2024-05-06 18:49:46 transreid INFO: Saving model in the path :log/bs_exp/ConvNext_Base_Market1501/128bs_lr0.0008_ep120_warm20_seed0
2024-05-06 18:49:46 transreid INFO: Loaded configuration file configs/market/convnext_base.yml
2024-05-06 18:49:46 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: convnext_base
  NECK: bnneck
  NO_MARGIN: True
  PRETRAIN_CHOICE: self
  PRETRAIN_HW_RATIO: 2
  PRETRAIN_PATH: /home/ma-user/work/Projects/ReIDNets_Checkpoints_TransReID/ConvNext_Base.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/ConvNext_Base_Market1501/128bs_lr0.0008_ep120_warm20_seed0
SOLVER:
  BASE_LR: 0.0008
  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: 10
  GAMMA: 0.1
  IMS_PER_BATCH: 128
  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: 
2024-05-06 18:49:46 transreid.check INFO: Dataset statistics:
2024-05-06 18:49:46 transreid.check INFO:   ----------------------------------------
2024-05-06 18:49:46 transreid.check INFO:   subset   | # ids | # images | # cameras
2024-05-06 18:49:46 transreid.check INFO:   ----------------------------------------
2024-05-06 18:49:46 transreid.check INFO:   train    |   751 |    12936 |         6
2024-05-06 18:49:46 transreid.check INFO:   query    |   750 |     3368 |         6
2024-05-06 18:49:46 transreid.check INFO:   gallery  |   751 |    15913 |         6
2024-05-06 18:49:46 transreid.check INFO:   ----------------------------------------
2024-05-06 18:49:52 transreid INFO: ===========using cosine learning rate=======
2024-05-06 18:49:52 transreid.train INFO: start training
2024-05-06 18:49:58 transreid.train INFO: Epoch[1] Iter[5/93] Loss: 16.979, Acc: 0.002, Base Lr: 4.76e-05
2024-05-06 18:50:00 transreid.train INFO: Epoch[1] Iter[10/93] Loss: 17.212, Acc: 0.001, Base Lr: 4.76e-05
2024-05-06 18:50:02 transreid.train INFO: Epoch[1] Iter[15/93] Loss: 15.645, Acc: 0.001, Base Lr: 4.76e-05
2024-05-06 18:50:05 transreid.train INFO: Epoch[1] Iter[20/93] Loss: 14.625, Acc: 0.001, Base Lr: 4.76e-05
2024-05-06 18:50:07 transreid.train INFO: Epoch[1] Iter[25/93] Loss: 13.895, Acc: 0.001, Base Lr: 4.76e-05
2024-05-06 18:50:09 transreid.train INFO: Epoch[1] Iter[30/93] Loss: 13.218, Acc: 0.001, Base Lr: 4.76e-05
2024-05-06 18:50:11 transreid.train INFO: Epoch[1] Iter[35/93] Loss: 12.666, Acc: 0.001, Base Lr: 4.76e-05
2024-05-06 18:50:14 transreid.train INFO: Epoch[1] Iter[40/93] Loss: 12.187, Acc: 0.001, Base Lr: 4.76e-05
2024-05-06 18:50:16 transreid.train INFO: Epoch[1] Iter[45/93] Loss: 11.805, Acc: 0.001, Base Lr: 4.76e-05
2024-05-06 18:50:18 transreid.train INFO: Epoch[1] Iter[50/93] Loss: 11.456, Acc: 0.001, Base Lr: 4.76e-05
2024-05-06 18:50:21 transreid.train INFO: Epoch[1] Iter[55/93] Loss: 11.194, Acc: 0.001, Base Lr: 4.76e-05
2024-05-06 18:50:23 transreid.train INFO: Epoch[1] Iter[60/93] Loss: 10.940, Acc: 0.001, Base Lr: 4.76e-05
2024-05-06 18:50:25 transreid.train INFO: Epoch[1] Iter[65/93] Loss: 10.714, Acc: 0.001, Base Lr: 4.76e-05
2024-05-06 18:50:28 transreid.train INFO: Epoch[1] Iter[70/93] Loss: 10.538, Acc: 0.001, Base Lr: 4.76e-05
2024-05-06 18:50:30 transreid.train INFO: Epoch[1] Iter[75/93] Loss: 10.378, Acc: 0.001, Base Lr: 4.76e-05
2024-05-06 18:50:32 transreid.train INFO: Epoch[1] Iter[80/93] Loss: 10.218, Acc: 0.001, Base Lr: 4.76e-05
2024-05-06 18:50:35 transreid.train INFO: Epoch[1] Iter[85/93] Loss: 10.097, Acc: 0.001, Base Lr: 4.76e-05
2024-05-06 18:50:37 transreid.train INFO: Epoch[1] Iter[90/93] Loss: 9.983, Acc: 0.001, Base Lr: 4.76e-05
2024-05-06 18:50:37 transreid.train INFO: Epoch 1 done. Time per epoch: 45.055[s] Speed: 255.7[samples/s]
2024-05-06 18:50:40 transreid.train INFO: Epoch[2] Iter[5/93] Loss: 7.817, Acc: 0.002, Base Lr: 8.72e-05
2024-05-06 18:50:42 transreid.train INFO: Epoch[2] Iter[10/93] Loss: 7.622, Acc: 0.001, Base Lr: 8.72e-05
2024-05-06 18:50:45 transreid.train INFO: Epoch[2] Iter[15/93] Loss: 7.523, Acc: 0.001, Base Lr: 8.72e-05
2024-05-06 18:50:47 transreid.train INFO: Epoch[2] Iter[20/93] Loss: 7.448, Acc: 0.001, Base Lr: 8.72e-05
2024-05-06 18:50:49 transreid.train INFO: Epoch[2] Iter[25/93] Loss: 7.401, Acc: 0.001, Base Lr: 8.72e-05
2024-05-06 18:50:51 transreid.train INFO: Epoch[2] Iter[30/93] Loss: 7.384, Acc: 0.001, Base Lr: 8.72e-05
2024-05-06 18:50:54 transreid.train INFO: Epoch[2] Iter[35/93] Loss: 7.364, Acc: 0.002, Base Lr: 8.72e-05
2024-05-06 18:50:56 transreid.train INFO: Epoch[2] Iter[40/93] Loss: 7.332, Acc: 0.002, Base Lr: 8.72e-05
2024-05-06 18:50:58 transreid.train INFO: Epoch[2] Iter[45/93] Loss: 7.305, Acc: 0.002, Base Lr: 8.72e-05
2024-05-06 18:51:01 transreid.train INFO: Epoch[2] Iter[50/93] Loss: 7.280, Acc: 0.002, Base Lr: 8.72e-05
2024-05-06 18:51:03 transreid.train INFO: Epoch[2] Iter[55/93] Loss: 7.260, Acc: 0.003, Base Lr: 8.72e-05
2024-05-06 18:51:05 transreid.train INFO: Epoch[2] Iter[60/93] Loss: 7.244, Acc: 0.003, Base Lr: 8.72e-05
2024-05-06 18:51:08 transreid.train INFO: Epoch[2] Iter[65/93] Loss: 7.227, Acc: 0.005, Base Lr: 8.72e-05
2024-05-06 18:51:10 transreid.train INFO: Epoch[2] Iter[70/93] Loss: 7.208, Acc: 0.006, Base Lr: 8.72e-05
2024-05-06 18:51:12 transreid.train INFO: Epoch[2] Iter[75/93] Loss: 7.199, Acc: 0.006, Base Lr: 8.72e-05
2024-05-06 18:51:15 transreid.train INFO: Epoch[2] Iter[80/93] Loss: 7.189, Acc: 0.009, Base Lr: 8.72e-05
2024-05-06 18:51:17 transreid.train INFO: Epoch[2] Iter[85/93] Loss: 7.182, Acc: 0.013, Base Lr: 8.72e-05
2024-05-06 18:51:19 transreid.train INFO: Epoch[2] Iter[90/93] Loss: 7.170, Acc: 0.016, Base Lr: 8.72e-05
2024-05-06 18:51:19 transreid.train INFO: Epoch 2 done. Time per epoch: 42.328[s] Speed: 272.2[samples/s]
2024-05-06 18:51:22 transreid.train INFO: Epoch[3] Iter[5/93] Loss: 7.147, Acc: 0.044, Base Lr: 1.27e-04
2024-05-06 18:51:25 transreid.train INFO: Epoch[3] Iter[10/93] Loss: 7.124, Acc: 0.059, Base Lr: 1.27e-04
2024-05-06 18:51:27 transreid.train INFO: Epoch[3] Iter[15/93] Loss: 7.073, Acc: 0.073, Base Lr: 1.27e-04
2024-05-06 18:51:29 transreid.train INFO: Epoch[3] Iter[20/93] Loss: 7.053, Acc: 0.081, Base Lr: 1.27e-04
2024-05-06 18:51:32 transreid.train INFO: Epoch[3] Iter[25/93] Loss: 7.053, Acc: 0.084, Base Lr: 1.27e-04
2024-05-06 18:51:34 transreid.train INFO: Epoch[3] Iter[30/93] Loss: 7.038, Acc: 0.086, Base Lr: 1.27e-04
2024-05-06 18:51:36 transreid.train INFO: Epoch[3] Iter[35/93] Loss: 7.026, Acc: 0.091, Base Lr: 1.27e-04
2024-05-06 18:51:38 transreid.train INFO: Epoch[3] Iter[40/93] Loss: 7.024, Acc: 0.098, Base Lr: 1.27e-04
2024-05-06 18:51:41 transreid.train INFO: Epoch[3] Iter[45/93] Loss: 7.013, Acc: 0.105, Base Lr: 1.27e-04
2024-05-06 18:51:43 transreid.train INFO: Epoch[3] Iter[50/93] Loss: 7.015, Acc: 0.111, Base Lr: 1.27e-04
2024-05-06 18:51:45 transreid.train INFO: Epoch[3] Iter[55/93] Loss: 7.010, Acc: 0.122, Base Lr: 1.27e-04
2024-05-06 18:51:48 transreid.train INFO: Epoch[3] Iter[60/93] Loss: 7.000, Acc: 0.130, Base Lr: 1.27e-04
2024-05-06 18:51:50 transreid.train INFO: Epoch[3] Iter[65/93] Loss: 7.000, Acc: 0.138, Base Lr: 1.27e-04
2024-05-06 18:51:52 transreid.train INFO: Epoch[3] Iter[70/93] Loss: 6.990, Acc: 0.148, Base Lr: 1.27e-04
2024-05-06 18:51:55 transreid.train INFO: Epoch[3] Iter[75/93] Loss: 6.983, Acc: 0.156, Base Lr: 1.27e-04
2024-05-06 18:51:57 transreid.train INFO: Epoch[3] Iter[80/93] Loss: 6.976, Acc: 0.168, Base Lr: 1.27e-04
2024-05-06 18:51:59 transreid.train INFO: Epoch[3] Iter[85/93] Loss: 6.969, Acc: 0.181, Base Lr: 1.27e-04
2024-05-06 18:52:02 transreid.train INFO: Epoch[3] Iter[90/93] Loss: 6.959, Acc: 0.203, Base Lr: 1.27e-04
2024-05-06 18:52:02 transreid.train INFO: Epoch 3 done. Time per epoch: 42.459[s] Speed: 271.3[samples/s]
2024-05-06 18:52:05 transreid.train INFO: Epoch[4] Iter[5/93] Loss: 6.813, Acc: 0.158, Base Lr: 1.66e-04
2024-05-06 18:52:07 transreid.train INFO: Epoch[4] Iter[10/93] Loss: 6.853, Acc: 0.166, Base Lr: 1.66e-04
2024-05-06 18:52:09 transreid.train INFO: Epoch[4] Iter[15/93] Loss: 6.873, Acc: 0.159, Base Lr: 1.66e-04
2024-05-06 18:52:12 transreid.train INFO: Epoch[4] Iter[20/93] Loss: 6.866, Acc: 0.178, Base Lr: 1.66e-04
2024-05-06 18:52:14 transreid.train INFO: Epoch[4] Iter[25/93] Loss: 6.880, Acc: 0.191, Base Lr: 1.66e-04
2024-05-06 18:52:16 transreid.train INFO: Epoch[4] Iter[30/93] Loss: 6.874, Acc: 0.203, Base Lr: 1.66e-04
2024-05-06 18:52:19 transreid.train INFO: Epoch[4] Iter[35/93] Loss: 6.878, Acc: 0.208, Base Lr: 1.66e-04
2024-05-06 18:52:21 transreid.train INFO: Epoch[4] Iter[40/93] Loss: 6.860, Acc: 0.221, Base Lr: 1.66e-04
2024-05-06 18:52:23 transreid.train INFO: Epoch[4] Iter[45/93] Loss: 6.855, Acc: 0.229, Base Lr: 1.66e-04
2024-05-06 18:52:26 transreid.train INFO: Epoch[4] Iter[50/93] Loss: 6.847, Acc: 0.242, Base Lr: 1.66e-04
2024-05-06 18:52:28 transreid.train INFO: Epoch[4] Iter[55/93] Loss: 6.838, Acc: 0.248, Base Lr: 1.66e-04
2024-05-06 18:52:30 transreid.train INFO: Epoch[4] Iter[60/93] Loss: 6.831, Acc: 0.259, Base Lr: 1.66e-04
2024-05-06 18:52:33 transreid.train INFO: Epoch[4] Iter[65/93] Loss: 6.825, Acc: 0.272, Base Lr: 1.66e-04
2024-05-06 18:52:35 transreid.train INFO: Epoch[4] Iter[70/93] Loss: 6.815, Acc: 0.286, Base Lr: 1.66e-04
2024-05-06 18:52:37 transreid.train INFO: Epoch[4] Iter[75/93] Loss: 6.805, Acc: 0.306, Base Lr: 1.66e-04
2024-05-06 18:52:40 transreid.train INFO: Epoch[4] Iter[80/93] Loss: 6.799, Acc: 0.323, Base Lr: 1.66e-04
2024-05-06 18:52:42 transreid.train INFO: Epoch[4] Iter[85/93] Loss: 6.791, Acc: 0.335, Base Lr: 1.66e-04
2024-05-06 18:52:44 transreid.train INFO: Epoch[4] Iter[90/93] Loss: 6.787, Acc: 0.355, Base Lr: 1.66e-04
2024-05-06 18:52:45 transreid.train INFO: Epoch 4 done. Time per epoch: 43.174[s] Speed: 269.8[samples/s]
2024-05-06 18:52:48 transreid.train INFO: Epoch[5] Iter[5/93] Loss: 6.802, Acc: 0.239, Base Lr: 2.06e-04
2024-05-06 18:52:50 transreid.train INFO: Epoch[5] Iter[10/93] Loss: 6.840, Acc: 0.226, Base Lr: 2.06e-04
2024-05-06 18:52:53 transreid.train INFO: Epoch[5] Iter[15/93] Loss: 6.808, Acc: 0.234, Base Lr: 2.06e-04
2024-05-06 18:52:55 transreid.train INFO: Epoch[5] Iter[20/93] Loss: 6.807, Acc: 0.240, Base Lr: 2.06e-04
2024-05-06 18:52:57 transreid.train INFO: Epoch[5] Iter[25/93] Loss: 6.785, Acc: 0.241, Base Lr: 2.06e-04
2024-05-06 18:53:00 transreid.train INFO: Epoch[5] Iter[30/93] Loss: 6.763, Acc: 0.233, Base Lr: 2.06e-04
2024-05-06 18:53:02 transreid.train INFO: Epoch[5] Iter[35/93] Loss: 6.756, Acc: 0.235, Base Lr: 2.06e-04
2024-05-06 18:53:04 transreid.train INFO: Epoch[5] Iter[40/93] Loss: 6.739, Acc: 0.248, Base Lr: 2.06e-04
2024-05-06 18:53:06 transreid.train INFO: Epoch[5] Iter[45/93] Loss: 6.727, Acc: 0.260, Base Lr: 2.06e-04
2024-05-06 18:53:09 transreid.train INFO: Epoch[5] Iter[50/93] Loss: 6.707, Acc: 0.266, Base Lr: 2.06e-04
2024-05-06 18:53:11 transreid.train INFO: Epoch[5] Iter[55/93] Loss: 6.691, Acc: 0.272, Base Lr: 2.06e-04
2024-05-06 18:53:13 transreid.train INFO: Epoch[5] Iter[60/93] Loss: 6.670, Acc: 0.286, Base Lr: 2.06e-04
2024-05-06 18:53:16 transreid.train INFO: Epoch[5] Iter[65/93] Loss: 6.651, Acc: 0.300, Base Lr: 2.06e-04
2024-05-06 18:53:18 transreid.train INFO: Epoch[5] Iter[70/93] Loss: 6.641, Acc: 0.311, Base Lr: 2.06e-04
2024-05-06 18:53:20 transreid.train INFO: Epoch[5] Iter[75/93] Loss: 6.624, Acc: 0.325, Base Lr: 2.06e-04
2024-05-06 18:53:23 transreid.train INFO: Epoch[5] Iter[80/93] Loss: 6.614, Acc: 0.340, Base Lr: 2.06e-04
2024-05-06 18:53:25 transreid.train INFO: Epoch[5] Iter[85/93] Loss: 6.603, Acc: 0.355, Base Lr: 2.06e-04
2024-05-06 18:53:27 transreid.train INFO: Epoch[5] Iter[90/93] Loss: 6.590, Acc: 0.372, Base Lr: 2.06e-04
2024-05-06 18:53:27 transreid.train INFO: Epoch 5 done. Time per epoch: 42.533[s] Speed: 270.8[samples/s]
2024-05-06 18:53:30 transreid.train INFO: Epoch[6] Iter[5/93] Loss: 6.552, Acc: 0.223, Base Lr: 2.46e-04
2024-05-06 18:53:33 transreid.train INFO: Epoch[6] Iter[10/93] Loss: 6.572, Acc: 0.210, Base Lr: 2.46e-04
2024-05-06 18:53:35 transreid.train INFO: Epoch[6] Iter[15/93] Loss: 6.572, Acc: 0.215, Base Lr: 2.46e-04
2024-05-06 18:53:37 transreid.train INFO: Epoch[6] Iter[20/93] Loss: 6.568, Acc: 0.223, Base Lr: 2.46e-04
2024-05-06 18:53:40 transreid.train INFO: Epoch[6] Iter[25/93] Loss: 6.545, Acc: 0.230, Base Lr: 2.46e-04
2024-05-06 18:53:42 transreid.train INFO: Epoch[6] Iter[30/93] Loss: 6.527, Acc: 0.239, Base Lr: 2.46e-04
2024-05-06 18:53:44 transreid.train INFO: Epoch[6] Iter[35/93] Loss: 6.498, Acc: 0.247, Base Lr: 2.46e-04
2024-05-06 18:53:47 transreid.train INFO: Epoch[6] Iter[40/93] Loss: 6.492, Acc: 0.255, Base Lr: 2.46e-04
2024-05-06 18:53:49 transreid.train INFO: Epoch[6] Iter[45/93] Loss: 6.485, Acc: 0.264, Base Lr: 2.46e-04
2024-05-06 18:53:51 transreid.train INFO: Epoch[6] Iter[50/93] Loss: 6.475, Acc: 0.272, Base Lr: 2.46e-04
2024-05-06 18:53:54 transreid.train INFO: Epoch[6] Iter[55/93] Loss: 6.463, Acc: 0.283, Base Lr: 2.46e-04
2024-05-06 18:53:56 transreid.train INFO: Epoch[6] Iter[60/93] Loss: 6.450, Acc: 0.292, Base Lr: 2.46e-04
2024-05-06 18:53:58 transreid.train INFO: Epoch[6] Iter[65/93] Loss: 6.439, Acc: 0.301, Base Lr: 2.46e-04
2024-05-06 18:54:01 transreid.train INFO: Epoch[6] Iter[70/93] Loss: 6.427, Acc: 0.314, Base Lr: 2.46e-04
2024-05-06 18:54:03 transreid.train INFO: Epoch[6] Iter[75/93] Loss: 6.414, Acc: 0.325, Base Lr: 2.46e-04
2024-05-06 18:54:05 transreid.train INFO: Epoch[6] Iter[80/93] Loss: 6.396, Acc: 0.341, Base Lr: 2.46e-04
