021-03-14 16:54:50] TRAIN: [31][ 270/5004] | Time 0.279 ( 0.286) | Data 0.000 (0.003) | Loss 2.1164 (1.9260) | Acc@1 52.344 (56.027) | Acc@5 76.172 (78.777)
[2021-03-14 16:54:59] TRAIN: [31][ 300/5004] | Time 0.284 ( 0.286) | Data 0.000 (0.003) | Loss 2.0313 (1.9268) | Acc@1 50.781 (55.990) | Acc@5 77.344 (78.733)
[2021-03-14 16:55:08] TRAIN: [31][ 330/5004] | Time 0.283 ( 0.286) | Data 0.000 (0.003) | Loss 1.9885 (1.9274) | Acc@1 55.859 (55.951) | Acc@5 76.953 (78.737)
[2021-03-14 16:55:16] TRAIN: [31][ 360/5004] | Time 0.292 ( 0.286) | Data 0.000 (0.002) | Loss 1.7794 (1.9273) | Acc@1 56.641 (55.919) | Acc@5 79.688 (78.748)
[2021-03-14 16:55:25] TRAIN: [31][ 390/5004] | Time 0.300 ( 0.286) | Data 0.000 (0.002) | Loss 1.9225 (1.9266) | Acc@1 55.859 (55.921) | Acc@5 76.562 (78.771)
[2021-03-14 16:55:33] TRAIN: [31][ 420/5004] | Time 0.281 ( 0.286) | Data 0.000 (0.002) | Loss 1.8110 (1.9277) | Acc@1 57.812 (55.873) | Acc@5 80.078 (78.776)
[2021-03-14 16:55:42] TRAIN: [31][ 450/5004] | Time 0.279 ( 0.286) | Data 0.000 (0.002) | Loss 1.6840 (1.9302) | Acc@1 62.891 (55.819) | Acc@5 80.859 (78.736)
[2021-03-14 16:55:50] TRAIN: [31][ 480/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.002) | Loss 1.8421 (1.9309) | Acc@1 57.812 (55.815) | Acc@5 84.375 (78.721)
[2021-03-14 16:55:59] TRAIN: [31][ 510/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.002) | Loss 1.9205 (1.9322) | Acc@1 52.734 (55.763) | Acc@5 79.297 (78.696)
[2021-03-14 16:56:07] TRAIN: [31][ 540/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.002) | Loss 2.2210 (1.9312) | Acc@1 51.562 (55.762) | Acc@5 71.484 (78.732)
[2021-03-14 16:56:16] TRAIN: [31][ 570/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.002) | Loss 2.1067 (1.9310) | Acc@1 56.641 (55.761) | Acc@5 76.562 (78.747)
[2021-03-14 16:56:24] TRAIN: [31][ 600/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.002) | Loss 1.6750 (1.9340) | Acc@1 60.547 (55.711) | Acc@5 84.375 (78.709)
[2021-03-14 16:56:33] TRAIN: [31][ 630/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.0582 (1.9346) | Acc@1 55.469 (55.718) | Acc@5 74.219 (78.682)
[2021-03-14 16:56:41] TRAIN: [31][ 660/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.8428 (1.9350) | Acc@1 59.375 (55.723) | Acc@5 81.250 (78.683)
[2021-03-14 16:56:50] TRAIN: [31][ 690/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.8731 (1.9364) | Acc@1 57.812 (55.695) | Acc@5 79.688 (78.677)
[2021-03-14 16:56:59] TRAIN: [31][ 720/5004] | Time 0.275 ( 0.285) | Data 0.000 (0.001) | Loss 1.8554 (1.9350) | Acc@1 56.641 (55.748) | Acc@5 79.688 (78.674)
[2021-03-14 16:57:07] TRAIN: [31][ 750/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 1.9034 (1.9366) | Acc@1 55.859 (55.694) | Acc@5 77.734 (78.648)
[2021-03-14 16:57:16] TRAIN: [31][ 780/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.0898 (1.9378) | Acc@1 49.609 (55.689) | Acc@5 75.781 (78.615)
[2021-03-14 16:57:24] TRAIN: [31][ 810/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.9707 (1.9385) | Acc@1 55.859 (55.673) | Acc@5 79.297 (78.606)
[2021-03-14 16:57:33] TRAIN: [31][ 840/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.2072 (1.9394) | Acc@1 49.219 (55.638) | Acc@5 75.000 (78.604)
[2021-03-14 16:57:41] TRAIN: [31][ 870/5004] | Time 0.313 ( 0.285) | Data 0.001 (0.001) | Loss 1.9018 (1.9394) | Acc@1 55.859 (55.641) | Acc@5 80.859 (78.618)
[2021-03-14 16:57:50] TRAIN: [31][ 900/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 2.1476 (1.9401) | Acc@1 51.562 (55.618) | Acc@5 73.828 (78.594)
[2021-03-14 16:57:59] TRAIN: [31][ 930/5004] | Time 0.298 ( 0.285) | Data 0.000 (0.001) | Loss 1.8631 (1.9406) | Acc@1 60.156 (55.623) | Acc@5 80.469 (78.606)
[2021-03-14 16:58:07] TRAIN: [31][ 960/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 2.0382 (1.9404) | Acc@1 52.734 (55.622) | Acc@5 77.344 (78.598)
[2021-03-14 16:58:16] TRAIN: [31][ 990/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.9142 (1.9418) | Acc@1 56.250 (55.589) | Acc@5 80.078 (78.573)
[2021-03-14 16:58:24] TRAIN: [31][1020/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9420 (1.9418) | Acc@1 60.156 (55.586) | Acc@5 79.297 (78.580)
[2021-03-14 16:58:33] TRAIN: [31][1050/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.7182 (1.9428) | Acc@1 62.891 (55.575) | Acc@5 83.984 (78.569)
[2021-03-14 16:58:41] TRAIN: [31][1080/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9530 (1.9433) | Acc@1 56.250 (55.557) | Acc@5 78.516 (78.564)
[2021-03-14 16:58:50] TRAIN: [31][1110/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.2398 (1.9445) | Acc@1 50.781 (55.544) | Acc@5 75.000 (78.557)
[2021-03-14 16:58:58] TRAIN: [31][1140/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 1.9318 (1.9451) | Acc@1 53.125 (55.528) | Acc@5 79.297 (78.539)
[2021-03-14 16:59:07] TRAIN: [31][1170/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 1.8951 (1.9457) | Acc@1 52.344 (55.524) | Acc@5 78.906 (78.523)
[2021-03-14 16:59:15] TRAIN: [31][1200/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.6473 (1.9461) | Acc@1 60.938 (55.514) | Acc@5 84.375 (78.513)
[2021-03-14 16:59:24] TRAIN: [31][1230/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.0393 (1.9467) | Acc@1 51.172 (55.504) | Acc@5 76.172 (78.492)
[2021-03-14 16:59:32] TRAIN: [31][1260/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 1.8000 (1.9469) | Acc@1 60.156 (55.519) | Acc@5 77.734 (78.500)
[2021-03-14 16:59:41] TRAIN: [31][1290/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 2.0475 (1.9474) | Acc@1 51.562 (55.507) | Acc@5 77.344 (78.498)
[2021-03-14 16:59:50] TRAIN: [31][1320/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.0278 (1.9487) | Acc@1 53.906 (55.481) | Acc@5 75.000 (78.478)
[2021-03-14 16:59:58] TRAIN: [31][1350/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.2608 (1.9484) | Acc@1 48.438 (55.473) | Acc@5 71.875 (78.488)
[2021-03-14 17:00:07] TRAIN: [31][1380/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.2163 (1.9497) | Acc@1 54.297 (55.445) | Acc@5 75.000 (78.476)
[2021-03-14 17:00:15] TRAIN: [31][1410/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.2114 (1.9493) | Acc@1 48.438 (55.450) | Acc@5 77.344 (78.484)
[2021-03-14 17:00:24] TRAIN: [31][1440/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.1205 (1.9496) | Acc@1 52.344 (55.440) | Acc@5 78.125 (78.487)
[2021-03-14 17:00:32] TRAIN: [31][1470/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.0520 (1.9503) | Acc@1 55.859 (55.436) | Acc@5 77.344 (78.481)
[2021-03-14 17:00:41] TRAIN: [31][1500/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 1.9410 (1.9506) | Acc@1 57.812 (55.445) | Acc@5 79.297 (78.477)
[2021-03-14 17:00:49] TRAIN: [31][1530/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.8805 (1.9505) | Acc@1 57.812 (55.446) | Acc@5 78.906 (78.489)
[2021-03-14 17:00:58] TRAIN: [31][1560/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.7501 (1.9508) | Acc@1 59.766 (55.442) | Acc@5 79.297 (78.485)
[2021-03-14 17:01:06] TRAIN: [31][1590/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.9933 (1.9499) | Acc@1 55.078 (55.456) | Acc@5 80.078 (78.497)
[2021-03-14 17:01:15] TRAIN: [31][1620/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.8563 (1.9503) | Acc@1 58.594 (55.467) | Acc@5 79.688 (78.484)
[2021-03-14 17:01:23] TRAIN: [31][1650/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.9451 (1.9514) | Acc@1 55.078 (55.441) | Acc@5 79.688 (78.465)
[2021-03-14 17:01:32] TRAIN: [31][1680/5004] | Time 0.322 ( 0.285) | Data 0.000 (0.001) | Loss 2.1757 (1.9516) | Acc@1 51.562 (55.432) | Acc@5 74.609 (78.458)
[2021-03-14 17:01:40] TRAIN: [31][1710/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.0387 (1.9528) | Acc@1 53.906 (55.410) | Acc@5 74.219 (78.442)
[2021-03-14 17:01:49] TRAIN: [31][1740/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.8684 (1.9529) | Acc@1 54.297 (55.410) | Acc@5 80.078 (78.440)
[2021-03-14 17:01:58] TRAIN: [31][1770/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.3286 (1.9529) | Acc@1 47.656 (55.414) | Acc@5 74.609 (78.434)
[2021-03-14 17:02:06] TRAIN: [31][1800/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.1338 (1.9533) | Acc@1 51.953 (55.401) | Acc@5 75.000 (78.429)
[2021-03-14 17:02:15] TRAIN: [31][1830/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.8316 (1.9531) | Acc@1 57.031 (55.416) | Acc@5 80.469 (78.435)
[2021-03-14 17:02:23] TRAIN: [31][1860/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.0967 (1.9534) | Acc@1 54.297 (55.414) | Acc@5 76.172 (78.428)
[2021-03-14 17:02:32] TRAIN: [31][1890/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.001) | Loss 1.8049 (1.9535) | Acc@1 57.422 (55.408) | Acc@5 80.859 (78.425)
[2021-03-14 17:02:40] TRAIN: [31][1920/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.8833 (1.9535) | Acc@1 55.078 (55.412) | Acc@5 79.297 (78.431)
[2021-03-14 17:02:49] TRAIN: [31][1950/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 2.2103 (1.9546) | Acc@1 50.000 (55.389) | Acc@5 75.781 (78.414)
[2021-03-14 17:02:57] TRAIN: [31][1980/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.9731 (1.9552) | Acc@1 53.125 (55.383) | Acc@5 77.344 (78.406)
[2021-03-14 17:03:06] TRAIN: [31][2010/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.2327 (1.9548) | Acc@1 48.047 (55.387) | Acc@5 72.656 (78.413)
[2021-03-14 17:03:14] TRAIN: [31][2040/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.0651 (1.9549) | Acc@1 55.078 (55.387) | Acc@5 75.000 (78.408)
[2021-03-14 17:03:23] TRAIN: [31][2070/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 1.8805 (1.9565) | Acc@1 57.031 (55.366) | Acc@5 78.906 (78.387)
[2021-03-14 17:03:31] TRAIN: [31][2100/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.0174 (1.9567) | Acc@1 51.172 (55.362) | Acc@5 77.734 (78.385)
[2021-03-14 17:03:40] TRAIN: [31][2130/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9349 (1.9570) | Acc@1 55.469 (55.358) | Acc@5 79.688 (78.384)
[2021-03-14 17:03:48] TRAIN: [31][2160/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.0080 (1.9571) | Acc@1 58.984 (55.344) | Acc@5 77.344 (78.384)
[2021-03-14 17:03:57] TRAIN: [31][2190/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.0232 (1.9572) | Acc@1 54.297 (55.347) | Acc@5 77.344 (78.381)
[2021-03-14 17:04:05] TRAIN: [31][2220/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.0812 (1.9575) | Acc@1 55.859 (55.343) | Acc@5 75.781 (78.376)
[2021-03-14 17:04:14] TRAIN: [31][2250/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.2558 (1.9573) | Acc@1 49.609 (55.349) | Acc@5 72.266 (78.381)
[2021-03-14 17:04:23] TRAIN: [31][2280/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.0034 (1.9571) | Acc@1 54.297 (55.355) | Acc@5 76.953 (78.380)
[2021-03-14 17:04:31] TRAIN: [31][2310/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 1.7525 (1.9574) | Acc@1 59.766 (55.349) | Acc@5 82.812 (78.375)
[2021-03-14 17:04:40] TRAIN: [31][2340/5004] | Time 0.298 ( 0.285) | Data 0.000 (0.001) | Loss 1.9474 (1.9576) | Acc@1 57.422 (55.343) | Acc@5 78.516 (78.369)
