2024-04-26 18:25:49 transreid INFO: Saving model in the path :log/bs_exp/ViT_Base_Market1501/384bs_lr0.0024_ep120_warm20_seed0
2024-04-26 18:25:49 transreid INFO: Loaded configuration file configs/market/vit_base.yml
2024-04-26 18:25:49 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: 1
  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: vit_base
  NECK: bnneck
  NO_MARGIN: True
  PRETRAIN_CHOICE: self
  PRETRAIN_HW_RATIO: 2
  PRETRAIN_PATH: /home/ma-user/work/Projects/ReIDNets_Checkpoints_TransReID/ViT_Base_P16_originaldino_noreid.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/ViT_Base_Market1501/384bs_lr0.0024_ep120_warm20_seed0
SOLVER:
  BASE_LR: 0.0024
  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: 384
  LARGE_FC_LR: False
  LOG_PERIOD: 5
  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: 
2024-04-26 18:25:49 transreid.check INFO: Dataset statistics:
2024-04-26 18:25:49 transreid.check INFO:   ----------------------------------------
2024-04-26 18:25:49 transreid.check INFO:   subset   | # ids | # images | # cameras
2024-04-26 18:25:49 transreid.check INFO:   ----------------------------------------
2024-04-26 18:25:49 transreid.check INFO:   train    |   751 |    12936 |         6
2024-04-26 18:25:49 transreid.check INFO:   query    |   750 |     3368 |         6
2024-04-26 18:25:49 transreid.check INFO:   gallery  |   751 |    15913 |         6
2024-04-26 18:25:49 transreid.check INFO:   ----------------------------------------
2024-04-26 18:25:55 transreid INFO: ===========using cosine learning rate=======
2024-04-26 18:25:55 transreid.train INFO: start training
2024-04-26 18:26:05 transreid.train INFO: Epoch[1] Iter[5/31] Loss: 20.978, Acc: 0.001, Base Lr: 1.43e-04
2024-04-26 18:26:09 transreid.train INFO: Epoch[1] Iter[10/31] Loss: 19.131, Acc: 0.001, Base Lr: 1.43e-04
2024-04-26 18:26:13 transreid.train INFO: Epoch[1] Iter[15/31] Loss: 17.277, Acc: 0.001, Base Lr: 1.43e-04
2024-04-26 18:26:18 transreid.train INFO: Epoch[1] Iter[20/31] Loss: 15.895, Acc: 0.001, Base Lr: 1.43e-04
2024-04-26 18:26:22 transreid.train INFO: Epoch[1] Iter[25/31] Loss: 15.008, Acc: 0.002, Base Lr: 1.43e-04
2024-04-26 18:26:24 transreid.train INFO: Epoch 1 done. Time per epoch: 28.748[s] Speed: 374.0[samples/s]
2024-04-26 18:26:30 transreid.train INFO: Epoch[2] Iter[5/31] Loss: 10.598, Acc: 0.001, Base Lr: 2.62e-04
2024-04-26 18:26:34 transreid.train INFO: Epoch[2] Iter[10/31] Loss: 10.315, Acc: 0.001, Base Lr: 2.62e-04
2024-04-26 18:26:38 transreid.train INFO: Epoch[2] Iter[15/31] Loss: 10.035, Acc: 0.002, Base Lr: 2.62e-04
2024-04-26 18:26:42 transreid.train INFO: Epoch[2] Iter[20/31] Loss: 9.510, Acc: 0.002, Base Lr: 2.62e-04
2024-04-26 18:26:47 transreid.train INFO: Epoch[2] Iter[25/31] Loss: 9.111, Acc: 0.003, Base Lr: 2.62e-04
2024-04-26 18:26:50 transreid.train INFO: Epoch 2 done. Time per epoch: 25.724[s] Speed: 432.9[samples/s]
2024-04-26 18:26:56 transreid.train INFO: Epoch[3] Iter[5/31] Loss: 7.358, Acc: 0.010, Base Lr: 3.80e-04
2024-04-26 18:27:00 transreid.train INFO: Epoch[3] Iter[10/31] Loss: 7.325, Acc: 0.026, Base Lr: 3.80e-04
2024-04-26 18:27:04 transreid.train INFO: Epoch[3] Iter[15/31] Loss: 7.297, Acc: 0.037, Base Lr: 3.80e-04
2024-04-26 18:27:08 transreid.train INFO: Epoch[3] Iter[20/31] Loss: 7.284, Acc: 0.057, Base Lr: 3.80e-04
2024-04-26 18:27:13 transreid.train INFO: Epoch[3] Iter[25/31] Loss: 7.267, Acc: 0.089, Base Lr: 3.80e-04
2024-04-26 18:27:15 transreid.train INFO: Epoch 3 done. Time per epoch: 25.123[s] Speed: 428.0[samples/s]
2024-04-26 18:27:21 transreid.train INFO: Epoch[4] Iter[5/31] Loss: 7.202, Acc: 0.174, Base Lr: 4.99e-04
2024-04-26 18:27:25 transreid.train INFO: Epoch[4] Iter[10/31] Loss: 7.168, Acc: 0.206, Base Lr: 4.99e-04
2024-04-26 18:27:29 transreid.train INFO: Epoch[4] Iter[15/31] Loss: 7.148, Acc: 0.242, Base Lr: 4.99e-04
2024-04-26 18:27:34 transreid.train INFO: Epoch[4] Iter[20/31] Loss: 7.128, Acc: 0.275, Base Lr: 4.99e-04
2024-04-26 18:27:38 transreid.train INFO: Epoch[4] Iter[25/31] Loss: 7.098, Acc: 0.323, Base Lr: 4.99e-04
2024-04-26 18:27:41 transreid.train INFO: Epoch 4 done. Time per epoch: 26.050[s] Speed: 427.5[samples/s]
2024-04-26 18:27:47 transreid.train INFO: Epoch[5] Iter[5/31] Loss: 7.030, Acc: 0.334, Base Lr: 6.18e-04
2024-04-26 18:27:51 transreid.train INFO: Epoch[5] Iter[10/31] Loss: 7.024, Acc: 0.365, Base Lr: 6.18e-04
2024-04-26 18:27:56 transreid.train INFO: Epoch[5] Iter[15/31] Loss: 6.987, Acc: 0.384, Base Lr: 6.18e-04
2024-04-26 18:28:00 transreid.train INFO: Epoch[5] Iter[20/31] Loss: 6.977, Acc: 0.416, Base Lr: 6.18e-04
2024-04-26 18:28:04 transreid.train INFO: Epoch[5] Iter[25/31] Loss: 6.954, Acc: 0.459, Base Lr: 6.18e-04
2024-04-26 18:28:07 transreid.train INFO: Epoch 5 done. Time per epoch: 25.298[s] Speed: 425.0[samples/s]
2024-04-26 18:28:12 transreid.train INFO: Epoch[6] Iter[5/31] Loss: 6.918, Acc: 0.344, Base Lr: 7.37e-04
2024-04-26 18:28:17 transreid.train INFO: Epoch[6] Iter[10/31] Loss: 6.884, Acc: 0.398, Base Lr: 7.37e-04
2024-04-26 18:28:21 transreid.train INFO: Epoch[6] Iter[15/31] Loss: 6.843, Acc: 0.433, Base Lr: 7.37e-04
2024-04-26 18:28:25 transreid.train INFO: Epoch[6] Iter[20/31] Loss: 6.827, Acc: 0.462, Base Lr: 7.37e-04
2024-04-26 18:28:29 transreid.train INFO: Epoch[6] Iter[25/31] Loss: 6.799, Acc: 0.502, Base Lr: 7.37e-04
2024-04-26 18:28:33 transreid.train INFO: Epoch 6 done. Time per epoch: 26.113[s] Speed: 426.4[samples/s]
2024-04-26 18:28:39 transreid.train INFO: Epoch[7] Iter[5/31] Loss: 6.708, Acc: 0.370, Base Lr: 8.56e-04
2024-04-26 18:28:43 transreid.train INFO: Epoch[7] Iter[10/31] Loss: 6.723, Acc: 0.392, Base Lr: 8.56e-04
2024-04-26 18:28:47 transreid.train INFO: Epoch[7] Iter[15/31] Loss: 6.688, Acc: 0.423, Base Lr: 8.56e-04
2024-04-26 18:28:51 transreid.train INFO: Epoch[7] Iter[20/31] Loss: 6.653, Acc: 0.463, Base Lr: 8.56e-04
2024-04-26 18:28:55 transreid.train INFO: Epoch[7] Iter[25/31] Loss: 6.603, Acc: 0.508, Base Lr: 8.56e-04
2024-04-26 18:28:58 transreid.train INFO: Epoch 7 done. Time per epoch: 25.385[s] Speed: 423.6[samples/s]
2024-04-26 18:29:04 transreid.train INFO: Epoch[8] Iter[5/31] Loss: 6.557, Acc: 0.399, Base Lr: 9.74e-04
2024-04-26 18:29:08 transreid.train INFO: Epoch[8] Iter[10/31] Loss: 6.510, Acc: 0.423, Base Lr: 9.74e-04
2024-04-26 18:29:12 transreid.train INFO: Epoch[8] Iter[15/31] Loss: 6.485, Acc: 0.453, Base Lr: 9.74e-04
2024-04-26 18:29:17 transreid.train INFO: Epoch[8] Iter[20/31] Loss: 6.442, Acc: 0.486, Base Lr: 9.74e-04
2024-04-26 18:29:21 transreid.train INFO: Epoch[8] Iter[25/31] Loss: 6.372, Acc: 0.525, Base Lr: 9.74e-04
2024-04-26 18:29:23 transreid.train INFO: Epoch 8 done. Time per epoch: 25.302[s] Speed: 424.9[samples/s]
2024-04-26 18:29:29 transreid.train INFO: Epoch[9] Iter[5/31] Loss: 6.338, Acc: 0.408, Base Lr: 1.09e-03
2024-04-26 18:29:33 transreid.train INFO: Epoch[9] Iter[10/31] Loss: 6.315, Acc: 0.428, Base Lr: 1.09e-03
2024-04-26 18:29:38 transreid.train INFO: Epoch[9] Iter[15/31] Loss: 6.264, Acc: 0.451, Base Lr: 1.09e-03
2024-04-26 18:29:42 transreid.train INFO: Epoch[9] Iter[20/31] Loss: 6.197, Acc: 0.491, Base Lr: 1.09e-03
2024-04-26 18:29:46 transreid.train INFO: Epoch[9] Iter[25/31] Loss: 6.121, Acc: 0.527, Base Lr: 1.09e-03
2024-04-26 18:29:49 transreid.train INFO: Epoch 9 done. Time per epoch: 26.039[s] Speed: 427.7[samples/s]
2024-04-26 18:29:55 transreid.train INFO: Epoch[10] Iter[5/31] Loss: 6.137, Acc: 0.389, Base Lr: 1.21e-03
2024-04-26 18:30:00 transreid.train INFO: Epoch[10] Iter[10/31] Loss: 6.100, Acc: 0.403, Base Lr: 1.21e-03
2024-04-26 18:30:04 transreid.train INFO: Epoch[10] Iter[15/31] Loss: 6.013, Acc: 0.439, Base Lr: 1.21e-03
2024-04-26 18:30:08 transreid.train INFO: Epoch[10] Iter[20/31] Loss: 5.943, Acc: 0.476, Base Lr: 1.21e-03
2024-04-26 18:30:12 transreid.train INFO: Epoch[10] Iter[25/31] Loss: 5.857, Acc: 0.514, Base Lr: 1.21e-03
2024-04-26 18:30:16 transreid.train INFO: Epoch 10 done. Time per epoch: 26.245[s] Speed: 424.3[samples/s]
2024-04-26 18:30:21 transreid.train INFO: Epoch[11] Iter[5/31] Loss: 5.856, Acc: 0.397, Base Lr: 1.33e-03
2024-04-26 18:30:26 transreid.train INFO: Epoch[11] Iter[10/31] Loss: 5.792, Acc: 0.398, Base Lr: 1.33e-03
2024-04-26 18:30:30 transreid.train INFO: Epoch[11] Iter[15/31] Loss: 5.714, Acc: 0.430, Base Lr: 1.33e-03
2024-04-26 18:30:34 transreid.train INFO: Epoch[11] Iter[20/31] Loss: 5.626, Acc: 0.466, Base Lr: 1.33e-03
2024-04-26 18:30:38 transreid.train INFO: Epoch[11] Iter[25/31] Loss: 5.527, Acc: 0.510, Base Lr: 1.33e-03
2024-04-26 18:30:42 transreid.train INFO: Epoch 11 done. Time per epoch: 26.106[s] Speed: 426.6[samples/s]
2024-04-26 18:30:47 transreid.train INFO: Epoch[12] Iter[5/31] Loss: 5.701, Acc: 0.324, Base Lr: 1.45e-03
2024-04-26 18:30:52 transreid.train INFO: Epoch[12] Iter[10/31] Loss: 5.569, Acc: 0.384, Base Lr: 1.45e-03
2024-04-26 18:30:56 transreid.train INFO: Epoch[12] Iter[15/31] Loss: 5.477, Acc: 0.420, Base Lr: 1.45e-03
2024-04-26 18:31:00 transreid.train INFO: Epoch[12] Iter[20/31] Loss: 5.331, Acc: 0.464, Base Lr: 1.45e-03
2024-04-26 18:31:04 transreid.train INFO: Epoch[12] Iter[25/31] Loss: 5.199, Acc: 0.508, Base Lr: 1.45e-03
2024-04-26 18:31:07 transreid.train INFO: Epoch 12 done. Time per epoch: 25.206[s] Speed: 426.6[samples/s]
2024-04-26 18:31:13 transreid.train INFO: Epoch[13] Iter[5/31] Loss: 5.343, Acc: 0.376, Base Lr: 1.57e-03
2024-04-26 18:31:17 transreid.train INFO: Epoch[13] Iter[10/31] Loss: 5.265, Acc: 0.402, Base Lr: 1.57e-03
2024-04-26 18:31:21 transreid.train INFO: Epoch[13] Iter[15/31] Loss: 5.146, Acc: 0.438, Base Lr: 1.57e-03
2024-04-26 18:31:25 transreid.train INFO: Epoch[13] Iter[20/31] Loss: 5.008, Acc: 0.475, Base Lr: 1.57e-03
2024-04-26 18:31:30 transreid.train INFO: Epoch[13] Iter[25/31] Loss: 4.857, Acc: 0.516, Base Lr: 1.57e-03
2024-04-26 18:31:32 transreid.train INFO: Epoch 13 done. Time per epoch: 25.327[s] Speed: 424.5[samples/s]
2024-04-26 18:31:38 transreid.train INFO: Epoch[14] Iter[5/31] Loss: 5.137, Acc: 0.372, Base Lr: 1.69e-03
2024-04-26 18:31:42 transreid.train INFO: Epoch[14] Iter[10/31] Loss: 4.977, Acc: 0.413, Base Lr: 1.69e-03