2024-05-06 18:54:08 transreid.train INFO: Epoch[6] Iter[85/93] Loss: 6.376, Acc: 0.358, Base Lr: 2.46e-04
2024-05-06 18:54:10 transreid.train INFO: Epoch[6] Iter[90/93] Loss: 6.349, Acc: 0.378, Base Lr: 2.46e-04
2024-05-06 18:54:10 transreid.train INFO: Epoch 6 done. Time per epoch: 42.634[s] Speed: 270.2[samples/s]
2024-05-06 18:54:13 transreid.train INFO: Epoch[7] Iter[5/93] Loss: 6.392, Acc: 0.231, Base Lr: 2.85e-04
2024-05-06 18:54:15 transreid.train INFO: Epoch[7] Iter[10/93] Loss: 6.380, Acc: 0.237, Base Lr: 2.85e-04
2024-05-06 18:54:18 transreid.train INFO: Epoch[7] Iter[15/93] Loss: 6.382, Acc: 0.231, Base Lr: 2.85e-04
2024-05-06 18:54:20 transreid.train INFO: Epoch[7] Iter[20/93] Loss: 6.363, Acc: 0.242, Base Lr: 2.85e-04
2024-05-06 18:54:22 transreid.train INFO: Epoch[7] Iter[25/93] Loss: 6.370, Acc: 0.236, Base Lr: 2.85e-04
2024-05-06 18:54:25 transreid.train INFO: Epoch[7] Iter[30/93] Loss: 6.348, Acc: 0.245, Base Lr: 2.85e-04
2024-05-06 18:54:27 transreid.train INFO: Epoch[7] Iter[35/93] Loss: 6.338, Acc: 0.249, Base Lr: 2.85e-04
2024-05-06 18:54:29 transreid.train INFO: Epoch[7] Iter[40/93] Loss: 6.303, Acc: 0.262, Base Lr: 2.85e-04
2024-05-06 18:54:32 transreid.train INFO: Epoch[7] Iter[45/93] Loss: 6.283, Acc: 0.271, Base Lr: 2.85e-04
2024-05-06 18:54:34 transreid.train INFO: Epoch[7] Iter[50/93] Loss: 6.256, Acc: 0.283, Base Lr: 2.85e-04
2024-05-06 18:54:36 transreid.train INFO: Epoch[7] Iter[55/93] Loss: 6.243, Acc: 0.294, Base Lr: 2.85e-04
2024-05-06 18:54:39 transreid.train INFO: Epoch[7] Iter[60/93] Loss: 6.234, Acc: 0.302, Base Lr: 2.85e-04
2024-05-06 18:54:41 transreid.train INFO: Epoch[7] Iter[65/93] Loss: 6.215, Acc: 0.314, Base Lr: 2.85e-04
2024-05-06 18:54:43 transreid.train INFO: Epoch[7] Iter[70/93] Loss: 6.186, Acc: 0.330, Base Lr: 2.85e-04
2024-05-06 18:54:46 transreid.train INFO: Epoch[7] Iter[75/93] Loss: 6.163, Acc: 0.340, Base Lr: 2.85e-04
2024-05-06 18:54:48 transreid.train INFO: Epoch[7] Iter[80/93] Loss: 6.137, Acc: 0.355, Base Lr: 2.85e-04
2024-05-06 18:54:50 transreid.train INFO: Epoch[7] Iter[85/93] Loss: 6.110, Acc: 0.372, Base Lr: 2.85e-04
2024-05-06 18:54:53 transreid.train INFO: Epoch[7] Iter[90/93] Loss: 6.073, Acc: 0.392, Base Lr: 2.85e-04
2024-05-06 18:54:53 transreid.train INFO: Epoch 7 done. Time per epoch: 42.647[s] Speed: 270.1[samples/s]
2024-05-06 18:54:56 transreid.train INFO: Epoch[8] Iter[5/93] Loss: 6.227, Acc: 0.186, Base Lr: 3.25e-04
2024-05-06 18:54:58 transreid.train INFO: Epoch[8] Iter[10/93] Loss: 6.164, Acc: 0.217, Base Lr: 3.25e-04
2024-05-06 18:55:00 transreid.train INFO: Epoch[8] Iter[15/93] Loss: 6.152, Acc: 0.203, Base Lr: 3.25e-04
2024-05-06 18:55:03 transreid.train INFO: Epoch[8] Iter[20/93] Loss: 6.117, Acc: 0.218, Base Lr: 3.25e-04
2024-05-06 18:55:05 transreid.train INFO: Epoch[8] Iter[25/93] Loss: 6.090, Acc: 0.230, Base Lr: 3.25e-04
2024-05-06 18:55:07 transreid.train INFO: Epoch[8] Iter[30/93] Loss: 6.094, Acc: 0.231, Base Lr: 3.25e-04
2024-05-06 18:55:10 transreid.train INFO: Epoch[8] Iter[35/93] Loss: 6.085, Acc: 0.239, Base Lr: 3.25e-04
2024-05-06 18:55:12 transreid.train INFO: Epoch[8] Iter[40/93] Loss: 6.058, Acc: 0.249, Base Lr: 3.25e-04
2024-05-06 18:55:14 transreid.train INFO: Epoch[8] Iter[45/93] Loss: 6.037, Acc: 0.265, Base Lr: 3.25e-04
2024-05-06 18:55:17 transreid.train INFO: Epoch[8] Iter[50/93] Loss: 6.025, Acc: 0.274, Base Lr: 3.25e-04
2024-05-06 18:55:19 transreid.train INFO: Epoch[8] Iter[55/93] Loss: 6.003, Acc: 0.284, Base Lr: 3.25e-04
2024-05-06 18:55:21 transreid.train INFO: Epoch[8] Iter[60/93] Loss: 5.971, Acc: 0.294, Base Lr: 3.25e-04
2024-05-06 18:55:23 transreid.train INFO: Epoch[8] Iter[65/93] Loss: 5.944, Acc: 0.305, Base Lr: 3.25e-04
2024-05-06 18:55:26 transreid.train INFO: Epoch[8] Iter[70/93] Loss: 5.908, Acc: 0.321, Base Lr: 3.25e-04
2024-05-06 18:55:28 transreid.train INFO: Epoch[8] Iter[75/93] Loss: 5.885, Acc: 0.334, Base Lr: 3.25e-04
2024-05-06 18:55:30 transreid.train INFO: Epoch[8] Iter[80/93] Loss: 5.854, Acc: 0.347, Base Lr: 3.25e-04
2024-05-06 18:55:33 transreid.train INFO: Epoch[8] Iter[85/93] Loss: 5.813, Acc: 0.366, Base Lr: 3.25e-04
2024-05-06 18:55:35 transreid.train INFO: Epoch[8] Iter[90/93] Loss: 5.759, Acc: 0.388, Base Lr: 3.25e-04
2024-05-06 18:55:36 transreid.train INFO: Epoch 8 done. Time per epoch: 42.911[s] Speed: 271.4[samples/s]
2024-05-06 18:55:39 transreid.train INFO: Epoch[9] Iter[5/93] Loss: 5.904, Acc: 0.216, Base Lr: 3.64e-04
2024-05-06 18:55:41 transreid.train INFO: Epoch[9] Iter[10/93] Loss: 5.914, Acc: 0.218, Base Lr: 3.64e-04
2024-05-06 18:55:43 transreid.train INFO: Epoch[9] Iter[15/93] Loss: 5.904, Acc: 0.224, Base Lr: 3.64e-04
2024-05-06 18:55:46 transreid.train INFO: Epoch[9] Iter[20/93] Loss: 5.861, Acc: 0.227, Base Lr: 3.64e-04
2024-05-06 18:55:48 transreid.train INFO: Epoch[9] Iter[25/93] Loss: 5.814, Acc: 0.243, Base Lr: 3.64e-04
2024-05-06 18:55:50 transreid.train INFO: Epoch[9] Iter[30/93] Loss: 5.803, Acc: 0.242, Base Lr: 3.64e-04
2024-05-06 18:55:53 transreid.train INFO: Epoch[9] Iter[35/93] Loss: 5.781, Acc: 0.247, Base Lr: 3.64e-04
2024-05-06 18:55:55 transreid.train INFO: Epoch[9] Iter[40/93] Loss: 5.771, Acc: 0.245, Base Lr: 3.64e-04
2024-05-06 18:55:57 transreid.train INFO: Epoch[9] Iter[45/93] Loss: 5.748, Acc: 0.256, Base Lr: 3.64e-04
2024-05-06 18:55:59 transreid.train INFO: Epoch[9] Iter[50/93] Loss: 5.712, Acc: 0.266, Base Lr: 3.64e-04
2024-05-06 18:56:02 transreid.train INFO: Epoch[9] Iter[55/93] Loss: 5.682, Acc: 0.273, Base Lr: 3.64e-04
2024-05-06 18:56:04 transreid.train INFO: Epoch[9] Iter[60/93] Loss: 5.661, Acc: 0.277, Base Lr: 3.64e-04
2024-05-06 18:56:06 transreid.train INFO: Epoch[9] Iter[65/93] Loss: 5.625, Acc: 0.291, Base Lr: 3.64e-04
2024-05-06 18:56:09 transreid.train INFO: Epoch[9] Iter[70/93] Loss: 5.584, Acc: 0.305, Base Lr: 3.64e-04
2024-05-06 18:56:11 transreid.train INFO: Epoch[9] Iter[75/93] Loss: 5.553, Acc: 0.317, Base Lr: 3.64e-04
2024-05-06 18:56:13 transreid.train INFO: Epoch[9] Iter[80/93] Loss: 5.508, Acc: 0.332, Base Lr: 3.64e-04
2024-05-06 18:56:16 transreid.train INFO: Epoch[9] Iter[85/93] Loss: 5.456, Acc: 0.350, Base Lr: 3.64e-04
2024-05-06 18:56:18 transreid.train INFO: Epoch[9] Iter[90/93] Loss: 5.390, Acc: 0.374, Base Lr: 3.64e-04
2024-05-06 18:56:18 transreid.train INFO: Epoch 9 done. Time per epoch: 42.913[s] Speed: 271.4[samples/s]
2024-05-06 18:56:22 transreid.train INFO: Epoch[10] Iter[5/93] Loss: 5.567, Acc: 0.236, Base Lr: 4.04e-04
2024-05-06 18:56:24 transreid.train INFO: Epoch[10] Iter[10/93] Loss: 5.533, Acc: 0.244, Base Lr: 4.04e-04
2024-05-06 18:56:26 transreid.train INFO: Epoch[10] Iter[15/93] Loss: 5.513, Acc: 0.241, Base Lr: 4.04e-04
2024-05-06 18:56:29 transreid.train INFO: Epoch[10] Iter[20/93] Loss: 5.533, Acc: 0.243, Base Lr: 4.04e-04
2024-05-06 18:56:31 transreid.train INFO: Epoch[10] Iter[25/93] Loss: 5.502, Acc: 0.245, Base Lr: 4.04e-04
2024-05-06 18:56:33 transreid.train INFO: Epoch[10] Iter[30/93] Loss: 5.464, Acc: 0.254, Base Lr: 4.04e-04
2024-05-06 18:56:35 transreid.train INFO: Epoch[10] Iter[35/93] Loss: 5.427, Acc: 0.257, Base Lr: 4.04e-04
2024-05-06 18:56:38 transreid.train INFO: Epoch[10] Iter[40/93] Loss: 5.412, Acc: 0.258, Base Lr: 4.04e-04
2024-05-06 18:56:40 transreid.train INFO: Epoch[10] Iter[45/93] Loss: 5.377, Acc: 0.269, Base Lr: 4.04e-04
2024-05-06 18:56:42 transreid.train INFO: Epoch[10] Iter[50/93] Loss: 5.347, Acc: 0.278, Base Lr: 4.04e-04
2024-05-06 18:56:45 transreid.train INFO: Epoch[10] Iter[55/93] Loss: 5.317, Acc: 0.287, Base Lr: 4.04e-04
2024-05-06 18:56:47 transreid.train INFO: Epoch[10] Iter[60/93] Loss: 5.288, Acc: 0.295, Base Lr: 4.04e-04
2024-05-06 18:56:49 transreid.train INFO: Epoch[10] Iter[65/93] Loss: 5.254, Acc: 0.302, Base Lr: 4.04e-04
2024-05-06 18:56:52 transreid.train INFO: Epoch[10] Iter[70/93] Loss: 5.200, Acc: 0.320, Base Lr: 4.04e-04
2024-05-06 18:56:54 transreid.train INFO: Epoch[10] Iter[75/93] Loss: 5.151, Acc: 0.331, Base Lr: 4.04e-04
2024-05-06 18:56:56 transreid.train INFO: Epoch[10] Iter[80/93] Loss: 5.108, Acc: 0.347, Base Lr: 4.04e-04
2024-05-06 18:56:59 transreid.train INFO: Epoch[10] Iter[85/93] Loss: 5.047, Acc: 0.366, Base Lr: 4.04e-04
2024-05-06 18:57:01 transreid.train INFO: Epoch[10] Iter[90/93] Loss: 4.981, Acc: 0.385, Base Lr: 4.04e-04
2024-05-06 18:57:01 transreid.train INFO: Epoch 10 done. Time per epoch: 42.641[s] Speed: 270.2[samples/s]
2024-05-06 18:57:53 transreid.train INFO: Validation Results - Epoch: 10
2024-05-06 18:57:53 transreid.train INFO: mAP: 88.6%
2024-05-06 18:57:53 transreid.train INFO: CMC curve, Rank-1  :94.4%
2024-05-06 18:57:53 transreid.train INFO: CMC curve, Rank-5  :98.3%
2024-05-06 18:57:53 transreid.train INFO: CMC curve, Rank-10 :99.0%
2024-05-06 18:57:56 transreid.train INFO: Epoch[11] Iter[5/93] Loss: 5.331, Acc: 0.209, Base Lr: 4.44e-04
2024-05-06 18:57:58 transreid.train INFO: Epoch[11] Iter[10/93] Loss: 5.410, Acc: 0.216, Base Lr: 4.44e-04
2024-05-06 18:58:01 transreid.train INFO: Epoch[11] Iter[15/93] Loss: 5.335, Acc: 0.224, Base Lr: 4.44e-04
2024-05-06 18:58:03 transreid.train INFO: Epoch[11] Iter[20/93] Loss: 5.374, Acc: 0.212, Base Lr: 4.44e-04
2024-05-06 18:58:05 transreid.train INFO: Epoch[11] Iter[25/93] Loss: 5.342, Acc: 0.219, Base Lr: 4.44e-04
2024-05-06 18:58:08 transreid.train INFO: Epoch[11] Iter[30/93] Loss: 5.283, Acc: 0.229, Base Lr: 4.44e-04
2024-05-06 18:58:10 transreid.train INFO: Epoch[11] Iter[35/93] Loss: 5.223, Acc: 0.235, Base Lr: 4.44e-04
2024-05-06 18:58:12 transreid.train INFO: Epoch[11] Iter[40/93] Loss: 5.165, Acc: 0.252, Base Lr: 4.44e-04
2024-05-06 18:58:15 transreid.train INFO: Epoch[11] Iter[45/93] Loss: 5.132, Acc: 0.264, Base Lr: 4.44e-04
2024-05-06 18:58:17 transreid.train INFO: Epoch[11] Iter[50/93] Loss: 5.080, Acc: 0.278, Base Lr: 4.44e-04
2024-05-06 18:58:19 transreid.train INFO: Epoch[11] Iter[55/93] Loss: 5.042, Acc: 0.288, Base Lr: 4.44e-04
2024-05-06 18:58:22 transreid.train INFO: Epoch[11] Iter[60/93] Loss: 4.983, Acc: 0.303, Base Lr: 4.44e-04
2024-05-06 18:58:24 transreid.train INFO: Epoch[11] Iter[65/93] Loss: 4.943, Acc: 0.312, Base Lr: 4.44e-04
2024-05-06 18:58:26 transreid.train INFO: Epoch[11] Iter[70/93] Loss: 4.878, Acc: 0.335, Base Lr: 4.44e-04
2024-05-06 18:58:29 transreid.train INFO: Epoch[11] Iter[75/93] Loss: 4.822, Acc: 0.349, Base Lr: 4.44e-04
2024-05-06 18:58:31 transreid.train INFO: Epoch[11] Iter[80/93] Loss: 4.760, Acc: 0.369, Base Lr: 4.44e-04
2024-05-06 18:58:33 transreid.train INFO: Epoch[11] Iter[85/93] Loss: 4.692, Acc: 0.388, Base Lr: 4.44e-04
2024-05-06 18:58:36 transreid.train INFO: Epoch[11] Iter[90/93] Loss: 4.608, Acc: 0.411, Base Lr: 4.44e-04
2024-05-06 18:58:36 transreid.train INFO: Epoch 11 done. Time per epoch: 43.535[s] Speed: 267.6[samples/s]
2024-05-06 18:58:39 transreid.train INFO: Epoch[12] Iter[5/93] Loss: 5.121, Acc: 0.231, Base Lr: 4.83e-04
2024-05-06 18:58:42 transreid.train INFO: Epoch[12] Iter[10/93] Loss: 5.003, Acc: 0.245, Base Lr: 4.83e-04
2024-05-06 18:58:44 transreid.train INFO: Epoch[12] Iter[15/93] Loss: 4.989, Acc: 0.236, Base Lr: 4.83e-04
2024-05-06 18:58:46 transreid.train INFO: Epoch[12] Iter[20/93] Loss: 4.961, Acc: 0.242, Base Lr: 4.83e-04
2024-05-06 18:58:49 transreid.train INFO: Epoch[12] Iter[25/93] Loss: 4.931, Acc: 0.250, Base Lr: 4.83e-04
2024-05-06 18:58:51 transreid.train INFO: Epoch[12] Iter[30/93] Loss: 4.899, Acc: 0.259, Base Lr: 4.83e-04
2024-05-06 18:58:53 transreid.train INFO: Epoch[12] Iter[35/93] Loss: 4.877, Acc: 0.267, Base Lr: 4.83e-04
2024-05-06 18:58:56 transreid.train INFO: Epoch[12] Iter[40/93] Loss: 4.829, Acc: 0.274, Base Lr: 4.83e-04
2024-05-06 18:58:58 transreid.train INFO: Epoch[12] Iter[45/93] Loss: 4.770, Acc: 0.288, Base Lr: 4.83e-04
2024-05-06 18:59:00 transreid.train INFO: Epoch[12] Iter[50/93] Loss: 4.718, Acc: 0.306, Base Lr: 4.83e-04
2024-05-06 18:59:03 transreid.train INFO: Epoch[12] Iter[55/93] Loss: 4.660, Acc: 0.324, Base Lr: 4.83e-04
2024-05-06 18:59:05 transreid.train INFO: Epoch[12] Iter[60/93] Loss: 4.605, Acc: 0.337, Base Lr: 4.83e-04
2024-05-06 18:59:07 transreid.train INFO: Epoch[12] Iter[65/93] Loss: 4.542, Acc: 0.355, Base Lr: 4.83e-04
2024-05-06 18:59:10 transreid.train INFO: Epoch[12] Iter[70/93] Loss: 4.494, Acc: 0.367, Base Lr: 4.83e-04
2024-05-06 18:59:12 transreid.train INFO: Epoch[12] Iter[75/93] Loss: 4.431, Acc: 0.386, Base Lr: 4.83e-04
2024-05-06 18:59:14 transreid.train INFO: Epoch[12] Iter[80/93] Loss: 4.369, Acc: 0.403, Base Lr: 4.83e-04
2024-05-06 18:59:17 transreid.train INFO: Epoch[12] Iter[85/93] Loss: 4.303, Acc: 0.418, Base Lr: 4.83e-04
2024-05-06 18:59:19 transreid.train INFO: Epoch[12] Iter[90/93] Loss: 4.198, Acc: 0.444, Base Lr: 4.83e-04
2024-05-06 18:59:19 transreid.train INFO: Epoch 12 done. Time per epoch: 42.780[s] Speed: 269.3[samples/s]
2024-05-06 18:59:22 transreid.train INFO: Epoch[13] Iter[5/93] Loss: 4.885, Acc: 0.211, Base Lr: 5.23e-04
2024-05-06 18:59:24 transreid.train INFO: Epoch[13] Iter[10/93] Loss: 4.824, Acc: 0.245, Base Lr: 5.23e-04
2024-05-06 18:59:27 transreid.train INFO: Epoch[13] Iter[15/93] Loss: 4.701, Acc: 0.270, Base Lr: 5.23e-04
2024-05-06 18:59:29 transreid.train INFO: Epoch[13] Iter[20/93] Loss: 4.720, Acc: 0.259, Base Lr: 5.23e-04
2024-05-06 18:59:31 transreid.train INFO: Epoch[13] Iter[25/93] Loss: 4.658, Acc: 0.272, Base Lr: 5.23e-04
2024-05-06 18:59:34 transreid.train INFO: Epoch[13] Iter[30/93] Loss: 4.582, Acc: 0.292, Base Lr: 5.23e-04