[2021-03-14 17:04:48] TRAIN: [31][2370/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.7008 (1.9577) | Acc@1 59.766 (55.338) | Acc@5 81.641 (78.364)
[2021-03-14 17:04:57] TRAIN: [31][2400/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 1.8942 (1.9579) | Acc@1 57.422 (55.341) | Acc@5 79.297 (78.363)
[2021-03-14 17:05:05] TRAIN: [31][2430/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0789 (1.9582) | Acc@1 53.516 (55.325) | Acc@5 75.781 (78.359)
[2021-03-14 17:05:14] TRAIN: [31][2460/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.8872 (1.9575) | Acc@1 57.812 (55.341) | Acc@5 78.125 (78.368)
[2021-03-14 17:05:22] TRAIN: [31][2490/5004] | Time 0.337 ( 0.285) | Data 0.000 (0.001) | Loss 2.0482 (1.9574) | Acc@1 56.641 (55.344) | Acc@5 77.734 (78.368)
[2021-03-14 17:05:31] TRAIN: [31][2520/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.0744 (1.9579) | Acc@1 57.031 (55.339) | Acc@5 77.344 (78.360)
[2021-03-14 17:05:39] TRAIN: [31][2550/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.7051 (1.9582) | Acc@1 60.156 (55.333) | Acc@5 82.031 (78.358)
[2021-03-14 17:05:48] TRAIN: [31][2580/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9113 (1.9586) | Acc@1 57.812 (55.319) | Acc@5 77.734 (78.349)
[2021-03-14 17:05:56] TRAIN: [31][2610/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.7256 (1.9586) | Acc@1 53.906 (55.323) | Acc@5 83.203 (78.354)
[2021-03-14 17:06:05] TRAIN: [31][2640/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.6972 (1.9588) | Acc@1 59.766 (55.324) | Acc@5 82.812 (78.357)
[2021-03-14 17:06:13] TRAIN: [31][2670/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.0921 (1.9593) | Acc@1 50.391 (55.310) | Acc@5 76.562 (78.351)
[2021-03-14 17:06:22] TRAIN: [31][2700/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 1.7796 (1.9591) | Acc@1 58.984 (55.324) | Acc@5 79.688 (78.354)
[2021-03-14 17:06:30] TRAIN: [31][2730/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.9130 (1.9591) | Acc@1 55.469 (55.324) | Acc@5 77.734 (78.348)
[2021-03-14 17:06:39] TRAIN: [31][2760/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 1.9856 (1.9592) | Acc@1 52.344 (55.320) | Acc@5 77.344 (78.347)
[2021-03-14 17:06:47] TRAIN: [31][2790/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.9723 (1.9596) | Acc@1 57.031 (55.313) | Acc@5 77.344 (78.345)
[2021-03-14 17:06:56] TRAIN: [31][2820/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 1.8603 (1.9593) | Acc@1 57.031 (55.316) | Acc@5 78.125 (78.347)
[2021-03-14 17:07:04] TRAIN: [31][2850/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.8740 (1.9596) | Acc@1 55.469 (55.316) | Acc@5 78.125 (78.339)
[2021-03-14 17:07:13] TRAIN: [31][2880/5004] | Time 0.295 ( 0.285) | Data 0.000 (0.001) | Loss 1.7439 (1.9596) | Acc@1 57.422 (55.315) | Acc@5 83.203 (78.342)
[2021-03-14 17:07:22] TRAIN: [31][2910/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0295 (1.9596) | Acc@1 53.125 (55.312) | Acc@5 75.391 (78.343)
[2021-03-14 17:07:30] TRAIN: [31][2940/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.7562 (1.9598) | Acc@1 56.250 (55.312) | Acc@5 80.859 (78.341)
[2021-03-14 17:07:39] TRAIN: [31][2970/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.001) | Loss 2.1916 (1.9605) | Acc@1 53.125 (55.304) | Acc@5 73.828 (78.334)
[2021-03-14 17:07:47] TRAIN: [31][3000/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.8548 (1.9611) | Acc@1 58.203 (55.291) | Acc@5 78.516 (78.320)
[2021-03-14 17:07:56] TRAIN: [31][3030/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.2813 (1.9614) | Acc@1 51.953 (55.291) | Acc@5 73.828 (78.314)
[2021-03-14 17:08:04] TRAIN: [31][3060/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.0038 (1.9616) | Acc@1 61.719 (55.288) | Acc@5 77.344 (78.311)
[2021-03-14 17:08:13] TRAIN: [31][3090/5004] | Time 0.303 ( 0.285) | Data 0.000 (0.001) | Loss 2.0018 (1.9619) | Acc@1 55.078 (55.281) | Acc@5 77.734 (78.304)
[2021-03-14 17:08:21] TRAIN: [31][3120/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.9623 (1.9618) | Acc@1 49.219 (55.280) | Acc@5 79.688 (78.311)
[2021-03-14 17:08:30] TRAIN: [31][3150/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 1.8621 (1.9620) | Acc@1 55.859 (55.271) | Acc@5 80.859 (78.307)
[2021-03-14 17:08:38] TRAIN: [31][3180/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 2.1906 (1.9625) | Acc@1 54.297 (55.267) | Acc@5 74.219 (78.295)
[2021-03-14 17:08:47] TRAIN: [31][3210/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.9272 (1.9628) | Acc@1 55.078 (55.263) | Acc@5 79.688 (78.292)
[2021-03-14 17:08:55] TRAIN: [31][3240/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 1.9526 (1.9635) | Acc@1 57.031 (55.257) | Acc@5 76.953 (78.277)
[2021-03-14 17:09:04] TRAIN: [31][3270/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.1243 (1.9638) | Acc@1 53.906 (55.246) | Acc@5 75.781 (78.275)
[2021-03-14 17:09:12] TRAIN: [31][3300/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.7143 (1.9641) | Acc@1 62.109 (55.241) | Acc@5 80.078 (78.270)
[2021-03-14 17:09:21] TRAIN: [31][3330/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 1.9386 (1.9641) | Acc@1 57.031 (55.245) | Acc@5 77.344 (78.270)
[2021-03-14 17:09:29] TRAIN: [31][3360/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.8622 (1.9645) | Acc@1 57.031 (55.237) | Acc@5 77.734 (78.263)
[2021-03-14 17:09:38] TRAIN: [31][3390/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.7250 (1.9648) | Acc@1 61.328 (55.237) | Acc@5 83.594 (78.260)
[2021-03-14 17:09:47] TRAIN: [31][3420/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.0924 (1.9649) | Acc@1 58.203 (55.233) | Acc@5 73.438 (78.255)
[2021-03-14 17:09:55] TRAIN: [31][3450/5004] | Time 0.296 ( 0.285) | Data 0.000 (0.001) | Loss 1.6864 (1.9648) | Acc@1 60.938 (55.230) | Acc@5 81.250 (78.257)
[2021-03-14 17:10:04] TRAIN: [31][3480/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 1.8270 (1.9646) | Acc@1 59.375 (55.235) | Acc@5 81.641 (78.260)
[2021-03-14 17:10:12] TRAIN: [31][3510/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 1.9632 (1.9651) | Acc@1 51.172 (55.227) | Acc@5 77.734 (78.254)
[2021-03-14 17:10:21] TRAIN: [31][3540/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 2.0257 (1.9658) | Acc@1 55.078 (55.208) | Acc@5 77.344 (78.243)
[2021-03-14 17:10:29] TRAIN: [31][3570/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.9876 (1.9657) | Acc@1 51.172 (55.209) | Acc@5 77.344 (78.245)
[2021-03-14 17:10:38] TRAIN: [31][3600/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 1.8312 (1.9664) | Acc@1 55.078 (55.192) | Acc@5 81.250 (78.237)
[2021-03-14 17:10:46] TRAIN: [31][3630/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.1213 (1.9665) | Acc@1 53.516 (55.194) | Acc@5 74.609 (78.237)
[2021-03-14 17:10:55] TRAIN: [31][3660/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 2.0079 (1.9670) | Acc@1 55.469 (55.184) | Acc@5 77.734 (78.233)
[2021-03-14 17:11:03] TRAIN: [31][3690/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0023 (1.9672) | Acc@1 52.344 (55.182) | Acc@5 80.469 (78.231)
[2021-03-14 17:11:12] TRAIN: [31][3720/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0532 (1.9672) | Acc@1 53.125 (55.175) | Acc@5 76.562 (78.232)
[2021-03-14 17:11:20] TRAIN: [31][3750/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.8902 (1.9672) | Acc@1 58.984 (55.169) | Acc@5 79.688 (78.235)
[2021-03-14 17:11:29] TRAIN: [31][3780/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.7988 (1.9675) | Acc@1 57.812 (55.161) | Acc@5 80.469 (78.228)
[2021-03-14 17:11:37] TRAIN: [31][3810/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.2962 (1.9677) | Acc@1 49.609 (55.155) | Acc@5 71.094 (78.220)
[2021-03-14 17:11:46] TRAIN: [31][3840/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0713 (1.9677) | Acc@1 47.656 (55.149) | Acc@5 77.734 (78.219)
[2021-03-14 17:11:54] TRAIN: [31][3870/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.8944 (1.9679) | Acc@1 55.859 (55.147) | Acc@5 78.125 (78.213)
[2021-03-14 17:12:03] TRAIN: [31][3900/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.9301 (1.9682) | Acc@1 58.203 (55.139) | Acc@5 78.906 (78.207)
[2021-03-14 17:12:11] TRAIN: [31][3930/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0916 (1.9684) | Acc@1 54.688 (55.135) | Acc@5 76.172 (78.204)
[2021-03-14 17:12:20] TRAIN: [31][3960/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 1.7915 (1.9684) | Acc@1 57.812 (55.133) | Acc@5 79.688 (78.200)
[2021-03-14 17:12:28] TRAIN: [31][3990/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.3520 (1.9685) | Acc@1 46.484 (55.130) | Acc@5 71.094 (78.204)
[2021-03-14 17:12:37] TRAIN: [31][4020/5004] | Time 0.274 ( 0.284) | Data 0.000 (0.001) | Loss 2.0157 (1.9687) | Acc@1 53.516 (55.128) | Acc@5 75.000 (78.199)
[2021-03-14 17:12:45] TRAIN: [31][4050/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.5781 (1.9687) | Acc@1 62.891 (55.127) | Acc@5 83.203 (78.197)
[2021-03-14 17:12:54] TRAIN: [31][4080/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.2715 (1.9688) | Acc@1 52.344 (55.130) | Acc@5 74.609 (78.196)
[2021-03-14 17:13:02] TRAIN: [31][4110/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.9596 (1.9690) | Acc@1 57.031 (55.129) | Acc@5 77.734 (78.194)
[2021-03-14 17:13:11] TRAIN: [31][4140/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9465 (1.9691) | Acc@1 57.031 (55.127) | Acc@5 76.953 (78.190)
[2021-03-14 17:13:19] TRAIN: [31][4170/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.8996 (1.9697) | Acc@1 55.469 (55.121) | Acc@5 79.688 (78.181)
[2021-03-14 17:13:28] TRAIN: [31][4200/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0352 (1.9698) | Acc@1 54.688 (55.116) | Acc@5 77.734 (78.181)
[2021-03-14 17:13:36] TRAIN: [31][4230/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0556 (1.9699) | Acc@1 52.734 (55.115) | Acc@5 76.562 (78.181)
[2021-03-14 17:13:45] TRAIN: [31][4260/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9598 (1.9699) | Acc@1 57.422 (55.115) | Acc@5 80.078 (78.179)
[2021-03-14 17:13:53] TRAIN: [31][4290/5004] | Time 0.297 ( 0.284) | Data 0.000 (0.001) | Loss 2.1179 (1.9704) | Acc@1 48.828 (55.105) | Acc@5 76.172 (78.174)
[2021-03-14 17:14:02] TRAIN: [31][4320/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.8310 (1.9709) | Acc@1 57.031 (55.096) | Acc@5 80.859 (78.172)
[2021-03-14 17:14:11] TRAIN: [31][4350/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.8320 (1.9710) | Acc@1 57.422 (55.089) | Acc@5 78.125 (78.169)
[2021-03-14 17:14:19] TRAIN: [31][4380/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0351 (1.9712) | Acc@1 53.906 (55.086) | Acc@5 77.734 (78.168)
[2021-03-14 17:14:28] TRAIN: [31][4410/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9100 (1.9710) | Acc@1 53.906 (55.088) | Acc@5 78.906 (78.171)
[2021-03-14 17:14:36] TRAIN: [31][4440/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0470 (1.9713) | Acc@1 56.250 (55.086) | Acc@5 77.344 (78.164)
[2021-03-14 17:14:45] TRAIN: [31][4470/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.9268 (1.9713) | Acc@1 57.812 (55.088) | Acc@5 78.906 (78.166)