2024-04-26 18:31:46 transreid.train INFO: Epoch[14] Iter[15/31] Loss: 4.844, Acc: 0.451, Base Lr: 1.69e-03
2024-04-26 18:31:51 transreid.train INFO: Epoch[14] Iter[20/31] Loss: 4.695, Acc: 0.490, Base Lr: 1.69e-03
2024-04-26 18:31:55 transreid.train INFO: Epoch[14] Iter[25/31] Loss: 4.527, Acc: 0.539, Base Lr: 1.69e-03
2024-04-26 18:31:58 transreid.train INFO: Epoch 14 done. Time per epoch: 25.268[s] Speed: 425.5[samples/s]
2024-04-26 18:32:03 transreid.train INFO: Epoch[15] Iter[5/31] Loss: 4.797, Acc: 0.356, Base Lr: 1.81e-03
2024-04-26 18:32:08 transreid.train INFO: Epoch[15] Iter[10/31] Loss: 4.694, Acc: 0.403, Base Lr: 1.81e-03
2024-04-26 18:32:12 transreid.train INFO: Epoch[15] Iter[15/31] Loss: 4.521, Acc: 0.457, Base Lr: 1.81e-03
2024-04-26 18:32:16 transreid.train INFO: Epoch[15] Iter[20/31] Loss: 4.370, Acc: 0.496, Base Lr: 1.81e-03
2024-04-26 18:32:20 transreid.train INFO: Epoch[15] Iter[25/31] Loss: 4.188, Acc: 0.547, Base Lr: 1.81e-03
2024-04-26 18:32:23 transreid.train INFO: Epoch 15 done. Time per epoch: 25.340[s] Speed: 424.3[samples/s]
2024-04-26 18:32:29 transreid.train INFO: Epoch[16] Iter[5/31] Loss: 4.451, Acc: 0.403, Base Lr: 1.92e-03
2024-04-26 18:32:33 transreid.train INFO: Epoch[16] Iter[10/31] Loss: 4.337, Acc: 0.435, Base Lr: 1.92e-03
2024-04-26 18:32:37 transreid.train INFO: Epoch[16] Iter[15/31] Loss: 4.173, Acc: 0.488, Base Lr: 1.92e-03
2024-04-26 18:32:41 transreid.train INFO: Epoch[16] Iter[20/31] Loss: 4.012, Acc: 0.526, Base Lr: 1.92e-03
2024-04-26 18:32:45 transreid.train INFO: Epoch[16] Iter[25/31] Loss: 3.854, Acc: 0.573, Base Lr: 1.92e-03
2024-04-26 18:32:48 transreid.train INFO: Epoch 16 done. Time per epoch: 25.171[s] Speed: 427.2[samples/s]
2024-04-26 18:32:54 transreid.train INFO: Epoch[17] Iter[5/31] Loss: 4.181, Acc: 0.442, Base Lr: 2.04e-03
2024-04-26 18:32:58 transreid.train INFO: Epoch[17] Iter[10/31] Loss: 4.051, Acc: 0.478, Base Lr: 2.04e-03
2024-04-26 18:33:02 transreid.train INFO: Epoch[17] Iter[15/31] Loss: 3.879, Acc: 0.515, Base Lr: 2.04e-03
2024-04-26 18:33:06 transreid.train INFO: Epoch[17] Iter[20/31] Loss: 3.706, Acc: 0.560, Base Lr: 2.04e-03
2024-04-26 18:33:11 transreid.train INFO: Epoch[17] Iter[25/31] Loss: 3.525, Acc: 0.605, Base Lr: 2.04e-03
2024-04-26 18:33:13 transreid.train INFO: Epoch 17 done. Time per epoch: 25.304[s] Speed: 424.9[samples/s]
2024-04-26 18:33:19 transreid.train INFO: Epoch[18] Iter[5/31] Loss: 3.886, Acc: 0.471, Base Lr: 2.16e-03
2024-04-26 18:33:23 transreid.train INFO: Epoch[18] Iter[10/31] Loss: 3.755, Acc: 0.501, Base Lr: 2.16e-03
2024-04-26 18:33:28 transreid.train INFO: Epoch[18] Iter[15/31] Loss: 3.577, Acc: 0.542, Base Lr: 2.16e-03
2024-04-26 18:33:32 transreid.train INFO: Epoch[18] Iter[20/31] Loss: 3.423, Acc: 0.581, Base Lr: 2.16e-03
2024-04-26 18:33:36 transreid.train INFO: Epoch[18] Iter[25/31] Loss: 3.219, Acc: 0.631, Base Lr: 2.16e-03
2024-04-26 18:33:40 transreid.train INFO: Epoch 18 done. Time per epoch: 26.192[s] Speed: 425.2[samples/s]
2024-04-26 18:33:45 transreid.train INFO: Epoch[19] Iter[5/31] Loss: 3.607, Acc: 0.516, Base Lr: 2.28e-03
2024-04-26 18:33:50 transreid.train INFO: Epoch[19] Iter[10/31] Loss: 3.454, Acc: 0.541, Base Lr: 2.28e-03
2024-04-26 18:33:54 transreid.train INFO: Epoch[19] Iter[15/31] Loss: 3.289, Acc: 0.582, Base Lr: 2.28e-03
2024-04-26 18:33:58 transreid.train INFO: Epoch[19] Iter[20/31] Loss: 3.095, Acc: 0.622, Base Lr: 2.28e-03
2024-04-26 18:34:02 transreid.train INFO: Epoch[19] Iter[25/31] Loss: 2.893, Acc: 0.662, Base Lr: 2.28e-03
2024-04-26 18:34:05 transreid.train INFO: Epoch 19 done. Time per epoch: 25.324[s] Speed: 424.6[samples/s]
2024-04-26 18:34:11 transreid.train INFO: Epoch[20] Iter[5/31] Loss: 3.407, Acc: 0.509, Base Lr: 2.24e-03
2024-04-26 18:34:15 transreid.train INFO: Epoch[20] Iter[10/31] Loss: 3.221, Acc: 0.542, Base Lr: 2.24e-03
2024-04-26 18:34:19 transreid.train INFO: Epoch[20] Iter[15/31] Loss: 2.994, Acc: 0.597, Base Lr: 2.24e-03
2024-04-26 18:34:23 transreid.train INFO: Epoch[20] Iter[20/31] Loss: 2.815, Acc: 0.643, Base Lr: 2.24e-03
2024-04-26 18:34:28 transreid.train INFO: Epoch[20] Iter[25/31] Loss: 2.626, Acc: 0.689, Base Lr: 2.24e-03
2024-04-26 18:34:30 transreid.train INFO: Epoch 20 done. Time per epoch: 25.278[s] Speed: 425.3[samples/s]
2024-04-26 18:35:23 transreid.train INFO: Validation Results - Epoch: 20
2024-04-26 18:35:23 transreid.train INFO: mAP: 88.6%
2024-04-26 18:35:23 transreid.train INFO: CMC curve, Rank-1  :94.7%
2024-04-26 18:35:23 transreid.train INFO: CMC curve, Rank-5  :98.0%
2024-04-26 18:35:23 transreid.train INFO: CMC curve, Rank-10 :98.9%
2024-04-26 18:35:29 transreid.train INFO: Epoch[21] Iter[5/31] Loss: 3.066, Acc: 0.557, Base Lr: 2.22e-03
2024-04-26 18:35:33 transreid.train INFO: Epoch[21] Iter[10/31] Loss: 2.902, Acc: 0.597, Base Lr: 2.22e-03
2024-04-26 18:35:37 transreid.train INFO: Epoch[21] Iter[15/31] Loss: 2.726, Acc: 0.636, Base Lr: 2.22e-03
2024-04-26 18:35:41 transreid.train INFO: Epoch[21] Iter[20/31] Loss: 2.535, Acc: 0.680, Base Lr: 2.22e-03
2024-04-26 18:35:46 transreid.train INFO: Epoch[21] Iter[25/31] Loss: 2.358, Acc: 0.719, Base Lr: 2.22e-03
2024-04-26 18:35:48 transreid.train INFO: Epoch 21 done. Time per epoch: 25.635[s] Speed: 419.4[samples/s]
2024-04-26 18:35:54 transreid.train INFO: Epoch[22] Iter[5/31] Loss: 2.987, Acc: 0.547, Base Lr: 2.21e-03
2024-04-26 18:35:59 transreid.train INFO: Epoch[22] Iter[10/31] Loss: 2.750, Acc: 0.613, Base Lr: 2.21e-03
2024-04-26 18:36:03 transreid.train INFO: Epoch[22] Iter[15/31] Loss: 2.534, Acc: 0.666, Base Lr: 2.21e-03
2024-04-26 18:36:07 transreid.train INFO: Epoch[22] Iter[20/31] Loss: 2.369, Acc: 0.704, Base Lr: 2.21e-03
2024-04-26 18:36:11 transreid.train INFO: Epoch[22] Iter[25/31] Loss: 2.166, Acc: 0.744, Base Lr: 2.21e-03
2024-04-26 18:36:14 transreid.train INFO: Epoch 22 done. Time per epoch: 25.470[s] Speed: 422.1[samples/s]
2024-04-26 18:36:20 transreid.train INFO: Epoch[23] Iter[5/31] Loss: 2.615, Acc: 0.611, Base Lr: 2.19e-03
2024-04-26 18:36:24 transreid.train INFO: Epoch[23] Iter[10/31] Loss: 2.492, Acc: 0.657, Base Lr: 2.19e-03
2024-04-26 18:36:28 transreid.train INFO: Epoch[23] Iter[15/31] Loss: 2.296, Acc: 0.701, Base Lr: 2.19e-03
2024-04-26 18:36:32 transreid.train INFO: Epoch[23] Iter[20/31] Loss: 2.140, Acc: 0.732, Base Lr: 2.19e-03
2024-04-26 18:36:37 transreid.train INFO: Epoch[23] Iter[25/31] Loss: 1.952, Acc: 0.770, Base Lr: 2.19e-03
2024-04-26 18:36:39 transreid.train INFO: Epoch 23 done. Time per epoch: 25.381[s] Speed: 423.6[samples/s]
2024-04-26 18:36:45 transreid.train INFO: Epoch[24] Iter[5/31] Loss: 2.386, Acc: 0.657, Base Lr: 2.17e-03
2024-04-26 18:36:49 transreid.train INFO: Epoch[24] Iter[10/31] Loss: 2.283, Acc: 0.671, Base Lr: 2.17e-03
2024-04-26 18:36:54 transreid.train INFO: Epoch[24] Iter[15/31] Loss: 2.114, Acc: 0.717, Base Lr: 2.17e-03
2024-04-26 18:36:58 transreid.train INFO: Epoch[24] Iter[20/31] Loss: 1.937, Acc: 0.755, Base Lr: 2.17e-03
2024-04-26 18:37:02 transreid.train INFO: Epoch[24] Iter[25/31] Loss: 1.780, Acc: 0.791, Base Lr: 2.17e-03
2024-04-26 18:37:05 transreid.train INFO: Epoch 24 done. Time per epoch: 25.275[s] Speed: 425.4[samples/s]
2024-04-26 18:37:10 transreid.train INFO: Epoch[25] Iter[5/31] Loss: 2.377, Acc: 0.661, Base Lr: 2.15e-03
2024-04-26 18:37:15 transreid.train INFO: Epoch[25] Iter[10/31] Loss: 2.237, Acc: 0.680, Base Lr: 2.15e-03
2024-04-26 18:37:19 transreid.train INFO: Epoch[25] Iter[15/31] Loss: 2.010, Acc: 0.733, Base Lr: 2.15e-03
2024-04-26 18:37:23 transreid.train INFO: Epoch[25] Iter[20/31] Loss: 1.821, Acc: 0.769, Base Lr: 2.15e-03
2024-04-26 18:37:27 transreid.train INFO: Epoch[25] Iter[25/31] Loss: 1.630, Acc: 0.806, Base Lr: 2.15e-03
2024-04-26 18:37:30 transreid.train INFO: Epoch 25 done. Time per epoch: 25.301[s] Speed: 425.0[samples/s]
2024-04-26 18:37:36 transreid.train INFO: Epoch[26] Iter[5/31] Loss: 2.273, Acc: 0.671, Base Lr: 2.13e-03
2024-04-26 18:37:40 transreid.train INFO: Epoch[26] Iter[10/31] Loss: 2.048, Acc: 0.717, Base Lr: 2.13e-03
2024-04-26 18:37:44 transreid.train INFO: Epoch[26] Iter[15/31] Loss: 1.857, Acc: 0.759, Base Lr: 2.13e-03
2024-04-26 18:37:48 transreid.train INFO: Epoch[26] Iter[20/31] Loss: 1.687, Acc: 0.789, Base Lr: 2.13e-03
2024-04-26 18:37:53 transreid.train INFO: Epoch[26] Iter[25/31] Loss: 1.525, Acc: 0.820, Base Lr: 2.13e-03
2024-04-26 18:37:55 transreid.train INFO: Epoch 26 done. Time per epoch: 25.353[s] Speed: 424.1[samples/s]
2024-04-26 18:38:01 transreid.train INFO: Epoch[27] Iter[5/31] Loss: 2.069, Acc: 0.700, Base Lr: 2.11e-03
2024-04-26 18:38:05 transreid.train INFO: Epoch[27] Iter[10/31] Loss: 1.878, Acc: 0.739, Base Lr: 2.11e-03
2024-04-26 18:38:10 transreid.train INFO: Epoch[27] Iter[15/31] Loss: 1.717, Acc: 0.772, Base Lr: 2.11e-03
2024-04-26 18:38:14 transreid.train INFO: Epoch[27] Iter[20/31] Loss: 1.548, Acc: 0.807, Base Lr: 2.11e-03
2024-04-26 18:38:18 transreid.train INFO: Epoch[27] Iter[25/31] Loss: 1.395, Acc: 0.834, Base Lr: 2.11e-03
2024-04-26 18:38:21 transreid.train INFO: Epoch 27 done. Time per epoch: 25.353[s] Speed: 424.1[samples/s]
2024-04-26 18:38:26 transreid.train INFO: Epoch[28] Iter[5/31] Loss: 1.960, Acc: 0.696, Base Lr: 2.09e-03
2024-04-26 18:38:31 transreid.train INFO: Epoch[28] Iter[10/31] Loss: 1.754, Acc: 0.751, Base Lr: 2.09e-03
2024-04-26 18:38:35 transreid.train INFO: Epoch[28] Iter[15/31] Loss: 1.558, Acc: 0.791, Base Lr: 2.09e-03
2024-04-26 18:38:39 transreid.train INFO: Epoch[28] Iter[20/31] Loss: 1.407, Acc: 0.826, Base Lr: 2.09e-03
2024-04-26 18:38:43 transreid.train INFO: Epoch[28] Iter[25/31] Loss: 1.262, Acc: 0.853, Base Lr: 2.09e-03
2024-04-26 18:38:46 transreid.train INFO: Epoch 28 done. Time per epoch: 25.262[s] Speed: 425.6[samples/s]
2024-04-26 18:38:52 transreid.train INFO: Epoch[29] Iter[5/31] Loss: 1.629, Acc: 0.760, Base Lr: 2.07e-03
2024-04-26 18:38:56 transreid.train INFO: Epoch[29] Iter[10/31] Loss: 1.586, Acc: 0.775, Base Lr: 2.07e-03
2024-04-26 18:39:00 transreid.train INFO: Epoch[29] Iter[15/31] Loss: 1.481, Acc: 0.799, Base Lr: 2.07e-03