2024-05-06 18:59:36 transreid.train INFO: Epoch[13] Iter[35/93] Loss: 4.535, Acc: 0.307, Base Lr: 5.23e-04
2024-05-06 18:59:38 transreid.train INFO: Epoch[13] Iter[40/93] Loss: 4.477, Acc: 0.325, Base Lr: 5.23e-04
2024-05-06 18:59:41 transreid.train INFO: Epoch[13] Iter[45/93] Loss: 4.433, Acc: 0.332, Base Lr: 5.23e-04
2024-05-06 18:59:43 transreid.train INFO: Epoch[13] Iter[50/93] Loss: 4.385, Acc: 0.344, Base Lr: 5.23e-04
2024-05-06 18:59:45 transreid.train INFO: Epoch[13] Iter[55/93] Loss: 4.320, Acc: 0.361, Base Lr: 5.23e-04
2024-05-06 18:59:48 transreid.train INFO: Epoch[13] Iter[60/93] Loss: 4.282, Acc: 0.370, Base Lr: 5.23e-04
2024-05-06 18:59:50 transreid.train INFO: Epoch[13] Iter[65/93] Loss: 4.219, Acc: 0.389, Base Lr: 5.23e-04
2024-05-06 18:59:52 transreid.train INFO: Epoch[13] Iter[70/93] Loss: 4.164, Acc: 0.404, Base Lr: 5.23e-04
2024-05-06 18:59:54 transreid.train INFO: Epoch[13] Iter[75/93] Loss: 4.108, Acc: 0.418, Base Lr: 5.23e-04
2024-05-06 18:59:57 transreid.train INFO: Epoch[13] Iter[80/93] Loss: 4.025, Acc: 0.441, Base Lr: 5.23e-04
2024-05-06 18:59:59 transreid.train INFO: Epoch[13] Iter[85/93] Loss: 3.941, Acc: 0.463, Base Lr: 5.23e-04
2024-05-06 19:00:01 transreid.train INFO: Epoch[13] Iter[90/93] Loss: 3.840, Acc: 0.489, Base Lr: 5.23e-04
2024-05-06 19:00:01 transreid.train INFO: Epoch 13 done. Time per epoch: 42.506[s] Speed: 271.0[samples/s]
2024-05-06 19:00:05 transreid.train INFO: Epoch[14] Iter[5/93] Loss: 4.342, Acc: 0.317, Base Lr: 5.62e-04
2024-05-06 19:00:07 transreid.train INFO: Epoch[14] Iter[10/93] Loss: 4.372, Acc: 0.303, Base Lr: 5.62e-04
2024-05-06 19:00:09 transreid.train INFO: Epoch[14] Iter[15/93] Loss: 4.315, Acc: 0.314, Base Lr: 5.62e-04
2024-05-06 19:00:12 transreid.train INFO: Epoch[14] Iter[20/93] Loss: 4.315, Acc: 0.322, Base Lr: 5.62e-04
2024-05-06 19:00:14 transreid.train INFO: Epoch[14] Iter[25/93] Loss: 4.321, Acc: 0.322, Base Lr: 5.62e-04
2024-05-06 19:00:16 transreid.train INFO: Epoch[14] Iter[30/93] Loss: 4.257, Acc: 0.336, Base Lr: 5.62e-04
2024-05-06 19:00:18 transreid.train INFO: Epoch[14] Iter[35/93] Loss: 4.180, Acc: 0.356, Base Lr: 5.62e-04
2024-05-06 19:00:21 transreid.train INFO: Epoch[14] Iter[40/93] Loss: 4.141, Acc: 0.371, Base Lr: 5.62e-04
2024-05-06 19:00:23 transreid.train INFO: Epoch[14] Iter[45/93] Loss: 4.101, Acc: 0.382, Base Lr: 5.62e-04
2024-05-06 19:00:25 transreid.train INFO: Epoch[14] Iter[50/93] Loss: 4.044, Acc: 0.391, Base Lr: 5.62e-04
2024-05-06 19:00:28 transreid.train INFO: Epoch[14] Iter[55/93] Loss: 4.007, Acc: 0.400, Base Lr: 5.62e-04
2024-05-06 19:00:30 transreid.train INFO: Epoch[14] Iter[60/93] Loss: 3.952, Acc: 0.417, Base Lr: 5.62e-04
2024-05-06 19:00:32 transreid.train INFO: Epoch[14] Iter[65/93] Loss: 3.878, Acc: 0.437, Base Lr: 5.62e-04
2024-05-06 19:00:35 transreid.train INFO: Epoch[14] Iter[70/93] Loss: 3.809, Acc: 0.455, Base Lr: 5.62e-04
2024-05-06 19:00:37 transreid.train INFO: Epoch[14] Iter[75/93] Loss: 3.743, Acc: 0.472, Base Lr: 5.62e-04
2024-05-06 19:00:39 transreid.train INFO: Epoch[14] Iter[80/93] Loss: 3.663, Acc: 0.494, Base Lr: 5.62e-04
2024-05-06 19:00:42 transreid.train INFO: Epoch[14] Iter[85/93] Loss: 3.589, Acc: 0.512, Base Lr: 5.62e-04
2024-05-06 19:00:44 transreid.train INFO: Epoch[14] Iter[90/93] Loss: 3.485, Acc: 0.534, Base Lr: 5.62e-04
2024-05-06 19:00:44 transreid.train INFO: Epoch 14 done. Time per epoch: 42.515[s] Speed: 271.0[samples/s]
2024-05-06 19:00:47 transreid.train INFO: Epoch[15] Iter[5/93] Loss: 4.258, Acc: 0.327, Base Lr: 6.02e-04
2024-05-06 19:00:49 transreid.train INFO: Epoch[15] Iter[10/93] Loss: 4.112, Acc: 0.336, Base Lr: 6.02e-04
2024-05-06 19:00:52 transreid.train INFO: Epoch[15] Iter[15/93] Loss: 4.060, Acc: 0.339, Base Lr: 6.02e-04
2024-05-06 19:00:54 transreid.train INFO: Epoch[15] Iter[20/93] Loss: 3.998, Acc: 0.355, Base Lr: 6.02e-04
2024-05-06 19:00:56 transreid.train INFO: Epoch[15] Iter[25/93] Loss: 3.998, Acc: 0.352, Base Lr: 6.02e-04
2024-05-06 19:00:59 transreid.train INFO: Epoch[15] Iter[30/93] Loss: 3.948, Acc: 0.366, Base Lr: 6.02e-04
2024-05-06 19:01:01 transreid.train INFO: Epoch[15] Iter[35/93] Loss: 3.886, Acc: 0.381, Base Lr: 6.02e-04
2024-05-06 19:01:03 transreid.train INFO: Epoch[15] Iter[40/93] Loss: 3.869, Acc: 0.388, Base Lr: 6.02e-04
2024-05-06 19:01:06 transreid.train INFO: Epoch[15] Iter[45/93] Loss: 3.778, Acc: 0.411, Base Lr: 6.02e-04
2024-05-06 19:01:08 transreid.train INFO: Epoch[15] Iter[50/93] Loss: 3.722, Acc: 0.424, Base Lr: 6.02e-04
2024-05-06 19:01:10 transreid.train INFO: Epoch[15] Iter[55/93] Loss: 3.648, Acc: 0.443, Base Lr: 6.02e-04
2024-05-06 19:01:13 transreid.train INFO: Epoch[15] Iter[60/93] Loss: 3.583, Acc: 0.463, Base Lr: 6.02e-04
2024-05-06 19:01:15 transreid.train INFO: Epoch[15] Iter[65/93] Loss: 3.516, Acc: 0.478, Base Lr: 6.02e-04
2024-05-06 19:01:17 transreid.train INFO: Epoch[15] Iter[70/93] Loss: 3.443, Acc: 0.497, Base Lr: 6.02e-04
2024-05-06 19:01:20 transreid.train INFO: Epoch[15] Iter[75/93] Loss: 3.373, Acc: 0.514, Base Lr: 6.02e-04
2024-05-06 19:01:22 transreid.train INFO: Epoch[15] Iter[80/93] Loss: 3.296, Acc: 0.533, Base Lr: 6.02e-04
2024-05-06 19:01:24 transreid.train INFO: Epoch[15] Iter[85/93] Loss: 3.213, Acc: 0.552, Base Lr: 6.02e-04
2024-05-06 19:01:27 transreid.train INFO: Epoch[15] Iter[90/93] Loss: 3.112, Acc: 0.574, Base Lr: 6.02e-04
2024-05-06 19:01:27 transreid.train INFO: Epoch 15 done. Time per epoch: 43.115[s] Speed: 270.2[samples/s]
2024-05-06 19:01:30 transreid.train INFO: Epoch[16] Iter[5/93] Loss: 3.967, Acc: 0.356, Base Lr: 6.42e-04
2024-05-06 19:01:33 transreid.train INFO: Epoch[16] Iter[10/93] Loss: 3.800, Acc: 0.384, Base Lr: 6.42e-04
2024-05-06 19:01:35 transreid.train INFO: Epoch[16] Iter[15/93] Loss: 3.820, Acc: 0.373, Base Lr: 6.42e-04
2024-05-06 19:01:37 transreid.train INFO: Epoch[16] Iter[20/93] Loss: 3.778, Acc: 0.387, Base Lr: 6.42e-04
2024-05-06 19:01:40 transreid.train INFO: Epoch[16] Iter[25/93] Loss: 3.721, Acc: 0.407, Base Lr: 6.42e-04
2024-05-06 19:01:42 transreid.train INFO: Epoch[16] Iter[30/93] Loss: 3.686, Acc: 0.410, Base Lr: 6.42e-04
2024-05-06 19:01:44 transreid.train INFO: Epoch[16] Iter[35/93] Loss: 3.640, Acc: 0.421, Base Lr: 6.42e-04
2024-05-06 19:01:47 transreid.train INFO: Epoch[16] Iter[40/93] Loss: 3.582, Acc: 0.437, Base Lr: 6.42e-04
2024-05-06 19:01:49 transreid.train INFO: Epoch[16] Iter[45/93] Loss: 3.518, Acc: 0.453, Base Lr: 6.42e-04
2024-05-06 19:01:51 transreid.train INFO: Epoch[16] Iter[50/93] Loss: 3.445, Acc: 0.473, Base Lr: 6.42e-04
2024-05-06 19:01:53 transreid.train INFO: Epoch[16] Iter[55/93] Loss: 3.369, Acc: 0.487, Base Lr: 6.42e-04
2024-05-06 19:01:56 transreid.train INFO: Epoch[16] Iter[60/93] Loss: 3.308, Acc: 0.500, Base Lr: 6.42e-04
2024-05-06 19:01:58 transreid.train INFO: Epoch[16] Iter[65/93] Loss: 3.240, Acc: 0.517, Base Lr: 6.42e-04
2024-05-06 19:02:00 transreid.train INFO: Epoch[16] Iter[70/93] Loss: 3.162, Acc: 0.537, Base Lr: 6.42e-04
2024-05-06 19:02:03 transreid.train INFO: Epoch[16] Iter[75/93] Loss: 3.074, Acc: 0.558, Base Lr: 6.42e-04
2024-05-06 19:02:05 transreid.train INFO: Epoch[16] Iter[80/93] Loss: 2.994, Acc: 0.576, Base Lr: 6.42e-04
2024-05-06 19:02:07 transreid.train INFO: Epoch[16] Iter[85/93] Loss: 2.907, Acc: 0.596, Base Lr: 6.42e-04
2024-05-06 19:02:10 transreid.train INFO: Epoch[16] Iter[90/93] Loss: 2.818, Acc: 0.615, Base Lr: 6.42e-04
2024-05-06 19:02:10 transreid.train INFO: Epoch 16 done. Time per epoch: 42.715[s] Speed: 269.7[samples/s]
2024-05-06 19:02:13 transreid.train INFO: Epoch[17] Iter[5/93] Loss: 3.734, Acc: 0.392, Base Lr: 6.81e-04
2024-05-06 19:02:15 transreid.train INFO: Epoch[17] Iter[10/93] Loss: 3.726, Acc: 0.389, Base Lr: 6.81e-04
2024-05-06 19:02:18 transreid.train INFO: Epoch[17] Iter[15/93] Loss: 3.639, Acc: 0.409, Base Lr: 6.81e-04
2024-05-06 19:02:20 transreid.train INFO: Epoch[17] Iter[20/93] Loss: 3.551, Acc: 0.434, Base Lr: 6.81e-04
2024-05-06 19:02:22 transreid.train INFO: Epoch[17] Iter[25/93] Loss: 3.472, Acc: 0.446, Base Lr: 6.81e-04
2024-05-06 19:02:25 transreid.train INFO: Epoch[17] Iter[30/93] Loss: 3.381, Acc: 0.469, Base Lr: 6.81e-04
2024-05-06 19:02:27 transreid.train INFO: Epoch[17] Iter[35/93] Loss: 3.323, Acc: 0.483, Base Lr: 6.81e-04
2024-05-06 19:02:29 transreid.train INFO: Epoch[17] Iter[40/93] Loss: 3.273, Acc: 0.493, Base Lr: 6.81e-04
2024-05-06 19:02:32 transreid.train INFO: Epoch[17] Iter[45/93] Loss: 3.214, Acc: 0.507, Base Lr: 6.81e-04
2024-05-06 19:02:34 transreid.train INFO: Epoch[17] Iter[50/93] Loss: 3.161, Acc: 0.517, Base Lr: 6.81e-04
2024-05-06 19:02:36 transreid.train INFO: Epoch[17] Iter[55/93] Loss: 3.081, Acc: 0.534, Base Lr: 6.81e-04
2024-05-06 19:02:38 transreid.train INFO: Epoch[17] Iter[60/93] Loss: 3.013, Acc: 0.551, Base Lr: 6.81e-04
2024-05-06 19:02:41 transreid.train INFO: Epoch[17] Iter[65/93] Loss: 2.950, Acc: 0.566, Base Lr: 6.81e-04
2024-05-06 19:02:43 transreid.train INFO: Epoch[17] Iter[70/93] Loss: 2.866, Acc: 0.586, Base Lr: 6.81e-04
2024-05-06 19:02:45 transreid.train INFO: Epoch[17] Iter[75/93] Loss: 2.794, Acc: 0.603, Base Lr: 6.81e-04
2024-05-06 19:02:48 transreid.train INFO: Epoch[17] Iter[80/93] Loss: 2.706, Acc: 0.623, Base Lr: 6.81e-04
2024-05-06 19:02:50 transreid.train INFO: Epoch[17] Iter[85/93] Loss: 2.621, Acc: 0.641, Base Lr: 6.81e-04
2024-05-06 19:02:52 transreid.train INFO: Epoch[17] Iter[90/93] Loss: 2.527, Acc: 0.660, Base Lr: 6.81e-04
2024-05-06 19:02:53 transreid.train INFO: Epoch 17 done. Time per epoch: 43.066[s] Speed: 270.5[samples/s]
2024-05-06 19:02:56 transreid.train INFO: Epoch[18] Iter[5/93] Loss: 3.057, Acc: 0.503, Base Lr: 7.21e-04
2024-05-06 19:02:58 transreid.train INFO: Epoch[18] Iter[10/93] Loss: 3.215, Acc: 0.502, Base Lr: 7.21e-04
2024-05-06 19:03:01 transreid.train INFO: Epoch[18] Iter[15/93] Loss: 3.154, Acc: 0.511, Base Lr: 7.21e-04
2024-05-06 19:03:03 transreid.train INFO: Epoch[18] Iter[20/93] Loss: 3.104, Acc: 0.517, Base Lr: 7.21e-04
2024-05-06 19:03:05 transreid.train INFO: Epoch[18] Iter[25/93] Loss: 3.098, Acc: 0.515, Base Lr: 7.21e-04
2024-05-06 19:03:08 transreid.train INFO: Epoch[18] Iter[30/93] Loss: 3.043, Acc: 0.527, Base Lr: 7.21e-04
2024-05-06 19:03:10 transreid.train INFO: Epoch[18] Iter[35/93] Loss: 3.005, Acc: 0.534, Base Lr: 7.21e-04
2024-05-06 19:03:12 transreid.train INFO: Epoch[18] Iter[40/93] Loss: 2.948, Acc: 0.546, Base Lr: 7.21e-04
2024-05-06 19:03:15 transreid.train INFO: Epoch[18] Iter[45/93] Loss: 2.883, Acc: 0.560, Base Lr: 7.21e-04
2024-05-06 19:03:17 transreid.train INFO: Epoch[18] Iter[50/93] Loss: 2.821, Acc: 0.573, Base Lr: 7.21e-04
2024-05-06 19:03:19 transreid.train INFO: Epoch[18] Iter[55/93] Loss: 2.776, Acc: 0.585, Base Lr: 7.21e-04
2024-05-06 19:03:22 transreid.train INFO: Epoch[18] Iter[60/93] Loss: 2.717, Acc: 0.599, Base Lr: 7.21e-04
2024-05-06 19:03:24 transreid.train INFO: Epoch[18] Iter[65/93] Loss: 2.634, Acc: 0.619, Base Lr: 7.21e-04
2024-05-06 19:03:26 transreid.train INFO: Epoch[18] Iter[70/93] Loss: 2.571, Acc: 0.634, Base Lr: 7.21e-04
2024-05-06 19:03:28 transreid.train INFO: Epoch[18] Iter[75/93] Loss: 2.504, Acc: 0.650, Base Lr: 7.21e-04
2024-05-06 19:03:31 transreid.train INFO: Epoch[18] Iter[80/93] Loss: 2.436, Acc: 0.665, Base Lr: 7.21e-04
2024-05-06 19:03:33 transreid.train INFO: Epoch[18] Iter[85/93] Loss: 2.361, Acc: 0.679, Base Lr: 7.21e-04
2024-05-06 19:03:35 transreid.train INFO: Epoch[18] Iter[90/93] Loss: 2.276, Acc: 0.695, Base Lr: 7.21e-04
2024-05-06 19:03:36 transreid.train INFO: Epoch 18 done. Time per epoch: 43.057[s] Speed: 270.5[samples/s]
2024-05-06 19:03:39 transreid.train INFO: Epoch[19] Iter[5/93] Loss: 3.118, Acc: 0.477, Base Lr: 7.60e-04
2024-05-06 19:03:41 transreid.train INFO: Epoch[19] Iter[10/93] Loss: 2.864, Acc: 0.539, Base Lr: 7.60e-04
2024-05-06 19:03:44 transreid.train INFO: Epoch[19] Iter[15/93] Loss: 2.829, Acc: 0.551, Base Lr: 7.60e-04
2024-05-06 19:03:46 transreid.train INFO: Epoch[19] Iter[20/93] Loss: 2.835, Acc: 0.550, Base Lr: 7.60e-04
2024-05-06 19:03:48 transreid.train INFO: Epoch[19] Iter[25/93] Loss: 2.779, Acc: 0.572, Base Lr: 7.60e-04
2024-05-06 19:03:51 transreid.train INFO: Epoch[19] Iter[30/93] Loss: 2.759, Acc: 0.570, Base Lr: 7.60e-04
2024-05-06 19:03:53 transreid.train INFO: Epoch[19] Iter[35/93] Loss: 2.731, Acc: 0.575, Base Lr: 7.60e-04
2024-05-06 19:03:55 transreid.train INFO: Epoch[19] Iter[40/93] Loss: 2.675, Acc: 0.587, Base Lr: 7.60e-04
2024-05-06 19:03:58 transreid.train INFO: Epoch[19] Iter[45/93] Loss: 2.633, Acc: 0.599, Base Lr: 7.60e-04
2024-05-06 19:04:00 transreid.train INFO: Epoch[19] Iter[50/93] Loss: 2.581, Acc: 0.613, Base Lr: 7.60e-04
2024-05-06 19:04:02 transreid.train INFO: Epoch[19] Iter[55/93] Loss: 2.513, Acc: 0.630, Base Lr: 7.60e-04
2024-05-06 19:04:05 transreid.train INFO: Epoch[19] Iter[60/93] Loss: 2.445, Acc: 0.647, Base Lr: 7.60e-04
2024-05-06 19:04:07 transreid.train INFO: Epoch[19] Iter[65/93] Loss: 2.382, Acc: 0.661, Base Lr: 7.60e-04
2024-05-06 19:04:09 transreid.train INFO: Epoch[19] Iter[70/93] Loss: 2.315, Acc: 0.675, Base Lr: 7.60e-04
2024-05-06 19:04:12 transreid.train INFO: Epoch[19] Iter[75/93] Loss: 2.257, Acc: 0.688, Base Lr: 7.60e-04
2024-05-06 19:04:14 transreid.train INFO: Epoch[19] Iter[80/93] Loss: 2.192, Acc: 0.699, Base Lr: 7.60e-04
2024-05-06 19:04:16 transreid.train INFO: Epoch[19] Iter[85/93] Loss: 2.126, Acc: 0.711, Base Lr: 7.60e-04
