2024-05-18 20:03:06 transreid INFO: Saving model in the path :log/bs_exp/VOLO_D2_Market1501/256bs_lr0.0016_ep120_warm20_seed0
2024-05-18 20:03:06 transreid INFO: Loaded configuration file configs/market/volo_d2.yml
2024-05-18 20:03:06 transreid INFO: Running with config:
DATALOADER:
  NUM_INSTANCE: 4
  NUM_WORKERS: 8
  REMOVE_TAIL: 0
  SAMPLER: softmax_triplet
DATASETS:
  NAMES: market1501
  ROOT_DIR: /home/ma-user/work/Datasets/ImageReID_Datasets/mixreid/
  ROOT_TRAIN_DIR: ../data
  ROOT_VAL_DIR: ../data
INPUT:
  PADDING: 10
  PIXEL_MEAN: [0.5, 0.5, 0.5]
  PIXEL_STD: [0.5, 0.5, 0.5]
  PROB: 0.5
  RE_PROB: 0.5
  SIZE_TEST: [256, 128]
  SIZE_TRAIN: [256, 128]
MODEL:
  ATT_DROP_RATE: 0.0
  COS_LAYER: False
  DEVICE: cuda
  DEVICE_ID: 0
  DEVIDE_LENGTH: 4
  DIST_TRAIN: False
  DROPOUT_RATE: 0.0
  DROP_OUT: 0.0
  DROP_PATH: 0.1
  FEAT_DIM: 512
  FEAT_FUSION: cat
  GEM_POOLING: False
  ID_LOSS_TYPE: softmax
  ID_LOSS_WEIGHT: 1.0
  IF_LABELSMOOTH: off
  IF_WITH_CENTER: no
  JPM: False
  LAST_STRIDE: 1
  METRIC_LOSS_TYPE: triplet
  MULTI_NECK: True
  NAME: volo_d2
  NECK: bnneck
  NO_MARGIN: True
  PRETRAIN_CHOICE: self
  PRETRAIN_HW_RATIO: 2
  PRETRAIN_PATH: /home/ma-user/work/Projects/ReIDNets_Checkpoints_TransReID/VOLO_D2.pth
  REDUCE_FEAT_DIM: False
  RE_ARRANGE: True
  SHIFT_NUM: 5
  SHUFFLE_GROUP: 2
  SIE_CAMERA: False
  SIE_COE: 3.0
  SIE_VIEW: False
  STEM_CONV: False
  STRIDE_SIZE: [16, 16]
  TRANSFORMER_TYPE: None
  TRIPLET_LOSS_WEIGHT: 1.0
OUTPUT_DIR: log/bs_exp/VOLO_D2_Market1501/256bs_lr0.0016_ep120_warm20_seed0
SOLVER:
  BASE_LR: 0.0016
  BIAS_LR_FACTOR: 2
  CENTER_LOSS_WEIGHT: 0.0005
  CENTER_LR: 0.5
  CHECKPOINT_PERIOD: 120
  COSINE_MARGIN: 0.5
  COSINE_SCALE: 30
  EVAL_PERIOD: 20
  GAMMA: 0.1
  IMS_PER_BATCH: 256
  LARGE_FC_LR: False
  LOG_PERIOD: 10
  MARGIN: 0.3
  MAX_EPOCHS: 120
  MOMENTUM: 0.9
  OPTIMIZER_NAME: SGD
  SEED: 0
  STEPS: (40, 70)
  TRP_L2: False
  WARMUP_EPOCHS: 20
  WARMUP_FACTOR: 0.01
  WARMUP_METHOD: cosine
  WEIGHT_DECAY: 0.0001
  WEIGHT_DECAY_BIAS: 0.0001
TEST:
  DIST_MAT: dist_mat.npy
  EVAL: True
  FEAT_NORM: yes
  IMS_PER_BATCH: 256
  NECK_FEAT: before
  RE_RANKING: False
  WEIGHT: 
2024-05-18 20:03:07 transreid.check INFO: Dataset statistics:
2024-05-18 20:03:07 transreid.check INFO:   ----------------------------------------
2024-05-18 20:03:07 transreid.check INFO:   subset   | # ids | # images | # cameras
2024-05-18 20:03:07 transreid.check INFO:   ----------------------------------------
2024-05-18 20:03:07 transreid.check INFO:   train    |   751 |    12936 |         6
2024-05-18 20:03:07 transreid.check INFO:   query    |   750 |     3368 |         6
2024-05-18 20:03:07 transreid.check INFO:   gallery  |   751 |    15913 |         6
2024-05-18 20:03:07 transreid.check INFO:   ----------------------------------------
2024-05-18 20:03:12 transreid INFO: ===========using cosine learning rate=======
2024-05-18 20:03:12 transreid.train INFO: start training
2024-05-18 20:03:27 transreid.train INFO: Epoch[1] Iter[10/47] Loss: 20.320, Acc: 0.001, Base Lr: 9.52e-05
2024-05-18 20:03:36 transreid.train INFO: Epoch[1] Iter[20/47] Loss: 17.033, Acc: 0.001, Base Lr: 9.52e-05
2024-05-18 20:03:44 transreid.train INFO: Epoch[1] Iter[30/47] Loss: 15.050, Acc: 0.001, Base Lr: 9.52e-05
2024-05-18 20:03:52 transreid.train INFO: Epoch[1] Iter[40/47] Loss: 13.792, Acc: 0.001, Base Lr: 9.52e-05
2024-05-18 20:03:56 transreid.train INFO: Epoch 1 done. Time per epoch: 43.132[s] Speed: 261.2[samples/s]
2024-05-18 20:04:05 transreid.train INFO: Epoch[2] Iter[10/47] Loss: 9.535, Acc: 0.002, Base Lr: 1.74e-04
2024-05-18 20:04:14 transreid.train INFO: Epoch[2] Iter[20/47] Loss: 9.191, Acc: 0.002, Base Lr: 1.74e-04
2024-05-18 20:04:22 transreid.train INFO: Epoch[2] Iter[30/47] Loss: 8.743, Acc: 0.003, Base Lr: 1.74e-04
2024-05-18 20:04:30 transreid.train INFO: Epoch[2] Iter[40/47] Loss: 8.391, Acc: 0.005, Base Lr: 1.74e-04
2024-05-18 20:04:34 transreid.train INFO: Epoch 2 done. Time per epoch: 37.965[s] Speed: 296.7[samples/s]
2024-05-18 20:04:43 transreid.train INFO: Epoch[3] Iter[10/47] Loss: 7.191, Acc: 0.036, Base Lr: 2.54e-04
2024-05-18 20:04:51 transreid.train INFO: Epoch[3] Iter[20/47] Loss: 7.151, Acc: 0.056, Base Lr: 2.54e-04
2024-05-18 20:05:00 transreid.train INFO: Epoch[3] Iter[30/47] Loss: 7.113, Acc: 0.090, Base Lr: 2.54e-04
2024-05-18 20:05:08 transreid.train INFO: Epoch[3] Iter[40/47] Loss: 7.088, Acc: 0.133, Base Lr: 2.54e-04
2024-05-18 20:05:12 transreid.train INFO: Epoch 3 done. Time per epoch: 37.989[s] Speed: 296.5[samples/s]
2024-05-18 20:05:21 transreid.train INFO: Epoch[4] Iter[10/47] Loss: 6.957, Acc: 0.185, Base Lr: 3.33e-04
2024-05-18 20:05:30 transreid.train INFO: Epoch[4] Iter[20/47] Loss: 6.934, Acc: 0.225, Base Lr: 3.33e-04
2024-05-18 20:05:38 transreid.train INFO: Epoch[4] Iter[30/47] Loss: 6.923, Acc: 0.263, Base Lr: 3.33e-04
2024-05-18 20:05:46 transreid.train INFO: Epoch[4] Iter[40/47] Loss: 6.908, Acc: 0.321, Base Lr: 3.33e-04
2024-05-18 20:05:50 transreid.train INFO: Epoch 4 done. Time per epoch: 37.955[s] Speed: 296.8[samples/s]
2024-05-18 20:05:59 transreid.train INFO: Epoch[5] Iter[10/47] Loss: 6.888, Acc: 0.293, Base Lr: 4.12e-04
2024-05-18 20:06:07 transreid.train INFO: Epoch[5] Iter[20/47] Loss: 6.852, Acc: 0.307, Base Lr: 4.12e-04
2024-05-18 20:06:16 transreid.train INFO: Epoch[5] Iter[30/47] Loss: 6.819, Acc: 0.357, Base Lr: 4.12e-04
2024-05-18 20:06:24 transreid.train INFO: Epoch[5] Iter[40/47] Loss: 6.793, Acc: 0.408, Base Lr: 4.12e-04
2024-05-18 20:06:28 transreid.train INFO: Epoch 5 done. Time per epoch: 38.047[s] Speed: 296.1[samples/s]
2024-05-18 20:06:37 transreid.train INFO: Epoch[6] Iter[10/47] Loss: 6.773, Acc: 0.318, Base Lr: 4.91e-04
2024-05-18 20:06:46 transreid.train INFO: Epoch[6] Iter[20/47] Loss: 6.749, Acc: 0.334, Base Lr: 4.91e-04
2024-05-18 20:06:54 transreid.train INFO: Epoch[6] Iter[30/47] Loss: 6.706, Acc: 0.370, Base Lr: 4.91e-04
2024-05-18 20:07:02 transreid.train INFO: Epoch[6] Iter[40/47] Loss: 6.661, Acc: 0.424, Base Lr: 4.91e-04
2024-05-18 20:07:06 transreid.train INFO: Epoch 6 done. Time per epoch: 38.101[s] Speed: 295.6[samples/s]
2024-05-18 20:07:15 transreid.train INFO: Epoch[7] Iter[10/47] Loss: 6.612, Acc: 0.296, Base Lr: 5.70e-04
2024-05-18 20:07:24 transreid.train INFO: Epoch[7] Iter[20/47] Loss: 6.601, Acc: 0.322, Base Lr: 5.70e-04
2024-05-18 20:07:32 transreid.train INFO: Epoch[7] Iter[30/47] Loss: 6.542, Acc: 0.362, Base Lr: 5.70e-04
2024-05-18 20:07:40 transreid.train INFO: Epoch[7] Iter[40/47] Loss: 6.482, Acc: 0.423, Base Lr: 5.70e-04
2024-05-18 20:07:44 transreid.train INFO: Epoch 7 done. Time per epoch: 38.137[s] Speed: 295.4[samples/s]
2024-05-18 20:07:53 transreid.train INFO: Epoch[8] Iter[10/47] Loss: 6.461, Acc: 0.312, Base Lr: 6.50e-04
2024-05-18 20:08:02 transreid.train INFO: Epoch[8] Iter[20/47] Loss: 6.435, Acc: 0.331, Base Lr: 6.50e-04
2024-05-18 20:08:10 transreid.train INFO: Epoch[8] Iter[30/47] Loss: 6.371, Acc: 0.370, Base Lr: 6.50e-04
2024-05-18 20:08:19 transreid.train INFO: Epoch[8] Iter[40/47] Loss: 6.318, Acc: 0.413, Base Lr: 6.50e-04
2024-05-18 20:08:22 transreid.train INFO: Epoch 8 done. Time per epoch: 38.071[s] Speed: 295.9[samples/s]
2024-05-18 20:08:31 transreid.train INFO: Epoch[9] Iter[10/47] Loss: 6.364, Acc: 0.295, Base Lr: 7.29e-04
2024-05-18 20:08:40 transreid.train INFO: Epoch[9] Iter[20/47] Loss: 6.322, Acc: 0.314, Base Lr: 7.29e-04
2024-05-18 20:08:48 transreid.train INFO: Epoch[9] Iter[30/47] Loss: 6.237, Acc: 0.360, Base Lr: 7.29e-04
2024-05-18 20:08:57 transreid.train INFO: Epoch[9] Iter[40/47] Loss: 6.140, Acc: 0.421, Base Lr: 7.29e-04
2024-05-18 20:09:00 transreid.train INFO: Epoch 9 done. Time per epoch: 38.162[s] Speed: 295.2[samples/s]
2024-05-18 20:09:10 transreid.train INFO: Epoch[10] Iter[10/47] Loss: 6.169, Acc: 0.283, Base Lr: 8.08e-04
2024-05-18 20:09:18 transreid.train INFO: Epoch[10] Iter[20/47] Loss: 6.105, Acc: 0.296, Base Lr: 8.08e-04
2024-05-18 20:09:26 transreid.train INFO: Epoch[10] Iter[30/47] Loss: 6.018, Acc: 0.348, Base Lr: 8.08e-04
2024-05-18 20:09:35 transreid.train INFO: Epoch[10] Iter[40/47] Loss: 5.910, Acc: 0.404, Base Lr: 8.08e-04
2024-05-18 20:09:38 transreid.train INFO: Epoch 10 done. Time per epoch: 38.051[s] Speed: 296.0[samples/s]
2024-05-18 20:09:48 transreid.train INFO: Epoch[11] Iter[10/47] Loss: 6.035, Acc: 0.263, Base Lr: 8.87e-04
2024-05-18 20:09:56 transreid.train INFO: Epoch[11] Iter[20/47] Loss: 5.957, Acc: 0.287, Base Lr: 8.87e-04
2024-05-18 20:10:04 transreid.train INFO: Epoch[11] Iter[30/47] Loss: 5.839, Acc: 0.327, Base Lr: 8.87e-04
2024-05-18 20:10:13 transreid.train INFO: Epoch[11] Iter[40/47] Loss: 5.707, Acc: 0.390, Base Lr: 8.87e-04