2024-04-26 18:39:04 transreid.train INFO: Epoch[29] Iter[20/31] Loss: 1.322, Acc: 0.834, Base Lr: 2.07e-03
2024-04-26 18:39:08 transreid.train INFO: Epoch[29] Iter[25/31] Loss: 1.193, Acc: 0.861, Base Lr: 2.07e-03
2024-04-26 18:39:11 transreid.train INFO: Epoch 29 done. Time per epoch: 25.306[s] Speed: 424.9[samples/s]
2024-04-26 18:39:17 transreid.train INFO: Epoch[30] Iter[5/31] Loss: 1.713, Acc: 0.767, Base Lr: 2.05e-03
2024-04-26 18:39:21 transreid.train INFO: Epoch[30] Iter[10/31] Loss: 1.520, Acc: 0.801, Base Lr: 2.05e-03
2024-04-26 18:39:25 transreid.train INFO: Epoch[30] Iter[15/31] Loss: 1.381, Acc: 0.826, Base Lr: 2.05e-03
2024-04-26 18:39:30 transreid.train INFO: Epoch[30] Iter[20/31] Loss: 1.234, Acc: 0.853, Base Lr: 2.05e-03
2024-04-26 18:39:34 transreid.train INFO: Epoch[30] Iter[25/31] Loss: 1.097, Acc: 0.876, Base Lr: 2.05e-03
2024-04-26 18:39:36 transreid.train INFO: Epoch 30 done. Time per epoch: 25.192[s] Speed: 426.8[samples/s]
2024-04-26 18:39:42 transreid.train INFO: Epoch[31] Iter[5/31] Loss: 1.638, Acc: 0.767, Base Lr: 2.03e-03
2024-04-26 18:39:47 transreid.train INFO: Epoch[31] Iter[10/31] Loss: 1.486, Acc: 0.790, Base Lr: 2.03e-03
2024-04-26 18:39:51 transreid.train INFO: Epoch[31] Iter[15/31] Loss: 1.299, Acc: 0.832, Base Lr: 2.03e-03
2024-04-26 18:39:55 transreid.train INFO: Epoch[31] Iter[20/31] Loss: 1.173, Acc: 0.860, Base Lr: 2.03e-03
2024-04-26 18:39:59 transreid.train INFO: Epoch[31] Iter[25/31] Loss: 1.044, Acc: 0.883, Base Lr: 2.03e-03
2024-04-26 18:40:02 transreid.train INFO: Epoch 31 done. Time per epoch: 25.531[s] Speed: 421.1[samples/s]
2024-04-26 18:40:08 transreid.train INFO: Epoch[32] Iter[5/31] Loss: 1.536, Acc: 0.794, Base Lr: 2.00e-03
2024-04-26 18:40:12 transreid.train INFO: Epoch[32] Iter[10/31] Loss: 1.348, Acc: 0.826, Base Lr: 2.00e-03
2024-04-26 18:40:16 transreid.train INFO: Epoch[32] Iter[15/31] Loss: 1.181, Acc: 0.860, Base Lr: 2.00e-03
2024-04-26 18:40:20 transreid.train INFO: Epoch[32] Iter[20/31] Loss: 1.054, Acc: 0.882, Base Lr: 2.00e-03
2024-04-26 18:40:25 transreid.train INFO: Epoch[32] Iter[25/31] Loss: 0.939, Acc: 0.902, Base Lr: 2.00e-03
2024-04-26 18:40:27 transreid.train INFO: Epoch 32 done. Time per epoch: 25.363[s] Speed: 423.9[samples/s]
2024-04-26 18:40:33 transreid.train INFO: Epoch[33] Iter[5/31] Loss: 1.351, Acc: 0.818, Base Lr: 1.98e-03
2024-04-26 18:40:37 transreid.train INFO: Epoch[33] Iter[10/31] Loss: 1.231, Acc: 0.842, Base Lr: 1.98e-03
2024-04-26 18:40:41 transreid.train INFO: Epoch[33] Iter[15/31] Loss: 1.123, Acc: 0.867, Base Lr: 1.98e-03
2024-04-26 18:40:46 transreid.train INFO: Epoch[33] Iter[20/31] Loss: 1.007, Acc: 0.889, Base Lr: 1.98e-03
2024-04-26 18:40:50 transreid.train INFO: Epoch[33] Iter[25/31] Loss: 0.908, Acc: 0.905, Base Lr: 1.98e-03
2024-04-26 18:40:53 transreid.train INFO: Epoch 33 done. Time per epoch: 26.089[s] Speed: 426.9[samples/s]
2024-04-26 18:40:59 transreid.train INFO: Epoch[34] Iter[5/31] Loss: 1.266, Acc: 0.839, Base Lr: 1.96e-03
2024-04-26 18:41:03 transreid.train INFO: Epoch[34] Iter[10/31] Loss: 1.165, Acc: 0.864, Base Lr: 1.96e-03
2024-04-26 18:41:08 transreid.train INFO: Epoch[34] Iter[15/31] Loss: 1.064, Acc: 0.881, Base Lr: 1.96e-03
2024-04-26 18:41:12 transreid.train INFO: Epoch[34] Iter[20/31] Loss: 0.965, Acc: 0.899, Base Lr: 1.96e-03
2024-04-26 18:41:16 transreid.train INFO: Epoch[34] Iter[25/31] Loss: 0.849, Acc: 0.916, Base Lr: 1.96e-03
2024-04-26 18:41:19 transreid.train INFO: Epoch 34 done. Time per epoch: 25.426[s] Speed: 422.9[samples/s]
2024-04-26 18:41:25 transreid.train INFO: Epoch[35] Iter[5/31] Loss: 1.265, Acc: 0.827, Base Lr: 1.93e-03
2024-04-26 18:41:29 transreid.train INFO: Epoch[35] Iter[10/31] Loss: 1.166, Acc: 0.855, Base Lr: 1.93e-03
2024-04-26 18:41:33 transreid.train INFO: Epoch[35] Iter[15/31] Loss: 1.032, Acc: 0.884, Base Lr: 1.93e-03
2024-04-26 18:41:37 transreid.train INFO: Epoch[35] Iter[20/31] Loss: 0.907, Acc: 0.906, Base Lr: 1.93e-03
2024-04-26 18:41:41 transreid.train INFO: Epoch[35] Iter[25/31] Loss: 0.813, Acc: 0.921, Base Lr: 1.93e-03
2024-04-26 18:41:44 transreid.train INFO: Epoch 35 done. Time per epoch: 25.322[s] Speed: 424.6[samples/s]
2024-04-26 18:41:50 transreid.train INFO: Epoch[36] Iter[5/31] Loss: 1.193, Acc: 0.854, Base Lr: 1.91e-03
2024-04-26 18:41:54 transreid.train INFO: Epoch[36] Iter[10/31] Loss: 1.046, Acc: 0.879, Base Lr: 1.91e-03
2024-04-26 18:41:58 transreid.train INFO: Epoch[36] Iter[15/31] Loss: 0.943, Acc: 0.895, Base Lr: 1.91e-03
2024-04-26 18:42:02 transreid.train INFO: Epoch[36] Iter[20/31] Loss: 0.839, Acc: 0.912, Base Lr: 1.91e-03
2024-04-26 18:42:07 transreid.train INFO: Epoch[36] Iter[25/31] Loss: 0.753, Acc: 0.926, Base Lr: 1.91e-03
2024-04-26 18:42:09 transreid.train INFO: Epoch 36 done. Time per epoch: 25.226[s] Speed: 426.2[samples/s]
2024-04-26 18:42:15 transreid.train INFO: Epoch[37] Iter[5/31] Loss: 1.187, Acc: 0.839, Base Lr: 1.88e-03
2024-04-26 18:42:20 transreid.train INFO: Epoch[37] Iter[10/31] Loss: 1.029, Acc: 0.873, Base Lr: 1.88e-03
2024-04-26 18:42:24 transreid.train INFO: Epoch[37] Iter[15/31] Loss: 0.904, Acc: 0.899, Base Lr: 1.88e-03
2024-04-26 18:42:28 transreid.train INFO: Epoch[37] Iter[20/31] Loss: 0.798, Acc: 0.917, Base Lr: 1.88e-03
2024-04-26 18:42:32 transreid.train INFO: Epoch[37] Iter[25/31] Loss: 0.716, Acc: 0.929, Base Lr: 1.88e-03
2024-04-26 18:42:35 transreid.train INFO: Epoch 37 done. Time per epoch: 25.630[s] Speed: 419.5[samples/s]
2024-04-26 18:42:41 transreid.train INFO: Epoch[38] Iter[5/31] Loss: 1.089, Acc: 0.844, Base Lr: 1.85e-03
2024-04-26 18:42:45 transreid.train INFO: Epoch[38] Iter[10/31] Loss: 0.966, Acc: 0.873, Base Lr: 1.85e-03
2024-04-26 18:42:49 transreid.train INFO: Epoch[38] Iter[15/31] Loss: 0.844, Acc: 0.902, Base Lr: 1.85e-03
2024-04-26 18:42:53 transreid.train INFO: Epoch[38] Iter[20/31] Loss: 0.746, Acc: 0.919, Base Lr: 1.85e-03
2024-04-26 18:42:58 transreid.train INFO: Epoch[38] Iter[25/31] Loss: 0.669, Acc: 0.932, Base Lr: 1.85e-03
2024-04-26 18:43:00 transreid.train INFO: Epoch 38 done. Time per epoch: 25.372[s] Speed: 423.8[samples/s]
2024-04-26 18:43:06 transreid.train INFO: Epoch[39] Iter[5/31] Loss: 1.142, Acc: 0.838, Base Lr: 1.83e-03
2024-04-26 18:43:10 transreid.train INFO: Epoch[39] Iter[10/31] Loss: 0.909, Acc: 0.886, Base Lr: 1.83e-03
2024-04-26 18:43:14 transreid.train INFO: Epoch[39] Iter[15/31] Loss: 0.796, Acc: 0.907, Base Lr: 1.83e-03
2024-04-26 18:43:19 transreid.train INFO: Epoch[39] Iter[20/31] Loss: 0.716, Acc: 0.923, Base Lr: 1.83e-03
2024-04-26 18:43:23 transreid.train INFO: Epoch[39] Iter[25/31] Loss: 0.638, Acc: 0.935, Base Lr: 1.83e-03
2024-04-26 18:43:26 transreid.train INFO: Epoch 39 done. Time per epoch: 25.817[s] Speed: 431.3[samples/s]
2024-04-26 18:43:32 transreid.train INFO: Epoch[40] Iter[5/31] Loss: 1.017, Acc: 0.848, Base Lr: 1.80e-03
2024-04-26 18:43:36 transreid.train INFO: Epoch[40] Iter[10/31] Loss: 0.883, Acc: 0.884, Base Lr: 1.80e-03
2024-04-26 18:43:40 transreid.train INFO: Epoch[40] Iter[15/31] Loss: 0.767, Acc: 0.909, Base Lr: 1.80e-03
2024-04-26 18:43:44 transreid.train INFO: Epoch[40] Iter[20/31] Loss: 0.687, Acc: 0.924, Base Lr: 1.80e-03
2024-04-26 18:43:48 transreid.train INFO: Epoch[40] Iter[25/31] Loss: 0.617, Acc: 0.936, Base Lr: 1.80e-03
2024-04-26 18:43:51 transreid.train INFO: Epoch 40 done. Time per epoch: 24.976[s] Speed: 430.5[samples/s]
2024-04-26 18:44:42 transreid.train INFO: Validation Results - Epoch: 40
2024-04-26 18:44:42 transreid.train INFO: mAP: 91.6%
2024-04-26 18:44:42 transreid.train INFO: CMC curve, Rank-1  :96.0%
2024-04-26 18:44:42 transreid.train INFO: CMC curve, Rank-5  :98.6%
2024-04-26 18:44:42 transreid.train INFO: CMC curve, Rank-10 :99.1%
2024-04-26 18:44:48 transreid.train INFO: Epoch[41] Iter[5/31] Loss: 0.933, Acc: 0.872, Base Lr: 1.77e-03
2024-04-26 18:44:52 transreid.train INFO: Epoch[41] Iter[10/31] Loss: 0.846, Acc: 0.891, Base Lr: 1.77e-03
2024-04-26 18:44:56 transreid.train INFO: Epoch[41] Iter[15/31] Loss: 0.753, Acc: 0.911, Base Lr: 1.77e-03
2024-04-26 18:45:00 transreid.train INFO: Epoch[41] Iter[20/31] Loss: 0.664, Acc: 0.926, Base Lr: 1.77e-03
2024-04-26 18:45:04 transreid.train INFO: Epoch[41] Iter[25/31] Loss: 0.583, Acc: 0.938, Base Lr: 1.77e-03
2024-04-26 18:45:08 transreid.train INFO: Epoch 41 done. Time per epoch: 25.788[s] Speed: 431.8[samples/s]
2024-04-26 18:45:14 transreid.train INFO: Epoch[42] Iter[5/31] Loss: 0.943, Acc: 0.856, Base Lr: 1.75e-03
2024-04-26 18:45:18 transreid.train INFO: Epoch[42] Iter[10/31] Loss: 0.822, Acc: 0.889, Base Lr: 1.75e-03
2024-04-26 18:45:22 transreid.train INFO: Epoch[42] Iter[15/31] Loss: 0.704, Acc: 0.913, Base Lr: 1.75e-03
2024-04-26 18:45:26 transreid.train INFO: Epoch[42] Iter[20/31] Loss: 0.616, Acc: 0.930, Base Lr: 1.75e-03
2024-04-26 18:45:30 transreid.train INFO: Epoch[42] Iter[25/31] Loss: 0.552, Acc: 0.940, Base Lr: 1.75e-03
2024-04-26 18:45:34 transreid.train INFO: Epoch 42 done. Time per epoch: 25.994[s] Speed: 428.4[samples/s]
2024-04-26 18:45:39 transreid.train INFO: Epoch[43] Iter[5/31] Loss: 0.886, Acc: 0.877, Base Lr: 1.72e-03
2024-04-26 18:45:43 transreid.train INFO: Epoch[43] Iter[10/31] Loss: 0.760, Acc: 0.897, Base Lr: 1.72e-03
2024-04-26 18:45:48 transreid.train INFO: Epoch[43] Iter[15/31] Loss: 0.672, Acc: 0.918, Base Lr: 1.72e-03
2024-04-26 18:45:52 transreid.train INFO: Epoch[43] Iter[20/31] Loss: 0.610, Acc: 0.931, Base Lr: 1.72e-03
2024-04-26 18:45:56 transreid.train INFO: Epoch[43] Iter[25/31] Loss: 0.535, Acc: 0.943, Base Lr: 1.72e-03
2024-04-26 18:45:59 transreid.train INFO: Epoch 43 done. Time per epoch: 25.560[s] Speed: 435.7[samples/s]
2024-04-26 18:46:05 transreid.train INFO: Epoch[44] Iter[5/31] Loss: 0.940, Acc: 0.849, Base Lr: 1.69e-03
2024-04-26 18:46:09 transreid.train INFO: Epoch[44] Iter[10/31] Loss: 0.747, Acc: 0.896, Base Lr: 1.69e-03
2024-04-26 18:46:13 transreid.train INFO: Epoch[44] Iter[15/31] Loss: 0.649, Acc: 0.916, Base Lr: 1.69e-03
2024-04-26 18:46:17 transreid.train INFO: Epoch[44] Iter[20/31] Loss: 0.556, Acc: 0.933, Base Lr: 1.69e-03