[2021-03-14 17:14:53] TRAIN: [31][4500/5004] | Time 0.297 ( 0.284) | Data 0.000 (0.001) | Loss 2.0602 (1.9716) | Acc@1 53.906 (55.087) | Acc@5 77.344 (78.159)
[2021-03-14 17:15:02] TRAIN: [31][4530/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9973 (1.9717) | Acc@1 54.297 (55.087) | Acc@5 78.125 (78.158)
[2021-03-14 17:15:10] TRAIN: [31][4560/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.2401 (1.9721) | Acc@1 51.562 (55.081) | Acc@5 75.000 (78.152)
[2021-03-14 17:15:19] TRAIN: [31][4590/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1018 (1.9723) | Acc@1 55.078 (55.077) | Acc@5 77.734 (78.147)
[2021-03-14 17:15:27] TRAIN: [31][4620/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9501 (1.9724) | Acc@1 52.734 (55.075) | Acc@5 77.734 (78.143)
[2021-03-14 17:15:36] TRAIN: [31][4650/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.0390 (1.9725) | Acc@1 56.641 (55.072) | Acc@5 77.734 (78.138)
[2021-03-14 17:15:45] TRAIN: [31][4680/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.7761 (1.9724) | Acc@1 59.375 (55.072) | Acc@5 80.078 (78.139)
[2021-03-14 17:15:53] TRAIN: [31][4710/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9911 (1.9724) | Acc@1 59.375 (55.077) | Acc@5 77.734 (78.138)
[2021-03-14 17:16:02] TRAIN: [31][4740/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9592 (1.9724) | Acc@1 50.391 (55.079) | Acc@5 79.297 (78.140)
[2021-03-14 17:16:10] TRAIN: [31][4770/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0637 (1.9725) | Acc@1 48.438 (55.075) | Acc@5 78.906 (78.140)
[2021-03-14 17:16:19] TRAIN: [31][4800/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.2332 (1.9728) | Acc@1 51.562 (55.066) | Acc@5 74.609 (78.135)
[2021-03-14 17:16:27] TRAIN: [31][4830/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.8767 (1.9729) | Acc@1 55.859 (55.062) | Acc@5 79.297 (78.136)
[2021-03-14 17:16:36] TRAIN: [31][4860/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.9859 (1.9730) | Acc@1 57.422 (55.059) | Acc@5 78.125 (78.136)
[2021-03-14 17:16:44] TRAIN: [31][4890/5004] | Time 0.357 ( 0.284) | Data 0.000 (0.001) | Loss 1.9805 (1.9729) | Acc@1 55.859 (55.062) | Acc@5 76.562 (78.138)
[2021-03-14 17:16:53] TRAIN: [31][4920/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.8665 (1.9728) | Acc@1 58.203 (55.064) | Acc@5 81.641 (78.141)
[2021-03-14 17:17:01] TRAIN: [31][4950/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9752 (1.9727) | Acc@1 52.344 (55.065) | Acc@5 78.125 (78.142)
[2021-03-14 17:17:10] TRAIN: [31][4980/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 1.9292 (1.9729) | Acc@1 54.688 (55.055) | Acc@5 80.078 (78.141)
[2021-03-14 17:17:17] TRAIN: [31][5004/5004] | Time 0.274 ( 0.284) | Data 0.000 (0.001) | Loss 1.8466 (1.9730) | Acc@1 55.078 (55.055) | Acc@5 81.250 (78.140)
[2021-03-14 17:17:30] VAL: [10/32] | Time 0.594 ( 1.251) | Data 0.000 (0.526) | Loss 1.7027 (1.6251) | Acc@1 60.938 (61.056) | Acc@5 83.188 (84.238)
[2021-03-14 17:17:38] VAL: [20/32] | Time 0.614 ( 1.030) | Data 0.000 (0.334) | Loss 1.5895 (1.6370) | Acc@1 61.562 (60.872) | Acc@5 84.375 (84.103)
[2021-03-14 17:17:47] VAL: [30/32] | Time 0.503 ( 0.988) | Data 0.000 (0.320) | Loss 1.5874 (1.6250) | Acc@1 61.875 (61.079) | Acc@5 84.625 (84.223)
[2021-03-14 17:17:48] VAL: [32/32] | Time 0.249 ( 0.950) | Data 0.000 (0.301) | Loss 1.5577 (1.6268) | Acc@1 63.000 (61.062) | Acc@5 86.250 (84.198)
[2021-03-14 17:17:48] ACCURACY: TOP1 61.062(BEST 61.062) | TOP5 84.198 | SAVED botnet50-wd5/checkpoints/ckpt_ep_031.pth.tar
[2021-03-14 17:17:48] CURRENT EPOCH: 32, LR: 0.1562, POLICY: cos
[2021-03-14 17:17:58] TRAIN: [32][ 30/5004] | Time 0.277 ( 0.308) | Data 0.000 (0.030) | Loss 1.8419 (1.9625) | Acc@1 58.203 (55.221) | Acc@5 79.297 (78.268)
[2021-03-14 17:18:06] TRAIN: [32][ 60/5004] | Time 0.276 ( 0.295) | Data 0.000 (0.015) | Loss 1.9263 (1.9599) | Acc@1 54.297 (55.280) | Acc@5 80.469 (78.398)
[2021-03-14 17:18:14] TRAIN: [32][ 90/5004] | Time 0.299 ( 0.291) | Data 0.000 (0.010) | Loss 1.8554 (1.9293) | Acc@1 57.031 (55.799) | Acc@5 78.516 (78.837)
[2021-03-14 17:18:23] TRAIN: [32][ 120/5004] | Time 0.280 ( 0.288) | Data 0.000 (0.008) | Loss 2.1264 (1.9306) | Acc@1 53.125 (55.827) | Acc@5 74.219 (78.743)
[2021-03-14 17:18:31] TRAIN: [32][ 150/5004] | Time 0.276 ( 0.288) | Data 0.000 (0.006) | Loss 1.6940 (1.9314) | Acc@1 59.766 (55.729) | Acc@5 82.422 (78.846)
[2021-03-14 17:18:40] TRAIN: [32][ 180/5004] | Time 0.280 ( 0.287) | Data 0.000 (0.005) | Loss 1.9619 (1.9314) | Acc@1 54.688 (55.692) | Acc@5 77.344 (78.815)
[2021-03-14 17:18:48] TRAIN: [32][ 210/5004] | Time 0.285 ( 0.286) | Data 0.000 (0.005) | Loss 2.0319 (1.9310) | Acc@1 53.906 (55.692) | Acc@5 77.344 (78.839)
[2021-03-14 17:18:57] TRAIN: [32][ 240/5004] | Time 0.286 ( 0.287) | Data 0.000 (0.004) | Loss 1.8708 (1.9285) | Acc@1 59.375 (55.820) | Acc@5 79.297 (78.892)
[2021-03-14 17:19:06] TRAIN: [32][ 270/5004] | Time 0.291 ( 0.287) | Data 0.000 (0.004) | Loss 2.0011 (1.9284) | Acc@1 51.172 (55.828) | Acc@5 79.688 (78.893)
[2021-03-14 17:19:14] TRAIN: [32][ 300/5004] | Time 0.302 ( 0.287) | Data 0.000 (0.003) | Loss 1.9630 (1.9308) | Acc@1 56.250 (55.810) | Acc@5 76.562 (78.832)
[2021-03-14 17:19:23] TRAIN: [32][ 330/5004] | Time 0.285 ( 0.286) | Data 0.000 (0.003) | Loss 1.9849 (1.9293) | Acc@1 54.297 (55.808) | Acc@5 76.953 (78.849)
[2021-03-14 17:19:31] TRAIN: [32][ 360/5004] | Time 0.283 ( 0.286) | Data 0.000 (0.003) | Loss 2.0580 (1.9300) | Acc@1 52.734 (55.773) | Acc@5 77.344 (78.788)
[2021-03-14 17:19:40] TRAIN: [32][ 390/5004] | Time 0.287 ( 0.286) | Data 0.000 (0.003) | Loss 1.8124 (1.9269) | Acc@1 56.641 (55.838) | Acc@5 78.906 (78.833)
[2021-03-14 17:19:48] TRAIN: [32][ 420/5004] | Time 0.290 ( 0.286) | Data 0.000 (0.003) | Loss 1.7135 (1.9244) | Acc@1 59.375 (55.878) | Acc@5 82.031 (78.892)
[2021-03-14 17:19:57] TRAIN: [32][ 450/5004] | Time 0.281 ( 0.286) | Data 0.000 (0.002) | Loss 2.0298 (1.9253) | Acc@1 51.172 (55.841) | Acc@5 78.516 (78.907)
[2021-03-14 17:20:05] TRAIN: [32][ 480/5004] | Time 0.284 ( 0.286) | Data 0.000 (0.002) | Loss 1.8221 (1.9257) | Acc@1 57.422 (55.887) | Acc@5 82.031 (78.924)
[2021-03-14 17:20:14] TRAIN: [32][ 510/5004] | Time 0.293 ( 0.286) | Data 0.000 (0.002) | Loss 1.8303 (1.9260) | Acc@1 60.938 (55.895) | Acc@5 80.469 (78.941)
[2021-03-14 17:20:23] TRAIN: [32][ 540/5004] | Time 0.286 ( 0.286) | Data 0.000 (0.002) | Loss 2.0982 (1.9258) | Acc@1 55.078 (55.869) | Acc@5 76.953 (78.941)
[2021-03-14 17:20:31] TRAIN: [32][ 570/5004] | Time 0.297 ( 0.285) | Data 0.000 (0.002) | Loss 2.0681 (1.9277) | Acc@1 50.391 (55.853) | Acc@5 77.734 (78.923)
[2021-03-14 17:20:40] TRAIN: [32][ 600/5004] | Time 0.297 ( 0.285) | Data 0.000 (0.002) | Loss 1.9494 (1.9284) | Acc@1 55.078 (55.814) | Acc@5 79.297 (78.926)
[2021-03-14 17:20:48] TRAIN: [32][ 630/5004] | Time 0.293 ( 0.285) | Data 0.000 (0.002) | Loss 1.8379 (1.9271) | Acc@1 55.469 (55.830) | Acc@5 82.422 (78.939)
[2021-03-14 17:20:57] TRAIN: [32][ 660/5004] | Time 0.284 ( 0.286) | Data 0.000 (0.002) | Loss 1.9676 (1.9285) | Acc@1 55.859 (55.816) | Acc@5 76.562 (78.928)
[2021-03-14 17:21:05] TRAIN: [32][ 690/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.002) | Loss 1.9414 (1.9308) | Acc@1 56.250 (55.768) | Acc@5 76.172 (78.888)
[2021-03-14 17:21:14] TRAIN: [32][ 720/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.002) | Loss 1.8173 (1.9309) | Acc@1 55.078 (55.760) | Acc@5 83.203 (78.896)
[2021-03-14 17:21:22] TRAIN: [32][ 750/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.002) | Loss 1.7862 (1.9314) | Acc@1 60.156 (55.770) | Acc@5 78.906 (78.882)
[2021-03-14 17:21:31] TRAIN: [32][ 780/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.002) | Loss 2.1114 (1.9312) | Acc@1 50.781 (55.772) | Acc@5 77.734 (78.887)
[2021-03-14 17:21:39] TRAIN: [32][ 810/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.8528 (1.9320) | Acc@1 53.516 (55.779) | Acc@5 79.688 (78.877)
[2021-03-14 17:21:48] TRAIN: [32][ 840/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.8736 (1.9318) | Acc@1 56.250 (55.795) | Acc@5 78.125 (78.855)
[2021-03-14 17:21:57] TRAIN: [32][ 870/5004] | Time 0.289 ( 0.285) | Data 0.000 (0.001) | Loss 1.9373 (1.9331) | Acc@1 55.859 (55.766) | Acc@5 78.906 (78.838)
[2021-03-14 17:22:05] TRAIN: [32][ 900/5004] | Time 0.291 ( 0.285) | Data 0.004 (0.001) | Loss 1.9124 (1.9340) | Acc@1 55.859 (55.735) | Acc@5 79.297 (78.820)
[2021-03-14 17:22:14] TRAIN: [32][ 930/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.0678 (1.9334) | Acc@1 50.391 (55.745) | Acc@5 76.953 (78.819)
[2021-03-14 17:22:22] TRAIN: [32][ 960/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.8192 (1.9328) | Acc@1 58.984 (55.770) | Acc@5 80.859 (78.827)
[2021-03-14 17:22:31] TRAIN: [32][ 990/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.8772 (1.9325) | Acc@1 57.812 (55.776) | Acc@5 78.125 (78.829)
[2021-03-14 17:22:39] TRAIN: [32][1020/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 1.9003 (1.9340) | Acc@1 55.469 (55.760) | Acc@5 82.422 (78.812)
[2021-03-14 17:22:47] TRAIN: [32][1050/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.8681 (1.9343) | Acc@1 54.297 (55.745) | Acc@5 79.688 (78.795)
[2021-03-14 17:22:56] TRAIN: [32][1080/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.1252 (1.9343) | Acc@1 54.688 (55.754) | Acc@5 76.562 (78.797)
[2021-03-14 17:23:04] TRAIN: [32][1110/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.6797 (1.9352) | Acc@1 57.812 (55.734) | Acc@5 85.547 (78.791)
[2021-03-14 17:23:13] TRAIN: [32][1140/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.9216 (1.9366) | Acc@1 50.781 (55.708) | Acc@5 80.078 (78.772)
[2021-03-14 17:23:22] TRAIN: [32][1170/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.1352 (1.9386) | Acc@1 51.562 (55.678) | Acc@5 75.781 (78.738)
[2021-03-14 17:23:30] TRAIN: [32][1200/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.1240 (1.9396) | Acc@1 51.172 (55.672) | Acc@5 73.828 (78.720)
[2021-03-14 17:23:39] TRAIN: [32][1230/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1133 (1.9406) | Acc@1 55.469 (55.664) | Acc@5 76.562 (78.695)
[2021-03-14 17:23:47] TRAIN: [32][1260/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.9207 (1.9405) | Acc@1 55.078 (55.655) | Acc@5 76.562 (78.699)
[2021-03-14 17:23:56] TRAIN: [32][1290/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.8374 (1.9407) | Acc@1 60.938 (55.643) | Acc@5 80.078 (78.692)
[2021-03-14 17:24:04] TRAIN: [32][1320/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 2.0328 (1.9408) | Acc@1 54.688 (55.632) | Acc@5 76.562 (78.686)
[2021-03-14 17:24:13] TRAIN: [32][1350/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9286 (1.9413) | Acc@1 54.688 (55.613) | Acc@5 78.125 (78.686)
[2021-03-14 17:24:21] TRAIN: [32][1380/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.3125 (1.9416) | Acc@1 48.438 (55.599) | Acc@5 72.266 (78.677)
[2021-03-14 17:24:30] TRAIN: [32][1410/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 2.0768 (1.9421) | Acc@1 50.781 (55.595) | Acc@5 77.344 (78.670)