2024-05-18 20:10:16 transreid.train INFO: Epoch 11 done. Time per epoch: 38.006[s] Speed: 296.4[samples/s]
2024-05-18 20:10:26 transreid.train INFO: Epoch[12] Iter[10/47] Loss: 5.673, Acc: 0.307, Base Lr: 9.66e-04
2024-05-18 20:10:34 transreid.train INFO: Epoch[12] Iter[20/47] Loss: 5.645, Acc: 0.309, Base Lr: 9.66e-04
2024-05-18 20:10:42 transreid.train INFO: Epoch[12] Iter[30/47] Loss: 5.555, Acc: 0.344, Base Lr: 9.66e-04
2024-05-18 20:10:51 transreid.train INFO: Epoch[12] Iter[40/47] Loss: 5.415, Acc: 0.395, Base Lr: 9.66e-04
2024-05-18 20:10:54 transreid.train INFO: Epoch 12 done. Time per epoch: 37.994[s] Speed: 296.5[samples/s]
2024-05-18 20:11:04 transreid.train INFO: Epoch[13] Iter[10/47] Loss: 5.573, Acc: 0.265, Base Lr: 1.05e-03
2024-05-18 20:11:12 transreid.train INFO: Epoch[13] Iter[20/47] Loss: 5.458, Acc: 0.299, Base Lr: 1.05e-03
2024-05-18 20:11:20 transreid.train INFO: Epoch[13] Iter[30/47] Loss: 5.333, Acc: 0.336, Base Lr: 1.05e-03
2024-05-18 20:11:29 transreid.train INFO: Epoch[13] Iter[40/47] Loss: 5.164, Acc: 0.399, Base Lr: 1.05e-03
2024-05-18 20:11:32 transreid.train INFO: Epoch 13 done. Time per epoch: 38.079[s] Speed: 295.8[samples/s]
2024-05-18 20:11:42 transreid.train INFO: Epoch[14] Iter[10/47] Loss: 5.374, Acc: 0.264, Base Lr: 1.12e-03
2024-05-18 20:11:50 transreid.train INFO: Epoch[14] Iter[20/47] Loss: 5.229, Acc: 0.309, Base Lr: 1.12e-03
2024-05-18 20:11:59 transreid.train INFO: Epoch[14] Iter[30/47] Loss: 5.084, Acc: 0.348, Base Lr: 1.12e-03
2024-05-18 20:12:07 transreid.train INFO: Epoch[14] Iter[40/47] Loss: 4.878, Acc: 0.412, Base Lr: 1.12e-03
2024-05-18 20:12:10 transreid.train INFO: Epoch 14 done. Time per epoch: 38.110[s] Speed: 295.6[samples/s]
2024-05-18 20:12:20 transreid.train INFO: Epoch[15] Iter[10/47] Loss: 5.076, Acc: 0.284, Base Lr: 1.20e-03
2024-05-18 20:12:28 transreid.train INFO: Epoch[15] Iter[20/47] Loss: 4.985, Acc: 0.313, Base Lr: 1.20e-03
2024-05-18 20:12:37 transreid.train INFO: Epoch[15] Iter[30/47] Loss: 4.817, Acc: 0.359, Base Lr: 1.20e-03
2024-05-18 20:12:45 transreid.train INFO: Epoch[15] Iter[40/47] Loss: 4.610, Acc: 0.422, Base Lr: 1.20e-03
2024-05-18 20:12:48 transreid.train INFO: Epoch 15 done. Time per epoch: 38.029[s] Speed: 296.2[samples/s]
2024-05-18 20:12:58 transreid.train INFO: Epoch[16] Iter[10/47] Loss: 4.884, Acc: 0.297, Base Lr: 1.28e-03
2024-05-18 20:13:06 transreid.train INFO: Epoch[16] Iter[20/47] Loss: 4.734, Acc: 0.327, Base Lr: 1.28e-03
2024-05-18 20:13:15 transreid.train INFO: Epoch[16] Iter[30/47] Loss: 4.537, Acc: 0.383, Base Lr: 1.28e-03
2024-05-18 20:13:23 transreid.train INFO: Epoch[16] Iter[40/47] Loss: 4.296, Acc: 0.451, Base Lr: 1.28e-03
2024-05-18 20:13:27 transreid.train INFO: Epoch 16 done. Time per epoch: 38.073[s] Speed: 295.9[samples/s]
2024-05-18 20:13:36 transreid.train INFO: Epoch[17] Iter[10/47] Loss: 4.633, Acc: 0.314, Base Lr: 1.36e-03
2024-05-18 20:13:44 transreid.train INFO: Epoch[17] Iter[20/47] Loss: 4.512, Acc: 0.350, Base Lr: 1.36e-03
2024-05-18 20:13:53 transreid.train INFO: Epoch[17] Iter[30/47] Loss: 4.295, Acc: 0.408, Base Lr: 1.36e-03
2024-05-18 20:14:01 transreid.train INFO: Epoch[17] Iter[40/47] Loss: 4.034, Acc: 0.475, Base Lr: 1.36e-03
2024-05-18 20:14:05 transreid.train INFO: Epoch 17 done. Time per epoch: 38.085[s] Speed: 295.8[samples/s]
2024-05-18 20:14:14 transreid.train INFO: Epoch[18] Iter[10/47] Loss: 4.355, Acc: 0.361, Base Lr: 1.44e-03
2024-05-18 20:14:22 transreid.train INFO: Epoch[18] Iter[20/47] Loss: 4.227, Acc: 0.390, Base Lr: 1.44e-03
2024-05-18 20:14:31 transreid.train INFO: Epoch[18] Iter[30/47] Loss: 4.032, Acc: 0.434, Base Lr: 1.44e-03
2024-05-18 20:14:39 transreid.train INFO: Epoch[18] Iter[40/47] Loss: 3.758, Acc: 0.500, Base Lr: 1.44e-03
2024-05-18 20:14:43 transreid.train INFO: Epoch 18 done. Time per epoch: 38.037[s] Speed: 296.1[samples/s]
2024-05-18 20:14:52 transreid.train INFO: Epoch[19] Iter[10/47] Loss: 4.072, Acc: 0.400, Base Lr: 1.52e-03
2024-05-18 20:15:00 transreid.train INFO: Epoch[19] Iter[20/47] Loss: 3.942, Acc: 0.431, Base Lr: 1.52e-03
2024-05-18 20:15:09 transreid.train INFO: Epoch[19] Iter[30/47] Loss: 3.756, Acc: 0.477, Base Lr: 1.52e-03
2024-05-18 20:15:17 transreid.train INFO: Epoch[19] Iter[40/47] Loss: 3.511, Acc: 0.536, Base Lr: 1.52e-03
2024-05-18 20:15:21 transreid.train INFO: Epoch 19 done. Time per epoch: 38.064[s] Speed: 295.9[samples/s]
2024-05-18 20:15:30 transreid.train INFO: Epoch[20] Iter[10/47] Loss: 4.044, Acc: 0.352, Base Lr: 1.49e-03
2024-05-18 20:15:39 transreid.train INFO: Epoch[20] Iter[20/47] Loss: 3.770, Acc: 0.420, Base Lr: 1.49e-03
2024-05-18 20:15:47 transreid.train INFO: Epoch[20] Iter[30/47] Loss: 3.515, Acc: 0.489, Base Lr: 1.49e-03
2024-05-18 20:15:55 transreid.train INFO: Epoch[20] Iter[40/47] Loss: 3.235, Acc: 0.560, Base Lr: 1.49e-03
2024-05-18 20:15:59 transreid.train INFO: Epoch 20 done. Time per epoch: 38.140[s] Speed: 295.3[samples/s]
2024-05-18 20:16:54 transreid.train INFO: Validation Results - Epoch: 20
2024-05-18 20:16:54 transreid.train INFO: mAP: 89.7%
2024-05-18 20:16:54 transreid.train INFO: CMC curve, Rank-1  :95.2%
2024-05-18 20:16:54 transreid.train INFO: CMC curve, Rank-5  :98.3%
2024-05-18 20:16:54 transreid.train INFO: CMC curve, Rank-10 :99.0%
2024-05-18 20:17:04 transreid.train INFO: Epoch[21] Iter[10/47] Loss: 3.727, Acc: 0.430, Base Lr: 1.48e-03
2024-05-18 20:17:12 transreid.train INFO: Epoch[21] Iter[20/47] Loss: 3.518, Acc: 0.467, Base Lr: 1.48e-03
2024-05-18 20:17:21 transreid.train INFO: Epoch[21] Iter[30/47] Loss: 3.297, Acc: 0.517, Base Lr: 1.48e-03
2024-05-18 20:17:29 transreid.train INFO: Epoch[21] Iter[40/47] Loss: 2.995, Acc: 0.592, Base Lr: 1.48e-03
2024-05-18 20:17:32 transreid.train INFO: Epoch 21 done. Time per epoch: 38.184[s] Speed: 295.0[samples/s]
2024-05-18 20:17:42 transreid.train INFO: Epoch[22] Iter[10/47] Loss: 3.490, Acc: 0.436, Base Lr: 1.47e-03
2024-05-18 20:17:50 transreid.train INFO: Epoch[22] Iter[20/47] Loss: 3.244, Acc: 0.499, Base Lr: 1.47e-03
2024-05-18 20:17:59 transreid.train INFO: Epoch[22] Iter[30/47] Loss: 3.015, Acc: 0.558, Base Lr: 1.47e-03
2024-05-18 20:18:07 transreid.train INFO: Epoch[22] Iter[40/47] Loss: 2.757, Acc: 0.622, Base Lr: 1.47e-03
2024-05-18 20:18:11 transreid.train INFO: Epoch 22 done. Time per epoch: 38.074[s] Speed: 295.8[samples/s]
2024-05-18 20:18:20 transreid.train INFO: Epoch[23] Iter[10/47] Loss: 3.383, Acc: 0.450, Base Lr: 1.46e-03
2024-05-18 20:18:29 transreid.train INFO: Epoch[23] Iter[20/47] Loss: 3.142, Acc: 0.495, Base Lr: 1.46e-03
2024-05-18 20:18:37 transreid.train INFO: Epoch[23] Iter[30/47] Loss: 2.876, Acc: 0.565, Base Lr: 1.46e-03
2024-05-18 20:18:45 transreid.train INFO: Epoch[23] Iter[40/47] Loss: 2.569, Acc: 0.645, Base Lr: 1.46e-03
2024-05-18 20:18:49 transreid.train INFO: Epoch 23 done. Time per epoch: 38.238[s] Speed: 294.6[samples/s]
2024-05-18 20:18:58 transreid.train INFO: Epoch[24] Iter[10/47] Loss: 3.177, Acc: 0.482, Base Lr: 1.45e-03
2024-05-18 20:19:07 transreid.train INFO: Epoch[24] Iter[20/47] Loss: 2.917, Acc: 0.542, Base Lr: 1.45e-03
2024-05-18 20:19:15 transreid.train INFO: Epoch[24] Iter[30/47] Loss: 2.668, Acc: 0.607, Base Lr: 1.45e-03
2024-05-18 20:19:23 transreid.train INFO: Epoch[24] Iter[40/47] Loss: 2.374, Acc: 0.673, Base Lr: 1.45e-03
2024-05-18 20:19:27 transreid.train INFO: Epoch 24 done. Time per epoch: 38.162[s] Speed: 295.2[samples/s]
2024-05-18 20:19:36 transreid.train INFO: Epoch[25] Iter[10/47] Loss: 3.005, Acc: 0.514, Base Lr: 1.44e-03
2024-05-18 20:19:45 transreid.train INFO: Epoch[25] Iter[20/47] Loss: 2.743, Acc: 0.576, Base Lr: 1.44e-03
2024-05-18 20:19:53 transreid.train INFO: Epoch[25] Iter[30/47] Loss: 2.501, Acc: 0.636, Base Lr: 1.44e-03
2024-05-18 20:20:02 transreid.train INFO: Epoch[25] Iter[40/47] Loss: 2.225, Acc: 0.695, Base Lr: 1.44e-03
2024-05-18 20:20:05 transreid.train INFO: Epoch 25 done. Time per epoch: 38.144[s] Speed: 295.3[samples/s]
2024-05-18 20:20:15 transreid.train INFO: Epoch[26] Iter[10/47] Loss: 2.853, Acc: 0.525, Base Lr: 1.42e-03
2024-05-18 20:20:23 transreid.train INFO: Epoch[26] Iter[20/47] Loss: 2.595, Acc: 0.593, Base Lr: 1.42e-03
2024-05-18 20:20:31 transreid.train INFO: Epoch[26] Iter[30/47] Loss: 2.354, Acc: 0.653, Base Lr: 1.42e-03
2024-05-18 20:20:40 transreid.train INFO: Epoch[26] Iter[40/47] Loss: 2.094, Acc: 0.712, Base Lr: 1.42e-03
2024-05-18 20:20:43 transreid.train INFO: Epoch 26 done. Time per epoch: 38.141[s] Speed: 295.3[samples/s]
2024-05-18 20:20:53 transreid.train INFO: Epoch[27] Iter[10/47] Loss: 2.609, Acc: 0.590, Base Lr: 1.41e-03