2024-04-26 18:46:21 transreid.train INFO: Epoch[44] Iter[25/31] Loss: 0.499, Acc: 0.944, Base Lr: 1.69e-03
2024-04-26 18:46:25 transreid.train INFO: Epoch 44 done. Time per epoch: 25.601[s] Speed: 435.0[samples/s]
2024-04-26 18:46:30 transreid.train INFO: Epoch[45] Iter[5/31] Loss: 0.829, Acc: 0.884, Base Lr: 1.66e-03
2024-04-26 18:46:35 transreid.train INFO: Epoch[45] Iter[10/31] Loss: 0.736, Acc: 0.899, Base Lr: 1.66e-03
2024-04-26 18:46:39 transreid.train INFO: Epoch[45] Iter[15/31] Loss: 0.655, Acc: 0.917, Base Lr: 1.66e-03
2024-04-26 18:46:43 transreid.train INFO: Epoch[45] Iter[20/31] Loss: 0.570, Acc: 0.934, Base Lr: 1.66e-03
2024-04-26 18:46:47 transreid.train INFO: Epoch[45] Iter[25/31] Loss: 0.505, Acc: 0.944, Base Lr: 1.66e-03
2024-04-26 18:46:50 transreid.train INFO: Epoch 45 done. Time per epoch: 24.892[s] Speed: 432.0[samples/s]
2024-04-26 18:46:55 transreid.train INFO: Epoch[46] Iter[5/31] Loss: 0.762, Acc: 0.879, Base Lr: 1.63e-03
2024-04-26 18:46:59 transreid.train INFO: Epoch[46] Iter[10/31] Loss: 0.677, Acc: 0.901, Base Lr: 1.63e-03
2024-04-26 18:47:04 transreid.train INFO: Epoch[46] Iter[15/31] Loss: 0.596, Acc: 0.922, Base Lr: 1.63e-03
2024-04-26 18:47:08 transreid.train INFO: Epoch[46] Iter[20/31] Loss: 0.527, Acc: 0.936, Base Lr: 1.63e-03
2024-04-26 18:47:12 transreid.train INFO: Epoch[46] Iter[25/31] Loss: 0.464, Acc: 0.947, Base Lr: 1.63e-03
2024-04-26 18:47:15 transreid.train INFO: Epoch 46 done. Time per epoch: 24.817[s] Speed: 433.3[samples/s]
2024-04-26 18:47:20 transreid.train INFO: Epoch[47] Iter[5/31] Loss: 0.791, Acc: 0.874, Base Lr: 1.60e-03
2024-04-26 18:47:24 transreid.train INFO: Epoch[47] Iter[10/31] Loss: 0.659, Acc: 0.905, Base Lr: 1.60e-03
2024-04-26 18:47:28 transreid.train INFO: Epoch[47] Iter[15/31] Loss: 0.577, Acc: 0.924, Base Lr: 1.60e-03
2024-04-26 18:47:33 transreid.train INFO: Epoch[47] Iter[20/31] Loss: 0.510, Acc: 0.937, Base Lr: 1.60e-03
2024-04-26 18:47:37 transreid.train INFO: Epoch[47] Iter[25/31] Loss: 0.452, Acc: 0.948, Base Lr: 1.60e-03
2024-04-26 18:47:39 transreid.train INFO: Epoch 47 done. Time per epoch: 24.765[s] Speed: 434.2[samples/s]
2024-04-26 18:47:45 transreid.train INFO: Epoch[48] Iter[5/31] Loss: 0.757, Acc: 0.879, Base Lr: 1.57e-03
2024-04-26 18:47:49 transreid.train INFO: Epoch[48] Iter[10/31] Loss: 0.622, Acc: 0.910, Base Lr: 1.57e-03
2024-04-26 18:47:53 transreid.train INFO: Epoch[48] Iter[15/31] Loss: 0.548, Acc: 0.927, Base Lr: 1.57e-03
2024-04-26 18:47:57 transreid.train INFO: Epoch[48] Iter[20/31] Loss: 0.485, Acc: 0.940, Base Lr: 1.57e-03
2024-04-26 18:48:02 transreid.train INFO: Epoch[48] Iter[25/31] Loss: 0.428, Acc: 0.951, Base Lr: 1.57e-03
2024-04-26 18:48:05 transreid.train INFO: Epoch 48 done. Time per epoch: 25.683[s] Speed: 433.6[samples/s]
2024-04-26 18:48:11 transreid.train INFO: Epoch[49] Iter[5/31] Loss: 0.743, Acc: 0.889, Base Lr: 1.54e-03
2024-04-26 18:48:15 transreid.train INFO: Epoch[49] Iter[10/31] Loss: 0.617, Acc: 0.916, Base Lr: 1.54e-03
2024-04-26 18:48:19 transreid.train INFO: Epoch[49] Iter[15/31] Loss: 0.550, Acc: 0.930, Base Lr: 1.54e-03
2024-04-26 18:48:23 transreid.train INFO: Epoch[49] Iter[20/31] Loss: 0.476, Acc: 0.944, Base Lr: 1.54e-03
2024-04-26 18:48:27 transreid.train INFO: Epoch[49] Iter[25/31] Loss: 0.422, Acc: 0.954, Base Lr: 1.54e-03
2024-04-26 18:48:30 transreid.train INFO: Epoch 49 done. Time per epoch: 24.808[s] Speed: 433.4[samples/s]
2024-04-26 18:48:35 transreid.train INFO: Epoch[50] Iter[5/31] Loss: 0.707, Acc: 0.895, Base Lr: 1.51e-03
2024-04-26 18:48:40 transreid.train INFO: Epoch[50] Iter[10/31] Loss: 0.621, Acc: 0.917, Base Lr: 1.51e-03
2024-04-26 18:48:44 transreid.train INFO: Epoch[50] Iter[15/31] Loss: 0.526, Acc: 0.935, Base Lr: 1.51e-03
2024-04-26 18:48:48 transreid.train INFO: Epoch[50] Iter[20/31] Loss: 0.459, Acc: 0.946, Base Lr: 1.51e-03
2024-04-26 18:48:52 transreid.train INFO: Epoch[50] Iter[25/31] Loss: 0.408, Acc: 0.954, Base Lr: 1.51e-03
2024-04-26 18:48:55 transreid.train INFO: Epoch 50 done. Time per epoch: 25.570[s] Speed: 435.5[samples/s]
2024-04-26 18:49:01 transreid.train INFO: Epoch[51] Iter[5/31] Loss: 0.684, Acc: 0.889, Base Lr: 1.48e-03
2024-04-26 18:49:05 transreid.train INFO: Epoch[51] Iter[10/31] Loss: 0.596, Acc: 0.921, Base Lr: 1.48e-03
2024-04-26 18:49:09 transreid.train INFO: Epoch[51] Iter[15/31] Loss: 0.503, Acc: 0.940, Base Lr: 1.48e-03
2024-04-26 18:49:13 transreid.train INFO: Epoch[51] Iter[20/31] Loss: 0.445, Acc: 0.950, Base Lr: 1.48e-03
2024-04-26 18:49:18 transreid.train INFO: Epoch[51] Iter[25/31] Loss: 0.394, Acc: 0.958, Base Lr: 1.48e-03
2024-04-26 18:49:20 transreid.train INFO: Epoch 51 done. Time per epoch: 24.841[s] Speed: 432.8[samples/s]
2024-04-26 18:49:26 transreid.train INFO: Epoch[52] Iter[5/31] Loss: 0.639, Acc: 0.909, Base Lr: 1.45e-03
2024-04-26 18:49:30 transreid.train INFO: Epoch[52] Iter[10/31] Loss: 0.571, Acc: 0.929, Base Lr: 1.45e-03
2024-04-26 18:49:34 transreid.train INFO: Epoch[52] Iter[15/31] Loss: 0.499, Acc: 0.943, Base Lr: 1.45e-03
2024-04-26 18:49:38 transreid.train INFO: Epoch[52] Iter[20/31] Loss: 0.442, Acc: 0.952, Base Lr: 1.45e-03
2024-04-26 18:49:42 transreid.train INFO: Epoch[52] Iter[25/31] Loss: 0.398, Acc: 0.959, Base Lr: 1.45e-03
2024-04-26 18:49:45 transreid.train INFO: Epoch 52 done. Time per epoch: 24.874[s] Speed: 432.3[samples/s]
2024-04-26 18:49:51 transreid.train INFO: Epoch[53] Iter[5/31] Loss: 0.699, Acc: 0.902, Base Lr: 1.42e-03
2024-04-26 18:49:55 transreid.train INFO: Epoch[53] Iter[10/31] Loss: 0.554, Acc: 0.932, Base Lr: 1.42e-03
2024-04-26 18:49:59 transreid.train INFO: Epoch[53] Iter[15/31] Loss: 0.465, Acc: 0.948, Base Lr: 1.42e-03
2024-04-26 18:50:03 transreid.train INFO: Epoch[53] Iter[20/31] Loss: 0.411, Acc: 0.956, Base Lr: 1.42e-03
2024-04-26 18:50:07 transreid.train INFO: Epoch[53] Iter[25/31] Loss: 0.364, Acc: 0.964, Base Lr: 1.42e-03
2024-04-26 18:50:10 transreid.train INFO: Epoch 53 done. Time per epoch: 24.870[s] Speed: 432.3[samples/s]
2024-04-26 18:50:16 transreid.train INFO: Epoch[54] Iter[5/31] Loss: 0.615, Acc: 0.912, Base Lr: 1.39e-03
2024-04-26 18:50:20 transreid.train INFO: Epoch[54] Iter[10/31] Loss: 0.539, Acc: 0.932, Base Lr: 1.39e-03
2024-04-26 18:50:24 transreid.train INFO: Epoch[54] Iter[15/31] Loss: 0.464, Acc: 0.948, Base Lr: 1.39e-03
2024-04-26 18:50:28 transreid.train INFO: Epoch[54] Iter[20/31] Loss: 0.412, Acc: 0.959, Base Lr: 1.39e-03
2024-04-26 18:50:32 transreid.train INFO: Epoch[54] Iter[25/31] Loss: 0.365, Acc: 0.967, Base Lr: 1.39e-03
2024-04-26 18:50:35 transreid.train INFO: Epoch 54 done. Time per epoch: 24.808[s] Speed: 433.4[samples/s]
2024-04-26 18:50:40 transreid.train INFO: Epoch[55] Iter[5/31] Loss: 0.593, Acc: 0.929, Base Lr: 1.36e-03
2024-04-26 18:50:44 transreid.train INFO: Epoch[55] Iter[10/31] Loss: 0.531, Acc: 0.939, Base Lr: 1.36e-03
2024-04-26 18:50:49 transreid.train INFO: Epoch[55] Iter[15/31] Loss: 0.448, Acc: 0.951, Base Lr: 1.36e-03
2024-04-26 18:50:53 transreid.train INFO: Epoch[55] Iter[20/31] Loss: 0.398, Acc: 0.961, Base Lr: 1.36e-03
2024-04-26 18:50:57 transreid.train INFO: Epoch[55] Iter[25/31] Loss: 0.358, Acc: 0.967, Base Lr: 1.36e-03
2024-04-26 18:50:59 transreid.train INFO: Epoch 55 done. Time per epoch: 24.669[s] Speed: 435.9[samples/s]
2024-04-26 18:51:05 transreid.train INFO: Epoch[56] Iter[5/31] Loss: 0.596, Acc: 0.928, Base Lr: 1.33e-03
2024-04-26 18:51:09 transreid.train INFO: Epoch[56] Iter[10/31] Loss: 0.494, Acc: 0.950, Base Lr: 1.33e-03
2024-04-26 18:51:14 transreid.train INFO: Epoch[56] Iter[15/31] Loss: 0.420, Acc: 0.962, Base Lr: 1.33e-03
2024-04-26 18:51:18 transreid.train INFO: Epoch[56] Iter[20/31] Loss: 0.374, Acc: 0.968, Base Lr: 1.33e-03
2024-04-26 18:51:22 transreid.train INFO: Epoch[56] Iter[25/31] Loss: 0.333, Acc: 0.973, Base Lr: 1.33e-03
2024-04-26 18:51:24 transreid.train INFO: Epoch 56 done. Time per epoch: 24.961[s] Speed: 430.8[samples/s]
2024-04-26 18:51:30 transreid.train INFO: Epoch[57] Iter[5/31] Loss: 0.541, Acc: 0.925, Base Lr: 1.30e-03
2024-04-26 18:51:34 transreid.train INFO: Epoch[57] Iter[10/31] Loss: 0.481, Acc: 0.944, Base Lr: 1.30e-03
2024-04-26 18:51:38 transreid.train INFO: Epoch[57] Iter[15/31] Loss: 0.410, Acc: 0.958, Base Lr: 1.30e-03
2024-04-26 18:51:42 transreid.train INFO: Epoch[57] Iter[20/31] Loss: 0.359, Acc: 0.966, Base Lr: 1.30e-03
2024-04-26 18:51:47 transreid.train INFO: Epoch[57] Iter[25/31] Loss: 0.315, Acc: 0.972, Base Lr: 1.30e-03
2024-04-26 18:51:49 transreid.train INFO: Epoch 57 done. Time per epoch: 24.867[s] Speed: 432.4[samples/s]
2024-04-26 18:51:55 transreid.train INFO: Epoch[58] Iter[5/31] Loss: 0.530, Acc: 0.939, Base Lr: 1.27e-03
2024-04-26 18:51:59 transreid.train INFO: Epoch[58] Iter[10/31] Loss: 0.468, Acc: 0.949, Base Lr: 1.27e-03
2024-04-26 18:52:03 transreid.train INFO: Epoch[58] Iter[15/31] Loss: 0.410, Acc: 0.959, Base Lr: 1.27e-03
2024-04-26 18:52:07 transreid.train INFO: Epoch[58] Iter[20/31] Loss: 0.367, Acc: 0.966, Base Lr: 1.27e-03
2024-04-26 18:52:11 transreid.train INFO: Epoch[58] Iter[25/31] Loss: 0.325, Acc: 0.971, Base Lr: 1.27e-03
2024-04-26 18:52:14 transreid.train INFO: Epoch 58 done. Time per epoch: 24.875[s] Speed: 432.2[samples/s]
2024-04-26 18:52:20 transreid.train INFO: Epoch[59] Iter[5/31] Loss: 0.525, Acc: 0.945, Base Lr: 1.23e-03
2024-04-26 18:52:24 transreid.train INFO: Epoch[59] Iter[10/31] Loss: 0.444, Acc: 0.958, Base Lr: 1.23e-03
2024-04-26 18:52:28 transreid.train INFO: Epoch[59] Iter[15/31] Loss: 0.389, Acc: 0.964, Base Lr: 1.23e-03
2024-04-26 18:52:32 transreid.train INFO: Epoch[59] Iter[20/31] Loss: 0.340, Acc: 0.971, Base Lr: 1.23e-03
2024-04-26 18:52:36 transreid.train INFO: Epoch[59] Iter[25/31] Loss: 0.297, Acc: 0.976, Base Lr: 1.23e-03
2024-04-26 18:52:39 transreid.train INFO: Epoch 59 done. Time per epoch: 24.958[s] Speed: 430.8[samples/s]
2024-04-26 18:52:45 transreid.train INFO: Epoch[60] Iter[5/31] Loss: 0.505, Acc: 0.941, Base Lr: 1.20e-03
2024-04-26 18:52:49 transreid.train INFO: Epoch[60] Iter[10/31] Loss: 0.414, Acc: 0.958, Base Lr: 1.20e-03