2024-05-06 19:04:19 transreid.train INFO: Epoch[19] Iter[90/93] Loss: 2.050, Acc: 0.725, Base Lr: 7.60e-04
2024-05-06 19:04:19 transreid.train INFO: Epoch 19 done. Time per epoch: 42.670[s] Speed: 270.0[samples/s]
2024-05-06 19:04:22 transreid.train INFO: Epoch[20] Iter[5/93] Loss: 3.056, Acc: 0.494, Base Lr: 7.47e-04
2024-05-06 19:04:24 transreid.train INFO: Epoch[20] Iter[10/93] Loss: 2.923, Acc: 0.526, Base Lr: 7.47e-04
2024-05-06 19:04:26 transreid.train INFO: Epoch[20] Iter[15/93] Loss: 2.836, Acc: 0.535, Base Lr: 7.47e-04
2024-05-06 19:04:29 transreid.train INFO: Epoch[20] Iter[20/93] Loss: 2.779, Acc: 0.546, Base Lr: 7.47e-04
2024-05-06 19:04:31 transreid.train INFO: Epoch[20] Iter[25/93] Loss: 2.658, Acc: 0.572, Base Lr: 7.47e-04
2024-05-06 19:04:33 transreid.train INFO: Epoch[20] Iter[30/93] Loss: 2.611, Acc: 0.583, Base Lr: 7.47e-04
2024-05-06 19:04:36 transreid.train INFO: Epoch[20] Iter[35/93] Loss: 2.555, Acc: 0.597, Base Lr: 7.47e-04
2024-05-06 19:04:38 transreid.train INFO: Epoch[20] Iter[40/93] Loss: 2.456, Acc: 0.620, Base Lr: 7.47e-04
2024-05-06 19:04:40 transreid.train INFO: Epoch[20] Iter[45/93] Loss: 2.385, Acc: 0.636, Base Lr: 7.47e-04
2024-05-06 19:04:43 transreid.train INFO: Epoch[20] Iter[50/93] Loss: 2.344, Acc: 0.647, Base Lr: 7.47e-04
2024-05-06 19:04:45 transreid.train INFO: Epoch[20] Iter[55/93] Loss: 2.288, Acc: 0.662, Base Lr: 7.47e-04
2024-05-06 19:04:47 transreid.train INFO: Epoch[20] Iter[60/93] Loss: 2.230, Acc: 0.674, Base Lr: 7.47e-04
2024-05-06 19:04:50 transreid.train INFO: Epoch[20] Iter[65/93] Loss: 2.152, Acc: 0.692, Base Lr: 7.47e-04
2024-05-06 19:04:52 transreid.train INFO: Epoch[20] Iter[70/93] Loss: 2.079, Acc: 0.708, Base Lr: 7.47e-04
2024-05-06 19:04:54 transreid.train INFO: Epoch[20] Iter[75/93] Loss: 2.021, Acc: 0.722, Base Lr: 7.47e-04
2024-05-06 19:04:57 transreid.train INFO: Epoch[20] Iter[80/93] Loss: 1.956, Acc: 0.735, Base Lr: 7.47e-04
2024-05-06 19:04:59 transreid.train INFO: Epoch[20] Iter[85/93] Loss: 1.886, Acc: 0.748, Base Lr: 7.47e-04
2024-05-06 19:05:01 transreid.train INFO: Epoch[20] Iter[90/93] Loss: 1.815, Acc: 0.761, Base Lr: 7.47e-04
2024-05-06 19:05:01 transreid.train INFO: Epoch 20 done. Time per epoch: 42.611[s] Speed: 270.4[samples/s]
2024-05-06 19:05:53 transreid.train INFO: Validation Results - Epoch: 20
2024-05-06 19:05:53 transreid.train INFO: mAP: 90.8%
2024-05-06 19:05:53 transreid.train INFO: CMC curve, Rank-1  :95.6%
2024-05-06 19:05:53 transreid.train INFO: CMC curve, Rank-5  :98.2%
2024-05-06 19:05:53 transreid.train INFO: CMC curve, Rank-10 :99.1%
2024-05-06 19:05:57 transreid.train INFO: Epoch[21] Iter[5/93] Loss: 2.399, Acc: 0.631, Base Lr: 7.41e-04
2024-05-06 19:05:59 transreid.train INFO: Epoch[21] Iter[10/93] Loss: 2.374, Acc: 0.629, Base Lr: 7.41e-04
2024-05-06 19:06:01 transreid.train INFO: Epoch[21] Iter[15/93] Loss: 2.366, Acc: 0.634, Base Lr: 7.41e-04
2024-05-06 19:06:04 transreid.train INFO: Epoch[21] Iter[20/93] Loss: 2.299, Acc: 0.650, Base Lr: 7.41e-04
2024-05-06 19:06:06 transreid.train INFO: Epoch[21] Iter[25/93] Loss: 2.339, Acc: 0.645, Base Lr: 7.41e-04
2024-05-06 19:06:08 transreid.train INFO: Epoch[21] Iter[30/93] Loss: 2.329, Acc: 0.650, Base Lr: 7.41e-04
2024-05-06 19:06:10 transreid.train INFO: Epoch[21] Iter[35/93] Loss: 2.281, Acc: 0.659, Base Lr: 7.41e-04
2024-05-06 19:06:13 transreid.train INFO: Epoch[21] Iter[40/93] Loss: 2.255, Acc: 0.667, Base Lr: 7.41e-04
2024-05-06 19:06:15 transreid.train INFO: Epoch[21] Iter[45/93] Loss: 2.190, Acc: 0.681, Base Lr: 7.41e-04
2024-05-06 19:06:17 transreid.train INFO: Epoch[21] Iter[50/93] Loss: 2.125, Acc: 0.692, Base Lr: 7.41e-04
2024-05-06 19:06:20 transreid.train INFO: Epoch[21] Iter[55/93] Loss: 2.069, Acc: 0.705, Base Lr: 7.41e-04
2024-05-06 19:06:22 transreid.train INFO: Epoch[21] Iter[60/93] Loss: 2.017, Acc: 0.714, Base Lr: 7.41e-04
2024-05-06 19:06:24 transreid.train INFO: Epoch[21] Iter[65/93] Loss: 1.956, Acc: 0.727, Base Lr: 7.41e-04
2024-05-06 19:06:27 transreid.train INFO: Epoch[21] Iter[70/93] Loss: 1.904, Acc: 0.738, Base Lr: 7.41e-04
2024-05-06 19:06:29 transreid.train INFO: Epoch[21] Iter[75/93] Loss: 1.850, Acc: 0.749, Base Lr: 7.41e-04
2024-05-06 19:06:31 transreid.train INFO: Epoch[21] Iter[80/93] Loss: 1.786, Acc: 0.760, Base Lr: 7.41e-04
2024-05-06 19:06:34 transreid.train INFO: Epoch[21] Iter[85/93] Loss: 1.722, Acc: 0.773, Base Lr: 7.41e-04
2024-05-06 19:06:36 transreid.train INFO: Epoch[21] Iter[90/93] Loss: 1.663, Acc: 0.783, Base Lr: 7.41e-04
2024-05-06 19:06:36 transreid.train INFO: Epoch 21 done. Time per epoch: 43.011[s] Speed: 267.8[samples/s]
2024-05-06 19:06:39 transreid.train INFO: Epoch[22] Iter[5/93] Loss: 2.168, Acc: 0.677, Base Lr: 7.36e-04
2024-05-06 19:06:42 transreid.train INFO: Epoch[22] Iter[10/93] Loss: 2.410, Acc: 0.611, Base Lr: 7.36e-04
2024-05-06 19:06:44 transreid.train INFO: Epoch[22] Iter[15/93] Loss: 2.347, Acc: 0.630, Base Lr: 7.36e-04
2024-05-06 19:06:46 transreid.train INFO: Epoch[22] Iter[20/93] Loss: 2.270, Acc: 0.643, Base Lr: 7.36e-04
2024-05-06 19:06:49 transreid.train INFO: Epoch[22] Iter[25/93] Loss: 2.213, Acc: 0.656, Base Lr: 7.36e-04
2024-05-06 19:06:51 transreid.train INFO: Epoch[22] Iter[30/93] Loss: 2.142, Acc: 0.668, Base Lr: 7.36e-04
2024-05-06 19:06:53 transreid.train INFO: Epoch[22] Iter[35/93] Loss: 2.057, Acc: 0.683, Base Lr: 7.36e-04
2024-05-06 19:06:56 transreid.train INFO: Epoch[22] Iter[40/93] Loss: 2.007, Acc: 0.695, Base Lr: 7.36e-04
2024-05-06 19:06:58 transreid.train INFO: Epoch[22] Iter[45/93] Loss: 1.958, Acc: 0.704, Base Lr: 7.36e-04
2024-05-06 19:07:00 transreid.train INFO: Epoch[22] Iter[50/93] Loss: 1.911, Acc: 0.715, Base Lr: 7.36e-04
2024-05-06 19:07:02 transreid.train INFO: Epoch[22] Iter[55/93] Loss: 1.849, Acc: 0.729, Base Lr: 7.36e-04
2024-05-06 19:07:05 transreid.train INFO: Epoch[22] Iter[60/93] Loss: 1.799, Acc: 0.740, Base Lr: 7.36e-04
2024-05-06 19:07:07 transreid.train INFO: Epoch[22] Iter[65/93] Loss: 1.742, Acc: 0.752, Base Lr: 7.36e-04
2024-05-06 19:07:09 transreid.train INFO: Epoch[22] Iter[70/93] Loss: 1.678, Acc: 0.767, Base Lr: 7.36e-04
2024-05-06 19:07:12 transreid.train INFO: Epoch[22] Iter[75/93] Loss: 1.614, Acc: 0.779, Base Lr: 7.36e-04
2024-05-06 19:07:14 transreid.train INFO: Epoch[22] Iter[80/93] Loss: 1.563, Acc: 0.790, Base Lr: 7.36e-04
2024-05-06 19:07:16 transreid.train INFO: Epoch[22] Iter[85/93] Loss: 1.503, Acc: 0.801, Base Lr: 7.36e-04
2024-05-06 19:07:19 transreid.train INFO: Epoch[22] Iter[90/93] Loss: 1.446, Acc: 0.812, Base Lr: 7.36e-04
2024-05-06 19:07:19 transreid.train INFO: Epoch 22 done. Time per epoch: 42.638[s] Speed: 270.2[samples/s]
2024-05-06 19:07:22 transreid.train INFO: Epoch[23] Iter[5/93] Loss: 2.100, Acc: 0.670, Base Lr: 7.30e-04
2024-05-06 19:07:24 transreid.train INFO: Epoch[23] Iter[10/93] Loss: 2.139, Acc: 0.647, Base Lr: 7.30e-04
2024-05-06 19:07:27 transreid.train INFO: Epoch[23] Iter[15/93] Loss: 2.068, Acc: 0.659, Base Lr: 7.30e-04
2024-05-06 19:07:29 transreid.train INFO: Epoch[23] Iter[20/93] Loss: 2.039, Acc: 0.668, Base Lr: 7.30e-04
2024-05-06 19:07:31 transreid.train INFO: Epoch[23] Iter[25/93] Loss: 1.927, Acc: 0.695, Base Lr: 7.30e-04
2024-05-06 19:07:34 transreid.train INFO: Epoch[23] Iter[30/93] Loss: 1.909, Acc: 0.699, Base Lr: 7.30e-04
2024-05-06 19:07:36 transreid.train INFO: Epoch[23] Iter[35/93] Loss: 1.859, Acc: 0.710, Base Lr: 7.30e-04
2024-05-06 19:07:38 transreid.train INFO: Epoch[23] Iter[40/93] Loss: 1.798, Acc: 0.725, Base Lr: 7.30e-04
2024-05-06 19:07:41 transreid.train INFO: Epoch[23] Iter[45/93] Loss: 1.749, Acc: 0.737, Base Lr: 7.30e-04
2024-05-06 19:07:43 transreid.train INFO: Epoch[23] Iter[50/93] Loss: 1.689, Acc: 0.749, Base Lr: 7.30e-04
2024-05-06 19:07:45 transreid.train INFO: Epoch[23] Iter[55/93] Loss: 1.640, Acc: 0.759, Base Lr: 7.30e-04
2024-05-06 19:07:48 transreid.train INFO: Epoch[23] Iter[60/93] Loss: 1.593, Acc: 0.769, Base Lr: 7.30e-04
2024-05-06 19:07:50 transreid.train INFO: Epoch[23] Iter[65/93] Loss: 1.544, Acc: 0.780, Base Lr: 7.30e-04
2024-05-06 19:07:52 transreid.train INFO: Epoch[23] Iter[70/93] Loss: 1.494, Acc: 0.791, Base Lr: 7.30e-04
2024-05-06 19:07:54 transreid.train INFO: Epoch[23] Iter[75/93] Loss: 1.443, Acc: 0.804, Base Lr: 7.30e-04
2024-05-06 19:07:57 transreid.train INFO: Epoch[23] Iter[80/93] Loss: 1.389, Acc: 0.814, Base Lr: 7.30e-04
2024-05-06 19:07:59 transreid.train INFO: Epoch[23] Iter[85/93] Loss: 1.344, Acc: 0.823, Base Lr: 7.30e-04
2024-05-06 19:08:01 transreid.train INFO: Epoch[23] Iter[90/93] Loss: 1.294, Acc: 0.832, Base Lr: 7.30e-04
2024-05-06 19:08:01 transreid.train INFO: Epoch 23 done. Time per epoch: 42.678[s] Speed: 269.9[samples/s]
2024-05-06 19:08:05 transreid.train INFO: Epoch[24] Iter[5/93] Loss: 2.223, Acc: 0.644, Base Lr: 7.24e-04
2024-05-06 19:08:07 transreid.train INFO: Epoch[24] Iter[10/93] Loss: 2.092, Acc: 0.663, Base Lr: 7.24e-04
2024-05-06 19:08:09 transreid.train INFO: Epoch[24] Iter[15/93] Loss: 2.081, Acc: 0.658, Base Lr: 7.24e-04
2024-05-06 19:08:12 transreid.train INFO: Epoch[24] Iter[20/93] Loss: 2.001, Acc: 0.675, Base Lr: 7.24e-04
2024-05-06 19:08:14 transreid.train INFO: Epoch[24] Iter[25/93] Loss: 1.960, Acc: 0.689, Base Lr: 7.24e-04
2024-05-06 19:08:16 transreid.train INFO: Epoch[24] Iter[30/93] Loss: 1.899, Acc: 0.704, Base Lr: 7.24e-04
2024-05-06 19:08:19 transreid.train INFO: Epoch[24] Iter[35/93] Loss: 1.853, Acc: 0.717, Base Lr: 7.24e-04
2024-05-06 19:08:21 transreid.train INFO: Epoch[24] Iter[40/93] Loss: 1.773, Acc: 0.731, Base Lr: 7.24e-04
2024-05-06 19:08:23 transreid.train INFO: Epoch[24] Iter[45/93] Loss: 1.739, Acc: 0.741, Base Lr: 7.24e-04
2024-05-06 19:08:26 transreid.train INFO: Epoch[24] Iter[50/93] Loss: 1.685, Acc: 0.751, Base Lr: 7.24e-04
2024-05-06 19:08:28 transreid.train INFO: Epoch[24] Iter[55/93] Loss: 1.618, Acc: 0.764, Base Lr: 7.24e-04
2024-05-06 19:08:30 transreid.train INFO: Epoch[24] Iter[60/93] Loss: 1.557, Acc: 0.778, Base Lr: 7.24e-04
2024-05-06 19:08:32 transreid.train INFO: Epoch[24] Iter[65/93] Loss: 1.493, Acc: 0.792, Base Lr: 7.24e-04
2024-05-06 19:08:35 transreid.train INFO: Epoch[24] Iter[70/93] Loss: 1.438, Acc: 0.803, Base Lr: 7.24e-04
2024-05-06 19:08:37 transreid.train INFO: Epoch[24] Iter[75/93] Loss: 1.385, Acc: 0.813, Base Lr: 7.24e-04
2024-05-06 19:08:39 transreid.train INFO: Epoch[24] Iter[80/93] Loss: 1.335, Acc: 0.823, Base Lr: 7.24e-04
2024-05-06 19:08:42 transreid.train INFO: Epoch[24] Iter[85/93] Loss: 1.293, Acc: 0.831, Base Lr: 7.24e-04
2024-05-06 19:08:44 transreid.train INFO: Epoch[24] Iter[90/93] Loss: 1.246, Acc: 0.840, Base Lr: 7.24e-04
2024-05-06 19:08:45 transreid.train INFO: Epoch 24 done. Time per epoch: 43.168[s] Speed: 269.8[samples/s]
2024-05-06 19:08:48 transreid.train INFO: Epoch[25] Iter[5/93] Loss: 1.777, Acc: 0.720, Base Lr: 7.18e-04
2024-05-06 19:08:50 transreid.train INFO: Epoch[25] Iter[10/93] Loss: 1.907, Acc: 0.693, Base Lr: 7.18e-04
2024-05-06 19:08:52 transreid.train INFO: Epoch[25] Iter[15/93] Loss: 1.812, Acc: 0.710, Base Lr: 7.18e-04
2024-05-06 19:08:55 transreid.train INFO: Epoch[25] Iter[20/93] Loss: 1.703, Acc: 0.736, Base Lr: 7.18e-04
2024-05-06 19:08:57 transreid.train INFO: Epoch[25] Iter[25/93] Loss: 1.677, Acc: 0.735, Base Lr: 7.18e-04
2024-05-06 19:08:59 transreid.train INFO: Epoch[25] Iter[30/93] Loss: 1.632, Acc: 0.749, Base Lr: 7.18e-04
2024-05-06 19:09:02 transreid.train INFO: Epoch[25] Iter[35/93] Loss: 1.579, Acc: 0.762, Base Lr: 7.18e-04
2024-05-06 19:09:04 transreid.train INFO: Epoch[25] Iter[40/93] Loss: 1.532, Acc: 0.772, Base Lr: 7.18e-04
2024-05-06 19:09:06 transreid.train INFO: Epoch[25] Iter[45/93] Loss: 1.484, Acc: 0.781, Base Lr: 7.18e-04
2024-05-06 19:09:09 transreid.train INFO: Epoch[25] Iter[50/93] Loss: 1.435, Acc: 0.794, Base Lr: 7.18e-04
2024-05-06 19:09:11 transreid.train INFO: Epoch[25] Iter[55/93] Loss: 1.399, Acc: 0.802, Base Lr: 7.18e-04
2024-05-06 19:09:13 transreid.train INFO: Epoch[25] Iter[60/93] Loss: 1.366, Acc: 0.808, Base Lr: 7.18e-04
2024-05-06 19:09:16 transreid.train INFO: Epoch[25] Iter[65/93] Loss: 1.323, Acc: 0.817, Base Lr: 7.18e-04
2024-05-06 19:09:18 transreid.train INFO: Epoch[25] Iter[70/93] Loss: 1.267, Acc: 0.829, Base Lr: 7.18e-04
2024-05-06 19:09:20 transreid.train INFO: Epoch[25] Iter[75/93] Loss: 1.224, Acc: 0.838, Base Lr: 7.18e-04
2024-05-06 19:09:23 transreid.train INFO: Epoch[25] Iter[80/93] Loss: 1.177, Acc: 0.846, Base Lr: 7.18e-04
2024-05-06 19:09:25 transreid.train INFO: Epoch[25] Iter[85/93] Loss: 1.133, Acc: 0.854, Base Lr: 7.18e-04
2024-05-06 19:09:27 transreid.train INFO: Epoch[25] Iter[90/93] Loss: 1.086, Acc: 0.861, Base Lr: 7.18e-04
2024-05-06 19:09:27 transreid.train INFO: Epoch 25 done. Time per epoch: 42.723[s] Speed: 269.6[samples/s]
2024-05-06 19:09:31 transreid.train INFO: Epoch[26] Iter[5/93] Loss: 1.877, Acc: 0.708, Base Lr: 7.11e-04
2024-05-06 19:09:33 transreid.train INFO: Epoch[26] Iter[10/93] Loss: 1.848, Acc: 0.716, Base Lr: 7.11e-04
2024-05-06 19:09:35 transreid.train INFO: Epoch[26] Iter[15/93] Loss: 1.849, Acc: 0.709, Base Lr: 7.11e-04
2024-05-06 19:09:37 transreid.train INFO: Epoch[26] Iter[20/93] Loss: 1.767, Acc: 0.723, Base Lr: 7.11e-04
2024-05-06 19:09:40 transreid.train INFO: Epoch[26] Iter[25/93] Loss: 1.708, Acc: 0.740, Base Lr: 7.11e-04
2024-05-06 19:09:42 transreid.train INFO: Epoch[26] Iter[30/93] Loss: 1.598, Acc: 0.762, Base Lr: 7.11e-04
2024-05-06 19:09:44 transreid.train INFO: Epoch[26] Iter[35/93] Loss: 1.525, Acc: 0.777, Base Lr: 7.11e-04