2024-05-18 20:21:01 transreid.train INFO: Epoch[27] Iter[20/47] Loss: 2.442, Acc: 0.624, Base Lr: 1.41e-03
2024-05-18 20:21:10 transreid.train INFO: Epoch[27] Iter[30/47] Loss: 2.199, Acc: 0.678, Base Lr: 1.41e-03
2024-05-18 20:21:18 transreid.train INFO: Epoch[27] Iter[40/47] Loss: 1.923, Acc: 0.738, Base Lr: 1.41e-03
2024-05-18 20:21:21 transreid.train INFO: Epoch 27 done. Time per epoch: 38.202[s] Speed: 294.9[samples/s]
2024-05-18 20:21:31 transreid.train INFO: Epoch[28] Iter[10/47] Loss: 2.508, Acc: 0.593, Base Lr: 1.39e-03
2024-05-18 20:21:39 transreid.train INFO: Epoch[28] Iter[20/47] Loss: 2.294, Acc: 0.648, Base Lr: 1.39e-03
2024-05-18 20:21:48 transreid.train INFO: Epoch[28] Iter[30/47] Loss: 2.065, Acc: 0.704, Base Lr: 1.39e-03
2024-05-18 20:21:56 transreid.train INFO: Epoch[28] Iter[40/47] Loss: 1.804, Acc: 0.758, Base Lr: 1.39e-03
2024-05-18 20:22:00 transreid.train INFO: Epoch 28 done. Time per epoch: 38.152[s] Speed: 295.2[samples/s]
2024-05-18 20:22:09 transreid.train INFO: Epoch[29] Iter[10/47] Loss: 2.392, Acc: 0.616, Base Lr: 1.38e-03
2024-05-18 20:22:17 transreid.train INFO: Epoch[29] Iter[20/47] Loss: 2.137, Acc: 0.675, Base Lr: 1.38e-03
2024-05-18 20:22:26 transreid.train INFO: Epoch[29] Iter[30/47] Loss: 1.911, Acc: 0.725, Base Lr: 1.38e-03
2024-05-18 20:22:34 transreid.train INFO: Epoch[29] Iter[40/47] Loss: 1.665, Acc: 0.777, Base Lr: 1.38e-03
2024-05-18 20:22:38 transreid.train INFO: Epoch 29 done. Time per epoch: 38.077[s] Speed: 295.8[samples/s]
2024-05-18 20:22:47 transreid.train INFO: Epoch[30] Iter[10/47] Loss: 2.252, Acc: 0.654, Base Lr: 1.37e-03
2024-05-18 20:22:56 transreid.train INFO: Epoch[30] Iter[20/47] Loss: 2.056, Acc: 0.691, Base Lr: 1.37e-03
2024-05-18 20:23:04 transreid.train INFO: Epoch[30] Iter[30/47] Loss: 1.828, Acc: 0.740, Base Lr: 1.37e-03
2024-05-18 20:23:12 transreid.train INFO: Epoch[30] Iter[40/47] Loss: 1.589, Acc: 0.792, Base Lr: 1.37e-03
2024-05-18 20:23:16 transreid.train INFO: Epoch 30 done. Time per epoch: 38.185[s] Speed: 295.0[samples/s]
2024-05-18 20:23:25 transreid.train INFO: Epoch[31] Iter[10/47] Loss: 2.202, Acc: 0.662, Base Lr: 1.35e-03
2024-05-18 20:23:34 transreid.train INFO: Epoch[31] Iter[20/47] Loss: 1.892, Acc: 0.729, Base Lr: 1.35e-03
2024-05-18 20:23:42 transreid.train INFO: Epoch[31] Iter[30/47] Loss: 1.719, Acc: 0.762, Base Lr: 1.35e-03
2024-05-18 20:23:51 transreid.train INFO: Epoch[31] Iter[40/47] Loss: 1.506, Acc: 0.803, Base Lr: 1.35e-03
2024-05-18 20:23:53 transreid.train INFO: Epoch 31 done. Time per epoch: 37.263[s] Speed: 295.4[samples/s]
2024-05-18 20:24:03 transreid.train INFO: Epoch[32] Iter[10/47] Loss: 2.122, Acc: 0.654, Base Lr: 1.34e-03
2024-05-18 20:24:11 transreid.train INFO: Epoch[32] Iter[20/47] Loss: 1.919, Acc: 0.707, Base Lr: 1.34e-03
2024-05-18 20:24:19 transreid.train INFO: Epoch[32] Iter[30/47] Loss: 1.654, Acc: 0.768, Base Lr: 1.34e-03
2024-05-18 20:24:28 transreid.train INFO: Epoch[32] Iter[40/47] Loss: 1.425, Acc: 0.815, Base Lr: 1.34e-03
2024-05-18 20:24:31 transreid.train INFO: Epoch 32 done. Time per epoch: 38.079[s] Speed: 295.8[samples/s]
2024-05-18 20:24:41 transreid.train INFO: Epoch[33] Iter[10/47] Loss: 2.056, Acc: 0.666, Base Lr: 1.32e-03
2024-05-18 20:24:49 transreid.train INFO: Epoch[33] Iter[20/47] Loss: 1.745, Acc: 0.738, Base Lr: 1.32e-03
2024-05-18 20:24:57 transreid.train INFO: Epoch[33] Iter[30/47] Loss: 1.546, Acc: 0.784, Base Lr: 1.32e-03
2024-05-18 20:25:06 transreid.train INFO: Epoch[33] Iter[40/47] Loss: 1.335, Acc: 0.826, Base Lr: 1.32e-03
2024-05-18 20:25:09 transreid.train INFO: Epoch 33 done. Time per epoch: 38.122[s] Speed: 295.5[samples/s]
2024-05-18 20:25:19 transreid.train INFO: Epoch[34] Iter[10/47] Loss: 1.958, Acc: 0.707, Base Lr: 1.30e-03
2024-05-18 20:25:27 transreid.train INFO: Epoch[34] Iter[20/47] Loss: 1.742, Acc: 0.744, Base Lr: 1.30e-03
2024-05-18 20:25:36 transreid.train INFO: Epoch[34] Iter[30/47] Loss: 1.505, Acc: 0.793, Base Lr: 1.30e-03
2024-05-18 20:25:44 transreid.train INFO: Epoch[34] Iter[40/47] Loss: 1.286, Acc: 0.834, Base Lr: 1.30e-03
2024-05-18 20:25:47 transreid.train INFO: Epoch 34 done. Time per epoch: 38.116[s] Speed: 295.5[samples/s]
2024-05-18 20:25:57 transreid.train INFO: Epoch[35] Iter[10/47] Loss: 1.858, Acc: 0.702, Base Lr: 1.29e-03
2024-05-18 20:26:05 transreid.train INFO: Epoch[35] Iter[20/47] Loss: 1.617, Acc: 0.755, Base Lr: 1.29e-03
2024-05-18 20:26:14 transreid.train INFO: Epoch[35] Iter[30/47] Loss: 1.389, Acc: 0.809, Base Lr: 1.29e-03
2024-05-18 20:26:22 transreid.train INFO: Epoch[35] Iter[40/47] Loss: 1.200, Acc: 0.846, Base Lr: 1.29e-03
2024-05-18 20:26:26 transreid.train INFO: Epoch 35 done. Time per epoch: 38.154[s] Speed: 295.2[samples/s]
2024-05-18 20:26:35 transreid.train INFO: Epoch[36] Iter[10/47] Loss: 1.717, Acc: 0.721, Base Lr: 1.27e-03
2024-05-18 20:26:44 transreid.train INFO: Epoch[36] Iter[20/47] Loss: 1.544, Acc: 0.761, Base Lr: 1.27e-03
2024-05-18 20:26:52 transreid.train INFO: Epoch[36] Iter[30/47] Loss: 1.310, Acc: 0.813, Base Lr: 1.27e-03
2024-05-18 20:27:00 transreid.train INFO: Epoch[36] Iter[40/47] Loss: 1.119, Acc: 0.853, Base Lr: 1.27e-03
2024-05-18 20:27:04 transreid.train INFO: Epoch 36 done. Time per epoch: 38.364[s] Speed: 293.6[samples/s]
2024-05-18 20:27:14 transreid.train INFO: Epoch[37] Iter[10/47] Loss: 1.658, Acc: 0.732, Base Lr: 1.25e-03
2024-05-18 20:27:22 transreid.train INFO: Epoch[37] Iter[20/47] Loss: 1.436, Acc: 0.786, Base Lr: 1.25e-03
2024-05-18 20:27:30 transreid.train INFO: Epoch[37] Iter[30/47] Loss: 1.238, Acc: 0.831, Base Lr: 1.25e-03
2024-05-18 20:27:39 transreid.train INFO: Epoch[37] Iter[40/47] Loss: 1.081, Acc: 0.863, Base Lr: 1.25e-03
2024-05-18 20:27:41 transreid.train INFO: Epoch 37 done. Time per epoch: 37.350[s] Speed: 294.7[samples/s]
2024-05-18 20:27:51 transreid.train INFO: Epoch[38] Iter[10/47] Loss: 1.521, Acc: 0.752, Base Lr: 1.24e-03
2024-05-18 20:27:59 transreid.train INFO: Epoch[38] Iter[20/47] Loss: 1.358, Acc: 0.798, Base Lr: 1.24e-03
2024-05-18 20:28:08 transreid.train INFO: Epoch[38] Iter[30/47] Loss: 1.191, Acc: 0.836, Base Lr: 1.24e-03
2024-05-18 20:28:16 transreid.train INFO: Epoch[38] Iter[40/47] Loss: 1.019, Acc: 0.871, Base Lr: 1.24e-03
2024-05-18 20:28:20 transreid.train INFO: Epoch 38 done. Time per epoch: 38.219[s] Speed: 294.7[samples/s]
2024-05-18 20:28:29 transreid.train INFO: Epoch[39] Iter[10/47] Loss: 1.563, Acc: 0.762, Base Lr: 1.22e-03
2024-05-18 20:28:37 transreid.train INFO: Epoch[39] Iter[20/47] Loss: 1.334, Acc: 0.813, Base Lr: 1.22e-03
2024-05-18 20:28:46 transreid.train INFO: Epoch[39] Iter[30/47] Loss: 1.164, Acc: 0.847, Base Lr: 1.22e-03
2024-05-18 20:28:54 transreid.train INFO: Epoch[39] Iter[40/47] Loss: 0.990, Acc: 0.878, Base Lr: 1.22e-03
2024-05-18 20:28:58 transreid.train INFO: Epoch 39 done. Time per epoch: 38.111[s] Speed: 295.6[samples/s]
2024-05-18 20:29:07 transreid.train INFO: Epoch[40] Iter[10/47] Loss: 1.493, Acc: 0.788, Base Lr: 1.20e-03
2024-05-18 20:29:16 transreid.train INFO: Epoch[40] Iter[20/47] Loss: 1.272, Acc: 0.826, Base Lr: 1.20e-03
2024-05-18 20:29:24 transreid.train INFO: Epoch[40] Iter[30/47] Loss: 1.087, Acc: 0.860, Base Lr: 1.20e-03
2024-05-18 20:29:32 transreid.train INFO: Epoch[40] Iter[40/47] Loss: 0.942, Acc: 0.887, Base Lr: 1.20e-03
2024-05-18 20:29:36 transreid.train INFO: Epoch 40 done. Time per epoch: 38.101[s] Speed: 295.6[samples/s]
2024-05-18 20:30:29 transreid.train INFO: Validation Results - Epoch: 40
2024-05-18 20:30:29 transreid.train INFO: mAP: 91.6%
2024-05-18 20:30:29 transreid.train INFO: CMC curve, Rank-1  :96.1%
2024-05-18 20:30:29 transreid.train INFO: CMC curve, Rank-5  :98.6%
2024-05-18 20:30:29 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-05-18 20:30:40 transreid.train INFO: Epoch[41] Iter[10/47] Loss: 1.459, Acc: 0.776, Base Lr: 1.18e-03
2024-05-18 20:30:48 transreid.train INFO: Epoch[41] Iter[20/47] Loss: 1.220, Acc: 0.833, Base Lr: 1.18e-03
2024-05-18 20:30:56 transreid.train INFO: Epoch[41] Iter[30/47] Loss: 1.045, Acc: 0.867, Base Lr: 1.18e-03
2024-05-18 20:31:05 transreid.train INFO: Epoch[41] Iter[40/47] Loss: 0.893, Acc: 0.893, Base Lr: 1.18e-03
2024-05-18 20:31:08 transreid.train INFO: Epoch 41 done. Time per epoch: 38.580[s] Speed: 292.0[samples/s]
2024-05-18 20:31:18 transreid.train INFO: Epoch[42] Iter[10/47] Loss: 1.382, Acc: 0.794, Base Lr: 1.16e-03
2024-05-18 20:31:26 transreid.train INFO: Epoch[42] Iter[20/47] Loss: 1.156, Acc: 0.845, Base Lr: 1.16e-03
2024-05-18 20:31:34 transreid.train INFO: Epoch[42] Iter[30/47] Loss: 0.999, Acc: 0.876, Base Lr: 1.16e-03
2024-05-18 20:31:43 transreid.train INFO: Epoch[42] Iter[40/47] Loss: 0.856, Acc: 0.900, Base Lr: 1.16e-03