2024-04-26 18:52:53 transreid.train INFO: Epoch[60] Iter[15/31] Loss: 0.368, Acc: 0.967, Base Lr: 1.20e-03
2024-04-26 18:52:57 transreid.train INFO: Epoch[60] Iter[20/31] Loss: 0.314, Acc: 0.974, Base Lr: 1.20e-03
2024-04-26 18:53:01 transreid.train INFO: Epoch[60] Iter[25/31] Loss: 0.278, Acc: 0.978, Base Lr: 1.20e-03
2024-04-26 18:53:04 transreid.train INFO: Epoch 60 done. Time per epoch: 24.853[s] Speed: 432.6[samples/s]
2024-04-26 18:53:54 transreid.train INFO: Validation Results - Epoch: 60
2024-04-26 18:53:54 transreid.train INFO: mAP: 92.0%
2024-04-26 18:53:54 transreid.train INFO: CMC curve, Rank-1  :96.1%
2024-04-26 18:53:54 transreid.train INFO: CMC curve, Rank-5  :98.6%
2024-04-26 18:53:54 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-04-26 18:54:00 transreid.train INFO: Epoch[61] Iter[5/31] Loss: 0.477, Acc: 0.955, Base Lr: 1.17e-03
2024-04-26 18:54:04 transreid.train INFO: Epoch[61] Iter[10/31] Loss: 0.416, Acc: 0.962, Base Lr: 1.17e-03
2024-04-26 18:54:08 transreid.train INFO: Epoch[61] Iter[15/31] Loss: 0.363, Acc: 0.970, Base Lr: 1.17e-03
2024-04-26 18:54:12 transreid.train INFO: Epoch[61] Iter[20/31] Loss: 0.319, Acc: 0.976, Base Lr: 1.17e-03
2024-04-26 18:54:16 transreid.train INFO: Epoch[61] Iter[25/31] Loss: 0.292, Acc: 0.979, Base Lr: 1.17e-03
2024-04-26 18:54:19 transreid.train INFO: Epoch 61 done. Time per epoch: 25.004[s] Speed: 430.0[samples/s]
2024-04-26 18:54:25 transreid.train INFO: Epoch[62] Iter[5/31] Loss: 0.409, Acc: 0.970, Base Lr: 1.14e-03
2024-04-26 18:54:29 transreid.train INFO: Epoch[62] Iter[10/31] Loss: 0.397, Acc: 0.963, Base Lr: 1.14e-03
2024-04-26 18:54:33 transreid.train INFO: Epoch[62] Iter[15/31] Loss: 0.349, Acc: 0.971, Base Lr: 1.14e-03
2024-04-26 18:54:37 transreid.train INFO: Epoch[62] Iter[20/31] Loss: 0.313, Acc: 0.977, Base Lr: 1.14e-03
2024-04-26 18:54:41 transreid.train INFO: Epoch[62] Iter[25/31] Loss: 0.280, Acc: 0.980, Base Lr: 1.14e-03
2024-04-26 18:54:44 transreid.train INFO: Epoch 62 done. Time per epoch: 25.060[s] Speed: 429.0[samples/s]
2024-04-26 18:54:50 transreid.train INFO: Epoch[63] Iter[5/31] Loss: 0.438, Acc: 0.964, Base Lr: 1.11e-03
2024-04-26 18:54:54 transreid.train INFO: Epoch[63] Iter[10/31] Loss: 0.392, Acc: 0.966, Base Lr: 1.11e-03
2024-04-26 18:54:58 transreid.train INFO: Epoch[63] Iter[15/31] Loss: 0.337, Acc: 0.974, Base Lr: 1.11e-03
2024-04-26 18:55:02 transreid.train INFO: Epoch[63] Iter[20/31] Loss: 0.296, Acc: 0.978, Base Lr: 1.11e-03
2024-04-26 18:55:06 transreid.train INFO: Epoch[63] Iter[25/31] Loss: 0.269, Acc: 0.981, Base Lr: 1.11e-03
2024-04-26 18:55:10 transreid.train INFO: Epoch 63 done. Time per epoch: 25.715[s] Speed: 433.1[samples/s]
2024-04-26 18:55:15 transreid.train INFO: Epoch[64] Iter[5/31] Loss: 0.430, Acc: 0.969, Base Lr: 1.08e-03
2024-04-26 18:55:19 transreid.train INFO: Epoch[64] Iter[10/31] Loss: 0.368, Acc: 0.973, Base Lr: 1.08e-03
2024-04-26 18:55:23 transreid.train INFO: Epoch[64] Iter[15/31] Loss: 0.322, Acc: 0.978, Base Lr: 1.08e-03
2024-04-26 18:55:28 transreid.train INFO: Epoch[64] Iter[20/31] Loss: 0.286, Acc: 0.982, Base Lr: 1.08e-03
2024-04-26 18:55:32 transreid.train INFO: Epoch[64] Iter[25/31] Loss: 0.255, Acc: 0.984, Base Lr: 1.08e-03
2024-04-26 18:55:34 transreid.train INFO: Epoch 64 done. Time per epoch: 24.599[s] Speed: 437.1[samples/s]
2024-04-26 18:55:40 transreid.train INFO: Epoch[65] Iter[5/31] Loss: 0.429, Acc: 0.969, Base Lr: 1.05e-03
2024-04-26 18:55:44 transreid.train INFO: Epoch[65] Iter[10/31] Loss: 0.375, Acc: 0.978, Base Lr: 1.05e-03
2024-04-26 18:55:48 transreid.train INFO: Epoch[65] Iter[15/31] Loss: 0.318, Acc: 0.982, Base Lr: 1.05e-03
2024-04-26 18:55:52 transreid.train INFO: Epoch[65] Iter[20/31] Loss: 0.278, Acc: 0.985, Base Lr: 1.05e-03
2024-04-26 18:55:56 transreid.train INFO: Epoch[65] Iter[25/31] Loss: 0.250, Acc: 0.987, Base Lr: 1.05e-03
2024-04-26 18:55:59 transreid.train INFO: Epoch 65 done. Time per epoch: 24.752[s] Speed: 434.4[samples/s]
2024-04-26 18:56:05 transreid.train INFO: Epoch[66] Iter[5/31] Loss: 0.424, Acc: 0.967, Base Lr: 1.02e-03
2024-04-26 18:56:09 transreid.train INFO: Epoch[66] Iter[10/31] Loss: 0.380, Acc: 0.973, Base Lr: 1.02e-03
2024-04-26 18:56:13 transreid.train INFO: Epoch[66] Iter[15/31] Loss: 0.329, Acc: 0.980, Base Lr: 1.02e-03
2024-04-26 18:56:17 transreid.train INFO: Epoch[66] Iter[20/31] Loss: 0.294, Acc: 0.983, Base Lr: 1.02e-03
2024-04-26 18:56:21 transreid.train INFO: Epoch[66] Iter[25/31] Loss: 0.257, Acc: 0.986, Base Lr: 1.02e-03
2024-04-26 18:56:24 transreid.train INFO: Epoch 66 done. Time per epoch: 25.373[s] Speed: 438.9[samples/s]
2024-04-26 18:56:30 transreid.train INFO: Epoch[67] Iter[5/31] Loss: 0.401, Acc: 0.968, Base Lr: 9.84e-04
2024-04-26 18:56:34 transreid.train INFO: Epoch[67] Iter[10/31] Loss: 0.343, Acc: 0.976, Base Lr: 9.84e-04
2024-04-26 18:56:38 transreid.train INFO: Epoch[67] Iter[15/31] Loss: 0.308, Acc: 0.980, Base Lr: 9.84e-04
2024-04-26 18:56:42 transreid.train INFO: Epoch[67] Iter[20/31] Loss: 0.275, Acc: 0.982, Base Lr: 9.84e-04
2024-04-26 18:56:46 transreid.train INFO: Epoch[67] Iter[25/31] Loss: 0.245, Acc: 0.985, Base Lr: 9.84e-04
2024-04-26 18:56:49 transreid.train INFO: Epoch 67 done. Time per epoch: 24.645[s] Speed: 436.3[samples/s]
2024-04-26 18:56:55 transreid.train INFO: Epoch[68] Iter[5/31] Loss: 0.397, Acc: 0.970, Base Lr: 9.53e-04
2024-04-26 18:56:59 transreid.train INFO: Epoch[68] Iter[10/31] Loss: 0.327, Acc: 0.976, Base Lr: 9.53e-04
2024-04-26 18:57:03 transreid.train INFO: Epoch[68] Iter[15/31] Loss: 0.295, Acc: 0.981, Base Lr: 9.53e-04
2024-04-26 18:57:07 transreid.train INFO: Epoch[68] Iter[20/31] Loss: 0.264, Acc: 0.984, Base Lr: 9.53e-04
2024-04-26 18:57:11 transreid.train INFO: Epoch[68] Iter[25/31] Loss: 0.235, Acc: 0.987, Base Lr: 9.53e-04
2024-04-26 18:57:15 transreid.train INFO: Epoch 68 done. Time per epoch: 25.559[s] Speed: 435.7[samples/s]
2024-04-26 18:57:20 transreid.train INFO: Epoch[69] Iter[5/31] Loss: 0.371, Acc: 0.978, Base Lr: 9.23e-04
2024-04-26 18:57:24 transreid.train INFO: Epoch[69] Iter[10/31] Loss: 0.321, Acc: 0.981, Base Lr: 9.23e-04
2024-04-26 18:57:29 transreid.train INFO: Epoch[69] Iter[15/31] Loss: 0.282, Acc: 0.985, Base Lr: 9.23e-04
2024-04-26 18:57:33 transreid.train INFO: Epoch[69] Iter[20/31] Loss: 0.246, Acc: 0.987, Base Lr: 9.23e-04
2024-04-26 18:57:37 transreid.train INFO: Epoch[69] Iter[25/31] Loss: 0.222, Acc: 0.989, Base Lr: 9.23e-04
2024-04-26 18:57:39 transreid.train INFO: Epoch 69 done. Time per epoch: 24.847[s] Speed: 432.7[samples/s]
2024-04-26 18:57:45 transreid.train INFO: Epoch[70] Iter[5/31] Loss: 0.363, Acc: 0.979, Base Lr: 8.92e-04
2024-04-26 18:57:49 transreid.train INFO: Epoch[70] Iter[10/31] Loss: 0.312, Acc: 0.984, Base Lr: 8.92e-04
2024-04-26 18:57:53 transreid.train INFO: Epoch[70] Iter[15/31] Loss: 0.279, Acc: 0.985, Base Lr: 8.92e-04
2024-04-26 18:57:57 transreid.train INFO: Epoch[70] Iter[20/31] Loss: 0.248, Acc: 0.988, Base Lr: 8.92e-04
2024-04-26 18:58:02 transreid.train INFO: Epoch[70] Iter[25/31] Loss: 0.220, Acc: 0.990, Base Lr: 8.92e-04
2024-04-26 18:58:04 transreid.train INFO: Epoch 70 done. Time per epoch: 24.767[s] Speed: 434.1[samples/s]
2024-04-26 18:58:10 transreid.train INFO: Epoch[71] Iter[5/31] Loss: 0.324, Acc: 0.983, Base Lr: 8.62e-04
2024-04-26 18:58:14 transreid.train INFO: Epoch[71] Iter[10/31] Loss: 0.288, Acc: 0.986, Base Lr: 8.62e-04
2024-04-26 18:58:18 transreid.train INFO: Epoch[71] Iter[15/31] Loss: 0.254, Acc: 0.988, Base Lr: 8.62e-04
2024-04-26 18:58:22 transreid.train INFO: Epoch[71] Iter[20/31] Loss: 0.227, Acc: 0.990, Base Lr: 8.62e-04
2024-04-26 18:58:26 transreid.train INFO: Epoch[71] Iter[25/31] Loss: 0.205, Acc: 0.991, Base Lr: 8.62e-04
2024-04-26 18:58:29 transreid.train INFO: Epoch 71 done. Time per epoch: 24.857[s] Speed: 432.6[samples/s]
2024-04-26 18:58:35 transreid.train INFO: Epoch[72] Iter[5/31] Loss: 0.330, Acc: 0.980, Base Lr: 8.32e-04
2024-04-26 18:58:39 transreid.train INFO: Epoch[72] Iter[10/31] Loss: 0.301, Acc: 0.984, Base Lr: 8.32e-04
2024-04-26 18:58:43 transreid.train INFO: Epoch[72] Iter[15/31] Loss: 0.261, Acc: 0.985, Base Lr: 8.32e-04
2024-04-26 18:58:47 transreid.train INFO: Epoch[72] Iter[20/31] Loss: 0.229, Acc: 0.988, Base Lr: 8.32e-04
2024-04-26 18:58:51 transreid.train INFO: Epoch[72] Iter[25/31] Loss: 0.205, Acc: 0.990, Base Lr: 8.32e-04
2024-04-26 18:58:54 transreid.train INFO: Epoch 72 done. Time per epoch: 24.949[s] Speed: 431.0[samples/s]
2024-04-26 18:59:00 transreid.train INFO: Epoch[73] Iter[5/31] Loss: 0.353, Acc: 0.979, Base Lr: 8.03e-04
2024-04-26 18:59:04 transreid.train INFO: Epoch[73] Iter[10/31] Loss: 0.297, Acc: 0.985, Base Lr: 8.03e-04
2024-04-26 18:59:08 transreid.train INFO: Epoch[73] Iter[15/31] Loss: 0.277, Acc: 0.986, Base Lr: 8.03e-04
2024-04-26 18:59:12 transreid.train INFO: Epoch[73] Iter[20/31] Loss: 0.242, Acc: 0.987, Base Lr: 8.03e-04
2024-04-26 18:59:16 transreid.train INFO: Epoch[73] Iter[25/31] Loss: 0.219, Acc: 0.989, Base Lr: 8.03e-04
2024-04-26 18:59:19 transreid.train INFO: Epoch 73 done. Time per epoch: 24.853[s] Speed: 432.6[samples/s]
2024-04-26 18:59:25 transreid.train INFO: Epoch[74] Iter[5/31] Loss: 0.313, Acc: 0.986, Base Lr: 7.73e-04
2024-04-26 18:59:29 transreid.train INFO: Epoch[74] Iter[10/31] Loss: 0.284, Acc: 0.988, Base Lr: 7.73e-04
2024-04-26 18:59:33 transreid.train INFO: Epoch[74] Iter[15/31] Loss: 0.262, Acc: 0.988, Base Lr: 7.73e-04
2024-04-26 18:59:37 transreid.train INFO: Epoch[74] Iter[20/31] Loss: 0.228, Acc: 0.990, Base Lr: 7.73e-04
2024-04-26 18:59:41 transreid.train INFO: Epoch[74] Iter[25/31] Loss: 0.204, Acc: 0.992, Base Lr: 7.73e-04
2024-04-26 18:59:44 transreid.train INFO: Epoch 74 done. Time per epoch: 24.801[s] Speed: 433.5[samples/s]
2024-04-26 18:59:49 transreid.train INFO: Epoch[75] Iter[5/31] Loss: 0.329, Acc: 0.981, Base Lr: 7.44e-04
2024-04-26 18:59:53 transreid.train INFO: Epoch[75] Iter[10/31] Loss: 0.285, Acc: 0.986, Base Lr: 7.44e-04
2024-04-26 18:59:57 transreid.train INFO: Epoch[75] Iter[15/31] Loss: 0.265, Acc: 0.986, Base Lr: 7.44e-04
2024-04-26 19:00:02 transreid.train INFO: Epoch[75] Iter[20/31] Loss: 0.232, Acc: 0.988, Base Lr: 7.44e-04