2024-05-06 19:09:47 transreid.train INFO: Epoch[26] Iter[40/93] Loss: 1.467, Acc: 0.788, Base Lr: 7.11e-04
2024-05-06 19:09:49 transreid.train INFO: Epoch[26] Iter[45/93] Loss: 1.412, Acc: 0.798, Base Lr: 7.11e-04
2024-05-06 19:09:51 transreid.train INFO: Epoch[26] Iter[50/93] Loss: 1.351, Acc: 0.810, Base Lr: 7.11e-04
2024-05-06 19:09:54 transreid.train INFO: Epoch[26] Iter[55/93] Loss: 1.299, Acc: 0.820, Base Lr: 7.11e-04
2024-05-06 19:09:56 transreid.train INFO: Epoch[26] Iter[60/93] Loss: 1.256, Acc: 0.829, Base Lr: 7.11e-04
2024-05-06 19:09:58 transreid.train INFO: Epoch[26] Iter[65/93] Loss: 1.215, Acc: 0.838, Base Lr: 7.11e-04
2024-05-06 19:10:01 transreid.train INFO: Epoch[26] Iter[70/93] Loss: 1.170, Acc: 0.848, Base Lr: 7.11e-04
2024-05-06 19:10:03 transreid.train INFO: Epoch[26] Iter[75/93] Loss: 1.128, Acc: 0.855, Base Lr: 7.11e-04
2024-05-06 19:10:05 transreid.train INFO: Epoch[26] Iter[80/93] Loss: 1.089, Acc: 0.862, Base Lr: 7.11e-04
2024-05-06 19:10:08 transreid.train INFO: Epoch[26] Iter[85/93] Loss: 1.048, Acc: 0.869, Base Lr: 7.11e-04
2024-05-06 19:10:10 transreid.train INFO: Epoch[26] Iter[90/93] Loss: 1.009, Acc: 0.875, Base Lr: 7.11e-04
2024-05-06 19:10:10 transreid.train INFO: Epoch 26 done. Time per epoch: 43.057[s] Speed: 270.5[samples/s]
2024-05-06 19:10:14 transreid.train INFO: Epoch[27] Iter[5/93] Loss: 1.583, Acc: 0.764, Base Lr: 7.04e-04
2024-05-06 19:10:16 transreid.train INFO: Epoch[27] Iter[10/93] Loss: 1.651, Acc: 0.756, Base Lr: 7.04e-04
2024-05-06 19:10:18 transreid.train INFO: Epoch[27] Iter[15/93] Loss: 1.537, Acc: 0.784, Base Lr: 7.04e-04
2024-05-06 19:10:20 transreid.train INFO: Epoch[27] Iter[20/93] Loss: 1.489, Acc: 0.792, Base Lr: 7.04e-04
2024-05-06 19:10:23 transreid.train INFO: Epoch[27] Iter[25/93] Loss: 1.429, Acc: 0.800, Base Lr: 7.04e-04
2024-05-06 19:10:25 transreid.train INFO: Epoch[27] Iter[30/93] Loss: 1.403, Acc: 0.803, Base Lr: 7.04e-04
2024-05-06 19:10:27 transreid.train INFO: Epoch[27] Iter[35/93] Loss: 1.359, Acc: 0.812, Base Lr: 7.04e-04
2024-05-06 19:10:30 transreid.train INFO: Epoch[27] Iter[40/93] Loss: 1.307, Acc: 0.821, Base Lr: 7.04e-04
2024-05-06 19:10:32 transreid.train INFO: Epoch[27] Iter[45/93] Loss: 1.273, Acc: 0.828, Base Lr: 7.04e-04
2024-05-06 19:10:34 transreid.train INFO: Epoch[27] Iter[50/93] Loss: 1.234, Acc: 0.833, Base Lr: 7.04e-04
2024-05-06 19:10:37 transreid.train INFO: Epoch[27] Iter[55/93] Loss: 1.187, Acc: 0.842, Base Lr: 7.04e-04
2024-05-06 19:10:39 transreid.train INFO: Epoch[27] Iter[60/93] Loss: 1.151, Acc: 0.851, Base Lr: 7.04e-04
2024-05-06 19:10:41 transreid.train INFO: Epoch[27] Iter[65/93] Loss: 1.108, Acc: 0.858, Base Lr: 7.04e-04
2024-05-06 19:10:44 transreid.train INFO: Epoch[27] Iter[70/93] Loss: 1.077, Acc: 0.864, Base Lr: 7.04e-04
2024-05-06 19:10:46 transreid.train INFO: Epoch[27] Iter[75/93] Loss: 1.037, Acc: 0.872, Base Lr: 7.04e-04
2024-05-06 19:10:48 transreid.train INFO: Epoch[27] Iter[80/93] Loss: 0.998, Acc: 0.879, Base Lr: 7.04e-04
2024-05-06 19:10:51 transreid.train INFO: Epoch[27] Iter[85/93] Loss: 0.958, Acc: 0.885, Base Lr: 7.04e-04
2024-05-06 19:10:53 transreid.train INFO: Epoch[27] Iter[90/93] Loss: 0.922, Acc: 0.891, Base Lr: 7.04e-04
2024-05-06 19:10:53 transreid.train INFO: Epoch 27 done. Time per epoch: 42.605[s] Speed: 270.4[samples/s]
2024-05-06 19:10:56 transreid.train INFO: Epoch[28] Iter[5/93] Loss: 1.571, Acc: 0.766, Base Lr: 6.97e-04
2024-05-06 19:10:58 transreid.train INFO: Epoch[28] Iter[10/93] Loss: 1.429, Acc: 0.792, Base Lr: 6.97e-04
2024-05-06 19:11:01 transreid.train INFO: Epoch[28] Iter[15/93] Loss: 1.417, Acc: 0.798, Base Lr: 6.97e-04
2024-05-06 19:11:03 transreid.train INFO: Epoch[28] Iter[20/93] Loss: 1.401, Acc: 0.800, Base Lr: 6.97e-04
2024-05-06 19:11:05 transreid.train INFO: Epoch[28] Iter[25/93] Loss: 1.354, Acc: 0.809, Base Lr: 6.97e-04
2024-05-06 19:11:08 transreid.train INFO: Epoch[28] Iter[30/93] Loss: 1.302, Acc: 0.817, Base Lr: 6.97e-04
2024-05-06 19:11:10 transreid.train INFO: Epoch[28] Iter[35/93] Loss: 1.267, Acc: 0.824, Base Lr: 6.97e-04
2024-05-06 19:11:12 transreid.train INFO: Epoch[28] Iter[40/93] Loss: 1.226, Acc: 0.832, Base Lr: 6.97e-04
2024-05-06 19:11:15 transreid.train INFO: Epoch[28] Iter[45/93] Loss: 1.190, Acc: 0.841, Base Lr: 6.97e-04
2024-05-06 19:11:17 transreid.train INFO: Epoch[28] Iter[50/93] Loss: 1.144, Acc: 0.851, Base Lr: 6.97e-04
2024-05-06 19:11:19 transreid.train INFO: Epoch[28] Iter[55/93] Loss: 1.104, Acc: 0.859, Base Lr: 6.97e-04
2024-05-06 19:11:22 transreid.train INFO: Epoch[28] Iter[60/93] Loss: 1.072, Acc: 0.864, Base Lr: 6.97e-04
2024-05-06 19:11:24 transreid.train INFO: Epoch[28] Iter[65/93] Loss: 1.043, Acc: 0.870, Base Lr: 6.97e-04
2024-05-06 19:11:26 transreid.train INFO: Epoch[28] Iter[70/93] Loss: 1.003, Acc: 0.877, Base Lr: 6.97e-04
2024-05-06 19:11:29 transreid.train INFO: Epoch[28] Iter[75/93] Loss: 0.968, Acc: 0.883, Base Lr: 6.97e-04
2024-05-06 19:11:31 transreid.train INFO: Epoch[28] Iter[80/93] Loss: 0.930, Acc: 0.889, Base Lr: 6.97e-04
2024-05-06 19:11:33 transreid.train INFO: Epoch[28] Iter[85/93] Loss: 0.897, Acc: 0.895, Base Lr: 6.97e-04
2024-05-06 19:11:36 transreid.train INFO: Epoch[28] Iter[90/93] Loss: 0.865, Acc: 0.900, Base Lr: 6.97e-04
2024-05-06 19:11:36 transreid.train INFO: Epoch 28 done. Time per epoch: 43.244[s] Speed: 269.4[samples/s]
2024-05-06 19:11:39 transreid.train INFO: Epoch[29] Iter[5/93] Loss: 1.514, Acc: 0.773, Base Lr: 6.90e-04
2024-05-06 19:11:42 transreid.train INFO: Epoch[29] Iter[10/93] Loss: 1.427, Acc: 0.778, Base Lr: 6.90e-04
2024-05-06 19:11:44 transreid.train INFO: Epoch[29] Iter[15/93] Loss: 1.366, Acc: 0.795, Base Lr: 6.90e-04
2024-05-06 19:11:46 transreid.train INFO: Epoch[29] Iter[20/93] Loss: 1.320, Acc: 0.806, Base Lr: 6.90e-04
2024-05-06 19:11:49 transreid.train INFO: Epoch[29] Iter[25/93] Loss: 1.247, Acc: 0.823, Base Lr: 6.90e-04
2024-05-06 19:11:51 transreid.train INFO: Epoch[29] Iter[30/93] Loss: 1.213, Acc: 0.832, Base Lr: 6.90e-04
2024-05-06 19:11:53 transreid.train INFO: Epoch[29] Iter[35/93] Loss: 1.175, Acc: 0.842, Base Lr: 6.90e-04
2024-05-06 19:11:56 transreid.train INFO: Epoch[29] Iter[40/93] Loss: 1.134, Acc: 0.850, Base Lr: 6.90e-04
2024-05-06 19:11:58 transreid.train INFO: Epoch[29] Iter[45/93] Loss: 1.109, Acc: 0.855, Base Lr: 6.90e-04
2024-05-06 19:12:00 transreid.train INFO: Epoch[29] Iter[50/93] Loss: 1.081, Acc: 0.859, Base Lr: 6.90e-04
2024-05-06 19:12:03 transreid.train INFO: Epoch[29] Iter[55/93] Loss: 1.035, Acc: 0.867, Base Lr: 6.90e-04
2024-05-06 19:12:05 transreid.train INFO: Epoch[29] Iter[60/93] Loss: 0.997, Acc: 0.874, Base Lr: 6.90e-04
2024-05-06 19:12:07 transreid.train INFO: Epoch[29] Iter[65/93] Loss: 0.956, Acc: 0.881, Base Lr: 6.90e-04
2024-05-06 19:12:10 transreid.train INFO: Epoch[29] Iter[70/93] Loss: 0.913, Acc: 0.888, Base Lr: 6.90e-04
2024-05-06 19:12:12 transreid.train INFO: Epoch[29] Iter[75/93] Loss: 0.876, Acc: 0.894, Base Lr: 6.90e-04
2024-05-06 19:12:14 transreid.train INFO: Epoch[29] Iter[80/93] Loss: 0.842, Acc: 0.900, Base Lr: 6.90e-04
2024-05-06 19:12:17 transreid.train INFO: Epoch[29] Iter[85/93] Loss: 0.811, Acc: 0.905, Base Lr: 6.90e-04
2024-05-06 19:12:19 transreid.train INFO: Epoch[29] Iter[90/93] Loss: 0.778, Acc: 0.909, Base Lr: 6.90e-04
2024-05-06 19:12:19 transreid.train INFO: Epoch 29 done. Time per epoch: 43.228[s] Speed: 269.5[samples/s]
2024-05-06 19:12:23 transreid.train INFO: Epoch[30] Iter[5/93] Loss: 1.369, Acc: 0.794, Base Lr: 6.83e-04
2024-05-06 19:12:25 transreid.train INFO: Epoch[30] Iter[10/93] Loss: 1.397, Acc: 0.777, Base Lr: 6.83e-04
2024-05-06 19:12:27 transreid.train INFO: Epoch[30] Iter[15/93] Loss: 1.296, Acc: 0.799, Base Lr: 6.83e-04
2024-05-06 19:12:30 transreid.train INFO: Epoch[30] Iter[20/93] Loss: 1.225, Acc: 0.818, Base Lr: 6.83e-04
2024-05-06 19:12:32 transreid.train INFO: Epoch[30] Iter[25/93] Loss: 1.201, Acc: 0.828, Base Lr: 6.83e-04
2024-05-06 19:12:34 transreid.train INFO: Epoch[30] Iter[30/93] Loss: 1.139, Acc: 0.846, Base Lr: 6.83e-04
2024-05-06 19:12:37 transreid.train INFO: Epoch[30] Iter[35/93] Loss: 1.120, Acc: 0.850, Base Lr: 6.83e-04
2024-05-06 19:12:39 transreid.train INFO: Epoch[30] Iter[40/93] Loss: 1.052, Acc: 0.864, Base Lr: 6.83e-04
2024-05-06 19:12:41 transreid.train INFO: Epoch[30] Iter[45/93] Loss: 1.019, Acc: 0.869, Base Lr: 6.83e-04
2024-05-06 19:12:43 transreid.train INFO: Epoch[30] Iter[50/93] Loss: 0.977, Acc: 0.877, Base Lr: 6.83e-04
2024-05-06 19:12:46 transreid.train INFO: Epoch[30] Iter[55/93] Loss: 0.940, Acc: 0.885, Base Lr: 6.83e-04
2024-05-06 19:12:48 transreid.train INFO: Epoch[30] Iter[60/93] Loss: 0.909, Acc: 0.889, Base Lr: 6.83e-04
2024-05-06 19:12:50 transreid.train INFO: Epoch[30] Iter[65/93] Loss: 0.884, Acc: 0.894, Base Lr: 6.83e-04
2024-05-06 19:12:53 transreid.train INFO: Epoch[30] Iter[70/93] Loss: 0.848, Acc: 0.900, Base Lr: 6.83e-04
2024-05-06 19:12:55 transreid.train INFO: Epoch[30] Iter[75/93] Loss: 0.818, Acc: 0.905, Base Lr: 6.83e-04
2024-05-06 19:12:57 transreid.train INFO: Epoch[30] Iter[80/93] Loss: 0.791, Acc: 0.910, Base Lr: 6.83e-04
2024-05-06 19:13:00 transreid.train INFO: Epoch[30] Iter[85/93] Loss: 0.759, Acc: 0.914, Base Lr: 6.83e-04
2024-05-06 19:13:02 transreid.train INFO: Epoch[30] Iter[90/93] Loss: 0.729, Acc: 0.918, Base Lr: 6.83e-04
2024-05-06 19:13:03 transreid.train INFO: Epoch 30 done. Time per epoch: 43.117[s] Speed: 270.1[samples/s]
2024-05-06 19:13:55 transreid.train INFO: Validation Results - Epoch: 30
2024-05-06 19:13:55 transreid.train INFO: mAP: 92.3%
2024-05-06 19:13:55 transreid.train INFO: CMC curve, Rank-1  :96.3%
2024-05-06 19:13:55 transreid.train INFO: CMC curve, Rank-5  :98.6%
2024-05-06 19:13:55 transreid.train INFO: CMC curve, Rank-10 :99.1%
2024-05-06 19:13:58 transreid.train INFO: Epoch[31] Iter[5/93] Loss: 1.307, Acc: 0.812, Base Lr: 6.76e-04
2024-05-06 19:14:00 transreid.train INFO: Epoch[31] Iter[10/93] Loss: 1.199, Acc: 0.836, Base Lr: 6.76e-04
2024-05-06 19:14:03 transreid.train INFO: Epoch[31] Iter[15/93] Loss: 1.158, Acc: 0.847, Base Lr: 6.76e-04
2024-05-06 19:14:05 transreid.train INFO: Epoch[31] Iter[20/93] Loss: 1.121, Acc: 0.852, Base Lr: 6.76e-04
2024-05-06 19:14:07 transreid.train INFO: Epoch[31] Iter[25/93] Loss: 1.103, Acc: 0.855, Base Lr: 6.76e-04
2024-05-06 19:14:10 transreid.train INFO: Epoch[31] Iter[30/93] Loss: 1.048, Acc: 0.866, Base Lr: 6.76e-04
2024-05-06 19:14:12 transreid.train INFO: Epoch[31] Iter[35/93] Loss: 0.998, Acc: 0.876, Base Lr: 6.76e-04
2024-05-06 19:14:14 transreid.train INFO: Epoch[31] Iter[40/93] Loss: 0.974, Acc: 0.879, Base Lr: 6.76e-04
2024-05-06 19:14:16 transreid.train INFO: Epoch[31] Iter[45/93] Loss: 0.939, Acc: 0.887, Base Lr: 6.76e-04
2024-05-06 19:14:19 transreid.train INFO: Epoch[31] Iter[50/93] Loss: 0.917, Acc: 0.889, Base Lr: 6.76e-04
2024-05-06 19:14:21 transreid.train INFO: Epoch[31] Iter[55/93] Loss: 0.883, Acc: 0.895, Base Lr: 6.76e-04
2024-05-06 19:14:23 transreid.train INFO: Epoch[31] Iter[60/93] Loss: 0.849, Acc: 0.901, Base Lr: 6.76e-04
2024-05-06 19:14:26 transreid.train INFO: Epoch[31] Iter[65/93] Loss: 0.813, Acc: 0.907, Base Lr: 6.76e-04
2024-05-06 19:14:28 transreid.train INFO: Epoch[31] Iter[70/93] Loss: 0.784, Acc: 0.913, Base Lr: 6.76e-04
2024-05-06 19:14:30 transreid.train INFO: Epoch[31] Iter[75/93] Loss: 0.756, Acc: 0.916, Base Lr: 6.76e-04
2024-05-06 19:14:33 transreid.train INFO: Epoch[31] Iter[80/93] Loss: 0.732, Acc: 0.920, Base Lr: 6.76e-04
2024-05-06 19:14:35 transreid.train INFO: Epoch[31] Iter[85/93] Loss: 0.705, Acc: 0.924, Base Lr: 6.76e-04
2024-05-06 19:14:37 transreid.train INFO: Epoch[31] Iter[90/93] Loss: 0.682, Acc: 0.927, Base Lr: 6.76e-04
2024-05-06 19:14:38 transreid.train INFO: Epoch 31 done. Time per epoch: 43.124[s] Speed: 270.1[samples/s]
2024-05-06 19:14:41 transreid.train INFO: Epoch[32] Iter[5/93] Loss: 1.251, Acc: 0.808, Base Lr: 6.68e-04
2024-05-06 19:14:43 transreid.train INFO: Epoch[32] Iter[10/93] Loss: 1.161, Acc: 0.840, Base Lr: 6.68e-04
2024-05-06 19:14:46 transreid.train INFO: Epoch[32] Iter[15/93] Loss: 1.139, Acc: 0.844, Base Lr: 6.68e-04
2024-05-06 19:14:48 transreid.train INFO: Epoch[32] Iter[20/93] Loss: 1.084, Acc: 0.856, Base Lr: 6.68e-04
2024-05-06 19:14:50 transreid.train INFO: Epoch[32] Iter[25/93] Loss: 1.034, Acc: 0.870, Base Lr: 6.68e-04
2024-05-06 19:14:52 transreid.train INFO: Epoch[32] Iter[30/93] Loss: 1.004, Acc: 0.872, Base Lr: 6.68e-04
2024-05-06 19:14:55 transreid.train INFO: Epoch[32] Iter[35/93] Loss: 0.965, Acc: 0.879, Base Lr: 6.68e-04
2024-05-06 19:14:57 transreid.train INFO: Epoch[32] Iter[40/93] Loss: 0.930, Acc: 0.883, Base Lr: 6.68e-04
2024-05-06 19:14:59 transreid.train INFO: Epoch[32] Iter[45/93] Loss: 0.889, Acc: 0.891, Base Lr: 6.68e-04
2024-05-06 19:15:02 transreid.train INFO: Epoch[32] Iter[50/93] Loss: 0.859, Acc: 0.897, Base Lr: 6.68e-04
2024-05-06 19:15:04 transreid.train INFO: Epoch[32] Iter[55/93] Loss: 0.826, Acc: 0.904, Base Lr: 6.68e-04
2024-05-06 19:15:06 transreid.train INFO: Epoch[32] Iter[60/93] Loss: 0.796, Acc: 0.909, Base Lr: 6.68e-04
2024-05-06 19:15:09 transreid.train INFO: Epoch[32] Iter[65/93] Loss: 0.776, Acc: 0.913, Base Lr: 6.68e-04
2024-05-06 19:15:11 transreid.train INFO: Epoch[32] Iter[70/93] Loss: 0.750, Acc: 0.918, Base Lr: 6.68e-04
2024-05-06 19:15:13 transreid.train INFO: Epoch[32] Iter[75/93] Loss: 0.727, Acc: 0.921, Base Lr: 6.68e-04