2024-05-18 20:31:46 transreid.train INFO: Epoch 42 done. Time per epoch: 38.144[s] Speed: 295.3[samples/s]
2024-05-18 20:31:56 transreid.train INFO: Epoch[43] Iter[10/47] Loss: 1.330, Acc: 0.807, Base Lr: 1.15e-03
2024-05-18 20:32:04 transreid.train INFO: Epoch[43] Iter[20/47] Loss: 1.151, Acc: 0.853, Base Lr: 1.15e-03
2024-05-18 20:32:12 transreid.train INFO: Epoch[43] Iter[30/47] Loss: 0.980, Acc: 0.882, Base Lr: 1.15e-03
2024-05-18 20:32:21 transreid.train INFO: Epoch[43] Iter[40/47] Loss: 0.834, Acc: 0.906, Base Lr: 1.15e-03
2024-05-18 20:32:24 transreid.train INFO: Epoch 43 done. Time per epoch: 38.020[s] Speed: 296.3[samples/s]
2024-05-18 20:32:34 transreid.train INFO: Epoch[44] Iter[10/47] Loss: 1.241, Acc: 0.829, Base Lr: 1.13e-03
2024-05-18 20:32:42 transreid.train INFO: Epoch[44] Iter[20/47] Loss: 1.095, Acc: 0.858, Base Lr: 1.13e-03
2024-05-18 20:32:51 transreid.train INFO: Epoch[44] Iter[30/47] Loss: 0.926, Acc: 0.890, Base Lr: 1.13e-03
2024-05-18 20:32:59 transreid.train INFO: Epoch[44] Iter[40/47] Loss: 0.794, Acc: 0.913, Base Lr: 1.13e-03
2024-05-18 20:33:02 transreid.train INFO: Epoch 44 done. Time per epoch: 38.125[s] Speed: 295.4[samples/s]
2024-05-18 20:33:12 transreid.train INFO: Epoch[45] Iter[10/47] Loss: 1.284, Acc: 0.822, Base Lr: 1.11e-03
2024-05-18 20:33:20 transreid.train INFO: Epoch[45] Iter[20/47] Loss: 1.055, Acc: 0.870, Base Lr: 1.11e-03
2024-05-18 20:33:29 transreid.train INFO: Epoch[45] Iter[30/47] Loss: 0.895, Acc: 0.899, Base Lr: 1.11e-03
2024-05-18 20:33:37 transreid.train INFO: Epoch[45] Iter[40/47] Loss: 0.766, Acc: 0.918, Base Lr: 1.11e-03
2024-05-18 20:33:40 transreid.train INFO: Epoch 45 done. Time per epoch: 38.085[s] Speed: 295.8[samples/s]
2024-05-18 20:33:50 transreid.train INFO: Epoch[46] Iter[10/47] Loss: 1.123, Acc: 0.859, Base Lr: 1.09e-03
2024-05-18 20:33:58 transreid.train INFO: Epoch[46] Iter[20/47] Loss: 0.986, Acc: 0.880, Base Lr: 1.09e-03
2024-05-18 20:34:07 transreid.train INFO: Epoch[46] Iter[30/47] Loss: 0.860, Acc: 0.902, Base Lr: 1.09e-03
2024-05-18 20:34:15 transreid.train INFO: Epoch[46] Iter[40/47] Loss: 0.737, Acc: 0.922, Base Lr: 1.09e-03
2024-05-18 20:34:19 transreid.train INFO: Epoch 46 done. Time per epoch: 38.048[s] Speed: 296.0[samples/s]
2024-05-18 20:34:28 transreid.train INFO: Epoch[47] Iter[10/47] Loss: 1.177, Acc: 0.838, Base Lr: 1.07e-03
2024-05-18 20:34:36 transreid.train INFO: Epoch[47] Iter[20/47] Loss: 1.012, Acc: 0.871, Base Lr: 1.07e-03
2024-05-18 20:34:45 transreid.train INFO: Epoch[47] Iter[30/47] Loss: 0.837, Acc: 0.902, Base Lr: 1.07e-03
2024-05-18 20:34:53 transreid.train INFO: Epoch[47] Iter[40/47] Loss: 0.707, Acc: 0.925, Base Lr: 1.07e-03
2024-05-18 20:34:57 transreid.train INFO: Epoch 47 done. Time per epoch: 38.081[s] Speed: 295.8[samples/s]
2024-05-18 20:35:06 transreid.train INFO: Epoch[48] Iter[10/47] Loss: 1.192, Acc: 0.823, Base Lr: 1.05e-03
2024-05-18 20:35:14 transreid.train INFO: Epoch[48] Iter[20/47] Loss: 0.954, Acc: 0.883, Base Lr: 1.05e-03
2024-05-18 20:35:23 transreid.train INFO: Epoch[48] Iter[30/47] Loss: 0.801, Acc: 0.911, Base Lr: 1.05e-03
2024-05-18 20:35:31 transreid.train INFO: Epoch[48] Iter[40/47] Loss: 0.684, Acc: 0.929, Base Lr: 1.05e-03
2024-05-18 20:35:35 transreid.train INFO: Epoch 48 done. Time per epoch: 38.176[s] Speed: 295.1[samples/s]
2024-05-18 20:35:44 transreid.train INFO: Epoch[49] Iter[10/47] Loss: 1.108, Acc: 0.847, Base Lr: 1.03e-03
2024-05-18 20:35:53 transreid.train INFO: Epoch[49] Iter[20/47] Loss: 0.906, Acc: 0.894, Base Lr: 1.03e-03
2024-05-18 20:36:01 transreid.train INFO: Epoch[49] Iter[30/47] Loss: 0.764, Acc: 0.916, Base Lr: 1.03e-03
2024-05-18 20:36:09 transreid.train INFO: Epoch[49] Iter[40/47] Loss: 0.652, Acc: 0.933, Base Lr: 1.03e-03
2024-05-18 20:36:13 transreid.train INFO: Epoch 49 done. Time per epoch: 38.095[s] Speed: 295.7[samples/s]
2024-05-18 20:36:22 transreid.train INFO: Epoch[50] Iter[10/47] Loss: 1.103, Acc: 0.850, Base Lr: 1.01e-03
2024-05-18 20:36:31 transreid.train INFO: Epoch[50] Iter[20/47] Loss: 0.891, Acc: 0.891, Base Lr: 1.01e-03
2024-05-18 20:36:39 transreid.train INFO: Epoch[50] Iter[30/47] Loss: 0.750, Acc: 0.915, Base Lr: 1.01e-03
2024-05-18 20:36:48 transreid.train INFO: Epoch[50] Iter[40/47] Loss: 0.621, Acc: 0.935, Base Lr: 1.01e-03
2024-05-18 20:36:51 transreid.train INFO: Epoch 50 done. Time per epoch: 38.169[s] Speed: 295.1[samples/s]
2024-05-18 20:37:01 transreid.train INFO: Epoch[51] Iter[10/47] Loss: 0.978, Acc: 0.864, Base Lr: 9.88e-04
2024-05-18 20:37:09 transreid.train INFO: Epoch[51] Iter[20/47] Loss: 0.818, Acc: 0.899, Base Lr: 9.88e-04
2024-05-18 20:37:17 transreid.train INFO: Epoch[51] Iter[30/47] Loss: 0.698, Acc: 0.923, Base Lr: 9.88e-04
2024-05-18 20:37:26 transreid.train INFO: Epoch[51] Iter[40/47] Loss: 0.587, Acc: 0.939, Base Lr: 9.88e-04
2024-05-18 20:37:29 transreid.train INFO: Epoch 51 done. Time per epoch: 38.218[s] Speed: 294.7[samples/s]
2024-05-18 20:37:39 transreid.train INFO: Epoch[52] Iter[10/47] Loss: 1.011, Acc: 0.857, Base Lr: 9.68e-04
2024-05-18 20:37:47 transreid.train INFO: Epoch[52] Iter[20/47] Loss: 0.849, Acc: 0.891, Base Lr: 9.68e-04
2024-05-18 20:37:56 transreid.train INFO: Epoch[52] Iter[30/47] Loss: 0.690, Acc: 0.922, Base Lr: 9.68e-04
2024-05-18 20:38:04 transreid.train INFO: Epoch[52] Iter[40/47] Loss: 0.581, Acc: 0.938, Base Lr: 9.68e-04
2024-05-18 20:38:08 transreid.train INFO: Epoch 52 done. Time per epoch: 38.262[s] Speed: 294.4[samples/s]
2024-05-18 20:38:17 transreid.train INFO: Epoch[53] Iter[10/47] Loss: 0.844, Acc: 0.895, Base Lr: 9.47e-04
2024-05-18 20:38:25 transreid.train INFO: Epoch[53] Iter[20/47] Loss: 0.753, Acc: 0.908, Base Lr: 9.47e-04
2024-05-18 20:38:34 transreid.train INFO: Epoch[53] Iter[30/47] Loss: 0.643, Acc: 0.928, Base Lr: 9.47e-04
2024-05-18 20:38:42 transreid.train INFO: Epoch[53] Iter[40/47] Loss: 0.553, Acc: 0.942, Base Lr: 9.47e-04
2024-05-18 20:38:46 transreid.train INFO: Epoch 53 done. Time per epoch: 38.150[s] Speed: 295.3[samples/s]
2024-05-18 20:38:55 transreid.train INFO: Epoch[54] Iter[10/47] Loss: 0.910, Acc: 0.876, Base Lr: 9.26e-04
2024-05-18 20:39:04 transreid.train INFO: Epoch[54] Iter[20/47] Loss: 0.784, Acc: 0.901, Base Lr: 9.26e-04
2024-05-18 20:39:12 transreid.train INFO: Epoch[54] Iter[30/47] Loss: 0.656, Acc: 0.924, Base Lr: 9.26e-04
2024-05-18 20:39:20 transreid.train INFO: Epoch[54] Iter[40/47] Loss: 0.551, Acc: 0.940, Base Lr: 9.26e-04
2024-05-18 20:39:24 transreid.train INFO: Epoch 54 done. Time per epoch: 38.109[s] Speed: 295.6[samples/s]
2024-05-18 20:39:33 transreid.train INFO: Epoch[55] Iter[10/47] Loss: 0.922, Acc: 0.866, Base Lr: 9.06e-04
2024-05-18 20:39:42 transreid.train INFO: Epoch[55] Iter[20/47] Loss: 0.780, Acc: 0.899, Base Lr: 9.06e-04
2024-05-18 20:39:50 transreid.train INFO: Epoch[55] Iter[30/47] Loss: 0.642, Acc: 0.925, Base Lr: 9.06e-04
2024-05-18 20:39:59 transreid.train INFO: Epoch[55] Iter[40/47] Loss: 0.537, Acc: 0.942, Base Lr: 9.06e-04
2024-05-18 20:40:02 transreid.train INFO: Epoch 55 done. Time per epoch: 38.181[s] Speed: 295.0[samples/s]
2024-05-18 20:40:11 transreid.train INFO: Epoch[56] Iter[10/47] Loss: 0.863, Acc: 0.872, Base Lr: 8.85e-04
2024-05-18 20:40:20 transreid.train INFO: Epoch[56] Iter[20/47] Loss: 0.705, Acc: 0.907, Base Lr: 8.85e-04
2024-05-18 20:40:28 transreid.train INFO: Epoch[56] Iter[30/47] Loss: 0.602, Acc: 0.926, Base Lr: 8.85e-04
2024-05-18 20:40:37 transreid.train INFO: Epoch[56] Iter[40/47] Loss: 0.509, Acc: 0.943, Base Lr: 8.85e-04
2024-05-18 20:40:39 transreid.train INFO: Epoch 56 done. Time per epoch: 37.298[s] Speed: 295.1[samples/s]
2024-05-18 20:40:49 transreid.train INFO: Epoch[57] Iter[10/47] Loss: 0.826, Acc: 0.877, Base Lr: 8.64e-04
2024-05-18 20:40:57 transreid.train INFO: Epoch[57] Iter[20/47] Loss: 0.717, Acc: 0.901, Base Lr: 8.64e-04
2024-05-18 20:41:06 transreid.train INFO: Epoch[57] Iter[30/47] Loss: 0.582, Acc: 0.928, Base Lr: 8.64e-04
2024-05-18 20:41:14 transreid.train INFO: Epoch[57] Iter[40/47] Loss: 0.496, Acc: 0.943, Base Lr: 8.64e-04
2024-05-18 20:41:17 transreid.train INFO: Epoch 57 done. Time per epoch: 38.154[s] Speed: 295.2[samples/s]
2024-05-18 20:41:27 transreid.train INFO: Epoch[58] Iter[10/47] Loss: 0.860, Acc: 0.865, Base Lr: 8.43e-04
2024-05-18 20:41:35 transreid.train INFO: Epoch[58] Iter[20/47] Loss: 0.712, Acc: 0.901, Base Lr: 8.43e-04
2024-05-18 20:41:44 transreid.train INFO: Epoch[58] Iter[30/47] Loss: 0.589, Acc: 0.926, Base Lr: 8.43e-04
2024-05-18 20:41:52 transreid.train INFO: Epoch[58] Iter[40/47] Loss: 0.493, Acc: 0.942, Base Lr: 8.43e-04
2024-05-18 20:41:56 transreid.train INFO: Epoch 58 done. Time per epoch: 38.091[s] Speed: 295.7[samples/s]