[2021-03-14 17:24:38] TRAIN: [32][1440/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.7244 (1.9420) | Acc@1 57.812 (55.609) | Acc@5 82.812 (78.678)
[2021-03-14 17:24:47] TRAIN: [32][1470/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 1.9421 (1.9420) | Acc@1 59.766 (55.613) | Acc@5 79.297 (78.675)
[2021-03-14 17:24:56] TRAIN: [32][1500/5004] | Time 0.306 ( 0.285) | Data 0.001 (0.001) | Loss 1.7371 (1.9430) | Acc@1 56.641 (55.597) | Acc@5 81.250 (78.674)
[2021-03-14 17:25:04] TRAIN: [32][1530/5004] | Time 0.277 ( 0.285) | Data 0.000 (0.001) | Loss 1.8764 (1.9429) | Acc@1 55.469 (55.607) | Acc@5 80.859 (78.679)
[2021-03-14 17:25:13] TRAIN: [32][1560/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 2.0751 (1.9423) | Acc@1 50.391 (55.611) | Acc@5 75.391 (78.693)
[2021-03-14 17:25:21] TRAIN: [32][1590/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1406 (1.9423) | Acc@1 51.953 (55.609) | Acc@5 74.219 (78.689)
[2021-03-14 17:25:30] TRAIN: [32][1620/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.7090 (1.9427) | Acc@1 62.891 (55.621) | Acc@5 82.812 (78.681)
[2021-03-14 17:25:38] TRAIN: [32][1650/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.1873 (1.9434) | Acc@1 50.000 (55.612) | Acc@5 75.391 (78.656)
[2021-03-14 17:25:47] TRAIN: [32][1680/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0324 (1.9435) | Acc@1 58.203 (55.612) | Acc@5 77.734 (78.653)
[2021-03-14 17:25:55] TRAIN: [32][1710/5004] | Time 0.295 ( 0.285) | Data 0.000 (0.001) | Loss 1.9972 (1.9436) | Acc@1 52.734 (55.610) | Acc@5 77.734 (78.650)
[2021-03-14 17:26:04] TRAIN: [32][1740/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.8239 (1.9443) | Acc@1 57.422 (55.587) | Acc@5 78.516 (78.631)
[2021-03-14 17:26:12] TRAIN: [32][1770/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 2.0780 (1.9448) | Acc@1 51.562 (55.593) | Acc@5 73.047 (78.620)
[2021-03-14 17:26:21] TRAIN: [32][1800/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.8785 (1.9447) | Acc@1 57.422 (55.587) | Acc@5 78.906 (78.620)
[2021-03-14 17:26:30] TRAIN: [32][1830/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.8377 (1.9457) | Acc@1 61.719 (55.585) | Acc@5 79.688 (78.601)
[2021-03-14 17:26:38] TRAIN: [32][1860/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.9480 (1.9453) | Acc@1 55.078 (55.595) | Acc@5 76.562 (78.597)
[2021-03-14 17:26:47] TRAIN: [32][1890/5004] | Time 0.303 ( 0.285) | Data 0.001 (0.001) | Loss 1.8826 (1.9456) | Acc@1 61.328 (55.588) | Acc@5 79.688 (78.596)
[2021-03-14 17:26:55] TRAIN: [32][1920/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 2.1332 (1.9459) | Acc@1 51.172 (55.590) | Acc@5 76.562 (78.593)
[2021-03-14 17:27:04] TRAIN: [32][1950/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 1.9925 (1.9460) | Acc@1 54.688 (55.591) | Acc@5 78.125 (78.593)
[2021-03-14 17:27:12] TRAIN: [32][1980/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9343 (1.9464) | Acc@1 56.250 (55.576) | Acc@5 78.516 (78.582)
[2021-03-14 17:27:21] TRAIN: [32][2010/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.0817 (1.9466) | Acc@1 51.953 (55.570) | Acc@5 77.734 (78.576)
[2021-03-14 17:27:29] TRAIN: [32][2040/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0624 (1.9469) | Acc@1 50.391 (55.564) | Acc@5 78.125 (78.567)
[2021-03-14 17:27:38] TRAIN: [32][2070/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.8929 (1.9473) | Acc@1 56.250 (55.558) | Acc@5 78.906 (78.562)
[2021-03-14 17:27:46] TRAIN: [32][2100/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 2.0445 (1.9475) | Acc@1 53.516 (55.542) | Acc@5 76.562 (78.552)
[2021-03-14 17:27:55] TRAIN: [32][2130/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.8925 (1.9480) | Acc@1 58.594 (55.535) | Acc@5 80.859 (78.541)
[2021-03-14 17:28:03] TRAIN: [32][2160/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.7576 (1.9481) | Acc@1 59.766 (55.530) | Acc@5 84.375 (78.543)
[2021-03-14 17:28:12] TRAIN: [32][2190/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 1.9165 (1.9480) | Acc@1 57.031 (55.527) | Acc@5 83.203 (78.547)
[2021-03-14 17:28:20] TRAIN: [32][2220/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.8614 (1.9478) | Acc@1 56.641 (55.530) | Acc@5 80.078 (78.553)
[2021-03-14 17:28:29] TRAIN: [32][2250/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 1.7464 (1.9487) | Acc@1 58.594 (55.515) | Acc@5 82.422 (78.542)
[2021-03-14 17:28:37] TRAIN: [32][2280/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.6590 (1.9488) | Acc@1 60.547 (55.511) | Acc@5 80.078 (78.540)
[2021-03-14 17:28:46] TRAIN: [32][2310/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.8174 (1.9488) | Acc@1 58.594 (55.512) | Acc@5 81.641 (78.547)
[2021-03-14 17:28:54] TRAIN: [32][2340/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.0398 (1.9490) | Acc@1 53.906 (55.512) | Acc@5 75.391 (78.549)
[2021-03-14 17:29:03] TRAIN: [32][2370/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 1.9151 (1.9492) | Acc@1 56.641 (55.505) | Acc@5 81.250 (78.544)
[2021-03-14 17:29:11] TRAIN: [32][2400/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.001) | Loss 2.0692 (1.9493) | Acc@1 48.828 (55.499) | Acc@5 77.734 (78.540)
[2021-03-14 17:29:20] TRAIN: [32][2430/5004] | Time 0.292 ( 0.285) | Data 0.000 (0.001) | Loss 1.9616 (1.9499) | Acc@1 54.688 (55.486) | Acc@5 76.953 (78.527)
[2021-03-14 17:29:28] TRAIN: [32][2460/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.9649 (1.9499) | Acc@1 53.125 (55.493) | Acc@5 78.125 (78.522)
[2021-03-14 17:29:37] TRAIN: [32][2490/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 2.1736 (1.9501) | Acc@1 49.609 (55.484) | Acc@5 73.047 (78.519)
[2021-03-14 17:29:46] TRAIN: [32][2520/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.7907 (1.9502) | Acc@1 58.203 (55.485) | Acc@5 80.469 (78.516)
[2021-03-14 17:29:54] TRAIN: [32][2550/5004] | Time 0.291 ( 0.285) | Data 0.000 (0.001) | Loss 2.1084 (1.9505) | Acc@1 51.562 (55.478) | Acc@5 75.000 (78.513)
[2021-03-14 17:30:03] TRAIN: [32][2580/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.9482 (1.9504) | Acc@1 55.859 (55.481) | Acc@5 80.078 (78.511)
[2021-03-14 17:30:11] TRAIN: [32][2610/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.0777 (1.9507) | Acc@1 53.516 (55.477) | Acc@5 76.953 (78.506)
[2021-03-14 17:30:20] TRAIN: [32][2640/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.8980 (1.9508) | Acc@1 58.203 (55.473) | Acc@5 76.953 (78.500)
[2021-03-14 17:30:28] TRAIN: [32][2670/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 2.0235 (1.9514) | Acc@1 54.297 (55.462) | Acc@5 79.297 (78.489)
[2021-03-14 17:30:37] TRAIN: [32][2700/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.0433 (1.9517) | Acc@1 54.297 (55.457) | Acc@5 78.125 (78.487)
[2021-03-14 17:30:45] TRAIN: [32][2730/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 1.9717 (1.9520) | Acc@1 51.562 (55.445) | Acc@5 79.297 (78.481)
[2021-03-14 17:30:54] TRAIN: [32][2760/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.9038 (1.9524) | Acc@1 53.125 (55.437) | Acc@5 78.125 (78.470)
[2021-03-14 17:31:02] TRAIN: [32][2790/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 2.3357 (1.9525) | Acc@1 49.219 (55.425) | Acc@5 73.047 (78.470)
[2021-03-14 17:31:11] TRAIN: [32][2820/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9541 (1.9527) | Acc@1 55.859 (55.425) | Acc@5 76.172 (78.464)
[2021-03-14 17:31:19] TRAIN: [32][2850/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 1.7895 (1.9527) | Acc@1 58.984 (55.427) | Acc@5 81.641 (78.462)
[2021-03-14 17:31:28] TRAIN: [32][2880/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.8899 (1.9530) | Acc@1 57.812 (55.415) | Acc@5 79.297 (78.457)
[2021-03-14 17:31:36] TRAIN: [32][2910/5004] | Time 0.279 ( 0.285) | Data 0.000 (0.001) | Loss 1.8249 (1.9535) | Acc@1 53.906 (55.407) | Acc@5 82.031 (78.451)
[2021-03-14 17:31:45] TRAIN: [32][2940/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.9977 (1.9538) | Acc@1 56.250 (55.400) | Acc@5 79.688 (78.444)
[2021-03-14 17:31:53] TRAIN: [32][2970/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 2.2797 (1.9541) | Acc@1 52.344 (55.391) | Acc@5 73.438 (78.438)
[2021-03-14 17:32:02] TRAIN: [32][3000/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.9557 (1.9543) | Acc@1 53.906 (55.393) | Acc@5 78.906 (78.438)
[2021-03-14 17:32:10] TRAIN: [32][3030/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 2.0036 (1.9542) | Acc@1 51.172 (55.390) | Acc@5 76.562 (78.440)
[2021-03-14 17:32:19] TRAIN: [32][3060/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0550 (1.9549) | Acc@1 55.078 (55.376) | Acc@5 78.125 (78.433)
[2021-03-14 17:32:27] TRAIN: [32][3090/5004] | Time 0.307 ( 0.284) | Data 0.000 (0.001) | Loss 2.0307 (1.9550) | Acc@1 55.078 (55.370) | Acc@5 77.344 (78.429)
[2021-03-14 17:32:36] TRAIN: [32][3120/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1060 (1.9549) | Acc@1 47.656 (55.365) | Acc@5 75.000 (78.432)
[2021-03-14 17:32:44] TRAIN: [32][3150/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.9210 (1.9551) | Acc@1 57.031 (55.359) | Acc@5 78.125 (78.431)
[2021-03-14 17:32:53] TRAIN: [32][3180/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0989 (1.9549) | Acc@1 53.516 (55.357) | Acc@5 73.828 (78.433)
[2021-03-14 17:33:01] TRAIN: [32][3210/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.7966 (1.9550) | Acc@1 59.375 (55.358) | Acc@5 80.469 (78.435)
[2021-03-14 17:33:10] TRAIN: [32][3240/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0300 (1.9552) | Acc@1 57.031 (55.355) | Acc@5 78.516 (78.433)
[2021-03-14 17:33:18] TRAIN: [32][3270/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.9803 (1.9557) | Acc@1 51.562 (55.347) | Acc@5 76.953 (78.427)
[2021-03-14 17:33:27] TRAIN: [32][3300/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0702 (1.9553) | Acc@1 51.172 (55.351) | Acc@5 78.906 (78.431)
[2021-03-14 17:33:35] TRAIN: [32][3330/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9912 (1.9554) | Acc@1 56.250 (55.351) | Acc@5 76.953 (78.426)
[2021-03-14 17:33:44] TRAIN: [32][3360/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 1.9323 (1.9556) | Acc@1 58.594 (55.351) | Acc@5 80.469 (78.423)
[2021-03-14 17:33:53] TRAIN: [32][3390/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 1.8125 (1.9554) | Acc@1 61.328 (55.361) | Acc@5 80.859 (78.422)
[2021-03-14 17:34:01] TRAIN: [32][3420/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9721 (1.9557) | Acc@1 55.469 (55.357) | Acc@5 77.734 (78.418)
[2021-03-14 17:34:10] TRAIN: [32][3450/5004] | Time 0.274 ( 0.284) | Data 0.000 (0.001) | Loss 2.0617 (1.9557) | Acc@1 51.953 (55.356) | Acc@5 79.297 (78.417)
[2021-03-14 17:34:18] TRAIN: [32][3480/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0510 (1.9559) | Acc@1 54.297 (55.352) | Acc@5 75.000 (78.409)
[2021-03-14 17:34:27] TRAIN: [32][3510/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.8500 (1.9563) | Acc@1 57.031 (55.345) | Acc@5 81.641 (78.404)