2024-05-06 19:15:16 transreid.train INFO: Epoch[32] Iter[80/93] Loss: 0.700, Acc: 0.925, Base Lr: 6.68e-04
2024-05-06 19:15:18 transreid.train INFO: Epoch[32] Iter[85/93] Loss: 0.681, Acc: 0.928, Base Lr: 6.68e-04
2024-05-06 19:15:20 transreid.train INFO: Epoch[32] Iter[90/93] Loss: 0.656, Acc: 0.931, Base Lr: 6.68e-04
2024-05-06 19:15:21 transreid.train INFO: Epoch 32 done. Time per epoch: 42.967[s] Speed: 271.1[samples/s]
2024-05-06 19:15:24 transreid.train INFO: Epoch[33] Iter[5/93] Loss: 1.068, Acc: 0.855, Base Lr: 6.60e-04
2024-05-06 19:15:26 transreid.train INFO: Epoch[33] Iter[10/93] Loss: 1.099, Acc: 0.848, Base Lr: 6.60e-04
2024-05-06 19:15:29 transreid.train INFO: Epoch[33] Iter[15/93] Loss: 1.042, Acc: 0.864, Base Lr: 6.60e-04
2024-05-06 19:15:31 transreid.train INFO: Epoch[33] Iter[20/93] Loss: 0.993, Acc: 0.870, Base Lr: 6.60e-04
2024-05-06 19:15:33 transreid.train INFO: Epoch[33] Iter[25/93] Loss: 0.969, Acc: 0.874, Base Lr: 6.60e-04
2024-05-06 19:15:36 transreid.train INFO: Epoch[33] Iter[30/93] Loss: 0.941, Acc: 0.880, Base Lr: 6.60e-04
2024-05-06 19:15:38 transreid.train INFO: Epoch[33] Iter[35/93] Loss: 0.918, Acc: 0.882, Base Lr: 6.60e-04
2024-05-06 19:15:40 transreid.train INFO: Epoch[33] Iter[40/93] Loss: 0.887, Acc: 0.888, Base Lr: 6.60e-04
2024-05-06 19:15:43 transreid.train INFO: Epoch[33] Iter[45/93] Loss: 0.865, Acc: 0.892, Base Lr: 6.60e-04
2024-05-06 19:15:45 transreid.train INFO: Epoch[33] Iter[50/93] Loss: 0.838, Acc: 0.898, Base Lr: 6.60e-04
2024-05-06 19:15:47 transreid.train INFO: Epoch[33] Iter[55/93] Loss: 0.801, Acc: 0.905, Base Lr: 6.60e-04
2024-05-06 19:15:50 transreid.train INFO: Epoch[33] Iter[60/93] Loss: 0.781, Acc: 0.909, Base Lr: 6.60e-04
2024-05-06 19:15:52 transreid.train INFO: Epoch[33] Iter[65/93] Loss: 0.748, Acc: 0.914, Base Lr: 6.60e-04
2024-05-06 19:15:54 transreid.train INFO: Epoch[33] Iter[70/93] Loss: 0.714, Acc: 0.920, Base Lr: 6.60e-04
2024-05-06 19:15:56 transreid.train INFO: Epoch[33] Iter[75/93] Loss: 0.684, Acc: 0.924, Base Lr: 6.60e-04
2024-05-06 19:15:59 transreid.train INFO: Epoch[33] Iter[80/93] Loss: 0.659, Acc: 0.927, Base Lr: 6.60e-04
2024-05-06 19:16:01 transreid.train INFO: Epoch[33] Iter[85/93] Loss: 0.635, Acc: 0.931, Base Lr: 6.60e-04
2024-05-06 19:16:03 transreid.train INFO: Epoch[33] Iter[90/93] Loss: 0.610, Acc: 0.935, Base Lr: 6.60e-04
2024-05-06 19:16:03 transreid.train INFO: Epoch 33 done. Time per epoch: 42.691[s] Speed: 269.8[samples/s]
2024-05-06 19:16:07 transreid.train INFO: Epoch[34] Iter[5/93] Loss: 1.358, Acc: 0.772, Base Lr: 6.52e-04
2024-05-06 19:16:09 transreid.train INFO: Epoch[34] Iter[10/93] Loss: 1.220, Acc: 0.808, Base Lr: 6.52e-04
2024-05-06 19:16:11 transreid.train INFO: Epoch[34] Iter[15/93] Loss: 1.076, Acc: 0.837, Base Lr: 6.52e-04
2024-05-06 19:16:14 transreid.train INFO: Epoch[34] Iter[20/93] Loss: 1.023, Acc: 0.855, Base Lr: 6.52e-04
2024-05-06 19:16:16 transreid.train INFO: Epoch[34] Iter[25/93] Loss: 0.968, Acc: 0.865, Base Lr: 6.52e-04
2024-05-06 19:16:18 transreid.train INFO: Epoch[34] Iter[30/93] Loss: 0.920, Acc: 0.876, Base Lr: 6.52e-04
2024-05-06 19:16:21 transreid.train INFO: Epoch[34] Iter[35/93] Loss: 0.870, Acc: 0.884, Base Lr: 6.52e-04
2024-05-06 19:16:23 transreid.train INFO: Epoch[34] Iter[40/93] Loss: 0.836, Acc: 0.891, Base Lr: 6.52e-04
2024-05-06 19:16:25 transreid.train INFO: Epoch[34] Iter[45/93] Loss: 0.803, Acc: 0.898, Base Lr: 6.52e-04
2024-05-06 19:16:27 transreid.train INFO: Epoch[34] Iter[50/93] Loss: 0.763, Acc: 0.905, Base Lr: 6.52e-04
2024-05-06 19:16:30 transreid.train INFO: Epoch[34] Iter[55/93] Loss: 0.724, Acc: 0.913, Base Lr: 6.52e-04
2024-05-06 19:16:32 transreid.train INFO: Epoch[34] Iter[60/93] Loss: 0.698, Acc: 0.918, Base Lr: 6.52e-04
2024-05-06 19:16:34 transreid.train INFO: Epoch[34] Iter[65/93] Loss: 0.671, Acc: 0.922, Base Lr: 6.52e-04
2024-05-06 19:16:37 transreid.train INFO: Epoch[34] Iter[70/93] Loss: 0.641, Acc: 0.926, Base Lr: 6.52e-04
2024-05-06 19:16:39 transreid.train INFO: Epoch[34] Iter[75/93] Loss: 0.617, Acc: 0.931, Base Lr: 6.52e-04
2024-05-06 19:16:41 transreid.train INFO: Epoch[34] Iter[80/93] Loss: 0.595, Acc: 0.934, Base Lr: 6.52e-04
2024-05-06 19:16:44 transreid.train INFO: Epoch[34] Iter[85/93] Loss: 0.572, Acc: 0.937, Base Lr: 6.52e-04
2024-05-06 19:16:46 transreid.train INFO: Epoch[34] Iter[90/93] Loss: 0.553, Acc: 0.940, Base Lr: 6.52e-04
2024-05-06 19:16:46 transreid.train INFO: Epoch 34 done. Time per epoch: 42.563[s] Speed: 270.7[samples/s]
2024-05-06 19:16:49 transreid.train INFO: Epoch[35] Iter[5/93] Loss: 1.141, Acc: 0.816, Base Lr: 6.44e-04
2024-05-06 19:16:52 transreid.train INFO: Epoch[35] Iter[10/93] Loss: 0.955, Acc: 0.865, Base Lr: 6.44e-04
2024-05-06 19:16:54 transreid.train INFO: Epoch[35] Iter[15/93] Loss: 0.925, Acc: 0.872, Base Lr: 6.44e-04
2024-05-06 19:16:56 transreid.train INFO: Epoch[35] Iter[20/93] Loss: 0.901, Acc: 0.875, Base Lr: 6.44e-04
2024-05-06 19:16:58 transreid.train INFO: Epoch[35] Iter[25/93] Loss: 0.874, Acc: 0.881, Base Lr: 6.44e-04
2024-05-06 19:17:01 transreid.train INFO: Epoch[35] Iter[30/93] Loss: 0.825, Acc: 0.892, Base Lr: 6.44e-04
2024-05-06 19:17:03 transreid.train INFO: Epoch[35] Iter[35/93] Loss: 0.785, Acc: 0.900, Base Lr: 6.44e-04
2024-05-06 19:17:05 transreid.train INFO: Epoch[35] Iter[40/93] Loss: 0.761, Acc: 0.904, Base Lr: 6.44e-04
2024-05-06 19:17:08 transreid.train INFO: Epoch[35] Iter[45/93] Loss: 0.736, Acc: 0.909, Base Lr: 6.44e-04
2024-05-06 19:17:10 transreid.train INFO: Epoch[35] Iter[50/93] Loss: 0.708, Acc: 0.914, Base Lr: 6.44e-04
2024-05-06 19:17:12 transreid.train INFO: Epoch[35] Iter[55/93] Loss: 0.679, Acc: 0.918, Base Lr: 6.44e-04
2024-05-06 19:17:15 transreid.train INFO: Epoch[35] Iter[60/93] Loss: 0.656, Acc: 0.922, Base Lr: 6.44e-04
2024-05-06 19:17:17 transreid.train INFO: Epoch[35] Iter[65/93] Loss: 0.632, Acc: 0.926, Base Lr: 6.44e-04
2024-05-06 19:17:19 transreid.train INFO: Epoch[35] Iter[70/93] Loss: 0.612, Acc: 0.929, Base Lr: 6.44e-04
2024-05-06 19:17:22 transreid.train INFO: Epoch[35] Iter[75/93] Loss: 0.593, Acc: 0.933, Base Lr: 6.44e-04
2024-05-06 19:17:24 transreid.train INFO: Epoch[35] Iter[80/93] Loss: 0.570, Acc: 0.936, Base Lr: 6.44e-04
2024-05-06 19:17:26 transreid.train INFO: Epoch[35] Iter[85/93] Loss: 0.552, Acc: 0.939, Base Lr: 6.44e-04
2024-05-06 19:17:29 transreid.train INFO: Epoch[35] Iter[90/93] Loss: 0.532, Acc: 0.942, Base Lr: 6.44e-04
2024-05-06 19:17:29 transreid.train INFO: Epoch 35 done. Time per epoch: 42.586[s] Speed: 270.5[samples/s]
2024-05-06 19:17:32 transreid.train INFO: Epoch[36] Iter[5/93] Loss: 1.095, Acc: 0.833, Base Lr: 6.35e-04
2024-05-06 19:17:34 transreid.train INFO: Epoch[36] Iter[10/93] Loss: 1.025, Acc: 0.841, Base Lr: 6.35e-04
2024-05-06 19:17:36 transreid.train INFO: Epoch[36] Iter[15/93] Loss: 0.985, Acc: 0.848, Base Lr: 6.35e-04
2024-05-06 19:17:39 transreid.train INFO: Epoch[36] Iter[20/93] Loss: 0.905, Acc: 0.864, Base Lr: 6.35e-04
2024-05-06 19:17:41 transreid.train INFO: Epoch[36] Iter[25/93] Loss: 0.865, Acc: 0.876, Base Lr: 6.35e-04
2024-05-06 19:17:43 transreid.train INFO: Epoch[36] Iter[30/93] Loss: 0.834, Acc: 0.880, Base Lr: 6.35e-04
2024-05-06 19:17:46 transreid.train INFO: Epoch[36] Iter[35/93] Loss: 0.809, Acc: 0.887, Base Lr: 6.35e-04
2024-05-06 19:17:48 transreid.train INFO: Epoch[36] Iter[40/93] Loss: 0.777, Acc: 0.894, Base Lr: 6.35e-04
2024-05-06 19:17:50 transreid.train INFO: Epoch[36] Iter[45/93] Loss: 0.745, Acc: 0.900, Base Lr: 6.35e-04
2024-05-06 19:17:53 transreid.train INFO: Epoch[36] Iter[50/93] Loss: 0.727, Acc: 0.906, Base Lr: 6.35e-04
2024-05-06 19:17:55 transreid.train INFO: Epoch[36] Iter[55/93] Loss: 0.689, Acc: 0.913, Base Lr: 6.35e-04
2024-05-06 19:17:57 transreid.train INFO: Epoch[36] Iter[60/93] Loss: 0.661, Acc: 0.919, Base Lr: 6.35e-04
2024-05-06 19:17:59 transreid.train INFO: Epoch[36] Iter[65/93] Loss: 0.636, Acc: 0.923, Base Lr: 6.35e-04
2024-05-06 19:18:02 transreid.train INFO: Epoch[36] Iter[70/93] Loss: 0.609, Acc: 0.928, Base Lr: 6.35e-04
2024-05-06 19:18:04 transreid.train INFO: Epoch[36] Iter[75/93] Loss: 0.586, Acc: 0.932, Base Lr: 6.35e-04
2024-05-06 19:18:06 transreid.train INFO: Epoch[36] Iter[80/93] Loss: 0.562, Acc: 0.936, Base Lr: 6.35e-04
2024-05-06 19:18:09 transreid.train INFO: Epoch[36] Iter[85/93] Loss: 0.543, Acc: 0.939, Base Lr: 6.35e-04
2024-05-06 19:18:11 transreid.train INFO: Epoch[36] Iter[90/93] Loss: 0.523, Acc: 0.942, Base Lr: 6.35e-04
2024-05-06 19:18:11 transreid.train INFO: Epoch 36 done. Time per epoch: 42.504[s] Speed: 271.0[samples/s]
2024-05-06 19:18:14 transreid.train INFO: Epoch[37] Iter[5/93] Loss: 0.902, Acc: 0.867, Base Lr: 6.27e-04
2024-05-06 19:18:17 transreid.train INFO: Epoch[37] Iter[10/93] Loss: 0.963, Acc: 0.848, Base Lr: 6.27e-04
2024-05-06 19:18:19 transreid.train INFO: Epoch[37] Iter[15/93] Loss: 0.907, Acc: 0.859, Base Lr: 6.27e-04
2024-05-06 19:18:21 transreid.train INFO: Epoch[37] Iter[20/93] Loss: 0.880, Acc: 0.864, Base Lr: 6.27e-04
2024-05-06 19:18:24 transreid.train INFO: Epoch[37] Iter[25/93] Loss: 0.845, Acc: 0.874, Base Lr: 6.27e-04
2024-05-06 19:18:26 transreid.train INFO: Epoch[37] Iter[30/93] Loss: 0.798, Acc: 0.886, Base Lr: 6.27e-04
2024-05-06 19:18:28 transreid.train INFO: Epoch[37] Iter[35/93] Loss: 0.763, Acc: 0.895, Base Lr: 6.27e-04
2024-05-06 19:18:31 transreid.train INFO: Epoch[37] Iter[40/93] Loss: 0.722, Acc: 0.903, Base Lr: 6.27e-04
2024-05-06 19:18:33 transreid.train INFO: Epoch[37] Iter[45/93] Loss: 0.702, Acc: 0.906, Base Lr: 6.27e-04
2024-05-06 19:18:35 transreid.train INFO: Epoch[37] Iter[50/93] Loss: 0.669, Acc: 0.912, Base Lr: 6.27e-04
2024-05-06 19:18:37 transreid.train INFO: Epoch[37] Iter[55/93] Loss: 0.640, Acc: 0.918, Base Lr: 6.27e-04
2024-05-06 19:18:40 transreid.train INFO: Epoch[37] Iter[60/93] Loss: 0.618, Acc: 0.921, Base Lr: 6.27e-04
2024-05-06 19:18:42 transreid.train INFO: Epoch[37] Iter[65/93] Loss: 0.595, Acc: 0.924, Base Lr: 6.27e-04
2024-05-06 19:18:44 transreid.train INFO: Epoch[37] Iter[70/93] Loss: 0.568, Acc: 0.929, Base Lr: 6.27e-04
2024-05-06 19:18:47 transreid.train INFO: Epoch[37] Iter[75/93] Loss: 0.545, Acc: 0.933, Base Lr: 6.27e-04
2024-05-06 19:18:49 transreid.train INFO: Epoch[37] Iter[80/93] Loss: 0.524, Acc: 0.937, Base Lr: 6.27e-04
2024-05-06 19:18:51 transreid.train INFO: Epoch[37] Iter[85/93] Loss: 0.506, Acc: 0.940, Base Lr: 6.27e-04
2024-05-06 19:18:54 transreid.train INFO: Epoch[37] Iter[90/93] Loss: 0.486, Acc: 0.943, Base Lr: 6.27e-04
2024-05-06 19:18:54 transreid.train INFO: Epoch 37 done. Time per epoch: 42.654[s] Speed: 270.1[samples/s]
2024-05-06 19:18:57 transreid.train INFO: Epoch[38] Iter[5/93] Loss: 0.982, Acc: 0.830, Base Lr: 6.18e-04
2024-05-06 19:18:59 transreid.train INFO: Epoch[38] Iter[10/93] Loss: 0.897, Acc: 0.857, Base Lr: 6.18e-04
2024-05-06 19:19:02 transreid.train INFO: Epoch[38] Iter[15/93] Loss: 0.813, Acc: 0.877, Base Lr: 6.18e-04
2024-05-06 19:19:04 transreid.train INFO: Epoch[38] Iter[20/93] Loss: 0.761, Acc: 0.887, Base Lr: 6.18e-04
2024-05-06 19:19:06 transreid.train INFO: Epoch[38] Iter[25/93] Loss: 0.716, Acc: 0.899, Base Lr: 6.18e-04
2024-05-06 19:19:08 transreid.train INFO: Epoch[38] Iter[30/93] Loss: 0.689, Acc: 0.904, Base Lr: 6.18e-04
2024-05-06 19:19:11 transreid.train INFO: Epoch[38] Iter[35/93] Loss: 0.671, Acc: 0.904, Base Lr: 6.18e-04
2024-05-06 19:19:13 transreid.train INFO: Epoch[38] Iter[40/93] Loss: 0.641, Acc: 0.910, Base Lr: 6.18e-04
2024-05-06 19:19:15 transreid.train INFO: Epoch[38] Iter[45/93] Loss: 0.611, Acc: 0.916, Base Lr: 6.18e-04
2024-05-06 19:19:18 transreid.train INFO: Epoch[38] Iter[50/93] Loss: 0.594, Acc: 0.920, Base Lr: 6.18e-04
2024-05-06 19:19:20 transreid.train INFO: Epoch[38] Iter[55/93] Loss: 0.565, Acc: 0.926, Base Lr: 6.18e-04
2024-05-06 19:19:22 transreid.train INFO: Epoch[38] Iter[60/93] Loss: 0.550, Acc: 0.929, Base Lr: 6.18e-04
2024-05-06 19:19:25 transreid.train INFO: Epoch[38] Iter[65/93] Loss: 0.533, Acc: 0.932, Base Lr: 6.18e-04
2024-05-06 19:19:27 transreid.train INFO: Epoch[38] Iter[70/93] Loss: 0.511, Acc: 0.936, Base Lr: 6.18e-04
2024-05-06 19:19:29 transreid.train INFO: Epoch[38] Iter[75/93] Loss: 0.492, Acc: 0.939, Base Lr: 6.18e-04
2024-05-06 19:19:32 transreid.train INFO: Epoch[38] Iter[80/93] Loss: 0.473, Acc: 0.942, Base Lr: 6.18e-04
2024-05-06 19:19:34 transreid.train INFO: Epoch[38] Iter[85/93] Loss: 0.455, Acc: 0.945, Base Lr: 6.18e-04
2024-05-06 19:19:36 transreid.train INFO: Epoch[38] Iter[90/93] Loss: 0.440, Acc: 0.947, Base Lr: 6.18e-04
2024-05-06 19:19:37 transreid.train INFO: Epoch 38 done. Time per epoch: 43.160[s] Speed: 269.9[samples/s]
2024-05-06 19:19:40 transreid.train INFO: Epoch[39] Iter[5/93] Loss: 0.859, Acc: 0.834, Base Lr: 6.09e-04
2024-05-06 19:19:42 transreid.train INFO: Epoch[39] Iter[10/93] Loss: 0.802, Acc: 0.854, Base Lr: 6.09e-04
2024-05-06 19:19:45 transreid.train INFO: Epoch[39] Iter[15/93] Loss: 0.812, Acc: 0.858, Base Lr: 6.09e-04
2024-05-06 19:19:47 transreid.train INFO: Epoch[39] Iter[20/93] Loss: 0.761, Acc: 0.875, Base Lr: 6.09e-04
2024-05-06 19:19:49 transreid.train INFO: Epoch[39] Iter[25/93] Loss: 0.740, Acc: 0.882, Base Lr: 6.09e-04
2024-05-06 19:19:52 transreid.train INFO: Epoch[39] Iter[30/93] Loss: 0.694, Acc: 0.894, Base Lr: 6.09e-04
2024-05-06 19:19:54 transreid.train INFO: Epoch[39] Iter[35/93] Loss: 0.657, Acc: 0.904, Base Lr: 6.09e-04