2024-04-26 19:00:06 transreid.train INFO: Epoch[75] Iter[25/31] Loss: 0.206, Acc: 0.990, Base Lr: 7.44e-04
2024-04-26 19:00:08 transreid.train INFO: Epoch 75 done. Time per epoch: 24.634[s] Speed: 436.5[samples/s]
2024-04-26 19:00:14 transreid.train INFO: Epoch[76] Iter[5/31] Loss: 0.371, Acc: 0.977, Base Lr: 7.15e-04
2024-04-26 19:00:18 transreid.train INFO: Epoch[76] Iter[10/31] Loss: 0.312, Acc: 0.982, Base Lr: 7.15e-04
2024-04-26 19:00:22 transreid.train INFO: Epoch[76] Iter[15/31] Loss: 0.270, Acc: 0.986, Base Lr: 7.15e-04
2024-04-26 19:00:26 transreid.train INFO: Epoch[76] Iter[20/31] Loss: 0.235, Acc: 0.988, Base Lr: 7.15e-04
2024-04-26 19:00:30 transreid.train INFO: Epoch[76] Iter[25/31] Loss: 0.212, Acc: 0.990, Base Lr: 7.15e-04
2024-04-26 19:00:34 transreid.train INFO: Epoch 76 done. Time per epoch: 25.591[s] Speed: 435.2[samples/s]
2024-04-26 19:00:39 transreid.train INFO: Epoch[77] Iter[5/31] Loss: 0.332, Acc: 0.982, Base Lr: 6.87e-04
2024-04-26 19:00:44 transreid.train INFO: Epoch[77] Iter[10/31] Loss: 0.275, Acc: 0.986, Base Lr: 6.87e-04
2024-04-26 19:00:48 transreid.train INFO: Epoch[77] Iter[15/31] Loss: 0.235, Acc: 0.988, Base Lr: 6.87e-04
2024-04-26 19:00:52 transreid.train INFO: Epoch[77] Iter[20/31] Loss: 0.210, Acc: 0.990, Base Lr: 6.87e-04
2024-04-26 19:00:56 transreid.train INFO: Epoch[77] Iter[25/31] Loss: 0.190, Acc: 0.991, Base Lr: 6.87e-04
2024-04-26 19:00:59 transreid.train INFO: Epoch 77 done. Time per epoch: 24.685[s] Speed: 435.6[samples/s]
2024-04-26 19:01:04 transreid.train INFO: Epoch[78] Iter[5/31] Loss: 0.324, Acc: 0.982, Base Lr: 6.59e-04
2024-04-26 19:01:08 transreid.train INFO: Epoch[78] Iter[10/31] Loss: 0.269, Acc: 0.988, Base Lr: 6.59e-04
2024-04-26 19:01:13 transreid.train INFO: Epoch[78] Iter[15/31] Loss: 0.233, Acc: 0.991, Base Lr: 6.59e-04
2024-04-26 19:01:17 transreid.train INFO: Epoch[78] Iter[20/31] Loss: 0.212, Acc: 0.992, Base Lr: 6.59e-04
2024-04-26 19:01:21 transreid.train INFO: Epoch[78] Iter[25/31] Loss: 0.192, Acc: 0.994, Base Lr: 6.59e-04
2024-04-26 19:01:24 transreid.train INFO: Epoch 78 done. Time per epoch: 25.003[s] Speed: 430.0[samples/s]
2024-04-26 19:01:29 transreid.train INFO: Epoch[79] Iter[5/31] Loss: 0.267, Acc: 0.990, Base Lr: 6.31e-04
2024-04-26 19:01:33 transreid.train INFO: Epoch[79] Iter[10/31] Loss: 0.252, Acc: 0.989, Base Lr: 6.31e-04
2024-04-26 19:01:38 transreid.train INFO: Epoch[79] Iter[15/31] Loss: 0.229, Acc: 0.990, Base Lr: 6.31e-04
2024-04-26 19:01:42 transreid.train INFO: Epoch[79] Iter[20/31] Loss: 0.205, Acc: 0.991, Base Lr: 6.31e-04
2024-04-26 19:01:46 transreid.train INFO: Epoch[79] Iter[25/31] Loss: 0.184, Acc: 0.993, Base Lr: 6.31e-04
2024-04-26 19:01:48 transreid.train INFO: Epoch 79 done. Time per epoch: 24.879[s] Speed: 432.2[samples/s]
2024-04-26 19:01:54 transreid.train INFO: Epoch[80] Iter[5/31] Loss: 0.328, Acc: 0.981, Base Lr: 6.04e-04
2024-04-26 19:01:58 transreid.train INFO: Epoch[80] Iter[10/31] Loss: 0.282, Acc: 0.985, Base Lr: 6.04e-04
2024-04-26 19:02:02 transreid.train INFO: Epoch[80] Iter[15/31] Loss: 0.242, Acc: 0.988, Base Lr: 6.04e-04
2024-04-26 19:02:06 transreid.train INFO: Epoch[80] Iter[20/31] Loss: 0.213, Acc: 0.990, Base Lr: 6.04e-04
2024-04-26 19:02:11 transreid.train INFO: Epoch[80] Iter[25/31] Loss: 0.190, Acc: 0.991, Base Lr: 6.04e-04
2024-04-26 19:02:13 transreid.train INFO: Epoch 80 done. Time per epoch: 24.817[s] Speed: 433.2[samples/s]
2024-04-26 19:03:04 transreid.train INFO: Validation Results - Epoch: 80
2024-04-26 19:03:04 transreid.train INFO: mAP: 92.6%
2024-04-26 19:03:04 transreid.train INFO: CMC curve, Rank-1  :96.3%
2024-04-26 19:03:04 transreid.train INFO: CMC curve, Rank-5  :98.6%
2024-04-26 19:03:04 transreid.train INFO: CMC curve, Rank-10 :99.1%
2024-04-26 19:03:10 transreid.train INFO: Epoch[81] Iter[5/31] Loss: 0.257, Acc: 0.991, Base Lr: 5.77e-04
2024-04-26 19:03:14 transreid.train INFO: Epoch[81] Iter[10/31] Loss: 0.241, Acc: 0.990, Base Lr: 5.77e-04
2024-04-26 19:03:18 transreid.train INFO: Epoch[81] Iter[15/31] Loss: 0.224, Acc: 0.992, Base Lr: 5.77e-04
2024-04-26 19:03:22 transreid.train INFO: Epoch[81] Iter[20/31] Loss: 0.200, Acc: 0.993, Base Lr: 5.77e-04
2024-04-26 19:03:26 transreid.train INFO: Epoch[81] Iter[25/31] Loss: 0.177, Acc: 0.994, Base Lr: 5.77e-04
2024-04-26 19:03:29 transreid.train INFO: Epoch 81 done. Time per epoch: 24.908[s] Speed: 431.7[samples/s]
2024-04-26 19:03:35 transreid.train INFO: Epoch[82] Iter[5/31] Loss: 0.318, Acc: 0.979, Base Lr: 5.50e-04
2024-04-26 19:03:39 transreid.train INFO: Epoch[82] Iter[10/31] Loss: 0.259, Acc: 0.986, Base Lr: 5.50e-04
2024-04-26 19:03:43 transreid.train INFO: Epoch[82] Iter[15/31] Loss: 0.222, Acc: 0.989, Base Lr: 5.50e-04
2024-04-26 19:03:47 transreid.train INFO: Epoch[82] Iter[20/31] Loss: 0.195, Acc: 0.991, Base Lr: 5.50e-04
2024-04-26 19:03:51 transreid.train INFO: Epoch[82] Iter[25/31] Loss: 0.175, Acc: 0.993, Base Lr: 5.50e-04
2024-04-26 19:03:54 transreid.train INFO: Epoch 82 done. Time per epoch: 24.831[s] Speed: 433.0[samples/s]
2024-04-26 19:03:59 transreid.train INFO: Epoch[83] Iter[5/31] Loss: 0.269, Acc: 0.989, Base Lr: 5.24e-04
2024-04-26 19:04:03 transreid.train INFO: Epoch[83] Iter[10/31] Loss: 0.239, Acc: 0.990, Base Lr: 5.24e-04
2024-04-26 19:04:08 transreid.train INFO: Epoch[83] Iter[15/31] Loss: 0.206, Acc: 0.993, Base Lr: 5.24e-04
2024-04-26 19:04:12 transreid.train INFO: Epoch[83] Iter[20/31] Loss: 0.183, Acc: 0.994, Base Lr: 5.24e-04
2024-04-26 19:04:16 transreid.train INFO: Epoch[83] Iter[25/31] Loss: 0.164, Acc: 0.995, Base Lr: 5.24e-04
2024-04-26 19:04:18 transreid.train INFO: Epoch 83 done. Time per epoch: 24.683[s] Speed: 435.6[samples/s]
2024-04-26 19:04:24 transreid.train INFO: Epoch[84] Iter[5/31] Loss: 0.312, Acc: 0.981, Base Lr: 4.98e-04
2024-04-26 19:04:28 transreid.train INFO: Epoch[84] Iter[10/31] Loss: 0.257, Acc: 0.985, Base Lr: 4.98e-04
2024-04-26 19:04:32 transreid.train INFO: Epoch[84] Iter[15/31] Loss: 0.223, Acc: 0.989, Base Lr: 4.98e-04
2024-04-26 19:04:36 transreid.train INFO: Epoch[84] Iter[20/31] Loss: 0.193, Acc: 0.991, Base Lr: 4.98e-04
2024-04-26 19:04:41 transreid.train INFO: Epoch[84] Iter[25/31] Loss: 0.175, Acc: 0.992, Base Lr: 4.98e-04
2024-04-26 19:04:43 transreid.train INFO: Epoch 84 done. Time per epoch: 24.809[s] Speed: 433.4[samples/s]
2024-04-26 19:04:49 transreid.train INFO: Epoch[85] Iter[5/31] Loss: 0.243, Acc: 0.987, Base Lr: 4.73e-04
2024-04-26 19:04:53 transreid.train INFO: Epoch[85] Iter[10/31] Loss: 0.224, Acc: 0.991, Base Lr: 4.73e-04
2024-04-26 19:04:57 transreid.train INFO: Epoch[85] Iter[15/31] Loss: 0.200, Acc: 0.992, Base Lr: 4.73e-04
2024-04-26 19:05:01 transreid.train INFO: Epoch[85] Iter[20/31] Loss: 0.186, Acc: 0.993, Base Lr: 4.73e-04
2024-04-26 19:05:05 transreid.train INFO: Epoch[85] Iter[25/31] Loss: 0.169, Acc: 0.994, Base Lr: 4.73e-04
2024-04-26 19:05:09 transreid.train INFO: Epoch 85 done. Time per epoch: 25.735[s] Speed: 432.7[samples/s]
2024-04-26 19:05:15 transreid.train INFO: Epoch[86] Iter[5/31] Loss: 0.302, Acc: 0.986, Base Lr: 4.49e-04
2024-04-26 19:05:19 transreid.train INFO: Epoch[86] Iter[10/31] Loss: 0.248, Acc: 0.990, Base Lr: 4.49e-04
2024-04-26 19:05:23 transreid.train INFO: Epoch[86] Iter[15/31] Loss: 0.209, Acc: 0.992, Base Lr: 4.49e-04
2024-04-26 19:05:27 transreid.train INFO: Epoch[86] Iter[20/31] Loss: 0.187, Acc: 0.993, Base Lr: 4.49e-04
2024-04-26 19:05:31 transreid.train INFO: Epoch[86] Iter[25/31] Loss: 0.171, Acc: 0.993, Base Lr: 4.49e-04
2024-04-26 19:05:34 transreid.train INFO: Epoch 86 done. Time per epoch: 25.510[s] Speed: 436.5[samples/s]
2024-04-26 19:05:40 transreid.train INFO: Epoch[87] Iter[5/31] Loss: 0.246, Acc: 0.991, Base Lr: 4.25e-04
2024-04-26 19:05:44 transreid.train INFO: Epoch[87] Iter[10/31] Loss: 0.227, Acc: 0.989, Base Lr: 4.25e-04
2024-04-26 19:05:48 transreid.train INFO: Epoch[87] Iter[15/31] Loss: 0.197, Acc: 0.992, Base Lr: 4.25e-04
2024-04-26 19:05:52 transreid.train INFO: Epoch[87] Iter[20/31] Loss: 0.173, Acc: 0.993, Base Lr: 4.25e-04
2024-04-26 19:05:57 transreid.train INFO: Epoch[87] Iter[25/31] Loss: 0.153, Acc: 0.994, Base Lr: 4.25e-04
2024-04-26 19:05:59 transreid.train INFO: Epoch 87 done. Time per epoch: 24.748[s] Speed: 434.5[samples/s]
2024-04-26 19:06:05 transreid.train INFO: Epoch[88] Iter[5/31] Loss: 0.257, Acc: 0.992, Base Lr: 4.01e-04
2024-04-26 19:06:09 transreid.train INFO: Epoch[88] Iter[10/31] Loss: 0.225, Acc: 0.992, Base Lr: 4.01e-04
2024-04-26 19:06:13 transreid.train INFO: Epoch[88] Iter[15/31] Loss: 0.203, Acc: 0.993, Base Lr: 4.01e-04
2024-04-26 19:06:17 transreid.train INFO: Epoch[88] Iter[20/31] Loss: 0.183, Acc: 0.994, Base Lr: 4.01e-04
2024-04-26 19:06:21 transreid.train INFO: Epoch[88] Iter[25/31] Loss: 0.165, Acc: 0.994, Base Lr: 4.01e-04
2024-04-26 19:06:25 transreid.train INFO: Epoch 88 done. Time per epoch: 25.548[s] Speed: 435.9[samples/s]
2024-04-26 19:06:30 transreid.train INFO: Epoch[89] Iter[5/31] Loss: 0.261, Acc: 0.989, Base Lr: 3.78e-04
2024-04-26 19:06:35 transreid.train INFO: Epoch[89] Iter[10/31] Loss: 0.230, Acc: 0.990, Base Lr: 3.78e-04
2024-04-26 19:06:39 transreid.train INFO: Epoch[89] Iter[15/31] Loss: 0.204, Acc: 0.991, Base Lr: 3.78e-04
2024-04-26 19:06:43 transreid.train INFO: Epoch[89] Iter[20/31] Loss: 0.177, Acc: 0.993, Base Lr: 3.78e-04
2024-04-26 19:06:47 transreid.train INFO: Epoch[89] Iter[25/31] Loss: 0.157, Acc: 0.994, Base Lr: 3.78e-04
2024-04-26 19:06:50 transreid.train INFO: Epoch 89 done. Time per epoch: 25.608[s] Speed: 434.9[samples/s]
2024-04-26 19:06:56 transreid.train INFO: Epoch[90] Iter[5/31] Loss: 0.275, Acc: 0.984, Base Lr: 3.56e-04
2024-04-26 19:07:00 transreid.train INFO: Epoch[90] Iter[10/31] Loss: 0.235, Acc: 0.989, Base Lr: 3.56e-04
2024-04-26 19:07:04 transreid.train INFO: Epoch[90] Iter[15/31] Loss: 0.205, Acc: 0.991, Base Lr: 3.56e-04
2024-04-26 19:07:08 transreid.train INFO: Epoch[90] Iter[20/31] Loss: 0.180, Acc: 0.993, Base Lr: 3.56e-04
2024-04-26 19:07:13 transreid.train INFO: Epoch[90] Iter[25/31] Loss: 0.162, Acc: 0.994, Base Lr: 3.56e-04