[2021-03-14 17:34:35] TRAIN: [32][3540/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.7437 (1.9564) | Acc@1 59.766 (55.340) | Acc@5 80.859 (78.403)
[2021-03-14 17:34:44] TRAIN: [32][3570/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1301 (1.9562) | Acc@1 55.859 (55.338) | Acc@5 76.172 (78.405)
[2021-03-14 17:34:52] TRAIN: [32][3600/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1497 (1.9561) | Acc@1 53.125 (55.346) | Acc@5 77.344 (78.408)
[2021-03-14 17:35:01] TRAIN: [32][3630/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.0786 (1.9562) | Acc@1 51.953 (55.349) | Acc@5 77.344 (78.405)
[2021-03-14 17:35:09] TRAIN: [32][3660/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.9933 (1.9564) | Acc@1 53.125 (55.345) | Acc@5 76.953 (78.400)
[2021-03-14 17:35:18] TRAIN: [32][3690/5004] | Time 0.298 ( 0.284) | Data 0.000 (0.001) | Loss 2.0731 (1.9564) | Acc@1 53.516 (55.347) | Acc@5 76.562 (78.401)
[2021-03-14 17:35:26] TRAIN: [32][3720/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9407 (1.9566) | Acc@1 59.375 (55.343) | Acc@5 76.562 (78.394)
[2021-03-14 17:35:35] TRAIN: [32][3750/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.8570 (1.9567) | Acc@1 57.031 (55.342) | Acc@5 78.906 (78.395)
[2021-03-14 17:35:44] TRAIN: [32][3780/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.7344 (1.9569) | Acc@1 58.203 (55.338) | Acc@5 81.641 (78.392)
[2021-03-14 17:35:52] TRAIN: [32][3810/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0062 (1.9568) | Acc@1 54.688 (55.341) | Acc@5 78.125 (78.389)
[2021-03-14 17:36:01] TRAIN: [32][3840/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.1318 (1.9572) | Acc@1 51.172 (55.337) | Acc@5 76.953 (78.386)
[2021-03-14 17:36:09] TRAIN: [32][3870/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9779 (1.9574) | Acc@1 56.641 (55.339) | Acc@5 76.953 (78.385)
[2021-03-14 17:36:18] TRAIN: [32][3900/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.8758 (1.9575) | Acc@1 57.031 (55.341) | Acc@5 78.125 (78.386)
[2021-03-14 17:36:26] TRAIN: [32][3930/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1785 (1.9580) | Acc@1 52.344 (55.333) | Acc@5 75.000 (78.380)
[2021-03-14 17:36:35] TRAIN: [32][3960/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.7832 (1.9582) | Acc@1 58.594 (55.328) | Acc@5 80.469 (78.375)
[2021-03-14 17:36:43] TRAIN: [32][3990/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.8408 (1.9583) | Acc@1 57.031 (55.329) | Acc@5 80.859 (78.374)
[2021-03-14 17:36:52] TRAIN: [32][4020/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.1982 (1.9584) | Acc@1 50.391 (55.327) | Acc@5 73.828 (78.373)
[2021-03-14 17:37:00] TRAIN: [32][4050/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 1.8971 (1.9587) | Acc@1 57.422 (55.323) | Acc@5 78.516 (78.365)
[2021-03-14 17:37:09] TRAIN: [32][4080/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0606 (1.9590) | Acc@1 55.078 (55.317) | Acc@5 75.781 (78.362)
[2021-03-14 17:37:17] TRAIN: [32][4110/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.8115 (1.9591) | Acc@1 62.109 (55.313) | Acc@5 80.469 (78.358)
[2021-03-14 17:37:26] TRAIN: [32][4140/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.8851 (1.9591) | Acc@1 58.594 (55.318) | Acc@5 79.688 (78.356)
[2021-03-14 17:37:34] TRAIN: [32][4170/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9428 (1.9592) | Acc@1 55.859 (55.316) | Acc@5 76.562 (78.357)
[2021-03-14 17:37:43] TRAIN: [32][4200/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0272 (1.9595) | Acc@1 51.562 (55.309) | Acc@5 76.562 (78.352)
[2021-03-14 17:37:51] TRAIN: [32][4230/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.8353 (1.9598) | Acc@1 56.641 (55.303) | Acc@5 80.859 (78.345)
[2021-03-14 17:38:00] TRAIN: [32][4260/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0725 (1.9601) | Acc@1 57.422 (55.299) | Acc@5 76.562 (78.342)
[2021-03-14 17:38:08] TRAIN: [32][4290/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0921 (1.9602) | Acc@1 56.641 (55.297) | Acc@5 76.172 (78.340)
[2021-03-14 17:38:17] TRAIN: [32][4320/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.8024 (1.9601) | Acc@1 55.078 (55.302) | Acc@5 81.250 (78.338)
[2021-03-14 17:38:25] TRAIN: [32][4350/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9835 (1.9605) | Acc@1 55.078 (55.296) | Acc@5 80.078 (78.335)
[2021-03-14 17:38:34] TRAIN: [32][4380/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2302 (1.9608) | Acc@1 50.000 (55.290) | Acc@5 75.391 (78.331)
[2021-03-14 17:38:42] TRAIN: [32][4410/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.2436 (1.9609) | Acc@1 49.219 (55.288) | Acc@5 74.609 (78.329)
[2021-03-14 17:38:51] TRAIN: [32][4440/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9119 (1.9612) | Acc@1 50.781 (55.284) | Acc@5 80.078 (78.326)
[2021-03-14 17:39:00] TRAIN: [32][4470/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.7599 (1.9613) | Acc@1 60.156 (55.288) | Acc@5 82.812 (78.327)
[2021-03-14 17:39:08] TRAIN: [32][4500/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9489 (1.9612) | Acc@1 56.641 (55.287) | Acc@5 77.344 (78.326)
[2021-03-14 17:39:17] TRAIN: [32][4530/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0050 (1.9616) | Acc@1 53.125 (55.276) | Acc@5 79.688 (78.322)
[2021-03-14 17:39:25] TRAIN: [32][4560/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.1677 (1.9617) | Acc@1 53.906 (55.271) | Acc@5 75.781 (78.321)
[2021-03-14 17:39:34] TRAIN: [32][4590/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.1039 (1.9618) | Acc@1 53.125 (55.269) | Acc@5 75.391 (78.320)
[2021-03-14 17:39:42] TRAIN: [32][4620/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.0737 (1.9618) | Acc@1 52.734 (55.267) | Acc@5 77.344 (78.318)
[2021-03-14 17:39:51] TRAIN: [32][4650/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0330 (1.9616) | Acc@1 55.078 (55.273) | Acc@5 78.516 (78.321)
[2021-03-14 17:39:59] TRAIN: [32][4680/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9303 (1.9621) | Acc@1 57.812 (55.266) | Acc@5 78.906 (78.314)
[2021-03-14 17:40:08] TRAIN: [32][4710/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9719 (1.9622) | Acc@1 53.516 (55.261) | Acc@5 76.172 (78.317)
[2021-03-14 17:40:16] TRAIN: [32][4740/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.8367 (1.9621) | Acc@1 52.344 (55.260) | Acc@5 80.859 (78.317)
[2021-03-14 17:40:25] TRAIN: [32][4770/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.7692 (1.9623) | Acc@1 57.812 (55.255) | Acc@5 83.594 (78.313)
[2021-03-14 17:40:33] TRAIN: [32][4800/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0575 (1.9627) | Acc@1 53.125 (55.245) | Acc@5 75.391 (78.304)
[2021-03-14 17:40:42] TRAIN: [32][4830/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.9609 (1.9627) | Acc@1 58.984 (55.245) | Acc@5 78.906 (78.303)
[2021-03-14 17:40:50] TRAIN: [32][4860/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0320 (1.9629) | Acc@1 53.906 (55.239) | Acc@5 79.297 (78.302)
[2021-03-14 17:40:59] TRAIN: [32][4890/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.1081 (1.9630) | Acc@1 50.781 (55.237) | Acc@5 76.562 (78.303)
[2021-03-14 17:41:07] TRAIN: [32][4920/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1335 (1.9630) | Acc@1 53.906 (55.235) | Acc@5 73.438 (78.302)
[2021-03-14 17:41:16] TRAIN: [32][4950/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1489 (1.9632) | Acc@1 48.438 (55.232) | Acc@5 73.047 (78.298)
[2021-03-14 17:41:24] TRAIN: [32][4980/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9411 (1.9632) | Acc@1 53.906 (55.230) | Acc@5 81.250 (78.301)
[2021-03-14 17:41:31] TRAIN: [32][5004/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 1.8383 (1.9630) | Acc@1 59.766 (55.234) | Acc@5 79.688 (78.303)
[2021-03-14 17:41:44] VAL: [10/32] | Time 0.672 ( 1.228) | Data 0.000 (0.543) | Loss 1.6845 (1.6363) | Acc@1 60.250 (60.763) | Acc@5 83.312 (84.006)
[2021-03-14 17:41:52] VAL: [20/32] | Time 0.596 ( 1.031) | Data 0.000 (0.372) | Loss 1.6618 (1.6493) | Acc@1 60.125 (60.409) | Acc@5 83.625 (83.944)
[2021-03-14 17:42:01] VAL: [30/32] | Time 0.583 ( 0.991) | Data 0.000 (0.359) | Loss 1.6415 (1.6469) | Acc@1 60.875 (60.375) | Acc@5 84.500 (83.894)
[2021-03-14 17:42:02] VAL: [32/32] | Time 0.250 ( 0.953) | Data 0.000 (0.337) | Loss 1.4592 (1.6450) | Acc@1 67.500 (60.434) | Acc@5 86.250 (83.886)
[2021-03-14 17:42:02] ACCURACY: TOP1 60.434(BEST 61.062) | TOP5 83.886 | SAVED botnet50-wd5/checkpoints/ckpt_ep_032.pth.tar
[2021-03-14 17:42:02] CURRENT EPOCH: 33, LR: 0.1536, POLICY: cos
[2021-03-14 17:42:12] TRAIN: [33][ 30/5004] | Time 0.275 ( 0.302) | Data 0.000 (0.022) | Loss 2.0315 (1.8877) | Acc@1 52.344 (56.745) | Acc@5 75.781 (78.958)
[2021-03-14 17:42:20] TRAIN: [33][ 60/5004] | Time 0.275 ( 0.290) | Data 0.000 (0.011) | Loss 1.9593 (1.8987) | Acc@1 57.422 (56.328) | Acc@5 80.469 (78.971)
[2021-03-14 17:42:28] TRAIN: [33][ 90/5004] | Time 0.278 ( 0.287) | Data 0.000 (0.008) | Loss 1.8742 (1.9004) | Acc@1 54.688 (56.285) | Acc@5 81.641 (79.002)
[2021-03-14 17:42:37] TRAIN: [33][ 120/5004] | Time 0.280 ( 0.286) | Data 0.000 (0.006) | Loss 2.0273 (1.9090) | Acc@1 50.391 (56.165) | Acc@5 77.344 (79.040)
[2021-03-14 17:42:45] TRAIN: [33][ 150/5004] | Time 0.278 ( 0.286) | Data 0.000 (0.005) | Loss 2.0025 (1.8970) | Acc@1 56.250 (56.354) | Acc@5 76.172 (79.263)
[2021-03-14 17:42:54] TRAIN: [33][ 180/5004] | Time 0.280 ( 0.286) | Data 0.000 (0.004) | Loss 2.0169 (1.9018) | Acc@1 55.859 (56.222) | Acc@5 78.516 (79.175)
[2021-03-14 17:43:03] TRAIN: [33][ 210/5004] | Time 0.283 ( 0.286) | Data 0.000 (0.004) | Loss 1.7269 (1.8948) | Acc@1 58.984 (56.410) | Acc@5 82.812 (79.291)
[2021-03-14 17:43:11] TRAIN: [33][ 240/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.003) | Loss 1.7797 (1.8960) | Acc@1 58.203 (56.390) | Acc@5 83.203 (79.341)
[2021-03-14 17:43:20] TRAIN: [33][ 270/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.003) | Loss 2.0093 (1.9001) | Acc@1 53.125 (56.390) | Acc@5 77.734 (79.291)
[2021-03-14 17:43:28] TRAIN: [33][ 300/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.003) | Loss 1.7042 (1.9038) | Acc@1 63.672 (56.354) | Acc@5 81.250 (79.245)
[2021-03-14 17:43:37] TRAIN: [33][ 330/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.002) | Loss 2.2712 (1.9089) | Acc@1 51.172 (56.270) | Acc@5 71.875 (79.190)
[2021-03-14 17:43:45] TRAIN: [33][ 360/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.002) | Loss 1.7745 (1.9094) | Acc@1 61.328 (56.275) | Acc@5 81.250 (79.129)
[2021-03-14 17:43:54] TRAIN: [33][ 390/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.002) | Loss 2.0434 (1.9102) | Acc@1 53.906 (56.209) | Acc@5 76.172 (79.109)
[2021-03-14 17:44:02] TRAIN: [33][ 420/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.002) | Loss 2.0737 (1.9119) | Acc@1 54.297 (56.210) | Acc@5 74.219 (79.057)
[2021-03-14 17:44:11] TRAIN: [33][ 450/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.002) | Loss 1.8362 (1.9117) | Acc@1 57.422 (56.194) | Acc@5 82.031 (79.040)