2024-05-18 20:42:05 transreid.train INFO: Epoch[59] Iter[10/47] Loss: 0.856, Acc: 0.859, Base Lr: 8.22e-04
2024-05-18 20:42:13 transreid.train INFO: Epoch[59] Iter[20/47] Loss: 0.680, Acc: 0.904, Base Lr: 8.22e-04
2024-05-18 20:42:22 transreid.train INFO: Epoch[59] Iter[30/47] Loss: 0.558, Acc: 0.930, Base Lr: 8.22e-04
2024-05-18 20:42:30 transreid.train INFO: Epoch[59] Iter[40/47] Loss: 0.471, Acc: 0.946, Base Lr: 8.22e-04
2024-05-18 20:42:34 transreid.train INFO: Epoch 59 done. Time per epoch: 38.073[s] Speed: 295.9[samples/s]
2024-05-18 20:42:43 transreid.train INFO: Epoch[60] Iter[10/47] Loss: 0.808, Acc: 0.874, Base Lr: 8.02e-04
2024-05-18 20:42:51 transreid.train INFO: Epoch[60] Iter[20/47] Loss: 0.702, Acc: 0.901, Base Lr: 8.02e-04
2024-05-18 20:43:00 transreid.train INFO: Epoch[60] Iter[30/47] Loss: 0.565, Acc: 0.929, Base Lr: 8.02e-04
2024-05-18 20:43:08 transreid.train INFO: Epoch[60] Iter[40/47] Loss: 0.472, Acc: 0.946, Base Lr: 8.02e-04
2024-05-18 20:43:12 transreid.train INFO: Epoch 60 done. Time per epoch: 38.137[s] Speed: 295.4[samples/s]
2024-05-18 20:44:05 transreid.train INFO: Validation Results - Epoch: 60
2024-05-18 20:44:05 transreid.train INFO: mAP: 91.6%
2024-05-18 20:44:05 transreid.train INFO: CMC curve, Rank-1  :96.4%
2024-05-18 20:44:05 transreid.train INFO: CMC curve, Rank-5  :98.5%
2024-05-18 20:44:05 transreid.train INFO: CMC curve, Rank-10 :99.0%
2024-05-18 20:44:16 transreid.train INFO: Epoch[61] Iter[10/47] Loss: 0.811, Acc: 0.868, Base Lr: 7.81e-04
2024-05-18 20:44:24 transreid.train INFO: Epoch[61] Iter[20/47] Loss: 0.659, Acc: 0.906, Base Lr: 7.81e-04
2024-05-18 20:44:33 transreid.train INFO: Epoch[61] Iter[30/47] Loss: 0.539, Acc: 0.931, Base Lr: 7.81e-04
2024-05-18 20:44:41 transreid.train INFO: Epoch[61] Iter[40/47] Loss: 0.451, Acc: 0.947, Base Lr: 7.81e-04
2024-05-18 20:44:44 transreid.train INFO: Epoch 61 done. Time per epoch: 38.605[s] Speed: 291.8[samples/s]
2024-05-18 20:44:54 transreid.train INFO: Epoch[62] Iter[10/47] Loss: 0.769, Acc: 0.883, Base Lr: 7.60e-04
2024-05-18 20:45:02 transreid.train INFO: Epoch[62] Iter[20/47] Loss: 0.632, Acc: 0.912, Base Lr: 7.60e-04
2024-05-18 20:45:11 transreid.train INFO: Epoch[62] Iter[30/47] Loss: 0.534, Acc: 0.932, Base Lr: 7.60e-04
2024-05-18 20:45:19 transreid.train INFO: Epoch[62] Iter[40/47] Loss: 0.452, Acc: 0.947, Base Lr: 7.60e-04
2024-05-18 20:45:22 transreid.train INFO: Epoch 62 done. Time per epoch: 38.109[s] Speed: 295.6[samples/s]
2024-05-18 20:45:32 transreid.train INFO: Epoch[63] Iter[10/47] Loss: 0.774, Acc: 0.879, Base Lr: 7.39e-04
2024-05-18 20:45:40 transreid.train INFO: Epoch[63] Iter[20/47] Loss: 0.625, Acc: 0.912, Base Lr: 7.39e-04
2024-05-18 20:45:49 transreid.train INFO: Epoch[63] Iter[30/47] Loss: 0.523, Acc: 0.932, Base Lr: 7.39e-04
2024-05-18 20:45:57 transreid.train INFO: Epoch[63] Iter[40/47] Loss: 0.440, Acc: 0.947, Base Lr: 7.39e-04
2024-05-18 20:46:01 transreid.train INFO: Epoch 63 done. Time per epoch: 38.035[s] Speed: 296.1[samples/s]
2024-05-18 20:46:10 transreid.train INFO: Epoch[64] Iter[10/47] Loss: 0.737, Acc: 0.882, Base Lr: 7.18e-04
2024-05-18 20:46:18 transreid.train INFO: Epoch[64] Iter[20/47] Loss: 0.613, Acc: 0.912, Base Lr: 7.18e-04
2024-05-18 20:46:27 transreid.train INFO: Epoch[64] Iter[30/47] Loss: 0.496, Acc: 0.936, Base Lr: 7.18e-04
2024-05-18 20:46:35 transreid.train INFO: Epoch[64] Iter[40/47] Loss: 0.417, Acc: 0.950, Base Lr: 7.18e-04
2024-05-18 20:46:39 transreid.train INFO: Epoch 64 done. Time per epoch: 38.106[s] Speed: 295.6[samples/s]
2024-05-18 20:46:48 transreid.train INFO: Epoch[65] Iter[10/47] Loss: 0.680, Acc: 0.891, Base Lr: 6.97e-04
2024-05-18 20:46:56 transreid.train INFO: Epoch[65] Iter[20/47] Loss: 0.583, Acc: 0.917, Base Lr: 6.97e-04
2024-05-18 20:47:05 transreid.train INFO: Epoch[65] Iter[30/47] Loss: 0.496, Acc: 0.935, Base Lr: 6.97e-04
2024-05-18 20:47:13 transreid.train INFO: Epoch[65] Iter[40/47] Loss: 0.418, Acc: 0.949, Base Lr: 6.97e-04
2024-05-18 20:47:17 transreid.train INFO: Epoch 65 done. Time per epoch: 38.125[s] Speed: 295.4[samples/s]
2024-05-18 20:47:26 transreid.train INFO: Epoch[66] Iter[10/47] Loss: 0.695, Acc: 0.887, Base Lr: 6.77e-04
2024-05-18 20:47:35 transreid.train INFO: Epoch[66] Iter[20/47] Loss: 0.576, Acc: 0.916, Base Lr: 6.77e-04
2024-05-18 20:47:43 transreid.train INFO: Epoch[66] Iter[30/47] Loss: 0.480, Acc: 0.938, Base Lr: 6.77e-04
2024-05-18 20:47:51 transreid.train INFO: Epoch[66] Iter[40/47] Loss: 0.408, Acc: 0.951, Base Lr: 6.77e-04
2024-05-18 20:47:55 transreid.train INFO: Epoch 66 done. Time per epoch: 38.139[s] Speed: 295.3[samples/s]
2024-05-18 20:48:04 transreid.train INFO: Epoch[67] Iter[10/47] Loss: 0.668, Acc: 0.896, Base Lr: 6.56e-04
2024-05-18 20:48:13 transreid.train INFO: Epoch[67] Iter[20/47] Loss: 0.596, Acc: 0.913, Base Lr: 6.56e-04
2024-05-18 20:48:21 transreid.train INFO: Epoch[67] Iter[30/47] Loss: 0.486, Acc: 0.937, Base Lr: 6.56e-04
2024-05-18 20:48:30 transreid.train INFO: Epoch[67] Iter[40/47] Loss: 0.404, Acc: 0.951, Base Lr: 6.56e-04
2024-05-18 20:48:33 transreid.train INFO: Epoch 67 done. Time per epoch: 38.165[s] Speed: 295.1[samples/s]
2024-05-18 20:48:43 transreid.train INFO: Epoch[68] Iter[10/47] Loss: 0.722, Acc: 0.881, Base Lr: 6.36e-04
2024-05-18 20:48:51 transreid.train INFO: Epoch[68] Iter[20/47] Loss: 0.573, Acc: 0.915, Base Lr: 6.36e-04
2024-05-18 20:48:59 transreid.train INFO: Epoch[68] Iter[30/47] Loss: 0.461, Acc: 0.939, Base Lr: 6.36e-04
2024-05-18 20:49:08 transreid.train INFO: Epoch[68] Iter[40/47] Loss: 0.390, Acc: 0.952, Base Lr: 6.36e-04
2024-05-18 20:49:11 transreid.train INFO: Epoch 68 done. Time per epoch: 38.098[s] Speed: 295.7[samples/s]
2024-05-18 20:49:21 transreid.train INFO: Epoch[69] Iter[10/47] Loss: 0.749, Acc: 0.880, Base Lr: 6.15e-04
2024-05-18 20:49:29 transreid.train INFO: Epoch[69] Iter[20/47] Loss: 0.561, Acc: 0.920, Base Lr: 6.15e-04
2024-05-18 20:49:37 transreid.train INFO: Epoch[69] Iter[30/47] Loss: 0.463, Acc: 0.940, Base Lr: 6.15e-04
2024-05-18 20:49:46 transreid.train INFO: Epoch[69] Iter[40/47] Loss: 0.388, Acc: 0.953, Base Lr: 6.15e-04
2024-05-18 20:49:49 transreid.train INFO: Epoch 69 done. Time per epoch: 38.111[s] Speed: 295.6[samples/s]
2024-05-18 20:49:59 transreid.train INFO: Epoch[70] Iter[10/47] Loss: 0.691, Acc: 0.880, Base Lr: 5.95e-04
2024-05-18 20:50:07 transreid.train INFO: Epoch[70] Iter[20/47] Loss: 0.548, Acc: 0.919, Base Lr: 5.95e-04
2024-05-18 20:50:16 transreid.train INFO: Epoch[70] Iter[30/47] Loss: 0.459, Acc: 0.937, Base Lr: 5.95e-04
2024-05-18 20:50:24 transreid.train INFO: Epoch[70] Iter[40/47] Loss: 0.385, Acc: 0.951, Base Lr: 5.95e-04
2024-05-18 20:50:27 transreid.train INFO: Epoch 70 done. Time per epoch: 38.129[s] Speed: 295.4[samples/s]
2024-05-18 20:50:37 transreid.train INFO: Epoch[71] Iter[10/47] Loss: 0.675, Acc: 0.890, Base Lr: 5.75e-04
2024-05-18 20:50:45 transreid.train INFO: Epoch[71] Iter[20/47] Loss: 0.534, Acc: 0.922, Base Lr: 5.75e-04
2024-05-18 20:50:54 transreid.train INFO: Epoch[71] Iter[30/47] Loss: 0.443, Acc: 0.940, Base Lr: 5.75e-04
2024-05-18 20:51:02 transreid.train INFO: Epoch[71] Iter[40/47] Loss: 0.371, Acc: 0.954, Base Lr: 5.75e-04
2024-05-18 20:51:06 transreid.train INFO: Epoch 71 done. Time per epoch: 38.346[s] Speed: 293.7[samples/s]
2024-05-18 20:51:15 transreid.train INFO: Epoch[72] Iter[10/47] Loss: 0.719, Acc: 0.878, Base Lr: 5.55e-04
2024-05-18 20:51:24 transreid.train INFO: Epoch[72] Iter[20/47] Loss: 0.542, Acc: 0.922, Base Lr: 5.55e-04
2024-05-18 20:51:32 transreid.train INFO: Epoch[72] Iter[30/47] Loss: 0.442, Acc: 0.943, Base Lr: 5.55e-04
2024-05-18 20:51:40 transreid.train INFO: Epoch[72] Iter[40/47] Loss: 0.371, Acc: 0.956, Base Lr: 5.55e-04
2024-05-18 20:51:44 transreid.train INFO: Epoch 72 done. Time per epoch: 38.135[s] Speed: 295.4[samples/s]
2024-05-18 20:51:53 transreid.train INFO: Epoch[73] Iter[10/47] Loss: 0.682, Acc: 0.884, Base Lr: 5.35e-04
2024-05-18 20:52:02 transreid.train INFO: Epoch[73] Iter[20/47] Loss: 0.515, Acc: 0.925, Base Lr: 5.35e-04
2024-05-18 20:52:10 transreid.train INFO: Epoch[73] Iter[30/47] Loss: 0.438, Acc: 0.940, Base Lr: 5.35e-04
2024-05-18 20:52:19 transreid.train INFO: Epoch[73] Iter[40/47] Loss: 0.365, Acc: 0.955, Base Lr: 5.35e-04
2024-05-18 20:52:22 transreid.train INFO: Epoch 73 done. Time per epoch: 38.113[s] Speed: 295.5[samples/s]
2024-05-18 20:52:31 transreid.train INFO: Epoch[74] Iter[10/47] Loss: 0.629, Acc: 0.892, Base Lr: 5.15e-04
2024-05-18 20:52:40 transreid.train INFO: Epoch[74] Iter[20/47] Loss: 0.503, Acc: 0.927, Base Lr: 5.15e-04
2024-05-18 20:52:48 transreid.train INFO: Epoch[74] Iter[30/47] Loss: 0.416, Acc: 0.945, Base Lr: 5.15e-04