2024-04-26 19:07:15 transreid.train INFO: Epoch 90 done. Time per epoch: 24.753[s] Speed: 434.4[samples/s]
2024-04-26 19:07:21 transreid.train INFO: Epoch[91] Iter[5/31] Loss: 0.237, Acc: 0.989, Base Lr: 3.34e-04
2024-04-26 19:07:25 transreid.train INFO: Epoch[91] Iter[10/31] Loss: 0.218, Acc: 0.991, Base Lr: 3.34e-04
2024-04-26 19:07:29 transreid.train INFO: Epoch[91] Iter[15/31] Loss: 0.190, Acc: 0.993, Base Lr: 3.34e-04
2024-04-26 19:07:33 transreid.train INFO: Epoch[91] Iter[20/31] Loss: 0.173, Acc: 0.993, Base Lr: 3.34e-04
2024-04-26 19:07:37 transreid.train INFO: Epoch[91] Iter[25/31] Loss: 0.158, Acc: 0.995, Base Lr: 3.34e-04
2024-04-26 19:07:40 transreid.train INFO: Epoch 91 done. Time per epoch: 24.874[s] Speed: 432.3[samples/s]
2024-04-26 19:07:46 transreid.train INFO: Epoch[92] Iter[5/31] Loss: 0.267, Acc: 0.992, Base Lr: 3.12e-04
2024-04-26 19:07:50 transreid.train INFO: Epoch[92] Iter[10/31] Loss: 0.234, Acc: 0.991, Base Lr: 3.12e-04
2024-04-26 19:07:54 transreid.train INFO: Epoch[92] Iter[15/31] Loss: 0.209, Acc: 0.991, Base Lr: 3.12e-04
2024-04-26 19:07:58 transreid.train INFO: Epoch[92] Iter[20/31] Loss: 0.183, Acc: 0.992, Base Lr: 3.12e-04
2024-04-26 19:08:03 transreid.train INFO: Epoch[92] Iter[25/31] Loss: 0.168, Acc: 0.993, Base Lr: 3.12e-04
2024-04-26 19:08:05 transreid.train INFO: Epoch 92 done. Time per epoch: 25.254[s] Speed: 425.8[samples/s]
2024-04-26 19:08:11 transreid.train INFO: Epoch[93] Iter[5/31] Loss: 0.249, Acc: 0.989, Base Lr: 2.92e-04
2024-04-26 19:08:15 transreid.train INFO: Epoch[93] Iter[10/31] Loss: 0.227, Acc: 0.990, Base Lr: 2.92e-04
2024-04-26 19:08:19 transreid.train INFO: Epoch[93] Iter[15/31] Loss: 0.197, Acc: 0.992, Base Lr: 2.92e-04
2024-04-26 19:08:23 transreid.train INFO: Epoch[93] Iter[20/31] Loss: 0.173, Acc: 0.993, Base Lr: 2.92e-04
2024-04-26 19:08:27 transreid.train INFO: Epoch[93] Iter[25/31] Loss: 0.155, Acc: 0.994, Base Lr: 2.92e-04
2024-04-26 19:08:31 transreid.train INFO: Epoch 93 done. Time per epoch: 25.644[s] Speed: 434.3[samples/s]
2024-04-26 19:08:37 transreid.train INFO: Epoch[94] Iter[5/31] Loss: 0.239, Acc: 0.989, Base Lr: 2.72e-04
2024-04-26 19:08:41 transreid.train INFO: Epoch[94] Iter[10/31] Loss: 0.213, Acc: 0.990, Base Lr: 2.72e-04
2024-04-26 19:08:45 transreid.train INFO: Epoch[94] Iter[15/31] Loss: 0.183, Acc: 0.993, Base Lr: 2.72e-04
2024-04-26 19:08:49 transreid.train INFO: Epoch[94] Iter[20/31] Loss: 0.163, Acc: 0.994, Base Lr: 2.72e-04
2024-04-26 19:08:53 transreid.train INFO: Epoch[94] Iter[25/31] Loss: 0.150, Acc: 0.995, Base Lr: 2.72e-04
2024-04-26 19:08:56 transreid.train INFO: Epoch 94 done. Time per epoch: 24.821[s] Speed: 433.2[samples/s]
2024-04-26 19:09:01 transreid.train INFO: Epoch[95] Iter[5/31] Loss: 0.244, Acc: 0.992, Base Lr: 2.52e-04
2024-04-26 19:09:06 transreid.train INFO: Epoch[95] Iter[10/31] Loss: 0.219, Acc: 0.992, Base Lr: 2.52e-04
2024-04-26 19:09:10 transreid.train INFO: Epoch[95] Iter[15/31] Loss: 0.192, Acc: 0.994, Base Lr: 2.52e-04
2024-04-26 19:09:14 transreid.train INFO: Epoch[95] Iter[20/31] Loss: 0.167, Acc: 0.995, Base Lr: 2.52e-04
2024-04-26 19:09:18 transreid.train INFO: Epoch[95] Iter[25/31] Loss: 0.151, Acc: 0.995, Base Lr: 2.52e-04
2024-04-26 19:09:21 transreid.train INFO: Epoch 95 done. Time per epoch: 25.760[s] Speed: 432.3[samples/s]
2024-04-26 19:09:27 transreid.train INFO: Epoch[96] Iter[5/31] Loss: 0.263, Acc: 0.986, Base Lr: 2.34e-04
2024-04-26 19:09:31 transreid.train INFO: Epoch[96] Iter[10/31] Loss: 0.225, Acc: 0.992, Base Lr: 2.34e-04
2024-04-26 19:09:35 transreid.train INFO: Epoch[96] Iter[15/31] Loss: 0.197, Acc: 0.993, Base Lr: 2.34e-04
2024-04-26 19:09:40 transreid.train INFO: Epoch[96] Iter[20/31] Loss: 0.182, Acc: 0.994, Base Lr: 2.34e-04
2024-04-26 19:09:44 transreid.train INFO: Epoch[96] Iter[25/31] Loss: 0.165, Acc: 0.995, Base Lr: 2.34e-04
2024-04-26 19:09:46 transreid.train INFO: Epoch 96 done. Time per epoch: 24.792[s] Speed: 433.7[samples/s]
2024-04-26 19:09:52 transreid.train INFO: Epoch[97] Iter[5/31] Loss: 0.249, Acc: 0.988, Base Lr: 2.15e-04
2024-04-26 19:09:56 transreid.train INFO: Epoch[97] Iter[10/31] Loss: 0.231, Acc: 0.990, Base Lr: 2.15e-04
2024-04-26 19:10:00 transreid.train INFO: Epoch[97] Iter[15/31] Loss: 0.201, Acc: 0.992, Base Lr: 2.15e-04
2024-04-26 19:10:05 transreid.train INFO: Epoch[97] Iter[20/31] Loss: 0.173, Acc: 0.993, Base Lr: 2.15e-04
2024-04-26 19:10:09 transreid.train INFO: Epoch[97] Iter[25/31] Loss: 0.154, Acc: 0.994, Base Lr: 2.15e-04
2024-04-26 19:10:12 transreid.train INFO: Epoch 97 done. Time per epoch: 25.896[s] Speed: 430.0[samples/s]
2024-04-26 19:10:18 transreid.train INFO: Epoch[98] Iter[5/31] Loss: 0.256, Acc: 0.991, Base Lr: 1.98e-04
2024-04-26 19:10:22 transreid.train INFO: Epoch[98] Iter[10/31] Loss: 0.224, Acc: 0.992, Base Lr: 1.98e-04
2024-04-26 19:10:26 transreid.train INFO: Epoch[98] Iter[15/31] Loss: 0.196, Acc: 0.994, Base Lr: 1.98e-04
2024-04-26 19:10:30 transreid.train INFO: Epoch[98] Iter[20/31] Loss: 0.173, Acc: 0.995, Base Lr: 1.98e-04
2024-04-26 19:10:34 transreid.train INFO: Epoch[98] Iter[25/31] Loss: 0.158, Acc: 0.995, Base Lr: 1.98e-04
2024-04-26 19:10:37 transreid.train INFO: Epoch 98 done. Time per epoch: 24.962[s] Speed: 430.7[samples/s]
2024-04-26 19:10:43 transreid.train INFO: Epoch[99] Iter[5/31] Loss: 0.236, Acc: 0.992, Base Lr: 1.81e-04
2024-04-26 19:10:47 transreid.train INFO: Epoch[99] Iter[10/31] Loss: 0.197, Acc: 0.992, Base Lr: 1.81e-04
2024-04-26 19:10:51 transreid.train INFO: Epoch[99] Iter[15/31] Loss: 0.188, Acc: 0.993, Base Lr: 1.81e-04
2024-04-26 19:10:55 transreid.train INFO: Epoch[99] Iter[20/31] Loss: 0.167, Acc: 0.994, Base Lr: 1.81e-04
2024-04-26 19:10:59 transreid.train INFO: Epoch[99] Iter[25/31] Loss: 0.152, Acc: 0.994, Base Lr: 1.81e-04
2024-04-26 19:11:03 transreid.train INFO: Epoch 99 done. Time per epoch: 25.659[s] Speed: 434.0[samples/s]
2024-04-26 19:11:08 transreid.train INFO: Epoch[100] Iter[5/31] Loss: 0.234, Acc: 0.990, Base Lr: 1.65e-04
2024-04-26 19:11:13 transreid.train INFO: Epoch[100] Iter[10/31] Loss: 0.200, Acc: 0.992, Base Lr: 1.65e-04
2024-04-26 19:11:17 transreid.train INFO: Epoch[100] Iter[15/31] Loss: 0.180, Acc: 0.993, Base Lr: 1.65e-04
2024-04-26 19:11:21 transreid.train INFO: Epoch[100] Iter[20/31] Loss: 0.163, Acc: 0.994, Base Lr: 1.65e-04
2024-04-26 19:11:25 transreid.train INFO: Epoch[100] Iter[25/31] Loss: 0.145, Acc: 0.995, Base Lr: 1.65e-04
2024-04-26 19:11:28 transreid.train INFO: Epoch 100 done. Time per epoch: 24.828[s] Speed: 433.1[samples/s]
2024-04-26 19:12:18 transreid.train INFO: Validation Results - Epoch: 100
2024-04-26 19:12:18 transreid.train INFO: mAP: 92.8%
2024-04-26 19:12:18 transreid.train INFO: CMC curve, Rank-1  :96.4%
2024-04-26 19:12:18 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-04-26 19:12:18 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-04-26 19:12:24 transreid.train INFO: Epoch[101] Iter[5/31] Loss: 0.216, Acc: 0.993, Base Lr: 1.50e-04
2024-04-26 19:12:28 transreid.train INFO: Epoch[101] Iter[10/31] Loss: 0.207, Acc: 0.993, Base Lr: 1.50e-04
2024-04-26 19:12:32 transreid.train INFO: Epoch[101] Iter[15/31] Loss: 0.182, Acc: 0.994, Base Lr: 1.50e-04
2024-04-26 19:12:36 transreid.train INFO: Epoch[101] Iter[20/31] Loss: 0.168, Acc: 0.994, Base Lr: 1.50e-04
2024-04-26 19:12:41 transreid.train INFO: Epoch[101] Iter[25/31] Loss: 0.150, Acc: 0.995, Base Lr: 1.50e-04
2024-04-26 19:12:44 transreid.train INFO: Epoch 101 done. Time per epoch: 25.809[s] Speed: 431.5[samples/s]
2024-04-26 19:12:50 transreid.train INFO: Epoch[102] Iter[5/31] Loss: 0.255, Acc: 0.991, Base Lr: 1.35e-04
2024-04-26 19:12:54 transreid.train INFO: Epoch[102] Iter[10/31] Loss: 0.220, Acc: 0.991, Base Lr: 1.35e-04
2024-04-26 19:12:58 transreid.train INFO: Epoch[102] Iter[15/31] Loss: 0.187, Acc: 0.993, Base Lr: 1.35e-04
2024-04-26 19:13:02 transreid.train INFO: Epoch[102] Iter[20/31] Loss: 0.165, Acc: 0.994, Base Lr: 1.35e-04
2024-04-26 19:13:06 transreid.train INFO: Epoch[102] Iter[25/31] Loss: 0.147, Acc: 0.995, Base Lr: 1.35e-04
2024-04-26 19:13:09 transreid.train INFO: Epoch 102 done. Time per epoch: 24.773[s] Speed: 434.0[samples/s]
2024-04-26 19:13:14 transreid.train INFO: Epoch[103] Iter[5/31] Loss: 0.240, Acc: 0.992, Base Lr: 1.21e-04
2024-04-26 19:13:19 transreid.train INFO: Epoch[103] Iter[10/31] Loss: 0.202, Acc: 0.992, Base Lr: 1.21e-04
2024-04-26 19:13:23 transreid.train INFO: Epoch[103] Iter[15/31] Loss: 0.183, Acc: 0.994, Base Lr: 1.21e-04
2024-04-26 19:13:27 transreid.train INFO: Epoch[103] Iter[20/31] Loss: 0.162, Acc: 0.995, Base Lr: 1.21e-04
2024-04-26 19:13:31 transreid.train INFO: Epoch[103] Iter[25/31] Loss: 0.143, Acc: 0.996, Base Lr: 1.21e-04
2024-04-26 19:13:35 transreid.train INFO: Epoch 103 done. Time per epoch: 25.672[s] Speed: 433.8[samples/s]
2024-04-26 19:13:40 transreid.train INFO: Epoch[104] Iter[5/31] Loss: 0.225, Acc: 0.990, Base Lr: 1.08e-04
2024-04-26 19:13:44 transreid.train INFO: Epoch[104] Iter[10/31] Loss: 0.193, Acc: 0.993, Base Lr: 1.08e-04
2024-04-26 19:13:48 transreid.train INFO: Epoch[104] Iter[15/31] Loss: 0.176, Acc: 0.994, Base Lr: 1.08e-04
2024-04-26 19:13:53 transreid.train INFO: Epoch[104] Iter[20/31] Loss: 0.161, Acc: 0.995, Base Lr: 1.08e-04
2024-04-26 19:13:57 transreid.train INFO: Epoch[104] Iter[25/31] Loss: 0.146, Acc: 0.996, Base Lr: 1.08e-04
2024-04-26 19:14:00 transreid.train INFO: Epoch 104 done. Time per epoch: 25.597[s] Speed: 435.1[samples/s]
2024-04-26 19:14:06 transreid.train INFO: Epoch[105] Iter[5/31] Loss: 0.235, Acc: 0.991, Base Lr: 9.60e-05
2024-04-26 19:14:10 transreid.train INFO: Epoch[105] Iter[10/31] Loss: 0.202, Acc: 0.992, Base Lr: 9.60e-05
2024-04-26 19:14:14 transreid.train INFO: Epoch[105] Iter[15/31] Loss: 0.184, Acc: 0.993, Base Lr: 9.60e-05
2024-04-26 19:14:18 transreid.train INFO: Epoch[105] Iter[20/31] Loss: 0.169, Acc: 0.994, Base Lr: 9.60e-05
2024-04-26 19:14:22 transreid.train INFO: Epoch[105] Iter[25/31] Loss: 0.152, Acc: 0.995, Base Lr: 9.60e-05
2024-04-26 19:14:25 transreid.train INFO: Epoch 105 done. Time per epoch: 24.840[s] Speed: 432.9[samples/s]