[2021-03-14 17:44:19] TRAIN: [33][ 480/5004] | Time 0.295 ( 0.285) | Data 0.000 (0.002) | Loss 1.8829 (1.9086) | Acc@1 57.031 (56.226) | Acc@5 80.859 (79.111)
[2021-03-14 17:44:28] TRAIN: [33][ 510/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.002) | Loss 1.9231 (1.9091) | Acc@1 57.812 (56.223) | Acc@5 79.297 (79.093)
[2021-03-14 17:44:36] TRAIN: [33][ 540/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.002) | Loss 2.0477 (1.9097) | Acc@1 53.516 (56.228) | Acc@5 80.859 (79.102)
[2021-03-14 17:44:45] TRAIN: [33][ 570/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.002) | Loss 1.8660 (1.9108) | Acc@1 58.203 (56.216) | Acc@5 79.688 (79.089)
[2021-03-14 17:44:53] TRAIN: [33][ 600/5004] | Time 0.294 ( 0.285) | Data 0.000 (0.001) | Loss 1.9301 (1.9111) | Acc@1 54.297 (56.191) | Acc@5 78.906 (79.083)
[2021-03-14 17:45:02] TRAIN: [33][ 630/5004] | Time 0.290 ( 0.285) | Data 0.000 (0.001) | Loss 1.8433 (1.9134) | Acc@1 57.812 (56.161) | Acc@5 77.344 (79.053)
[2021-03-14 17:45:10] TRAIN: [33][ 660/5004] | Time 0.275 ( 0.285) | Data 0.000 (0.001) | Loss 1.9509 (1.9155) | Acc@1 57.422 (56.113) | Acc@5 79.688 (79.021)
[2021-03-14 17:45:19] TRAIN: [33][ 690/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 1.9593 (1.9154) | Acc@1 54.297 (56.108) | Acc@5 79.688 (79.010)
[2021-03-14 17:45:28] TRAIN: [33][ 720/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.9789 (1.9158) | Acc@1 57.422 (56.094) | Acc@5 75.781 (79.001)
[2021-03-14 17:45:36] TRAIN: [33][ 750/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.8670 (1.9149) | Acc@1 54.688 (56.098) | Acc@5 78.516 (79.019)
[2021-03-14 17:45:45] TRAIN: [33][ 780/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.001) | Loss 2.1894 (1.9158) | Acc@1 49.609 (56.076) | Acc@5 73.438 (79.016)
[2021-03-14 17:45:53] TRAIN: [33][ 810/5004] | Time 0.278 ( 0.285) | Data 0.000 (0.001) | Loss 1.8163 (1.9170) | Acc@1 56.641 (56.045) | Acc@5 81.250 (78.993)
[2021-03-14 17:46:02] TRAIN: [33][ 840/5004] | Time 0.287 ( 0.285) | Data 0.000 (0.001) | Loss 1.8302 (1.9166) | Acc@1 58.984 (56.054) | Acc@5 80.469 (78.991)
[2021-03-14 17:46:10] TRAIN: [33][ 870/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.001) | Loss 1.9351 (1.9188) | Acc@1 57.031 (56.032) | Acc@5 76.562 (78.965)
[2021-03-14 17:46:19] TRAIN: [33][ 900/5004] | Time 0.283 ( 0.285) | Data 0.000 (0.001) | Loss 2.0630 (1.9188) | Acc@1 57.422 (56.026) | Acc@5 74.219 (78.974)
[2021-03-14 17:46:27] TRAIN: [33][ 930/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.9246 (1.9186) | Acc@1 54.688 (56.061) | Acc@5 77.734 (78.959)
[2021-03-14 17:46:36] TRAIN: [33][ 960/5004] | Time 0.276 ( 0.285) | Data 0.000 (0.001) | Loss 1.8120 (1.9185) | Acc@1 55.859 (56.063) | Acc@5 82.422 (78.957)
[2021-03-14 17:46:44] TRAIN: [33][ 990/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 2.1953 (1.9180) | Acc@1 51.562 (56.076) | Acc@5 75.000 (78.962)
[2021-03-14 17:46:53] TRAIN: [33][1020/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.001) | Loss 1.7635 (1.9184) | Acc@1 57.031 (56.061) | Acc@5 80.469 (78.944)
[2021-03-14 17:47:01] TRAIN: [33][1050/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.9562 (1.9184) | Acc@1 54.297 (56.044) | Acc@5 77.344 (78.938)
[2021-03-14 17:47:10] TRAIN: [33][1080/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.001) | Loss 1.9588 (1.9193) | Acc@1 57.031 (56.028) | Acc@5 78.906 (78.933)
[2021-03-14 17:47:18] TRAIN: [33][1110/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.9128 (1.9199) | Acc@1 55.859 (56.004) | Acc@5 82.422 (78.929)
[2021-03-14 17:47:27] TRAIN: [33][1140/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.001) | Loss 1.7426 (1.9206) | Acc@1 57.812 (55.989) | Acc@5 80.078 (78.913)
[2021-03-14 17:47:35] TRAIN: [33][1170/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.001) | Loss 1.8129 (1.9223) | Acc@1 55.469 (55.943) | Acc@5 82.031 (78.899)
[2021-03-14 17:47:44] TRAIN: [33][1200/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.2510 (1.9224) | Acc@1 53.125 (55.947) | Acc@5 73.438 (78.892)
[2021-03-14 17:47:52] TRAIN: [33][1230/5004] | Time 0.285 ( 0.285) | Data 0.000 (0.001) | Loss 1.8433 (1.9226) | Acc@1 55.859 (55.940) | Acc@5 82.422 (78.885)
[2021-03-14 17:48:01] TRAIN: [33][1260/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 2.0538 (1.9238) | Acc@1 55.859 (55.926) | Acc@5 76.172 (78.863)
[2021-03-14 17:48:09] TRAIN: [33][1290/5004] | Time 0.302 ( 0.284) | Data 0.000 (0.001) | Loss 1.9235 (1.9251) | Acc@1 54.688 (55.921) | Acc@5 77.344 (78.843)
[2021-03-14 17:48:18] TRAIN: [33][1320/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9605 (1.9262) | Acc@1 52.734 (55.898) | Acc@5 78.125 (78.830)
[2021-03-14 17:48:26] TRAIN: [33][1350/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2526 (1.9262) | Acc@1 52.344 (55.894) | Acc@5 75.000 (78.839)
[2021-03-14 17:48:35] TRAIN: [33][1380/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.8556 (1.9273) | Acc@1 58.594 (55.887) | Acc@5 80.078 (78.834)
[2021-03-14 17:48:43] TRAIN: [33][1410/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1096 (1.9272) | Acc@1 52.734 (55.888) | Acc@5 74.609 (78.840)
[2021-03-14 17:48:52] TRAIN: [33][1440/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 1.9498 (1.9282) | Acc@1 57.422 (55.873) | Acc@5 80.078 (78.831)
[2021-03-14 17:49:00] TRAIN: [33][1470/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 1.7055 (1.9283) | Acc@1 56.641 (55.867) | Acc@5 84.766 (78.823)
[2021-03-14 17:49:09] TRAIN: [33][1500/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0163 (1.9289) | Acc@1 55.078 (55.852) | Acc@5 75.391 (78.815)
[2021-03-14 17:49:17] TRAIN: [33][1530/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.8860 (1.9291) | Acc@1 54.688 (55.861) | Acc@5 78.125 (78.814)
[2021-03-14 17:49:26] TRAIN: [33][1560/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.8084 (1.9287) | Acc@1 57.031 (55.870) | Acc@5 80.859 (78.811)
[2021-03-14 17:49:35] TRAIN: [33][1590/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0748 (1.9294) | Acc@1 55.078 (55.868) | Acc@5 78.125 (78.801)
[2021-03-14 17:49:43] TRAIN: [33][1620/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.9622 (1.9295) | Acc@1 54.688 (55.865) | Acc@5 78.516 (78.803)
[2021-03-14 17:49:52] TRAIN: [33][1650/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.8455 (1.9303) | Acc@1 61.719 (55.851) | Acc@5 81.250 (78.787)
[2021-03-14 17:50:00] TRAIN: [33][1680/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0298 (1.9312) | Acc@1 54.688 (55.834) | Acc@5 75.000 (78.767)
[2021-03-14 17:50:09] TRAIN: [33][1710/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.8106 (1.9313) | Acc@1 58.594 (55.841) | Acc@5 78.516 (78.758)
[2021-03-14 17:50:17] TRAIN: [33][1740/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.0645 (1.9316) | Acc@1 53.516 (55.844) | Acc@5 77.344 (78.749)
[2021-03-14 17:50:26] TRAIN: [33][1770/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9709 (1.9325) | Acc@1 54.297 (55.839) | Acc@5 78.516 (78.735)
[2021-03-14 17:50:34] TRAIN: [33][1800/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.7978 (1.9323) | Acc@1 55.859 (55.842) | Acc@5 82.031 (78.743)
[2021-03-14 17:50:43] TRAIN: [33][1830/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.7005 (1.9317) | Acc@1 59.375 (55.858) | Acc@5 80.469 (78.752)
[2021-03-14 17:50:51] TRAIN: [33][1860/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.5167 (1.9317) | Acc@1 58.984 (55.844) | Acc@5 86.719 (78.754)
[2021-03-14 17:51:00] TRAIN: [33][1890/5004] | Time 0.297 ( 0.284) | Data 0.000 (0.001) | Loss 1.9091 (1.9318) | Acc@1 59.375 (55.847) | Acc@5 80.469 (78.753)
[2021-03-14 17:51:08] TRAIN: [33][1920/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.8889 (1.9318) | Acc@1 55.469 (55.840) | Acc@5 77.734 (78.758)
[2021-03-14 17:51:17] TRAIN: [33][1950/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.8087 (1.9313) | Acc@1 57.031 (55.839) | Acc@5 80.078 (78.763)
[2021-03-14 17:51:25] TRAIN: [33][1980/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.9323 (1.9320) | Acc@1 59.766 (55.824) | Acc@5 78.125 (78.756)
[2021-03-14 17:51:34] TRAIN: [33][2010/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 1.8631 (1.9324) | Acc@1 59.375 (55.814) | Acc@5 80.469 (78.756)
[2021-03-14 17:51:42] TRAIN: [33][2040/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.7084 (1.9324) | Acc@1 54.297 (55.814) | Acc@5 82.031 (78.762)
[2021-03-14 17:51:51] TRAIN: [33][2070/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1930 (1.9330) | Acc@1 53.125 (55.804) | Acc@5 74.609 (78.746)
[2021-03-14 17:51:59] TRAIN: [33][2100/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1580 (1.9335) | Acc@1 51.172 (55.796) | Acc@5 75.000 (78.739)
[2021-03-14 17:52:08] TRAIN: [33][2130/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.8498 (1.9337) | Acc@1 62.891 (55.797) | Acc@5 77.344 (78.739)
[2021-03-14 17:52:16] TRAIN: [33][2160/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.7703 (1.9346) | Acc@1 61.719 (55.776) | Acc@5 82.031 (78.724)
[2021-03-14 17:52:25] TRAIN: [33][2190/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.7325 (1.9346) | Acc@1 56.250 (55.774) | Acc@5 82.031 (78.722)
[2021-03-14 17:52:33] TRAIN: [33][2220/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.9467 (1.9349) | Acc@1 55.859 (55.767) | Acc@5 77.734 (78.722)
[2021-03-14 17:52:42] TRAIN: [33][2250/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.7601 (1.9350) | Acc@1 58.594 (55.762) | Acc@5 81.641 (78.724)
[2021-03-14 17:52:50] TRAIN: [33][2280/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.8488 (1.9347) | Acc@1 55.469 (55.771) | Acc@5 81.250 (78.729)
[2021-03-14 17:52:59] TRAIN: [33][2310/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.2009 (1.9345) | Acc@1 53.516 (55.776) | Acc@5 73.047 (78.736)
[2021-03-14 17:53:07] TRAIN: [33][2340/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.8744 (1.9351) | Acc@1 53.906 (55.774) | Acc@5 79.688 (78.731)
[2021-03-14 17:53:16] TRAIN: [33][2370/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 1.7655 (1.9356) | Acc@1 62.109 (55.763) | Acc@5 80.469 (78.717)
[2021-03-14 17:53:24] TRAIN: [33][2400/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.8622 (1.9354) | Acc@1 58.984 (55.772) | Acc@5 78.906 (78.724)
[2021-03-14 17:53:33] TRAIN: [33][2430/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.8773 (1.9357) | Acc@1 55.859 (55.759) | Acc@5 78.125 (78.721)
[2021-03-14 17:53:41] TRAIN: [33][2460/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.001) | Loss 2.0854 (1.9364) | Acc@1 53.516 (55.744) | Acc@5 78.125 (78.710)
[2021-03-14 17:53:50] TRAIN: [33][2490/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9520 (1.9372) | Acc@1 55.469 (55.724) | Acc@5 79.297 (78.697)
[2021-03-14 17:53:58] TRAIN: [33][2520/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9056 (1.9374) | Acc@1 55.469 (55.721) | Acc@5 78.516 (78.696)
[2021-03-14 17:54:07] TRAIN: [33][2550/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0183 (1.9376) | Acc@1 57.031 (55.712) | Acc@5 76.562 (78.692)