2024-05-18 20:52:57 transreid.train INFO: Epoch[74] Iter[40/47] Loss: 0.350, Acc: 0.956, Base Lr: 5.15e-04
2024-05-18 20:53:00 transreid.train INFO: Epoch 74 done. Time per epoch: 38.281[s] Speed: 294.2[samples/s]
2024-05-18 20:53:10 transreid.train INFO: Epoch[75] Iter[10/47] Loss: 0.612, Acc: 0.905, Base Lr: 4.96e-04
2024-05-18 20:53:18 transreid.train INFO: Epoch[75] Iter[20/47] Loss: 0.490, Acc: 0.932, Base Lr: 4.96e-04
2024-05-18 20:53:27 transreid.train INFO: Epoch[75] Iter[30/47] Loss: 0.410, Acc: 0.948, Base Lr: 4.96e-04
2024-05-18 20:53:35 transreid.train INFO: Epoch[75] Iter[40/47] Loss: 0.353, Acc: 0.957, Base Lr: 4.96e-04
2024-05-18 20:53:38 transreid.train INFO: Epoch 75 done. Time per epoch: 38.169[s] Speed: 295.1[samples/s]
2024-05-18 20:53:48 transreid.train INFO: Epoch[76] Iter[10/47] Loss: 0.554, Acc: 0.914, Base Lr: 4.77e-04
2024-05-18 20:53:56 transreid.train INFO: Epoch[76] Iter[20/47] Loss: 0.471, Acc: 0.936, Base Lr: 4.77e-04
2024-05-18 20:54:05 transreid.train INFO: Epoch[76] Iter[30/47] Loss: 0.396, Acc: 0.949, Base Lr: 4.77e-04
2024-05-18 20:54:13 transreid.train INFO: Epoch[76] Iter[40/47] Loss: 0.341, Acc: 0.958, Base Lr: 4.77e-04
2024-05-18 20:54:17 transreid.train INFO: Epoch 76 done. Time per epoch: 38.082[s] Speed: 295.8[samples/s]
2024-05-18 20:54:26 transreid.train INFO: Epoch[77] Iter[10/47] Loss: 0.578, Acc: 0.907, Base Lr: 4.58e-04
2024-05-18 20:54:34 transreid.train INFO: Epoch[77] Iter[20/47] Loss: 0.500, Acc: 0.927, Base Lr: 4.58e-04
2024-05-18 20:54:43 transreid.train INFO: Epoch[77] Iter[30/47] Loss: 0.413, Acc: 0.945, Base Lr: 4.58e-04
2024-05-18 20:54:51 transreid.train INFO: Epoch[77] Iter[40/47] Loss: 0.343, Acc: 0.958, Base Lr: 4.58e-04
2024-05-18 20:54:55 transreid.train INFO: Epoch 77 done. Time per epoch: 38.181[s] Speed: 295.0[samples/s]
2024-05-18 20:55:04 transreid.train INFO: Epoch[78] Iter[10/47] Loss: 0.638, Acc: 0.892, Base Lr: 4.39e-04
2024-05-18 20:55:13 transreid.train INFO: Epoch[78] Iter[20/47] Loss: 0.491, Acc: 0.929, Base Lr: 4.39e-04
2024-05-18 20:55:21 transreid.train INFO: Epoch[78] Iter[30/47] Loss: 0.404, Acc: 0.948, Base Lr: 4.39e-04
2024-05-18 20:55:29 transreid.train INFO: Epoch[78] Iter[40/47] Loss: 0.337, Acc: 0.959, Base Lr: 4.39e-04
2024-05-18 20:55:33 transreid.train INFO: Epoch 78 done. Time per epoch: 38.083[s] Speed: 295.8[samples/s]
2024-05-18 20:55:42 transreid.train INFO: Epoch[79] Iter[10/47] Loss: 0.607, Acc: 0.904, Base Lr: 4.21e-04
2024-05-18 20:55:51 transreid.train INFO: Epoch[79] Iter[20/47] Loss: 0.494, Acc: 0.930, Base Lr: 4.21e-04
2024-05-18 20:55:59 transreid.train INFO: Epoch[79] Iter[30/47] Loss: 0.403, Acc: 0.948, Base Lr: 4.21e-04
2024-05-18 20:56:07 transreid.train INFO: Epoch[79] Iter[40/47] Loss: 0.337, Acc: 0.960, Base Lr: 4.21e-04
2024-05-18 20:56:11 transreid.train INFO: Epoch 79 done. Time per epoch: 38.127[s] Speed: 295.4[samples/s]
2024-05-18 20:56:20 transreid.train INFO: Epoch[80] Iter[10/47] Loss: 0.569, Acc: 0.907, Base Lr: 4.02e-04
2024-05-18 20:56:29 transreid.train INFO: Epoch[80] Iter[20/47] Loss: 0.454, Acc: 0.937, Base Lr: 4.02e-04
2024-05-18 20:56:37 transreid.train INFO: Epoch[80] Iter[30/47] Loss: 0.385, Acc: 0.951, Base Lr: 4.02e-04
2024-05-18 20:56:46 transreid.train INFO: Epoch[80] Iter[40/47] Loss: 0.324, Acc: 0.962, Base Lr: 4.02e-04
2024-05-18 20:56:49 transreid.train INFO: Epoch 80 done. Time per epoch: 38.064[s] Speed: 295.9[samples/s]
2024-05-18 20:57:43 transreid.train INFO: Validation Results - Epoch: 80
2024-05-18 20:57:43 transreid.train INFO: mAP: 92.1%
2024-05-18 20:57:43 transreid.train INFO: CMC curve, Rank-1  :96.4%
2024-05-18 20:57:43 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-05-18 20:57:43 transreid.train INFO: CMC curve, Rank-10 :99.2%
2024-05-18 20:57:53 transreid.train INFO: Epoch[81] Iter[10/47] Loss: 0.586, Acc: 0.905, Base Lr: 3.84e-04
2024-05-18 20:58:01 transreid.train INFO: Epoch[81] Iter[20/47] Loss: 0.458, Acc: 0.936, Base Lr: 3.84e-04
2024-05-18 20:58:10 transreid.train INFO: Epoch[81] Iter[30/47] Loss: 0.381, Acc: 0.952, Base Lr: 3.84e-04
2024-05-18 20:58:18 transreid.train INFO: Epoch[81] Iter[40/47] Loss: 0.318, Acc: 0.962, Base Lr: 3.84e-04
2024-05-18 20:58:21 transreid.train INFO: Epoch 81 done. Time per epoch: 38.376[s] Speed: 293.5[samples/s]
2024-05-18 20:58:31 transreid.train INFO: Epoch[82] Iter[10/47] Loss: 0.546, Acc: 0.913, Base Lr: 3.67e-04
2024-05-18 20:58:39 transreid.train INFO: Epoch[82] Iter[20/47] Loss: 0.444, Acc: 0.937, Base Lr: 3.67e-04
2024-05-18 20:58:48 transreid.train INFO: Epoch[82] Iter[30/47] Loss: 0.370, Acc: 0.952, Base Lr: 3.67e-04
2024-05-18 20:58:56 transreid.train INFO: Epoch[82] Iter[40/47] Loss: 0.312, Acc: 0.963, Base Lr: 3.67e-04
2024-05-18 20:59:00 transreid.train INFO: Epoch 82 done. Time per epoch: 38.175[s] Speed: 295.1[samples/s]
2024-05-18 20:59:09 transreid.train INFO: Epoch[83] Iter[10/47] Loss: 0.574, Acc: 0.909, Base Lr: 3.49e-04
2024-05-18 20:59:18 transreid.train INFO: Epoch[83] Iter[20/47] Loss: 0.452, Acc: 0.937, Base Lr: 3.49e-04
2024-05-18 20:59:26 transreid.train INFO: Epoch[83] Iter[30/47] Loss: 0.379, Acc: 0.951, Base Lr: 3.49e-04
2024-05-18 20:59:34 transreid.train INFO: Epoch[83] Iter[40/47] Loss: 0.315, Acc: 0.962, Base Lr: 3.49e-04
2024-05-18 20:59:38 transreid.train INFO: Epoch 83 done. Time per epoch: 38.356[s] Speed: 293.7[samples/s]
2024-05-18 20:59:47 transreid.train INFO: Epoch[84] Iter[10/47] Loss: 0.569, Acc: 0.910, Base Lr: 3.32e-04
2024-05-18 20:59:56 transreid.train INFO: Epoch[84] Iter[20/47] Loss: 0.444, Acc: 0.940, Base Lr: 3.32e-04
2024-05-18 21:00:04 transreid.train INFO: Epoch[84] Iter[30/47] Loss: 0.366, Acc: 0.955, Base Lr: 3.32e-04
2024-05-18 21:00:13 transreid.train INFO: Epoch[84] Iter[40/47] Loss: 0.307, Acc: 0.965, Base Lr: 3.32e-04
2024-05-18 21:00:16 transreid.train INFO: Epoch 84 done. Time per epoch: 38.148[s] Speed: 295.3[samples/s]
2024-05-18 21:00:26 transreid.train INFO: Epoch[85] Iter[10/47] Loss: 0.580, Acc: 0.915, Base Lr: 3.16e-04
2024-05-18 21:00:34 transreid.train INFO: Epoch[85] Iter[20/47] Loss: 0.443, Acc: 0.940, Base Lr: 3.16e-04
2024-05-18 21:00:42 transreid.train INFO: Epoch[85] Iter[30/47] Loss: 0.363, Acc: 0.956, Base Lr: 3.16e-04
2024-05-18 21:00:51 transreid.train INFO: Epoch[85] Iter[40/47] Loss: 0.301, Acc: 0.967, Base Lr: 3.16e-04
2024-05-18 21:00:54 transreid.train INFO: Epoch 85 done. Time per epoch: 38.257[s] Speed: 294.4[samples/s]
2024-05-18 21:01:04 transreid.train INFO: Epoch[86] Iter[10/47] Loss: 0.545, Acc: 0.921, Base Lr: 2.99e-04
2024-05-18 21:01:12 transreid.train INFO: Epoch[86] Iter[20/47] Loss: 0.446, Acc: 0.943, Base Lr: 2.99e-04
2024-05-18 21:01:21 transreid.train INFO: Epoch[86] Iter[30/47] Loss: 0.369, Acc: 0.956, Base Lr: 2.99e-04
2024-05-18 21:01:29 transreid.train INFO: Epoch[86] Iter[40/47] Loss: 0.305, Acc: 0.966, Base Lr: 2.99e-04
2024-05-18 21:01:32 transreid.train INFO: Epoch 86 done. Time per epoch: 38.112[s] Speed: 295.6[samples/s]
2024-05-18 21:01:42 transreid.train INFO: Epoch[87] Iter[10/47] Loss: 0.542, Acc: 0.919, Base Lr: 2.83e-04
2024-05-18 21:01:50 transreid.train INFO: Epoch[87] Iter[20/47] Loss: 0.436, Acc: 0.945, Base Lr: 2.83e-04
2024-05-18 21:01:59 transreid.train INFO: Epoch[87] Iter[30/47] Loss: 0.360, Acc: 0.958, Base Lr: 2.83e-04
2024-05-18 21:02:07 transreid.train INFO: Epoch[87] Iter[40/47] Loss: 0.301, Acc: 0.967, Base Lr: 2.83e-04
2024-05-18 21:02:11 transreid.train INFO: Epoch 87 done. Time per epoch: 38.065[s] Speed: 295.9[samples/s]
2024-05-18 21:02:20 transreid.train INFO: Epoch[88] Iter[10/47] Loss: 0.552, Acc: 0.919, Base Lr: 2.67e-04
2024-05-18 21:02:28 transreid.train INFO: Epoch[88] Iter[20/47] Loss: 0.443, Acc: 0.940, Base Lr: 2.67e-04
2024-05-18 21:02:37 transreid.train INFO: Epoch[88] Iter[30/47] Loss: 0.355, Acc: 0.958, Base Lr: 2.67e-04
2024-05-18 21:02:45 transreid.train INFO: Epoch[88] Iter[40/47] Loss: 0.297, Acc: 0.967, Base Lr: 2.67e-04
2024-05-18 21:02:49 transreid.train INFO: Epoch 88 done. Time per epoch: 38.135[s] Speed: 295.4[samples/s]
2024-05-18 21:02:58 transreid.train INFO: Epoch[89] Iter[10/47] Loss: 0.469, Acc: 0.941, Base Lr: 2.52e-04
2024-05-18 21:03:07 transreid.train INFO: Epoch[89] Iter[20/47] Loss: 0.417, Acc: 0.948, Base Lr: 2.52e-04
2024-05-18 21:03:15 transreid.train INFO: Epoch[89] Iter[30/47] Loss: 0.349, Acc: 0.959, Base Lr: 2.52e-04
2024-05-18 21:03:23 transreid.train INFO: Epoch[89] Iter[40/47] Loss: 0.295, Acc: 0.968, Base Lr: 2.52e-04
2024-05-18 21:03:27 transreid.train INFO: Epoch 89 done. Time per epoch: 38.175[s] Speed: 295.1[samples/s]
2024-05-18 21:03:36 transreid.train INFO: Epoch[90] Iter[10/47] Loss: 0.518, Acc: 0.933, Base Lr: 2.37e-04