2024-04-26 19:14:31 transreid.train INFO: Epoch[106] Iter[5/31] Loss: 0.210, Acc: 0.991, Base Lr: 8.43e-05
2024-04-26 19:14:35 transreid.train INFO: Epoch[106] Iter[10/31] Loss: 0.195, Acc: 0.993, Base Lr: 8.43e-05
2024-04-26 19:14:39 transreid.train INFO: Epoch[106] Iter[15/31] Loss: 0.177, Acc: 0.994, Base Lr: 8.43e-05
2024-04-26 19:14:43 transreid.train INFO: Epoch[106] Iter[20/31] Loss: 0.161, Acc: 0.995, Base Lr: 8.43e-05
2024-04-26 19:14:47 transreid.train INFO: Epoch[106] Iter[25/31] Loss: 0.147, Acc: 0.995, Base Lr: 8.43e-05
2024-04-26 19:14:51 transreid.train INFO: Epoch 106 done. Time per epoch: 25.621[s] Speed: 434.6[samples/s]
2024-04-26 19:14:56 transreid.train INFO: Epoch[107] Iter[5/31] Loss: 0.232, Acc: 0.991, Base Lr: 7.35e-05
2024-04-26 19:15:00 transreid.train INFO: Epoch[107] Iter[10/31] Loss: 0.199, Acc: 0.993, Base Lr: 7.35e-05
2024-04-26 19:15:05 transreid.train INFO: Epoch[107] Iter[15/31] Loss: 0.178, Acc: 0.995, Base Lr: 7.35e-05
2024-04-26 19:15:09 transreid.train INFO: Epoch[107] Iter[20/31] Loss: 0.161, Acc: 0.995, Base Lr: 7.35e-05
2024-04-26 19:15:13 transreid.train INFO: Epoch[107] Iter[25/31] Loss: 0.145, Acc: 0.995, Base Lr: 7.35e-05
2024-04-26 19:15:15 transreid.train INFO: Epoch 107 done. Time per epoch: 24.864[s] Speed: 432.4[samples/s]
2024-04-26 19:15:21 transreid.train INFO: Epoch[108] Iter[5/31] Loss: 0.234, Acc: 0.988, Base Lr: 6.34e-05
2024-04-26 19:15:25 transreid.train INFO: Epoch[108] Iter[10/31] Loss: 0.207, Acc: 0.989, Base Lr: 6.34e-05
2024-04-26 19:15:29 transreid.train INFO: Epoch[108] Iter[15/31] Loss: 0.178, Acc: 0.992, Base Lr: 6.34e-05
2024-04-26 19:15:34 transreid.train INFO: Epoch[108] Iter[20/31] Loss: 0.161, Acc: 0.993, Base Lr: 6.34e-05
2024-04-26 19:15:38 transreid.train INFO: Epoch[108] Iter[25/31] Loss: 0.144, Acc: 0.994, Base Lr: 6.34e-05
2024-04-26 19:15:41 transreid.train INFO: Epoch 108 done. Time per epoch: 25.745[s] Speed: 432.6[samples/s]
2024-04-26 19:15:47 transreid.train INFO: Epoch[109] Iter[5/31] Loss: 0.220, Acc: 0.993, Base Lr: 5.41e-05
2024-04-26 19:15:51 transreid.train INFO: Epoch[109] Iter[10/31] Loss: 0.198, Acc: 0.994, Base Lr: 5.41e-05
2024-04-26 19:15:55 transreid.train INFO: Epoch[109] Iter[15/31] Loss: 0.173, Acc: 0.995, Base Lr: 5.41e-05
2024-04-26 19:15:59 transreid.train INFO: Epoch[109] Iter[20/31] Loss: 0.157, Acc: 0.996, Base Lr: 5.41e-05
2024-04-26 19:16:04 transreid.train INFO: Epoch[109] Iter[25/31] Loss: 0.142, Acc: 0.996, Base Lr: 5.41e-05
2024-04-26 19:16:07 transreid.train INFO: Epoch 109 done. Time per epoch: 25.770[s] Speed: 432.1[samples/s]
2024-04-26 19:16:13 transreid.train INFO: Epoch[110] Iter[5/31] Loss: 0.220, Acc: 0.992, Base Lr: 4.56e-05
2024-04-26 19:16:17 transreid.train INFO: Epoch[110] Iter[10/31] Loss: 0.195, Acc: 0.992, Base Lr: 4.56e-05
2024-04-26 19:16:21 transreid.train INFO: Epoch[110] Iter[15/31] Loss: 0.176, Acc: 0.994, Base Lr: 4.56e-05
2024-04-26 19:16:25 transreid.train INFO: Epoch[110] Iter[20/31] Loss: 0.160, Acc: 0.994, Base Lr: 4.56e-05
2024-04-26 19:16:29 transreid.train INFO: Epoch[110] Iter[25/31] Loss: 0.147, Acc: 0.995, Base Lr: 4.56e-05
2024-04-26 19:16:32 transreid.train INFO: Epoch 110 done. Time per epoch: 25.052[s] Speed: 429.2[samples/s]
2024-04-26 19:16:38 transreid.train INFO: Epoch[111] Iter[5/31] Loss: 0.223, Acc: 0.991, Base Lr: 3.79e-05
2024-04-26 19:16:42 transreid.train INFO: Epoch[111] Iter[10/31] Loss: 0.192, Acc: 0.995, Base Lr: 3.79e-05
2024-04-26 19:16:46 transreid.train INFO: Epoch[111] Iter[15/31] Loss: 0.174, Acc: 0.995, Base Lr: 3.79e-05
2024-04-26 19:16:50 transreid.train INFO: Epoch[111] Iter[20/31] Loss: 0.160, Acc: 0.995, Base Lr: 3.79e-05
2024-04-26 19:16:54 transreid.train INFO: Epoch[111] Iter[25/31] Loss: 0.147, Acc: 0.996, Base Lr: 3.79e-05
2024-04-26 19:16:58 transreid.train INFO: Epoch 111 done. Time per epoch: 25.707[s] Speed: 433.2[samples/s]
2024-04-26 19:17:03 transreid.train INFO: Epoch[112] Iter[5/31] Loss: 0.257, Acc: 0.985, Base Lr: 3.10e-05
2024-04-26 19:17:07 transreid.train INFO: Epoch[112] Iter[10/31] Loss: 0.222, Acc: 0.989, Base Lr: 3.10e-05
2024-04-26 19:17:12 transreid.train INFO: Epoch[112] Iter[15/31] Loss: 0.191, Acc: 0.991, Base Lr: 3.10e-05
2024-04-26 19:17:16 transreid.train INFO: Epoch[112] Iter[20/31] Loss: 0.169, Acc: 0.993, Base Lr: 3.10e-05
2024-04-26 19:17:20 transreid.train INFO: Epoch[112] Iter[25/31] Loss: 0.151, Acc: 0.994, Base Lr: 3.10e-05
2024-04-26 19:17:22 transreid.train INFO: Epoch 112 done. Time per epoch: 24.750[s] Speed: 434.4[samples/s]
2024-04-26 19:17:28 transreid.train INFO: Epoch[113] Iter[5/31] Loss: 0.221, Acc: 0.993, Base Lr: 2.49e-05
2024-04-26 19:17:32 transreid.train INFO: Epoch[113] Iter[10/31] Loss: 0.195, Acc: 0.993, Base Lr: 2.49e-05
2024-04-26 19:17:36 transreid.train INFO: Epoch[113] Iter[15/31] Loss: 0.173, Acc: 0.993, Base Lr: 2.49e-05
2024-04-26 19:17:41 transreid.train INFO: Epoch[113] Iter[20/31] Loss: 0.155, Acc: 0.994, Base Lr: 2.49e-05
2024-04-26 19:17:45 transreid.train INFO: Epoch[113] Iter[25/31] Loss: 0.143, Acc: 0.995, Base Lr: 2.49e-05
2024-04-26 19:17:47 transreid.train INFO: Epoch 113 done. Time per epoch: 24.817[s] Speed: 433.2[samples/s]
2024-04-26 19:17:53 transreid.train INFO: Epoch[114] Iter[5/31] Loss: 0.227, Acc: 0.990, Base Lr: 1.95e-05
2024-04-26 19:17:57 transreid.train INFO: Epoch[114] Iter[10/31] Loss: 0.198, Acc: 0.992, Base Lr: 1.95e-05
2024-04-26 19:18:01 transreid.train INFO: Epoch[114] Iter[15/31] Loss: 0.171, Acc: 0.994, Base Lr: 1.95e-05
2024-04-26 19:18:05 transreid.train INFO: Epoch[114] Iter[20/31] Loss: 0.156, Acc: 0.995, Base Lr: 1.95e-05
2024-04-26 19:18:09 transreid.train INFO: Epoch[114] Iter[25/31] Loss: 0.143, Acc: 0.995, Base Lr: 1.95e-05
2024-04-26 19:18:13 transreid.train INFO: Epoch 114 done. Time per epoch: 25.646[s] Speed: 434.2[samples/s]
2024-04-26 19:18:19 transreid.train INFO: Epoch[115] Iter[5/31] Loss: 0.216, Acc: 0.992, Base Lr: 1.50e-05
2024-04-26 19:18:23 transreid.train INFO: Epoch[115] Iter[10/31] Loss: 0.201, Acc: 0.993, Base Lr: 1.50e-05
2024-04-26 19:18:27 transreid.train INFO: Epoch[115] Iter[15/31] Loss: 0.189, Acc: 0.992, Base Lr: 1.50e-05
2024-04-26 19:18:31 transreid.train INFO: Epoch[115] Iter[20/31] Loss: 0.166, Acc: 0.994, Base Lr: 1.50e-05
2024-04-26 19:18:35 transreid.train INFO: Epoch[115] Iter[25/31] Loss: 0.150, Acc: 0.994, Base Lr: 1.50e-05
2024-04-26 19:18:38 transreid.train INFO: Epoch 115 done. Time per epoch: 24.756[s] Speed: 434.3[samples/s]
2024-04-26 19:18:43 transreid.train INFO: Epoch[116] Iter[5/31] Loss: 0.241, Acc: 0.992, Base Lr: 1.14e-05
2024-04-26 19:18:48 transreid.train INFO: Epoch[116] Iter[10/31] Loss: 0.203, Acc: 0.994, Base Lr: 1.14e-05
2024-04-26 19:18:52 transreid.train INFO: Epoch[116] Iter[15/31] Loss: 0.187, Acc: 0.993, Base Lr: 1.14e-05
2024-04-26 19:18:56 transreid.train INFO: Epoch[116] Iter[20/31] Loss: 0.164, Acc: 0.995, Base Lr: 1.14e-05
2024-04-26 19:19:00 transreid.train INFO: Epoch[116] Iter[25/31] Loss: 0.148, Acc: 0.995, Base Lr: 1.14e-05
2024-04-26 19:19:03 transreid.train INFO: Epoch 116 done. Time per epoch: 25.042[s] Speed: 429.4[samples/s]
2024-04-26 19:19:08 transreid.train INFO: Epoch[117] Iter[5/31] Loss: 0.241, Acc: 0.991, Base Lr: 8.49e-06
2024-04-26 19:19:13 transreid.train INFO: Epoch[117] Iter[10/31] Loss: 0.211, Acc: 0.992, Base Lr: 8.49e-06
2024-04-26 19:19:17 transreid.train INFO: Epoch[117] Iter[15/31] Loss: 0.185, Acc: 0.994, Base Lr: 8.49e-06
2024-04-26 19:19:21 transreid.train INFO: Epoch[117] Iter[20/31] Loss: 0.163, Acc: 0.995, Base Lr: 8.49e-06
2024-04-26 19:19:25 transreid.train INFO: Epoch[117] Iter[25/31] Loss: 0.147, Acc: 0.996, Base Lr: 8.49e-06
2024-04-26 19:19:28 transreid.train INFO: Epoch 117 done. Time per epoch: 24.826[s] Speed: 433.1[samples/s]
2024-04-26 19:19:33 transreid.train INFO: Epoch[118] Iter[5/31] Loss: 0.247, Acc: 0.986, Base Lr: 6.44e-06
2024-04-26 19:19:37 transreid.train INFO: Epoch[118] Iter[10/31] Loss: 0.203, Acc: 0.991, Base Lr: 6.44e-06
2024-04-26 19:19:41 transreid.train INFO: Epoch[118] Iter[15/31] Loss: 0.182, Acc: 0.993, Base Lr: 6.44e-06
2024-04-26 19:19:46 transreid.train INFO: Epoch[118] Iter[20/31] Loss: 0.162, Acc: 0.994, Base Lr: 6.44e-06
2024-04-26 19:19:50 transreid.train INFO: Epoch[118] Iter[25/31] Loss: 0.146, Acc: 0.995, Base Lr: 6.44e-06
2024-04-26 19:19:53 transreid.train INFO: Epoch 118 done. Time per epoch: 25.580[s] Speed: 435.3[samples/s]
2024-04-26 19:19:59 transreid.train INFO: Epoch[119] Iter[5/31] Loss: 0.223, Acc: 0.991, Base Lr: 5.21e-06
2024-04-26 19:20:03 transreid.train INFO: Epoch[119] Iter[10/31] Loss: 0.201, Acc: 0.991, Base Lr: 5.21e-06
2024-04-26 19:20:07 transreid.train INFO: Epoch[119] Iter[15/31] Loss: 0.176, Acc: 0.993, Base Lr: 5.21e-06
2024-04-26 19:20:11 transreid.train INFO: Epoch[119] Iter[20/31] Loss: 0.155, Acc: 0.995, Base Lr: 5.21e-06
2024-04-26 19:20:15 transreid.train INFO: Epoch[119] Iter[25/31] Loss: 0.144, Acc: 0.995, Base Lr: 5.21e-06
2024-04-26 19:20:18 transreid.train INFO: Epoch 119 done. Time per epoch: 24.890[s] Speed: 432.0[samples/s]
2024-04-26 19:20:24 transreid.train INFO: Epoch[120] Iter[5/31] Loss: 0.223, Acc: 0.992, Base Lr: 4.80e-06
2024-04-26 19:20:28 transreid.train INFO: Epoch[120] Iter[10/31] Loss: 0.201, Acc: 0.991, Base Lr: 4.80e-06
2024-04-26 19:20:32 transreid.train INFO: Epoch[120] Iter[15/31] Loss: 0.180, Acc: 0.992, Base Lr: 4.80e-06
2024-04-26 19:20:36 transreid.train INFO: Epoch[120] Iter[20/31] Loss: 0.163, Acc: 0.994, Base Lr: 4.80e-06
2024-04-26 19:20:40 transreid.train INFO: Epoch[120] Iter[25/31] Loss: 0.147, Acc: 0.995, Base Lr: 4.80e-06
2024-04-26 19:20:44 transreid.train INFO: Epoch 120 done. Time per epoch: 25.740[s] Speed: 432.6[samples/s]
2024-04-26 19:21:34 transreid.train INFO: Validation Results - Epoch: 120
2024-04-26 19:21:34 transreid.train INFO: mAP: 93.1%
2024-04-26 19:21:34 transreid.train INFO: CMC curve, Rank-1  :96.9%
2024-04-26 19:21:34 transreid.train INFO: CMC curve, Rank-5  :99.1%
2024-04-26 19:21:34 transreid.train INFO: CMC curve, Rank-10 :99.4%