2024-05-06 19:19:56 transreid.train INFO: Epoch[39] Iter[40/93] Loss: 0.633, Acc: 0.910, Base Lr: 6.09e-04
2024-05-06 19:19:59 transreid.train INFO: Epoch[39] Iter[45/93] Loss: 0.608, Acc: 0.916, Base Lr: 6.09e-04
2024-05-06 19:20:01 transreid.train INFO: Epoch[39] Iter[50/93] Loss: 0.584, Acc: 0.922, Base Lr: 6.09e-04
2024-05-06 19:20:03 transreid.train INFO: Epoch[39] Iter[55/93] Loss: 0.564, Acc: 0.926, Base Lr: 6.09e-04
2024-05-06 19:20:06 transreid.train INFO: Epoch[39] Iter[60/93] Loss: 0.545, Acc: 0.930, Base Lr: 6.09e-04
2024-05-06 19:20:08 transreid.train INFO: Epoch[39] Iter[65/93] Loss: 0.527, Acc: 0.934, Base Lr: 6.09e-04
2024-05-06 19:20:10 transreid.train INFO: Epoch[39] Iter[70/93] Loss: 0.507, Acc: 0.937, Base Lr: 6.09e-04
2024-05-06 19:20:13 transreid.train INFO: Epoch[39] Iter[75/93] Loss: 0.488, Acc: 0.941, Base Lr: 6.09e-04
2024-05-06 19:20:15 transreid.train INFO: Epoch[39] Iter[80/93] Loss: 0.471, Acc: 0.944, Base Lr: 6.09e-04
2024-05-06 19:20:17 transreid.train INFO: Epoch[39] Iter[85/93] Loss: 0.455, Acc: 0.947, Base Lr: 6.09e-04
2024-05-06 19:20:19 transreid.train INFO: Epoch[39] Iter[90/93] Loss: 0.439, Acc: 0.949, Base Lr: 6.09e-04
2024-05-06 19:20:20 transreid.train INFO: Epoch 39 done. Time per epoch: 42.595[s] Speed: 270.5[samples/s]
2024-05-06 19:20:23 transreid.train INFO: Epoch[40] Iter[5/93] Loss: 0.849, Acc: 0.850, Base Lr: 6.00e-04
2024-05-06 19:20:25 transreid.train INFO: Epoch[40] Iter[10/93] Loss: 0.860, Acc: 0.857, Base Lr: 6.00e-04
2024-05-06 19:20:27 transreid.train INFO: Epoch[40] Iter[15/93] Loss: 0.784, Acc: 0.875, Base Lr: 6.00e-04
2024-05-06 19:20:30 transreid.train INFO: Epoch[40] Iter[20/93] Loss: 0.776, Acc: 0.874, Base Lr: 6.00e-04
2024-05-06 19:20:32 transreid.train INFO: Epoch[40] Iter[25/93] Loss: 0.734, Acc: 0.884, Base Lr: 6.00e-04
2024-05-06 19:20:34 transreid.train INFO: Epoch[40] Iter[30/93] Loss: 0.684, Acc: 0.896, Base Lr: 6.00e-04
2024-05-06 19:20:37 transreid.train INFO: Epoch[40] Iter[35/93] Loss: 0.655, Acc: 0.902, Base Lr: 6.00e-04
2024-05-06 19:20:39 transreid.train INFO: Epoch[40] Iter[40/93] Loss: 0.629, Acc: 0.907, Base Lr: 6.00e-04
2024-05-06 19:20:41 transreid.train INFO: Epoch[40] Iter[45/93] Loss: 0.603, Acc: 0.913, Base Lr: 6.00e-04
2024-05-06 19:20:44 transreid.train INFO: Epoch[40] Iter[50/93] Loss: 0.573, Acc: 0.920, Base Lr: 6.00e-04
2024-05-06 19:20:46 transreid.train INFO: Epoch[40] Iter[55/93] Loss: 0.547, Acc: 0.927, Base Lr: 6.00e-04
2024-05-06 19:20:48 transreid.train INFO: Epoch[40] Iter[60/93] Loss: 0.525, Acc: 0.932, Base Lr: 6.00e-04
2024-05-06 19:20:51 transreid.train INFO: Epoch[40] Iter[65/93] Loss: 0.505, Acc: 0.936, Base Lr: 6.00e-04
2024-05-06 19:20:53 transreid.train INFO: Epoch[40] Iter[70/93] Loss: 0.486, Acc: 0.939, Base Lr: 6.00e-04
2024-05-06 19:20:55 transreid.train INFO: Epoch[40] Iter[75/93] Loss: 0.468, Acc: 0.942, Base Lr: 6.00e-04
2024-05-06 19:20:58 transreid.train INFO: Epoch[40] Iter[80/93] Loss: 0.451, Acc: 0.945, Base Lr: 6.00e-04
2024-05-06 19:21:00 transreid.train INFO: Epoch[40] Iter[85/93] Loss: 0.434, Acc: 0.947, Base Lr: 6.00e-04
2024-05-06 19:21:02 transreid.train INFO: Epoch[40] Iter[90/93] Loss: 0.417, Acc: 0.950, Base Lr: 6.00e-04
2024-05-06 19:21:02 transreid.train INFO: Epoch 40 done. Time per epoch: 42.748[s] Speed: 269.5[samples/s]
2024-05-06 19:21:55 transreid.train INFO: Validation Results - Epoch: 40
2024-05-06 19:21:55 transreid.train INFO: mAP: 92.3%
2024-05-06 19:21:55 transreid.train INFO: CMC curve, Rank-1  :96.3%
2024-05-06 19:21:55 transreid.train INFO: CMC curve, Rank-5  :98.6%
2024-05-06 19:21:55 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-05-06 19:21:58 transreid.train INFO: Epoch[41] Iter[5/93] Loss: 0.904, Acc: 0.834, Base Lr: 5.91e-04
2024-05-06 19:22:01 transreid.train INFO: Epoch[41] Iter[10/93] Loss: 0.811, Acc: 0.870, Base Lr: 5.91e-04
2024-05-06 19:22:03 transreid.train INFO: Epoch[41] Iter[15/93] Loss: 0.740, Acc: 0.882, Base Lr: 5.91e-04
2024-05-06 19:22:05 transreid.train INFO: Epoch[41] Iter[20/93] Loss: 0.714, Acc: 0.888, Base Lr: 5.91e-04
2024-05-06 19:22:07 transreid.train INFO: Epoch[41] Iter[25/93] Loss: 0.686, Acc: 0.896, Base Lr: 5.91e-04
2024-05-06 19:22:10 transreid.train INFO: Epoch[41] Iter[30/93] Loss: 0.649, Acc: 0.905, Base Lr: 5.91e-04
2024-05-06 19:22:12 transreid.train INFO: Epoch[41] Iter[35/93] Loss: 0.620, Acc: 0.913, Base Lr: 5.91e-04
2024-05-06 19:22:14 transreid.train INFO: Epoch[41] Iter[40/93] Loss: 0.588, Acc: 0.920, Base Lr: 5.91e-04
2024-05-06 19:22:17 transreid.train INFO: Epoch[41] Iter[45/93] Loss: 0.570, Acc: 0.922, Base Lr: 5.91e-04
2024-05-06 19:22:19 transreid.train INFO: Epoch[41] Iter[50/93] Loss: 0.543, Acc: 0.928, Base Lr: 5.91e-04
2024-05-06 19:22:21 transreid.train INFO: Epoch[41] Iter[55/93] Loss: 0.522, Acc: 0.932, Base Lr: 5.91e-04
2024-05-06 19:22:24 transreid.train INFO: Epoch[41] Iter[60/93] Loss: 0.497, Acc: 0.937, Base Lr: 5.91e-04
2024-05-06 19:22:26 transreid.train INFO: Epoch[41] Iter[65/93] Loss: 0.481, Acc: 0.941, Base Lr: 5.91e-04
2024-05-06 19:22:28 transreid.train INFO: Epoch[41] Iter[70/93] Loss: 0.462, Acc: 0.944, Base Lr: 5.91e-04
2024-05-06 19:22:31 transreid.train INFO: Epoch[41] Iter[75/93] Loss: 0.443, Acc: 0.947, Base Lr: 5.91e-04
2024-05-06 19:22:33 transreid.train INFO: Epoch[41] Iter[80/93] Loss: 0.426, Acc: 0.950, Base Lr: 5.91e-04
2024-05-06 19:22:35 transreid.train INFO: Epoch[41] Iter[85/93] Loss: 0.410, Acc: 0.952, Base Lr: 5.91e-04
2024-05-06 19:22:38 transreid.train INFO: Epoch[41] Iter[90/93] Loss: 0.395, Acc: 0.955, Base Lr: 5.91e-04
2024-05-06 19:22:38 transreid.train INFO: Epoch 41 done. Time per epoch: 43.232[s] Speed: 269.4[samples/s]
2024-05-06 19:22:41 transreid.train INFO: Epoch[42] Iter[5/93] Loss: 0.784, Acc: 0.836, Base Lr: 5.82e-04
2024-05-06 19:22:44 transreid.train INFO: Epoch[42] Iter[10/93] Loss: 0.698, Acc: 0.868, Base Lr: 5.82e-04
2024-05-06 19:22:46 transreid.train INFO: Epoch[42] Iter[15/93] Loss: 0.712, Acc: 0.869, Base Lr: 5.82e-04
2024-05-06 19:22:48 transreid.train INFO: Epoch[42] Iter[20/93] Loss: 0.668, Acc: 0.882, Base Lr: 5.82e-04
2024-05-06 19:22:51 transreid.train INFO: Epoch[42] Iter[25/93] Loss: 0.625, Acc: 0.897, Base Lr: 5.82e-04
2024-05-06 19:22:53 transreid.train INFO: Epoch[42] Iter[30/93] Loss: 0.596, Acc: 0.908, Base Lr: 5.82e-04
2024-05-06 19:22:55 transreid.train INFO: Epoch[42] Iter[35/93] Loss: 0.562, Acc: 0.918, Base Lr: 5.82e-04
2024-05-06 19:22:58 transreid.train INFO: Epoch[42] Iter[40/93] Loss: 0.534, Acc: 0.925, Base Lr: 5.82e-04
2024-05-06 19:23:00 transreid.train INFO: Epoch[42] Iter[45/93] Loss: 0.517, Acc: 0.929, Base Lr: 5.82e-04
2024-05-06 19:23:02 transreid.train INFO: Epoch[42] Iter[50/93] Loss: 0.507, Acc: 0.932, Base Lr: 5.82e-04
2024-05-06 19:23:05 transreid.train INFO: Epoch[42] Iter[55/93] Loss: 0.483, Acc: 0.938, Base Lr: 5.82e-04
2024-05-06 19:23:07 transreid.train INFO: Epoch[42] Iter[60/93] Loss: 0.468, Acc: 0.941, Base Lr: 5.82e-04
2024-05-06 19:23:09 transreid.train INFO: Epoch[42] Iter[65/93] Loss: 0.451, Acc: 0.944, Base Lr: 5.82e-04
2024-05-06 19:23:11 transreid.train INFO: Epoch[42] Iter[70/93] Loss: 0.436, Acc: 0.946, Base Lr: 5.82e-04
2024-05-06 19:23:14 transreid.train INFO: Epoch[42] Iter[75/93] Loss: 0.419, Acc: 0.949, Base Lr: 5.82e-04
2024-05-06 19:23:16 transreid.train INFO: Epoch[42] Iter[80/93] Loss: 0.403, Acc: 0.952, Base Lr: 5.82e-04
2024-05-06 19:23:18 transreid.train INFO: Epoch[42] Iter[85/93] Loss: 0.387, Acc: 0.955, Base Lr: 5.82e-04
2024-05-06 19:23:21 transreid.train INFO: Epoch[42] Iter[90/93] Loss: 0.373, Acc: 0.957, Base Lr: 5.82e-04
2024-05-06 19:23:21 transreid.train INFO: Epoch 42 done. Time per epoch: 42.707[s] Speed: 269.7[samples/s]
2024-05-06 19:23:24 transreid.train INFO: Epoch[43] Iter[5/93] Loss: 0.737, Acc: 0.867, Base Lr: 5.73e-04
2024-05-06 19:23:26 transreid.train INFO: Epoch[43] Iter[10/93] Loss: 0.688, Acc: 0.875, Base Lr: 5.73e-04
2024-05-06 19:23:29 transreid.train INFO: Epoch[43] Iter[15/93] Loss: 0.695, Acc: 0.879, Base Lr: 5.73e-04
2024-05-06 19:23:31 transreid.train INFO: Epoch[43] Iter[20/93] Loss: 0.622, Acc: 0.896, Base Lr: 5.73e-04
2024-05-06 19:23:33 transreid.train INFO: Epoch[43] Iter[25/93] Loss: 0.597, Acc: 0.904, Base Lr: 5.73e-04
2024-05-06 19:23:36 transreid.train INFO: Epoch[43] Iter[30/93] Loss: 0.578, Acc: 0.909, Base Lr: 5.73e-04
2024-05-06 19:23:38 transreid.train INFO: Epoch[43] Iter[35/93] Loss: 0.553, Acc: 0.915, Base Lr: 5.73e-04
2024-05-06 19:23:40 transreid.train INFO: Epoch[43] Iter[40/93] Loss: 0.529, Acc: 0.921, Base Lr: 5.73e-04
2024-05-06 19:23:43 transreid.train INFO: Epoch[43] Iter[45/93] Loss: 0.499, Acc: 0.929, Base Lr: 5.73e-04
2024-05-06 19:23:45 transreid.train INFO: Epoch[43] Iter[50/93] Loss: 0.477, Acc: 0.934, Base Lr: 5.73e-04
2024-05-06 19:23:47 transreid.train INFO: Epoch[43] Iter[55/93] Loss: 0.456, Acc: 0.939, Base Lr: 5.73e-04
2024-05-06 19:23:50 transreid.train INFO: Epoch[43] Iter[60/93] Loss: 0.439, Acc: 0.940, Base Lr: 5.73e-04
2024-05-06 19:23:52 transreid.train INFO: Epoch[43] Iter[65/93] Loss: 0.419, Acc: 0.945, Base Lr: 5.73e-04
2024-05-06 19:23:54 transreid.train INFO: Epoch[43] Iter[70/93] Loss: 0.405, Acc: 0.948, Base Lr: 5.73e-04
2024-05-06 19:23:56 transreid.train INFO: Epoch[43] Iter[75/93] Loss: 0.389, Acc: 0.951, Base Lr: 5.73e-04
2024-05-06 19:23:59 transreid.train INFO: Epoch[43] Iter[80/93] Loss: 0.374, Acc: 0.954, Base Lr: 5.73e-04
2024-05-06 19:24:01 transreid.train INFO: Epoch[43] Iter[85/93] Loss: 0.359, Acc: 0.956, Base Lr: 5.73e-04
2024-05-06 19:24:03 transreid.train INFO: Epoch[43] Iter[90/93] Loss: 0.345, Acc: 0.958, Base Lr: 5.73e-04
2024-05-06 19:24:04 transreid.train INFO: Epoch 43 done. Time per epoch: 42.707[s] Speed: 269.7[samples/s]
2024-05-06 19:24:07 transreid.train INFO: Epoch[44] Iter[5/93] Loss: 0.679, Acc: 0.892, Base Lr: 5.63e-04
2024-05-06 19:24:09 transreid.train INFO: Epoch[44] Iter[10/93] Loss: 0.727, Acc: 0.880, Base Lr: 5.63e-04
2024-05-06 19:24:11 transreid.train INFO: Epoch[44] Iter[15/93] Loss: 0.668, Acc: 0.898, Base Lr: 5.63e-04
2024-05-06 19:24:14 transreid.train INFO: Epoch[44] Iter[20/93] Loss: 0.646, Acc: 0.904, Base Lr: 5.63e-04
2024-05-06 19:24:16 transreid.train INFO: Epoch[44] Iter[25/93] Loss: 0.604, Acc: 0.911, Base Lr: 5.63e-04
2024-05-06 19:24:18 transreid.train INFO: Epoch[44] Iter[30/93] Loss: 0.569, Acc: 0.919, Base Lr: 5.63e-04
2024-05-06 19:24:21 transreid.train INFO: Epoch[44] Iter[35/93] Loss: 0.545, Acc: 0.923, Base Lr: 5.63e-04
2024-05-06 19:24:23 transreid.train INFO: Epoch[44] Iter[40/93] Loss: 0.518, Acc: 0.929, Base Lr: 5.63e-04
2024-05-06 19:24:26 transreid.train INFO: Epoch[44] Iter[45/93] Loss: 0.490, Acc: 0.935, Base Lr: 5.63e-04
2024-05-06 19:24:28 transreid.train INFO: Epoch[44] Iter[50/93] Loss: 0.474, Acc: 0.938, Base Lr: 5.63e-04
2024-05-06 19:24:30 transreid.train INFO: Epoch[44] Iter[55/93] Loss: 0.451, Acc: 0.943, Base Lr: 5.63e-04
2024-05-06 19:24:33 transreid.train INFO: Epoch[44] Iter[60/93] Loss: 0.434, Acc: 0.946, Base Lr: 5.63e-04
2024-05-06 19:24:35 transreid.train INFO: Epoch[44] Iter[65/93] Loss: 0.418, Acc: 0.949, Base Lr: 5.63e-04
2024-05-06 19:24:37 transreid.train INFO: Epoch[44] Iter[70/93] Loss: 0.399, Acc: 0.952, Base Lr: 5.63e-04
2024-05-06 19:24:40 transreid.train INFO: Epoch[44] Iter[75/93] Loss: 0.388, Acc: 0.955, Base Lr: 5.63e-04
2024-05-06 19:24:42 transreid.train INFO: Epoch[44] Iter[80/93] Loss: 0.375, Acc: 0.957, Base Lr: 5.63e-04
2024-05-06 19:24:44 transreid.train INFO: Epoch[44] Iter[85/93] Loss: 0.361, Acc: 0.959, Base Lr: 5.63e-04
2024-05-06 19:24:47 transreid.train INFO: Epoch[44] Iter[90/93] Loss: 0.348, Acc: 0.961, Base Lr: 5.63e-04
2024-05-06 19:24:47 transreid.train INFO: Epoch 44 done. Time per epoch: 43.102[s] Speed: 267.3[samples/s]
2024-05-06 19:24:50 transreid.train INFO: Epoch[45] Iter[5/93] Loss: 0.619, Acc: 0.902, Base Lr: 5.54e-04
2024-05-06 19:24:52 transreid.train INFO: Epoch[45] Iter[10/93] Loss: 0.634, Acc: 0.909, Base Lr: 5.54e-04
2024-05-06 19:24:54 transreid.train INFO: Epoch[45] Iter[15/93] Loss: 0.592, Acc: 0.924, Base Lr: 5.54e-04
2024-05-06 19:24:57 transreid.train INFO: Epoch[45] Iter[20/93] Loss: 0.580, Acc: 0.924, Base Lr: 5.54e-04
2024-05-06 19:24:59 transreid.train INFO: Epoch[45] Iter[25/93] Loss: 0.587, Acc: 0.925, Base Lr: 5.54e-04
2024-05-06 19:25:01 transreid.train INFO: Epoch[45] Iter[30/93] Loss: 0.539, Acc: 0.933, Base Lr: 5.54e-04
2024-05-06 19:25:04 transreid.train INFO: Epoch[45] Iter[35/93] Loss: 0.517, Acc: 0.936, Base Lr: 5.54e-04
2024-05-06 19:25:06 transreid.train INFO: Epoch[45] Iter[40/93] Loss: 0.496, Acc: 0.941, Base Lr: 5.54e-04
2024-05-06 19:25:08 transreid.train INFO: Epoch[45] Iter[45/93] Loss: 0.478, Acc: 0.943, Base Lr: 5.54e-04
2024-05-06 19:25:11 transreid.train INFO: Epoch[45] Iter[50/93] Loss: 0.458, Acc: 0.946, Base Lr: 5.54e-04
2024-05-06 19:25:13 transreid.train INFO: Epoch[45] Iter[55/93] Loss: 0.441, Acc: 0.949, Base Lr: 5.54e-04
2024-05-06 19:25:15 transreid.train INFO: Epoch[45] Iter[60/93] Loss: 0.425, Acc: 0.952, Base Lr: 5.54e-04
2024-05-06 19:25:18 transreid.train INFO: Epoch[45] Iter[65/93] Loss: 0.410, Acc: 0.954, Base Lr: 5.54e-04
2024-05-06 19:25:20 transreid.train INFO: Epoch[45] Iter[70/93] Loss: 0.394, Acc: 0.956, Base Lr: 5.54e-04
2024-05-06 19:25:22 transreid.train INFO: Epoch[45] Iter[75/93] Loss: 0.378, Acc: 0.959, Base Lr: 5.54e-04