2024-05-18 21:03:45 transreid.train INFO: Epoch[90] Iter[20/47] Loss: 0.415, Acc: 0.949, Base Lr: 2.37e-04
2024-05-18 21:03:53 transreid.train INFO: Epoch[90] Iter[30/47] Loss: 0.346, Acc: 0.962, Base Lr: 2.37e-04
2024-05-18 21:04:02 transreid.train INFO: Epoch[90] Iter[40/47] Loss: 0.292, Acc: 0.971, Base Lr: 2.37e-04
2024-05-18 21:04:05 transreid.train INFO: Epoch 90 done. Time per epoch: 38.280[s] Speed: 294.3[samples/s]
2024-05-18 21:04:15 transreid.train INFO: Epoch[91] Iter[10/47] Loss: 0.507, Acc: 0.929, Base Lr: 2.22e-04
2024-05-18 21:04:23 transreid.train INFO: Epoch[91] Iter[20/47] Loss: 0.416, Acc: 0.946, Base Lr: 2.22e-04
2024-05-18 21:04:31 transreid.train INFO: Epoch[91] Iter[30/47] Loss: 0.346, Acc: 0.960, Base Lr: 2.22e-04
2024-05-18 21:04:40 transreid.train INFO: Epoch[91] Iter[40/47] Loss: 0.292, Acc: 0.968, Base Lr: 2.22e-04
2024-05-18 21:04:43 transreid.train INFO: Epoch 91 done. Time per epoch: 38.175[s] Speed: 295.1[samples/s]
2024-05-18 21:04:53 transreid.train INFO: Epoch[92] Iter[10/47] Loss: 0.521, Acc: 0.932, Base Lr: 2.08e-04
2024-05-18 21:05:01 transreid.train INFO: Epoch[92] Iter[20/47] Loss: 0.408, Acc: 0.952, Base Lr: 2.08e-04
2024-05-18 21:05:10 transreid.train INFO: Epoch[92] Iter[30/47] Loss: 0.335, Acc: 0.962, Base Lr: 2.08e-04
2024-05-18 21:05:18 transreid.train INFO: Epoch[92] Iter[40/47] Loss: 0.284, Acc: 0.970, Base Lr: 2.08e-04
2024-05-18 21:05:21 transreid.train INFO: Epoch 92 done. Time per epoch: 38.111[s] Speed: 295.6[samples/s]
2024-05-18 21:05:31 transreid.train INFO: Epoch[93] Iter[10/47] Loss: 0.572, Acc: 0.927, Base Lr: 1.94e-04
2024-05-18 21:05:39 transreid.train INFO: Epoch[93] Iter[20/47] Loss: 0.436, Acc: 0.947, Base Lr: 1.94e-04
2024-05-18 21:05:48 transreid.train INFO: Epoch[93] Iter[30/47] Loss: 0.357, Acc: 0.961, Base Lr: 1.94e-04
2024-05-18 21:05:56 transreid.train INFO: Epoch[93] Iter[40/47] Loss: 0.303, Acc: 0.969, Base Lr: 1.94e-04
2024-05-18 21:05:59 transreid.train INFO: Epoch 93 done. Time per epoch: 38.069[s] Speed: 295.9[samples/s]
2024-05-18 21:06:09 transreid.train INFO: Epoch[94] Iter[10/47] Loss: 0.495, Acc: 0.931, Base Lr: 1.81e-04
2024-05-18 21:06:17 transreid.train INFO: Epoch[94] Iter[20/47] Loss: 0.416, Acc: 0.947, Base Lr: 1.81e-04
2024-05-18 21:06:26 transreid.train INFO: Epoch[94] Iter[30/47] Loss: 0.345, Acc: 0.961, Base Lr: 1.81e-04
2024-05-18 21:06:34 transreid.train INFO: Epoch[94] Iter[40/47] Loss: 0.285, Acc: 0.969, Base Lr: 1.81e-04
2024-05-18 21:06:38 transreid.train INFO: Epoch 94 done. Time per epoch: 38.114[s] Speed: 295.5[samples/s]
2024-05-18 21:06:47 transreid.train INFO: Epoch[95] Iter[10/47] Loss: 0.456, Acc: 0.943, Base Lr: 1.68e-04
2024-05-18 21:06:55 transreid.train INFO: Epoch[95] Iter[20/47] Loss: 0.397, Acc: 0.952, Base Lr: 1.68e-04
2024-05-18 21:07:04 transreid.train INFO: Epoch[95] Iter[30/47] Loss: 0.333, Acc: 0.964, Base Lr: 1.68e-04
2024-05-18 21:07:12 transreid.train INFO: Epoch[95] Iter[40/47] Loss: 0.277, Acc: 0.971, Base Lr: 1.68e-04
2024-05-18 21:07:16 transreid.train INFO: Epoch 95 done. Time per epoch: 38.112[s] Speed: 295.6[samples/s]
2024-05-18 21:07:25 transreid.train INFO: Epoch[96] Iter[10/47] Loss: 0.518, Acc: 0.936, Base Lr: 1.56e-04
2024-05-18 21:07:34 transreid.train INFO: Epoch[96] Iter[20/47] Loss: 0.414, Acc: 0.950, Base Lr: 1.56e-04
2024-05-18 21:07:42 transreid.train INFO: Epoch[96] Iter[30/47] Loss: 0.339, Acc: 0.963, Base Lr: 1.56e-04
2024-05-18 21:07:50 transreid.train INFO: Epoch[96] Iter[40/47] Loss: 0.283, Acc: 0.971, Base Lr: 1.56e-04
2024-05-18 21:07:54 transreid.train INFO: Epoch 96 done. Time per epoch: 38.119[s] Speed: 295.5[samples/s]
2024-05-18 21:08:03 transreid.train INFO: Epoch[97] Iter[10/47] Loss: 0.523, Acc: 0.931, Base Lr: 1.44e-04
2024-05-18 21:08:12 transreid.train INFO: Epoch[97] Iter[20/47] Loss: 0.383, Acc: 0.956, Base Lr: 1.44e-04
2024-05-18 21:08:20 transreid.train INFO: Epoch[97] Iter[30/47] Loss: 0.330, Acc: 0.965, Base Lr: 1.44e-04
2024-05-18 21:08:28 transreid.train INFO: Epoch[97] Iter[40/47] Loss: 0.278, Acc: 0.973, Base Lr: 1.44e-04
2024-05-18 21:08:32 transreid.train INFO: Epoch 97 done. Time per epoch: 38.053[s] Speed: 296.0[samples/s]
2024-05-18 21:08:41 transreid.train INFO: Epoch[98] Iter[10/47] Loss: 0.529, Acc: 0.933, Base Lr: 1.32e-04
2024-05-18 21:08:50 transreid.train INFO: Epoch[98] Iter[20/47] Loss: 0.394, Acc: 0.954, Base Lr: 1.32e-04
2024-05-18 21:08:58 transreid.train INFO: Epoch[98] Iter[30/47] Loss: 0.329, Acc: 0.965, Base Lr: 1.32e-04
2024-05-18 21:09:06 transreid.train INFO: Epoch[98] Iter[40/47] Loss: 0.274, Acc: 0.973, Base Lr: 1.32e-04
2024-05-18 21:09:10 transreid.train INFO: Epoch 98 done. Time per epoch: 38.056[s] Speed: 296.0[samples/s]
2024-05-18 21:09:19 transreid.train INFO: Epoch[99] Iter[10/47] Loss: 0.476, Acc: 0.940, Base Lr: 1.21e-04
2024-05-18 21:09:28 transreid.train INFO: Epoch[99] Iter[20/47] Loss: 0.389, Acc: 0.956, Base Lr: 1.21e-04
2024-05-18 21:09:36 transreid.train INFO: Epoch[99] Iter[30/47] Loss: 0.324, Acc: 0.966, Base Lr: 1.21e-04
2024-05-18 21:09:45 transreid.train INFO: Epoch[99] Iter[40/47] Loss: 0.268, Acc: 0.974, Base Lr: 1.21e-04
2024-05-18 21:09:48 transreid.train INFO: Epoch 99 done. Time per epoch: 38.074[s] Speed: 295.8[samples/s]
2024-05-18 21:09:58 transreid.train INFO: Epoch[100] Iter[10/47] Loss: 0.490, Acc: 0.939, Base Lr: 1.10e-04
2024-05-18 21:10:06 transreid.train INFO: Epoch[100] Iter[20/47] Loss: 0.399, Acc: 0.954, Base Lr: 1.10e-04
2024-05-18 21:10:14 transreid.train INFO: Epoch[100] Iter[30/47] Loss: 0.334, Acc: 0.964, Base Lr: 1.10e-04
2024-05-18 21:10:23 transreid.train INFO: Epoch[100] Iter[40/47] Loss: 0.276, Acc: 0.972, Base Lr: 1.10e-04
2024-05-18 21:10:26 transreid.train INFO: Epoch 100 done. Time per epoch: 38.113[s] Speed: 295.5[samples/s]
2024-05-18 21:11:20 transreid.train INFO: Validation Results - Epoch: 100
2024-05-18 21:11:20 transreid.train INFO: mAP: 92.1%
2024-05-18 21:11:20 transreid.train INFO: CMC curve, Rank-1  :96.5%
2024-05-18 21:11:20 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-05-18 21:11:20 transreid.train INFO: CMC curve, Rank-10 :99.2%
2024-05-18 21:11:30 transreid.train INFO: Epoch[101] Iter[10/47] Loss: 0.467, Acc: 0.942, Base Lr: 1.00e-04
2024-05-18 21:11:38 transreid.train INFO: Epoch[101] Iter[20/47] Loss: 0.396, Acc: 0.956, Base Lr: 1.00e-04
2024-05-18 21:11:46 transreid.train INFO: Epoch[101] Iter[30/47] Loss: 0.324, Acc: 0.967, Base Lr: 1.00e-04
2024-05-18 21:11:55 transreid.train INFO: Epoch[101] Iter[40/47] Loss: 0.268, Acc: 0.974, Base Lr: 1.00e-04
2024-05-18 21:11:58 transreid.train INFO: Epoch 101 done. Time per epoch: 38.261[s] Speed: 294.4[samples/s]
2024-05-18 21:12:08 transreid.train INFO: Epoch[102] Iter[10/47] Loss: 0.473, Acc: 0.940, Base Lr: 9.02e-05
2024-05-18 21:12:16 transreid.train INFO: Epoch[102] Iter[20/47] Loss: 0.376, Acc: 0.956, Base Lr: 9.02e-05
2024-05-18 21:12:25 transreid.train INFO: Epoch[102] Iter[30/47] Loss: 0.316, Acc: 0.966, Base Lr: 9.02e-05
2024-05-18 21:12:33 transreid.train INFO: Epoch[102] Iter[40/47] Loss: 0.267, Acc: 0.974, Base Lr: 9.02e-05
2024-05-18 21:12:36 transreid.train INFO: Epoch 102 done. Time per epoch: 38.181[s] Speed: 295.0[samples/s]
2024-05-18 21:12:46 transreid.train INFO: Epoch[103] Iter[10/47] Loss: 0.515, Acc: 0.941, Base Lr: 8.10e-05
2024-05-18 21:12:54 transreid.train INFO: Epoch[103] Iter[20/47] Loss: 0.397, Acc: 0.958, Base Lr: 8.10e-05
2024-05-18 21:13:03 transreid.train INFO: Epoch[103] Iter[30/47] Loss: 0.330, Acc: 0.968, Base Lr: 8.10e-05
2024-05-18 21:13:11 transreid.train INFO: Epoch[103] Iter[40/47] Loss: 0.273, Acc: 0.975, Base Lr: 8.10e-05
2024-05-18 21:13:15 transreid.train INFO: Epoch 103 done. Time per epoch: 38.247[s] Speed: 294.5[samples/s]
2024-05-18 21:13:24 transreid.train INFO: Epoch[104] Iter[10/47] Loss: 0.449, Acc: 0.945, Base Lr: 7.22e-05
2024-05-18 21:13:33 transreid.train INFO: Epoch[104] Iter[20/47] Loss: 0.380, Acc: 0.957, Base Lr: 7.22e-05
2024-05-18 21:13:41 transreid.train INFO: Epoch[104] Iter[30/47] Loss: 0.318, Acc: 0.968, Base Lr: 7.22e-05
2024-05-18 21:13:49 transreid.train INFO: Epoch[104] Iter[40/47] Loss: 0.269, Acc: 0.975, Base Lr: 7.22e-05
2024-05-18 21:13:53 transreid.train INFO: Epoch 104 done. Time per epoch: 38.034[s] Speed: 296.2[samples/s]
2024-05-18 21:14:02 transreid.train INFO: Epoch[105] Iter[10/47] Loss: 0.437, Acc: 0.952, Base Lr: 6.40e-05
2024-05-18 21:14:11 transreid.train INFO: Epoch[105] Iter[20/47] Loss: 0.362, Acc: 0.961, Base Lr: 6.40e-05
2024-05-18 21:14:19 transreid.train INFO: Epoch[105] Iter[30/47] Loss: 0.312, Acc: 0.968, Base Lr: 6.40e-05