[2021-03-14 17:54:15] TRAIN: [33][2580/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.8093 (1.9376) | Acc@1 59.766 (55.713) | Acc@5 80.859 (78.699)
[2021-03-14 17:54:24] TRAIN: [33][2610/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.8106 (1.9376) | Acc@1 53.906 (55.717) | Acc@5 79.688 (78.701)
[2021-03-14 17:54:32] TRAIN: [33][2640/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1525 (1.9379) | Acc@1 55.469 (55.720) | Acc@5 76.172 (78.700)
[2021-03-14 17:54:41] TRAIN: [33][2670/5004] | Time 0.350 ( 0.284) | Data 0.000 (0.001) | Loss 2.0659 (1.9379) | Acc@1 52.344 (55.720) | Acc@5 78.125 (78.696)
[2021-03-14 17:54:49] TRAIN: [33][2700/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.8870 (1.9384) | Acc@1 54.297 (55.711) | Acc@5 80.859 (78.691)
[2021-03-14 17:54:58] TRAIN: [33][2730/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9114 (1.9385) | Acc@1 58.203 (55.714) | Acc@5 78.906 (78.685)
[2021-03-14 17:55:06] TRAIN: [33][2760/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.8818 (1.9387) | Acc@1 55.469 (55.709) | Acc@5 80.078 (78.685)
[2021-03-14 17:55:15] TRAIN: [33][2790/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.8624 (1.9390) | Acc@1 60.156 (55.709) | Acc@5 79.688 (78.684)
[2021-03-14 17:55:23] TRAIN: [33][2820/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.9857 (1.9394) | Acc@1 54.297 (55.705) | Acc@5 76.953 (78.680)
[2021-03-14 17:55:32] TRAIN: [33][2850/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.8850 (1.9395) | Acc@1 56.250 (55.707) | Acc@5 80.078 (78.680)
[2021-03-14 17:55:40] TRAIN: [33][2880/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.8833 (1.9392) | Acc@1 53.906 (55.709) | Acc@5 80.078 (78.685)
[2021-03-14 17:55:49] TRAIN: [33][2910/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0267 (1.9391) | Acc@1 51.172 (55.708) | Acc@5 78.125 (78.684)
[2021-03-14 17:55:57] TRAIN: [33][2940/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9253 (1.9393) | Acc@1 57.812 (55.710) | Acc@5 76.172 (78.681)
[2021-03-14 17:56:06] TRAIN: [33][2970/5004] | Time 0.292 ( 0.284) | Data 0.000 (0.001) | Loss 2.0849 (1.9398) | Acc@1 55.078 (55.704) | Acc@5 76.953 (78.672)
[2021-03-14 17:56:14] TRAIN: [33][3000/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0284 (1.9400) | Acc@1 55.078 (55.697) | Acc@5 78.516 (78.667)
[2021-03-14 17:56:23] TRAIN: [33][3030/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.9789 (1.9403) | Acc@1 58.203 (55.697) | Acc@5 78.125 (78.661)
[2021-03-14 17:56:31] TRAIN: [33][3060/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.8989 (1.9408) | Acc@1 55.469 (55.682) | Acc@5 80.078 (78.656)
[2021-03-14 17:56:40] TRAIN: [33][3090/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9868 (1.9409) | Acc@1 54.297 (55.679) | Acc@5 80.469 (78.658)
[2021-03-14 17:56:48] TRAIN: [33][3120/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.7930 (1.9410) | Acc@1 57.031 (55.672) | Acc@5 81.250 (78.661)
[2021-03-14 17:56:57] TRAIN: [33][3150/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0092 (1.9411) | Acc@1 53.906 (55.672) | Acc@5 78.516 (78.659)
[2021-03-14 17:57:05] TRAIN: [33][3180/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.8906 (1.9410) | Acc@1 58.203 (55.677) | Acc@5 78.906 (78.661)
[2021-03-14 17:57:14] TRAIN: [33][3210/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9584 (1.9412) | Acc@1 55.078 (55.674) | Acc@5 78.516 (78.656)
[2021-03-14 17:57:22] TRAIN: [33][3240/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.1524 (1.9415) | Acc@1 52.734 (55.668) | Acc@5 74.609 (78.651)
[2021-03-14 17:57:31] TRAIN: [33][3270/5004] | Time 0.317 ( 0.284) | Data 0.000 (0.001) | Loss 1.9579 (1.9417) | Acc@1 52.734 (55.664) | Acc@5 79.297 (78.647)
[2021-03-14 17:57:39] TRAIN: [33][3300/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1808 (1.9423) | Acc@1 50.000 (55.651) | Acc@5 76.172 (78.644)
[2021-03-14 17:57:48] TRAIN: [33][3330/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.8093 (1.9422) | Acc@1 56.641 (55.651) | Acc@5 82.031 (78.648)
[2021-03-14 17:57:56] TRAIN: [33][3360/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0428 (1.9421) | Acc@1 55.859 (55.652) | Acc@5 79.297 (78.651)
[2021-03-14 17:58:05] TRAIN: [33][3390/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.1447 (1.9423) | Acc@1 52.734 (55.651) | Acc@5 75.781 (78.648)
[2021-03-14 17:58:13] TRAIN: [33][3420/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 2.1159 (1.9426) | Acc@1 50.391 (55.645) | Acc@5 77.734 (78.649)
[2021-03-14 17:58:22] TRAIN: [33][3450/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.8683 (1.9426) | Acc@1 59.766 (55.642) | Acc@5 78.906 (78.647)
[2021-03-14 17:58:30] TRAIN: [33][3480/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.7388 (1.9425) | Acc@1 58.594 (55.643) | Acc@5 80.859 (78.650)
[2021-03-14 17:58:39] TRAIN: [33][3510/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 1.9221 (1.9427) | Acc@1 52.734 (55.639) | Acc@5 80.859 (78.644)
[2021-03-14 17:58:47] TRAIN: [33][3540/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.8931 (1.9425) | Acc@1 55.078 (55.638) | Acc@5 82.031 (78.644)
[2021-03-14 17:58:56] TRAIN: [33][3570/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.9707 (1.9430) | Acc@1 54.688 (55.630) | Acc@5 76.953 (78.641)
[2021-03-14 17:59:04] TRAIN: [33][3600/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 1.9598 (1.9430) | Acc@1 55.859 (55.633) | Acc@5 77.734 (78.640)
[2021-03-14 17:59:13] TRAIN: [33][3630/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0267 (1.9429) | Acc@1 54.688 (55.634) | Acc@5 78.906 (78.641)
[2021-03-14 17:59:21] TRAIN: [33][3660/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.1219 (1.9434) | Acc@1 55.078 (55.626) | Acc@5 73.828 (78.633)
[2021-03-14 17:59:30] TRAIN: [33][3690/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9810 (1.9436) | Acc@1 55.469 (55.626) | Acc@5 79.688 (78.630)
[2021-03-14 17:59:38] TRAIN: [33][3720/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.8589 (1.9433) | Acc@1 57.031 (55.632) | Acc@5 79.688 (78.638)
[2021-03-14 17:59:47] TRAIN: [33][3750/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.8761 (1.9433) | Acc@1 58.203 (55.630) | Acc@5 79.688 (78.633)
[2021-03-14 17:59:55] TRAIN: [33][3780/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0334 (1.9437) | Acc@1 53.125 (55.626) | Acc@5 78.516 (78.628)
[2021-03-14 18:00:04] TRAIN: [33][3810/5004] | Time 0.291 ( 0.284) | Data 0.000 (0.001) | Loss 2.1166 (1.9436) | Acc@1 51.172 (55.624) | Acc@5 77.344 (78.628)
[2021-03-14 18:00:13] TRAIN: [33][3840/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.9415 (1.9440) | Acc@1 57.812 (55.614) | Acc@5 77.734 (78.620)
[2021-03-14 18:00:22] TRAIN: [33][3870/5004] | Time 0.311 ( 0.284) | Data 0.000 (0.001) | Loss 2.1075 (1.9440) | Acc@1 52.734 (55.616) | Acc@5 75.000 (78.619)
[2021-03-14 18:00:30] TRAIN: [33][3900/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.7357 (1.9444) | Acc@1 58.594 (55.609) | Acc@5 82.812 (78.614)
[2021-03-14 18:00:39] TRAIN: [33][3930/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 1.9363 (1.9444) | Acc@1 55.078 (55.609) | Acc@5 80.859 (78.614)
[2021-03-14 18:00:47] TRAIN: [33][3960/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1552 (1.9446) | Acc@1 50.391 (55.606) | Acc@5 77.734 (78.613)
[2021-03-14 18:00:56] TRAIN: [33][3990/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.2451 (1.9446) | Acc@1 51.172 (55.602) | Acc@5 71.484 (78.607)
[2021-03-14 18:01:04] TRAIN: [33][4020/5004] | Time 0.297 ( 0.284) | Data 0.000 (0.001) | Loss 2.0017 (1.9453) | Acc@1 56.641 (55.592) | Acc@5 76.953 (78.599)
[2021-03-14 18:01:13] TRAIN: [33][4050/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.8497 (1.9453) | Acc@1 56.641 (55.594) | Acc@5 79.688 (78.600)
[2021-03-14 18:01:21] TRAIN: [33][4080/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 2.0543 (1.9453) | Acc@1 52.344 (55.592) | Acc@5 77.734 (78.600)
[2021-03-14 18:01:30] TRAIN: [33][4110/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0002 (1.9456) | Acc@1 53.125 (55.589) | Acc@5 75.781 (78.595)
[2021-03-14 18:01:38] TRAIN: [33][4140/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.9263 (1.9457) | Acc@1 57.031 (55.589) | Acc@5 79.297 (78.593)
[2021-03-14 18:01:47] TRAIN: [33][4170/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.0233 (1.9460) | Acc@1 53.906 (55.578) | Acc@5 76.562 (78.593)
[2021-03-14 18:01:56] TRAIN: [33][4200/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.0893 (1.9464) | Acc@1 53.516 (55.569) | Acc@5 78.906 (78.586)
[2021-03-14 18:02:04] TRAIN: [33][4230/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.8098 (1.9467) | Acc@1 58.203 (55.564) | Acc@5 80.859 (78.582)
[2021-03-14 18:02:12] TRAIN: [33][4260/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 2.0966 (1.9470) | Acc@1 51.562 (55.561) | Acc@5 75.781 (78.579)
[2021-03-14 18:02:21] TRAIN: [33][4290/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.9933 (1.9471) | Acc@1 53.516 (55.557) | Acc@5 79.297 (78.577)
[2021-03-14 18:02:29] TRAIN: [33][4320/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 2.0019 (1.9473) | Acc@1 53.125 (55.554) | Acc@5 78.125 (78.575)
[2021-03-14 18:02:38] TRAIN: [33][4350/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.2193 (1.9477) | Acc@1 50.000 (55.547) | Acc@5 72.656 (78.571)
[2021-03-14 18:02:46] TRAIN: [33][4380/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.9126 (1.9480) | Acc@1 59.375 (55.542) | Acc@5 77.344 (78.570)
[2021-03-14 18:02:55] TRAIN: [33][4410/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 2.0349 (1.9483) | Acc@1 53.125 (55.533) | Acc@5 76.172 (78.569)
[2021-03-14 18:03:03] TRAIN: [33][4440/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 1.8014 (1.9487) | Acc@1 58.594 (55.523) | Acc@5 79.688 (78.562)
[2021-03-14 18:03:12] TRAIN: [33][4470/5004] | Time 0.311 ( 0.284) | Data 0.000 (0.001) | Loss 1.8140 (1.9489) | Acc@1 57.812 (55.520) | Acc@5 80.469 (78.556)
[2021-03-14 18:03:21] TRAIN: [33][4500/5004] | Time 0.287 ( 0.284) | Data 0.000 (0.001) | Loss 1.9326 (1.9494) | Acc@1 55.078 (55.509) | Acc@5 80.078 (78.550)
[2021-03-14 18:03:29] TRAIN: [33][4530/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 2.1505 (1.9495) | Acc@1 52.344 (55.507) | Acc@5 75.391 (78.548)
[2021-03-14 18:03:38] TRAIN: [33][4560/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.8821 (1.9497) | Acc@1 57.812 (55.500) | Acc@5 78.906 (78.544)
[2021-03-14 18:03:46] TRAIN: [33][4590/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 1.9177 (1.9497) | Acc@1 58.203 (55.498) | Acc@5 77.344 (78.542)
[2021-03-14 18:03:55] TRAIN: [33][4620/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9929 (1.9498) | Acc@1 54.688 (55.500) | Acc@5 77.344 (78.539)
[2021-03-14 18:04:03] TRAIN: [33][4650/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.9738 (1.9499) | Acc@1 55.078 (55.498) | Acc@5 77.344 (78.535)
[2021-03-14 18:04:12] TRAIN: [33][4680/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.7407 (1.9502) | Acc@1 60.547 (55.493) | Acc@5 82.422 (78.532)