2024-05-18 21:14:28 transreid.train INFO: Epoch[105] Iter[40/47] Loss: 0.266, Acc: 0.975, Base Lr: 6.40e-05
2024-05-18 21:14:31 transreid.train INFO: Epoch 105 done. Time per epoch: 38.225[s] Speed: 294.7[samples/s]
2024-05-18 21:14:40 transreid.train INFO: Epoch[106] Iter[10/47] Loss: 0.466, Acc: 0.942, Base Lr: 5.62e-05
2024-05-18 21:14:49 transreid.train INFO: Epoch[106] Iter[20/47] Loss: 0.385, Acc: 0.959, Base Lr: 5.62e-05
2024-05-18 21:14:57 transreid.train INFO: Epoch[106] Iter[30/47] Loss: 0.314, Acc: 0.971, Base Lr: 5.62e-05
2024-05-18 21:15:06 transreid.train INFO: Epoch[106] Iter[40/47] Loss: 0.265, Acc: 0.977, Base Lr: 5.62e-05
2024-05-18 21:15:09 transreid.train INFO: Epoch 106 done. Time per epoch: 38.132[s] Speed: 295.4[samples/s]
2024-05-18 21:15:19 transreid.train INFO: Epoch[107] Iter[10/47] Loss: 0.467, Acc: 0.950, Base Lr: 4.90e-05
2024-05-18 21:15:27 transreid.train INFO: Epoch[107] Iter[20/47] Loss: 0.381, Acc: 0.959, Base Lr: 4.90e-05
2024-05-18 21:15:36 transreid.train INFO: Epoch[107] Iter[30/47] Loss: 0.312, Acc: 0.970, Base Lr: 4.90e-05
2024-05-18 21:15:44 transreid.train INFO: Epoch[107] Iter[40/47] Loss: 0.262, Acc: 0.976, Base Lr: 4.90e-05
2024-05-18 21:15:47 transreid.train INFO: Epoch 107 done. Time per epoch: 38.322[s] Speed: 293.9[samples/s]
2024-05-18 21:15:57 transreid.train INFO: Epoch[108] Iter[10/47] Loss: 0.453, Acc: 0.949, Base Lr: 4.23e-05
2024-05-18 21:16:05 transreid.train INFO: Epoch[108] Iter[20/47] Loss: 0.379, Acc: 0.960, Base Lr: 4.23e-05
2024-05-18 21:16:14 transreid.train INFO: Epoch[108] Iter[30/47] Loss: 0.309, Acc: 0.971, Base Lr: 4.23e-05
2024-05-18 21:16:22 transreid.train INFO: Epoch[108] Iter[40/47] Loss: 0.262, Acc: 0.977, Base Lr: 4.23e-05
2024-05-18 21:16:26 transreid.train INFO: Epoch 108 done. Time per epoch: 38.146[s] Speed: 295.3[samples/s]
2024-05-18 21:16:35 transreid.train INFO: Epoch[109] Iter[10/47] Loss: 0.477, Acc: 0.939, Base Lr: 3.61e-05
2024-05-18 21:16:44 transreid.train INFO: Epoch[109] Iter[20/47] Loss: 0.390, Acc: 0.956, Base Lr: 3.61e-05
2024-05-18 21:16:52 transreid.train INFO: Epoch[109] Iter[30/47] Loss: 0.314, Acc: 0.969, Base Lr: 3.61e-05
2024-05-18 21:17:00 transreid.train INFO: Epoch[109] Iter[40/47] Loss: 0.265, Acc: 0.975, Base Lr: 3.61e-05
2024-05-18 21:17:04 transreid.train INFO: Epoch 109 done. Time per epoch: 38.283[s] Speed: 294.2[samples/s]
2024-05-18 21:17:13 transreid.train INFO: Epoch[110] Iter[10/47] Loss: 0.496, Acc: 0.938, Base Lr: 3.04e-05
2024-05-18 21:17:22 transreid.train INFO: Epoch[110] Iter[20/47] Loss: 0.385, Acc: 0.959, Base Lr: 3.04e-05
2024-05-18 21:17:30 transreid.train INFO: Epoch[110] Iter[30/47] Loss: 0.313, Acc: 0.969, Base Lr: 3.04e-05
2024-05-18 21:17:39 transreid.train INFO: Epoch[110] Iter[40/47] Loss: 0.267, Acc: 0.975, Base Lr: 3.04e-05
2024-05-18 21:17:42 transreid.train INFO: Epoch 110 done. Time per epoch: 38.082[s] Speed: 295.8[samples/s]
2024-05-18 21:17:51 transreid.train INFO: Epoch[111] Iter[10/47] Loss: 0.468, Acc: 0.954, Base Lr: 2.53e-05
2024-05-18 21:18:00 transreid.train INFO: Epoch[111] Iter[20/47] Loss: 0.386, Acc: 0.960, Base Lr: 2.53e-05
2024-05-18 21:18:08 transreid.train INFO: Epoch[111] Iter[30/47] Loss: 0.312, Acc: 0.970, Base Lr: 2.53e-05
2024-05-18 21:18:17 transreid.train INFO: Epoch[111] Iter[40/47] Loss: 0.265, Acc: 0.976, Base Lr: 2.53e-05
2024-05-18 21:18:20 transreid.train INFO: Epoch 111 done. Time per epoch: 38.013[s] Speed: 296.3[samples/s]
2024-05-18 21:18:29 transreid.train INFO: Epoch[112] Iter[10/47] Loss: 0.475, Acc: 0.945, Base Lr: 2.06e-05
2024-05-18 21:18:38 transreid.train INFO: Epoch[112] Iter[20/47] Loss: 0.380, Acc: 0.959, Base Lr: 2.06e-05
2024-05-18 21:18:46 transreid.train INFO: Epoch[112] Iter[30/47] Loss: 0.316, Acc: 0.970, Base Lr: 2.06e-05
2024-05-18 21:18:55 transreid.train INFO: Epoch[112] Iter[40/47] Loss: 0.262, Acc: 0.977, Base Lr: 2.06e-05
2024-05-18 21:18:58 transreid.train INFO: Epoch 112 done. Time per epoch: 38.042[s] Speed: 296.1[samples/s]
2024-05-18 21:19:07 transreid.train INFO: Epoch[113] Iter[10/47] Loss: 0.466, Acc: 0.949, Base Lr: 1.66e-05
2024-05-18 21:19:16 transreid.train INFO: Epoch[113] Iter[20/47] Loss: 0.386, Acc: 0.959, Base Lr: 1.66e-05
2024-05-18 21:19:24 transreid.train INFO: Epoch[113] Iter[30/47] Loss: 0.312, Acc: 0.971, Base Lr: 1.66e-05
2024-05-18 21:19:33 transreid.train INFO: Epoch[113] Iter[40/47] Loss: 0.264, Acc: 0.977, Base Lr: 1.66e-05
2024-05-18 21:19:36 transreid.train INFO: Epoch 113 done. Time per epoch: 37.909[s] Speed: 297.1[samples/s]
2024-05-18 21:19:45 transreid.train INFO: Epoch[114] Iter[10/47] Loss: 0.464, Acc: 0.943, Base Lr: 1.30e-05
2024-05-18 21:19:54 transreid.train INFO: Epoch[114] Iter[20/47] Loss: 0.375, Acc: 0.960, Base Lr: 1.30e-05
2024-05-18 21:20:02 transreid.train INFO: Epoch[114] Iter[30/47] Loss: 0.309, Acc: 0.970, Base Lr: 1.30e-05
2024-05-18 21:20:11 transreid.train INFO: Epoch[114] Iter[40/47] Loss: 0.265, Acc: 0.975, Base Lr: 1.30e-05
2024-05-18 21:20:14 transreid.train INFO: Epoch 114 done. Time per epoch: 38.053[s] Speed: 296.0[samples/s]
2024-05-18 21:20:23 transreid.train INFO: Epoch[115] Iter[10/47] Loss: 0.480, Acc: 0.941, Base Lr: 1.00e-05
2024-05-18 21:20:32 transreid.train INFO: Epoch[115] Iter[20/47] Loss: 0.371, Acc: 0.963, Base Lr: 1.00e-05
2024-05-18 21:20:40 transreid.train INFO: Epoch[115] Iter[30/47] Loss: 0.309, Acc: 0.971, Base Lr: 1.00e-05
2024-05-18 21:20:49 transreid.train INFO: Epoch[115] Iter[40/47] Loss: 0.263, Acc: 0.977, Base Lr: 1.00e-05
2024-05-18 21:20:52 transreid.train INFO: Epoch 115 done. Time per epoch: 38.033[s] Speed: 296.2[samples/s]
2024-05-18 21:21:02 transreid.train INFO: Epoch[116] Iter[10/47] Loss: 0.476, Acc: 0.943, Base Lr: 7.57e-06
2024-05-18 21:21:10 transreid.train INFO: Epoch[116] Iter[20/47] Loss: 0.370, Acc: 0.960, Base Lr: 7.57e-06
2024-05-18 21:21:18 transreid.train INFO: Epoch[116] Iter[30/47] Loss: 0.303, Acc: 0.971, Base Lr: 7.57e-06
2024-05-18 21:21:27 transreid.train INFO: Epoch[116] Iter[40/47] Loss: 0.255, Acc: 0.977, Base Lr: 7.57e-06
2024-05-18 21:21:30 transreid.train INFO: Epoch 116 done. Time per epoch: 38.058[s] Speed: 296.0[samples/s]
2024-05-18 21:21:40 transreid.train INFO: Epoch[117] Iter[10/47] Loss: 0.444, Acc: 0.949, Base Lr: 5.66e-06
2024-05-18 21:21:48 transreid.train INFO: Epoch[117] Iter[20/47] Loss: 0.371, Acc: 0.960, Base Lr: 5.66e-06
2024-05-18 21:21:56 transreid.train INFO: Epoch[117] Iter[30/47] Loss: 0.315, Acc: 0.969, Base Lr: 5.66e-06
2024-05-18 21:22:05 transreid.train INFO: Epoch[117] Iter[40/47] Loss: 0.264, Acc: 0.976, Base Lr: 5.66e-06
2024-05-18 21:22:07 transreid.train INFO: Epoch 117 done. Time per epoch: 37.273[s] Speed: 295.3[samples/s]
2024-05-18 21:22:17 transreid.train INFO: Epoch[118] Iter[10/47] Loss: 0.475, Acc: 0.940, Base Lr: 4.29e-06
2024-05-18 21:22:25 transreid.train INFO: Epoch[118] Iter[20/47] Loss: 0.387, Acc: 0.958, Base Lr: 4.29e-06
2024-05-18 21:22:34 transreid.train INFO: Epoch[118] Iter[30/47] Loss: 0.312, Acc: 0.970, Base Lr: 4.29e-06
2024-05-18 21:22:42 transreid.train INFO: Epoch[118] Iter[40/47] Loss: 0.265, Acc: 0.977, Base Lr: 4.29e-06
2024-05-18 21:22:45 transreid.train INFO: Epoch 118 done. Time per epoch: 38.077[s] Speed: 295.8[samples/s]
2024-05-18 21:22:55 transreid.train INFO: Epoch[119] Iter[10/47] Loss: 0.461, Acc: 0.943, Base Lr: 3.47e-06
2024-05-18 21:23:03 transreid.train INFO: Epoch[119] Iter[20/47] Loss: 0.377, Acc: 0.961, Base Lr: 3.47e-06
2024-05-18 21:23:12 transreid.train INFO: Epoch[119] Iter[30/47] Loss: 0.315, Acc: 0.970, Base Lr: 3.47e-06
2024-05-18 21:23:20 transreid.train INFO: Epoch[119] Iter[40/47] Loss: 0.264, Acc: 0.976, Base Lr: 3.47e-06
2024-05-18 21:23:24 transreid.train INFO: Epoch 119 done. Time per epoch: 38.192[s] Speed: 294.9[samples/s]
2024-05-18 21:23:33 transreid.train INFO: Epoch[120] Iter[10/47] Loss: 0.442, Acc: 0.948, Base Lr: 3.20e-06
2024-05-18 21:23:41 transreid.train INFO: Epoch[120] Iter[20/47] Loss: 0.366, Acc: 0.959, Base Lr: 3.20e-06
2024-05-18 21:23:50 transreid.train INFO: Epoch[120] Iter[30/47] Loss: 0.313, Acc: 0.969, Base Lr: 3.20e-06
2024-05-18 21:23:58 transreid.train INFO: Epoch[120] Iter[40/47] Loss: 0.263, Acc: 0.976, Base Lr: 3.20e-06
2024-05-18 21:24:02 transreid.train INFO: Epoch 120 done. Time per epoch: 37.939[s] Speed: 296.9[samples/s]
2024-05-18 21:24:55 transreid.train INFO: Validation Results - Epoch: 120
2024-05-18 21:24:55 transreid.train INFO: mAP: 92.1%
2024-05-18 21:24:55 transreid.train INFO: CMC curve, Rank-1  :96.4%
2024-05-18 21:24:55 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-05-18 21:24:55 transreid.train INFO: CMC curve, Rank-10 :99.2%