[2021-03-14 18:04:20] TRAIN: [33][4710/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9001 (1.9502) | Acc@1 56.250 (55.489) | Acc@5 79.297 (78.531)
[2021-03-14 18:04:29] TRAIN: [33][4740/5004] | Time 0.286 ( 0.284) | Data 0.000 (0.001) | Loss 1.9648 (1.9504) | Acc@1 57.812 (55.487) | Acc@5 77.734 (78.529)
[2021-03-14 18:04:37] TRAIN: [33][4770/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 2.1542 (1.9507) | Acc@1 49.609 (55.480) | Acc@5 73.828 (78.526)
[2021-03-14 18:04:46] TRAIN: [33][4800/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.9942 (1.9506) | Acc@1 55.469 (55.484) | Acc@5 78.125 (78.530)
[2021-03-14 18:04:54] TRAIN: [33][4830/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.0104 (1.9510) | Acc@1 51.172 (55.475) | Acc@5 77.344 (78.527)
[2021-03-14 18:05:03] TRAIN: [33][4860/5004] | Time 0.290 ( 0.284) | Data 0.000 (0.001) | Loss 2.0582 (1.9513) | Acc@1 52.344 (55.472) | Acc@5 77.344 (78.523)
[2021-03-14 18:05:11] TRAIN: [33][4890/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.7354 (1.9510) | Acc@1 56.250 (55.472) | Acc@5 84.766 (78.528)
[2021-03-14 18:05:20] TRAIN: [33][4920/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.8896 (1.9511) | Acc@1 55.859 (55.471) | Acc@5 78.125 (78.523)
[2021-03-14 18:05:28] TRAIN: [33][4950/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9211 (1.9513) | Acc@1 53.906 (55.471) | Acc@5 78.125 (78.521)
[2021-03-14 18:05:37] TRAIN: [33][4980/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.0399 (1.9514) | Acc@1 55.859 (55.472) | Acc@5 76.172 (78.519)
[2021-03-14 18:05:44] TRAIN: [33][5004/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 1.9239 (1.9516) | Acc@1 55.469 (55.467) | Acc@5 81.250 (78.516)
[2021-03-14 18:05:56] VAL: [10/32] | Time 0.623 ( 1.209) | Data 0.000 (0.616) | Loss 1.6958 (1.6358) | Acc@1 60.000 (60.494) | Acc@5 83.312 (84.144)
[2021-03-14 18:06:04] VAL: [20/32] | Time 0.578 ( 1.014) | Data 0.000 (0.432) | Loss 1.6685 (1.6500) | Acc@1 60.688 (60.366) | Acc@5 82.812 (83.944)
[2021-03-14 18:06:13] VAL: [30/32] | Time 0.543 ( 0.972) | Data 0.000 (0.397) | Loss 1.6692 (1.6393) | Acc@1 59.812 (60.621) | Acc@5 83.625 (83.987)
[2021-03-14 18:06:14] VAL: [32/32] | Time 0.251 ( 0.935) | Data 0.000 (0.372) | Loss 1.5721 (1.6398) | Acc@1 64.500 (60.610) | Acc@5 84.750 (83.946)
[2021-03-14 18:06:15] ACCURACY: TOP1 60.610(BEST 61.062) | TOP5 83.946 | SAVED botnet50-wd5/checkpoints/ckpt_ep_033.pth.tar
[2021-03-14 18:06:15] CURRENT EPOCH: 34, LR: 0.1509, POLICY: cos
[2021-03-14 18:06:24] TRAIN: [34][ 30/5004] | Time 0.283 ( 0.306) | Data 0.000 (0.022) | Loss 1.9092 (1.9254) | Acc@1 56.250 (56.055) | Acc@5 77.344 (78.776)
[2021-03-14 18:06:32] TRAIN: [34][ 60/5004] | Time 0.293 ( 0.294) | Data 0.000 (0.011) | Loss 1.7372 (1.9254) | Acc@1 62.891 (56.250) | Acc@5 82.031 (78.815)
[2021-03-14 18:06:41] TRAIN: [34][ 90/5004] | Time 0.281 ( 0.289) | Data 0.000 (0.008) | Loss 1.8290 (1.8985) | Acc@1 55.078 (56.610) | Acc@5 80.078 (79.336)
[2021-03-14 18:06:49] TRAIN: [34][ 120/5004] | Time 0.288 ( 0.289) | Data 0.000 (0.006) | Loss 1.7566 (1.8889) | Acc@1 60.156 (56.813) | Acc@5 80.078 (79.632)
[2021-03-14 18:06:58] TRAIN: [34][ 150/5004] | Time 0.292 ( 0.288) | Data 0.000 (0.005) | Loss 1.9845 (1.8838) | Acc@1 55.469 (56.862) | Acc@5 78.125 (79.698)
[2021-03-14 18:07:06] TRAIN: [34][ 180/5004] | Time 0.288 ( 0.287) | Data 0.000 (0.004) | Loss 1.8982 (1.8800) | Acc@1 54.688 (56.931) | Acc@5 81.250 (79.746)
[2021-03-14 18:07:15] TRAIN: [34][ 210/5004] | Time 0.281 ( 0.286) | Data 0.000 (0.003) | Loss 1.8439 (1.8869) | Acc@1 57.422 (56.778) | Acc@5 80.859 (79.587)
[2021-03-14 18:07:23] TRAIN: [34][ 240/5004] | Time 0.285 ( 0.286) | Data 0.000 (0.003) | Loss 1.9147 (1.8894) | Acc@1 59.375 (56.712) | Acc@5 79.297 (79.508)
[2021-03-14 18:07:32] TRAIN: [34][ 270/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.003) | Loss 1.9838 (1.8946) | Acc@1 53.906 (56.590) | Acc@5 78.906 (79.417)
[2021-03-14 18:07:40] TRAIN: [34][ 300/5004] | Time 0.280 ( 0.285) | Data 0.000 (0.003) | Loss 1.9293 (1.8969) | Acc@1 53.125 (56.543) | Acc@5 80.078 (79.374)
[2021-03-14 18:07:49] TRAIN: [34][ 330/5004] | Time 0.286 ( 0.285) | Data 0.000 (0.002) | Loss 1.7557 (1.8981) | Acc@1 60.156 (56.495) | Acc@5 78.906 (79.339)
[2021-03-14 18:07:57] TRAIN: [34][ 360/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.002) | Loss 2.1471 (1.9003) | Acc@1 53.125 (56.471) | Acc@5 73.828 (79.262)
[2021-03-14 18:08:06] TRAIN: [34][ 390/5004] | Time 0.281 ( 0.285) | Data 0.000 (0.002) | Loss 2.0293 (1.9011) | Acc@1 55.469 (56.488) | Acc@5 76.953 (79.263)
[2021-03-14 18:08:14] TRAIN: [34][ 420/5004] | Time 0.288 ( 0.285) | Data 0.000 (0.002) | Loss 1.8374 (1.9035) | Acc@1 57.812 (56.473) | Acc@5 80.078 (79.204)
[2021-03-14 18:08:23] TRAIN: [34][ 450/5004] | Time 0.282 ( 0.285) | Data 0.000 (0.002) | Loss 1.9878 (1.9019) | Acc@1 55.078 (56.490) | Acc@5 79.297 (79.219)
[2021-03-14 18:08:31] TRAIN: [34][ 480/5004] | Time 0.284 ( 0.285) | Data 0.000 (0.002) | Loss 2.0116 (1.9031) | Acc@1 57.031 (56.450) | Acc@5 76.953 (79.173)
[2021-03-14 18:08:40] TRAIN: [34][ 510/5004] | Time 0.275 ( 0.285) | Data 0.000 (0.002) | Loss 1.9624 (1.9015) | Acc@1 55.859 (56.492) | Acc@5 77.734 (79.214)
[2021-03-14 18:08:48] TRAIN: [34][ 540/5004] | Time 0.297 ( 0.284) | Data 0.000 (0.002) | Loss 1.8941 (1.9034) | Acc@1 56.250 (56.468) | Acc@5 80.469 (79.178)
[2021-03-14 18:08:57] TRAIN: [34][ 570/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.8224 (1.9033) | Acc@1 59.375 (56.458) | Acc@5 79.297 (79.163)
[2021-03-14 18:09:05] TRAIN: [34][ 600/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.7665 (1.9041) | Acc@1 58.984 (56.439) | Acc@5 82.422 (79.130)
[2021-03-14 18:09:14] TRAIN: [34][ 630/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 2.1466 (1.9057) | Acc@1 54.297 (56.419) | Acc@5 75.000 (79.103)
[2021-03-14 18:09:22] TRAIN: [34][ 660/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.6064 (1.9050) | Acc@1 58.984 (56.420) | Acc@5 83.984 (79.116)
[2021-03-14 18:09:31] TRAIN: [34][ 690/5004] | Time 0.295 ( 0.284) | Data 0.000 (0.001) | Loss 1.8105 (1.9066) | Acc@1 58.594 (56.370) | Acc@5 78.906 (79.090)
[2021-03-14 18:09:39] TRAIN: [34][ 720/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 1.8640 (1.9043) | Acc@1 57.422 (56.405) | Acc@5 81.250 (79.112)
[2021-03-14 18:09:48] TRAIN: [34][ 750/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.8958 (1.9041) | Acc@1 57.031 (56.398) | Acc@5 78.516 (79.118)
[2021-03-14 18:09:56] TRAIN: [34][ 780/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.7993 (1.9036) | Acc@1 59.766 (56.399) | Acc@5 78.906 (79.126)
[2021-03-14 18:10:05] TRAIN: [34][ 810/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.0017 (1.9052) | Acc@1 58.203 (56.349) | Acc@5 76.562 (79.091)
[2021-03-14 18:10:13] TRAIN: [34][ 840/5004] | Time 0.335 ( 0.284) | Data 0.000 (0.001) | Loss 2.1017 (1.9059) | Acc@1 50.000 (56.315) | Acc@5 76.953 (79.083)
[2021-03-14 18:10:22] TRAIN: [34][ 870/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.6959 (1.9064) | Acc@1 61.719 (56.311) | Acc@5 83.594 (79.070)
[2021-03-14 18:10:30] TRAIN: [34][ 900/5004] | Time 0.283 ( 0.284) | Data 0.000 (0.001) | Loss 2.0433 (1.9055) | Acc@1 53.516 (56.316) | Acc@5 76.562 (79.095)
[2021-03-14 18:10:39] TRAIN: [34][ 930/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.9248 (1.9057) | Acc@1 53.125 (56.321) | Acc@5 78.906 (79.084)
[2021-03-14 18:10:47] TRAIN: [34][ 960/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.8160 (1.9057) | Acc@1 56.250 (56.312) | Acc@5 80.469 (79.086)
[2021-03-14 18:10:56] TRAIN: [34][ 990/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.8416 (1.9064) | Acc@1 56.641 (56.283) | Acc@5 79.688 (79.080)
[2021-03-14 18:11:04] TRAIN: [34][1020/5004] | Time 0.275 ( 0.284) | Data 0.000 (0.001) | Loss 2.0816 (1.9079) | Acc@1 51.172 (56.246) | Acc@5 75.000 (79.063)
[2021-03-14 18:11:13] TRAIN: [34][1050/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.7054 (1.9093) | Acc@1 58.984 (56.191) | Acc@5 81.641 (79.029)
[2021-03-14 18:11:21] TRAIN: [34][1080/5004] | Time 0.276 ( 0.284) | Data 0.000 (0.001) | Loss 1.9929 (1.9110) | Acc@1 55.469 (56.169) | Acc@5 79.297 (79.005)
[2021-03-14 18:11:30] TRAIN: [34][1110/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9400 (1.9110) | Acc@1 57.031 (56.161) | Acc@5 77.734 (79.011)
[2021-03-14 18:11:38] TRAIN: [34][1140/5004] | Time 0.279 ( 0.284) | Data 0.000 (0.001) | Loss 1.8845 (1.9131) | Acc@1 54.297 (56.133) | Acc@5 80.859 (78.983)
[2021-03-14 18:11:47] TRAIN: [34][1170/5004] | Time 0.284 ( 0.284) | Data 0.000 (0.001) | Loss 1.8522 (1.9127) | Acc@1 55.469 (56.146) | Acc@5 82.422 (78.990)
[2021-03-14 18:11:55] TRAIN: [34][1200/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 1.8606 (1.9126) | Acc@1 57.422 (56.133) | Acc@5 78.906 (78.993)
[2021-03-14 18:12:04] TRAIN: [34][1230/5004] | Time 0.293 ( 0.284) | Data 0.000 (0.001) | Loss 2.0554 (1.9128) | Acc@1 51.562 (56.113) | Acc@5 77.344 (78.992)
[2021-03-14 18:12:12] TRAIN: [34][1260/5004] | Time 0.289 ( 0.284) | Data 0.000 (0.001) | Loss 1.6923 (1.9123) | Acc@1 58.984 (56.121) | Acc@5 84.375 (78.999)
[2021-03-14 18:12:21] TRAIN: [34][1290/5004] | Time 0.285 ( 0.284) | Data 0.000 (0.001) | Loss 2.1432 (1.9135) | Acc@1 51.953 (56.095) | Acc@5 78.125 (78.986)
[2021-03-14 18:12:29] TRAIN: [34][1320/5004] | Time 0.288 ( 0.284) | Data 0.000 (0.001) | Loss 1.6994 (1.9134) | Acc@1 58.594 (56.085) | Acc@5 83.594 (78.975)
[2021-03-14 18:12:38] TRAIN: [34][1350/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 2.1830 (1.9137) | Acc@1 49.219 (56.070) | Acc@5 75.391 (78.981)
[2021-03-14 18:12:46] TRAIN: [34][1380/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.8288 (1.9142) | Acc@1 57.812 (56.058) | Acc@5 81.250 (78.968)
[2021-03-14 18:12:55] TRAIN: [34][1410/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Loss 1.7689 (1.9147) | Acc@1 56.641 (56.042) | Acc@5 80.469 (78.956)
[2021-03-14 18:13:03] TRAIN: [34][1440/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.9796 (1.9146) | Acc@1 52.734 (56.040) | Acc@5 79.297 (78.965)
[2021-03-14 18:13:12] TRAIN: [34][1470/5004] | Time 0.281 ( 0.284) | Data 0.000 (0.001) | Loss 1.7991 (1.9158) | Acc@1 57.812 (56.006) | Acc@5 81.641 (78.943)
[2021-03-14 18:13:20] TRAIN: [34][1500/5004] | Time 0.278 ( 0.284) | Data 0.000 (0.001) | Loss 1.7249 (1.9159) | Acc@1 62.500 (56.004) | Acc@5 82.812 (78.946)
[2021-03-14 18:13:29] TRAIN: [34][1530/5004] | Time 0.282 ( 0.284) | Data 0.000 (0.001) | Loss 1.8493 (1.9168) | Acc@1 56.250 (55.991) | Acc@5 78.906 (78.932)
[2021-03-14 18:13:37] TRAIN: [34][1560/5004] | Time 0.296 ( 0.284) | Data 0.000 (0.001) | Loss 1.8397 (1.9175) | Acc@1 60.156 (55.987) | Acc@5 79.297 (78.920)
[2021-03-14 18:13:46] TRAIN: [34][1590/5004] | Time 0.277 ( 0.284) | Data 0.000 (0.001) | Loss 2.0529 (1.9182) | Acc@1 53.125 (55.978) | Acc@5 78.125 (78.905)
[2021-03-14 18:13:54] TRAIN: [34][1620/5004] | Time 0.280 ( 0.284) | Data 0.000 (0.001) | Lo
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