2024-05-06 19:25:25 transreid.train INFO: Epoch[45] Iter[80/93] Loss: 0.365, Acc: 0.961, Base Lr: 5.54e-04
2024-05-06 19:25:27 transreid.train INFO: Epoch[45] Iter[85/93] Loss: 0.352, Acc: 0.963, Base Lr: 5.54e-04
2024-05-06 19:25:29 transreid.train INFO: Epoch[45] Iter[90/93] Loss: 0.338, Acc: 0.964, Base Lr: 5.54e-04
2024-05-06 19:25:29 transreid.train INFO: Epoch 45 done. Time per epoch: 42.646[s] Speed: 270.1[samples/s]
2024-05-06 19:25:32 transreid.train INFO: Epoch[46] Iter[5/93] Loss: 0.641, Acc: 0.911, Base Lr: 5.44e-04
2024-05-06 19:25:35 transreid.train INFO: Epoch[46] Iter[10/93] Loss: 0.537, Acc: 0.926, Base Lr: 5.44e-04
2024-05-06 19:25:37 transreid.train INFO: Epoch[46] Iter[15/93] Loss: 0.523, Acc: 0.927, Base Lr: 5.44e-04
2024-05-06 19:25:39 transreid.train INFO: Epoch[46] Iter[20/93] Loss: 0.508, Acc: 0.928, Base Lr: 5.44e-04
2024-05-06 19:25:42 transreid.train INFO: Epoch[46] Iter[25/93] Loss: 0.508, Acc: 0.928, Base Lr: 5.44e-04
2024-05-06 19:25:44 transreid.train INFO: Epoch[46] Iter[30/93] Loss: 0.498, Acc: 0.934, Base Lr: 5.44e-04
2024-05-06 19:25:46 transreid.train INFO: Epoch[46] Iter[35/93] Loss: 0.473, Acc: 0.938, Base Lr: 5.44e-04
2024-05-06 19:25:49 transreid.train INFO: Epoch[46] Iter[40/93] Loss: 0.469, Acc: 0.939, Base Lr: 5.44e-04
2024-05-06 19:25:51 transreid.train INFO: Epoch[46] Iter[45/93] Loss: 0.445, Acc: 0.944, Base Lr: 5.44e-04
2024-05-06 19:25:53 transreid.train INFO: Epoch[46] Iter[50/93] Loss: 0.424, Acc: 0.948, Base Lr: 5.44e-04
2024-05-06 19:25:56 transreid.train INFO: Epoch[46] Iter[55/93] Loss: 0.407, Acc: 0.951, Base Lr: 5.44e-04
2024-05-06 19:25:58 transreid.train INFO: Epoch[46] Iter[60/93] Loss: 0.395, Acc: 0.954, Base Lr: 5.44e-04
2024-05-06 19:26:00 transreid.train INFO: Epoch[46] Iter[65/93] Loss: 0.379, Acc: 0.957, Base Lr: 5.44e-04
2024-05-06 19:26:03 transreid.train INFO: Epoch[46] Iter[70/93] Loss: 0.364, Acc: 0.960, Base Lr: 5.44e-04
2024-05-06 19:26:05 transreid.train INFO: Epoch[46] Iter[75/93] Loss: 0.350, Acc: 0.962, Base Lr: 5.44e-04
2024-05-06 19:26:07 transreid.train INFO: Epoch[46] Iter[80/93] Loss: 0.337, Acc: 0.964, Base Lr: 5.44e-04
2024-05-06 19:26:09 transreid.train INFO: Epoch[46] Iter[85/93] Loss: 0.324, Acc: 0.966, Base Lr: 5.44e-04
2024-05-06 19:26:12 transreid.train INFO: Epoch[46] Iter[90/93] Loss: 0.315, Acc: 0.967, Base Lr: 5.44e-04
2024-05-06 19:26:12 transreid.train INFO: Epoch 46 done. Time per epoch: 42.544[s] Speed: 270.8[samples/s]
2024-05-06 19:26:15 transreid.train INFO: Epoch[47] Iter[5/93] Loss: 0.660, Acc: 0.902, Base Lr: 5.34e-04
2024-05-06 19:26:17 transreid.train INFO: Epoch[47] Iter[10/93] Loss: 0.622, Acc: 0.909, Base Lr: 5.34e-04
2024-05-06 19:26:20 transreid.train INFO: Epoch[47] Iter[15/93] Loss: 0.623, Acc: 0.901, Base Lr: 5.34e-04
2024-05-06 19:26:22 transreid.train INFO: Epoch[47] Iter[20/93] Loss: 0.588, Acc: 0.914, Base Lr: 5.34e-04
2024-05-06 19:26:24 transreid.train INFO: Epoch[47] Iter[25/93] Loss: 0.552, Acc: 0.925, Base Lr: 5.34e-04
2024-05-06 19:26:27 transreid.train INFO: Epoch[47] Iter[30/93] Loss: 0.524, Acc: 0.933, Base Lr: 5.34e-04
2024-05-06 19:26:29 transreid.train INFO: Epoch[47] Iter[35/93] Loss: 0.501, Acc: 0.937, Base Lr: 5.34e-04
2024-05-06 19:26:31 transreid.train INFO: Epoch[47] Iter[40/93] Loss: 0.469, Acc: 0.943, Base Lr: 5.34e-04
2024-05-06 19:26:34 transreid.train INFO: Epoch[47] Iter[45/93] Loss: 0.447, Acc: 0.946, Base Lr: 5.34e-04
2024-05-06 19:26:36 transreid.train INFO: Epoch[47] Iter[50/93] Loss: 0.424, Acc: 0.950, Base Lr: 5.34e-04
2024-05-06 19:26:38 transreid.train INFO: Epoch[47] Iter[55/93] Loss: 0.412, Acc: 0.952, Base Lr: 5.34e-04
2024-05-06 19:26:41 transreid.train INFO: Epoch[47] Iter[60/93] Loss: 0.399, Acc: 0.955, Base Lr: 5.34e-04
2024-05-06 19:26:43 transreid.train INFO: Epoch[47] Iter[65/93] Loss: 0.381, Acc: 0.957, Base Lr: 5.34e-04
2024-05-06 19:26:45 transreid.train INFO: Epoch[47] Iter[70/93] Loss: 0.367, Acc: 0.960, Base Lr: 5.34e-04
2024-05-06 19:26:47 transreid.train INFO: Epoch[47] Iter[75/93] Loss: 0.354, Acc: 0.962, Base Lr: 5.34e-04
2024-05-06 19:26:50 transreid.train INFO: Epoch[47] Iter[80/93] Loss: 0.341, Acc: 0.964, Base Lr: 5.34e-04
2024-05-06 19:26:52 transreid.train INFO: Epoch[47] Iter[85/93] Loss: 0.329, Acc: 0.966, Base Lr: 5.34e-04
2024-05-06 19:26:54 transreid.train INFO: Epoch[47] Iter[90/93] Loss: 0.318, Acc: 0.967, Base Lr: 5.34e-04
2024-05-06 19:26:55 transreid.train INFO: Epoch 47 done. Time per epoch: 43.073[s] Speed: 270.4[samples/s]
2024-05-06 19:26:58 transreid.train INFO: Epoch[48] Iter[5/93] Loss: 0.558, Acc: 0.922, Base Lr: 5.24e-04
2024-05-06 19:27:00 transreid.train INFO: Epoch[48] Iter[10/93] Loss: 0.553, Acc: 0.930, Base Lr: 5.24e-04
2024-05-06 19:27:03 transreid.train INFO: Epoch[48] Iter[15/93] Loss: 0.540, Acc: 0.931, Base Lr: 5.24e-04
2024-05-06 19:27:05 transreid.train INFO: Epoch[48] Iter[20/93] Loss: 0.494, Acc: 0.938, Base Lr: 5.24e-04
2024-05-06 19:27:07 transreid.train INFO: Epoch[48] Iter[25/93] Loss: 0.470, Acc: 0.941, Base Lr: 5.24e-04
2024-05-06 19:27:10 transreid.train INFO: Epoch[48] Iter[30/93] Loss: 0.453, Acc: 0.941, Base Lr: 5.24e-04
2024-05-06 19:27:12 transreid.train INFO: Epoch[48] Iter[35/93] Loss: 0.427, Acc: 0.947, Base Lr: 5.24e-04
2024-05-06 19:27:14 transreid.train INFO: Epoch[48] Iter[40/93] Loss: 0.422, Acc: 0.949, Base Lr: 5.24e-04
2024-05-06 19:27:17 transreid.train INFO: Epoch[48] Iter[45/93] Loss: 0.409, Acc: 0.952, Base Lr: 5.24e-04
2024-05-06 19:27:19 transreid.train INFO: Epoch[48] Iter[50/93] Loss: 0.391, Acc: 0.956, Base Lr: 5.24e-04
2024-05-06 19:27:21 transreid.train INFO: Epoch[48] Iter[55/93] Loss: 0.381, Acc: 0.958, Base Lr: 5.24e-04
2024-05-06 19:27:23 transreid.train INFO: Epoch[48] Iter[60/93] Loss: 0.368, Acc: 0.960, Base Lr: 5.24e-04
2024-05-06 19:27:26 transreid.train INFO: Epoch[48] Iter[65/93] Loss: 0.354, Acc: 0.962, Base Lr: 5.24e-04
2024-05-06 19:27:28 transreid.train INFO: Epoch[48] Iter[70/93] Loss: 0.341, Acc: 0.965, Base Lr: 5.24e-04
2024-05-06 19:27:30 transreid.train INFO: Epoch[48] Iter[75/93] Loss: 0.327, Acc: 0.967, Base Lr: 5.24e-04
2024-05-06 19:27:33 transreid.train INFO: Epoch[48] Iter[80/93] Loss: 0.316, Acc: 0.968, Base Lr: 5.24e-04
2024-05-06 19:27:35 transreid.train INFO: Epoch[48] Iter[85/93] Loss: 0.307, Acc: 0.969, Base Lr: 5.24e-04
2024-05-06 19:27:37 transreid.train INFO: Epoch[48] Iter[90/93] Loss: 0.295, Acc: 0.971, Base Lr: 5.24e-04
2024-05-06 19:27:38 transreid.train INFO: Epoch 48 done. Time per epoch: 42.973[s] Speed: 271.1[samples/s]
2024-05-06 19:27:41 transreid.train INFO: Epoch[49] Iter[5/93] Loss: 0.560, Acc: 0.922, Base Lr: 5.14e-04
2024-05-06 19:27:43 transreid.train INFO: Epoch[49] Iter[10/93] Loss: 0.583, Acc: 0.922, Base Lr: 5.14e-04
2024-05-06 19:27:46 transreid.train INFO: Epoch[49] Iter[15/93] Loss: 0.549, Acc: 0.927, Base Lr: 5.14e-04
2024-05-06 19:27:48 transreid.train INFO: Epoch[49] Iter[20/93] Loss: 0.520, Acc: 0.931, Base Lr: 5.14e-04
2024-05-06 19:27:50 transreid.train INFO: Epoch[49] Iter[25/93] Loss: 0.499, Acc: 0.937, Base Lr: 5.14e-04
2024-05-06 19:27:53 transreid.train INFO: Epoch[49] Iter[30/93] Loss: 0.476, Acc: 0.943, Base Lr: 5.14e-04
2024-05-06 19:27:55 transreid.train INFO: Epoch[49] Iter[35/93] Loss: 0.455, Acc: 0.947, Base Lr: 5.14e-04
2024-05-06 19:27:57 transreid.train INFO: Epoch[49] Iter[40/93] Loss: 0.426, Acc: 0.952, Base Lr: 5.14e-04
2024-05-06 19:28:00 transreid.train INFO: Epoch[49] Iter[45/93] Loss: 0.408, Acc: 0.955, Base Lr: 5.14e-04
2024-05-06 19:28:02 transreid.train INFO: Epoch[49] Iter[50/93] Loss: 0.392, Acc: 0.958, Base Lr: 5.14e-04
2024-05-06 19:28:04 transreid.train INFO: Epoch[49] Iter[55/93] Loss: 0.382, Acc: 0.960, Base Lr: 5.14e-04
2024-05-06 19:28:06 transreid.train INFO: Epoch[49] Iter[60/93] Loss: 0.364, Acc: 0.963, Base Lr: 5.14e-04
2024-05-06 19:28:09 transreid.train INFO: Epoch[49] Iter[65/93] Loss: 0.348, Acc: 0.965, Base Lr: 5.14e-04
2024-05-06 19:28:11 transreid.train INFO: Epoch[49] Iter[70/93] Loss: 0.333, Acc: 0.967, Base Lr: 5.14e-04
2024-05-06 19:28:13 transreid.train INFO: Epoch[49] Iter[75/93] Loss: 0.319, Acc: 0.969, Base Lr: 5.14e-04
2024-05-06 19:28:16 transreid.train INFO: Epoch[49] Iter[80/93] Loss: 0.307, Acc: 0.971, Base Lr: 5.14e-04
2024-05-06 19:28:18 transreid.train INFO: Epoch[49] Iter[85/93] Loss: 0.296, Acc: 0.972, Base Lr: 5.14e-04
2024-05-06 19:28:20 transreid.train INFO: Epoch[49] Iter[90/93] Loss: 0.284, Acc: 0.973, Base Lr: 5.14e-04
2024-05-06 19:28:20 transreid.train INFO: Epoch 49 done. Time per epoch: 42.528[s] Speed: 270.9[samples/s]
2024-05-06 19:28:24 transreid.train INFO: Epoch[50] Iter[5/93] Loss: 0.522, Acc: 0.933, Base Lr: 5.04e-04
2024-05-06 19:28:26 transreid.train INFO: Epoch[50] Iter[10/93] Loss: 0.491, Acc: 0.943, Base Lr: 5.04e-04
2024-05-06 19:28:28 transreid.train INFO: Epoch[50] Iter[15/93] Loss: 0.476, Acc: 0.940, Base Lr: 5.04e-04
2024-05-06 19:28:30 transreid.train INFO: Epoch[50] Iter[20/93] Loss: 0.449, Acc: 0.944, Base Lr: 5.04e-04
2024-05-06 19:28:33 transreid.train INFO: Epoch[50] Iter[25/93] Loss: 0.442, Acc: 0.947, Base Lr: 5.04e-04
2024-05-06 19:28:35 transreid.train INFO: Epoch[50] Iter[30/93] Loss: 0.418, Acc: 0.952, Base Lr: 5.04e-04
2024-05-06 19:28:37 transreid.train INFO: Epoch[50] Iter[35/93] Loss: 0.399, Acc: 0.956, Base Lr: 5.04e-04
2024-05-06 19:28:40 transreid.train INFO: Epoch[50] Iter[40/93] Loss: 0.388, Acc: 0.959, Base Lr: 5.04e-04
2024-05-06 19:28:42 transreid.train INFO: Epoch[50] Iter[45/93] Loss: 0.373, Acc: 0.960, Base Lr: 5.04e-04
2024-05-06 19:28:44 transreid.train INFO: Epoch[50] Iter[50/93] Loss: 0.357, Acc: 0.962, Base Lr: 5.04e-04
2024-05-06 19:28:47 transreid.train INFO: Epoch[50] Iter[55/93] Loss: 0.341, Acc: 0.965, Base Lr: 5.04e-04
2024-05-06 19:28:49 transreid.train INFO: Epoch[50] Iter[60/93] Loss: 0.331, Acc: 0.967, Base Lr: 5.04e-04
2024-05-06 19:28:51 transreid.train INFO: Epoch[50] Iter[65/93] Loss: 0.319, Acc: 0.968, Base Lr: 5.04e-04
2024-05-06 19:28:54 transreid.train INFO: Epoch[50] Iter[70/93] Loss: 0.312, Acc: 0.969, Base Lr: 5.04e-04
2024-05-06 19:28:56 transreid.train INFO: Epoch[50] Iter[75/93] Loss: 0.301, Acc: 0.971, Base Lr: 5.04e-04
2024-05-06 19:28:58 transreid.train INFO: Epoch[50] Iter[80/93] Loss: 0.291, Acc: 0.972, Base Lr: 5.04e-04
2024-05-06 19:29:01 transreid.train INFO: Epoch[50] Iter[85/93] Loss: 0.281, Acc: 0.974, Base Lr: 5.04e-04
2024-05-06 19:29:03 transreid.train INFO: Epoch[50] Iter[90/93] Loss: 0.272, Acc: 0.974, Base Lr: 5.04e-04
2024-05-06 19:29:03 transreid.train INFO: Epoch 50 done. Time per epoch: 42.490[s] Speed: 271.1[samples/s]
2024-05-06 19:29:55 transreid.train INFO: Validation Results - Epoch: 50
2024-05-06 19:29:55 transreid.train INFO: mAP: 92.7%
2024-05-06 19:29:55 transreid.train INFO: CMC curve, Rank-1  :96.7%
2024-05-06 19:29:55 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-05-06 19:29:55 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-05-06 19:29:58 transreid.train INFO: Epoch[51] Iter[5/93] Loss: 0.587, Acc: 0.925, Base Lr: 4.94e-04
2024-05-06 19:30:00 transreid.train INFO: Epoch[51] Iter[10/93] Loss: 0.532, Acc: 0.942, Base Lr: 4.94e-04
2024-05-06 19:30:03 transreid.train INFO: Epoch[51] Iter[15/93] Loss: 0.493, Acc: 0.951, Base Lr: 4.94e-04
2024-05-06 19:30:05 transreid.train INFO: Epoch[51] Iter[20/93] Loss: 0.482, Acc: 0.950, Base Lr: 4.94e-04
2024-05-06 19:30:07 transreid.train INFO: Epoch[51] Iter[25/93] Loss: 0.438, Acc: 0.958, Base Lr: 4.94e-04
2024-05-06 19:30:10 transreid.train INFO: Epoch[51] Iter[30/93] Loss: 0.411, Acc: 0.963, Base Lr: 4.94e-04
2024-05-06 19:30:12 transreid.train INFO: Epoch[51] Iter[35/93] Loss: 0.394, Acc: 0.963, Base Lr: 4.94e-04
2024-05-06 19:30:14 transreid.train INFO: Epoch[51] Iter[40/93] Loss: 0.376, Acc: 0.966, Base Lr: 4.94e-04
2024-05-06 19:30:17 transreid.train INFO: Epoch[51] Iter[45/93] Loss: 0.357, Acc: 0.969, Base Lr: 4.94e-04
2024-05-06 19:30:19 transreid.train INFO: Epoch[51] Iter[50/93] Loss: 0.341, Acc: 0.970, Base Lr: 4.94e-04
2024-05-06 19:30:21 transreid.train INFO: Epoch[51] Iter[55/93] Loss: 0.329, Acc: 0.972, Base Lr: 4.94e-04
2024-05-06 19:30:24 transreid.train INFO: Epoch[51] Iter[60/93] Loss: 0.318, Acc: 0.972, Base Lr: 4.94e-04
2024-05-06 19:30:26 transreid.train INFO: Epoch[51] Iter[65/93] Loss: 0.305, Acc: 0.973, Base Lr: 4.94e-04
2024-05-06 19:30:28 transreid.train INFO: Epoch[51] Iter[70/93] Loss: 0.296, Acc: 0.974, Base Lr: 4.94e-04
2024-05-06 19:30:31 transreid.train INFO: Epoch[51] Iter[75/93] Loss: 0.284, Acc: 0.976, Base Lr: 4.94e-04
2024-05-06 19:30:33 transreid.train INFO: Epoch[51] Iter[80/93] Loss: 0.274, Acc: 0.977, Base Lr: 4.94e-04
2024-05-06 19:30:35 transreid.train INFO: Epoch[51] Iter[85/93] Loss: 0.263, Acc: 0.978, Base Lr: 4.94e-04
2024-05-06 19:30:38 transreid.train INFO: Epoch[51] Iter[90/93] Loss: 0.253, Acc: 0.979, Base Lr: 4.94e-04
2024-05-06 19:30:38 transreid.train INFO: Epoch 51 done. Time per epoch: 43.033[s] Speed: 270.7[samples/s]
2024-05-06 19:30:41 transreid.train INFO: Epoch[52] Iter[5/93] Loss: 0.553, Acc: 0.941, Base Lr: 4.84e-04
2024-05-06 19:30:44 transreid.train INFO: Epoch[52] Iter[10/93] Loss: 0.509, Acc: 0.950, Base Lr: 4.84e-04
2024-05-06 19:30:46 transreid.train INFO: Epoch[52] Iter[15/93] Loss: 0.498, Acc: 0.945, Base Lr: 4.84e-04
2024-05-06 19:30:48 transreid.train INFO: Epoch[52] Iter[20/93] Loss: 0.442, Acc: 0.954, Base Lr: 4.84e-04
2024-05-06 19:30:50 transreid.train INFO: Epoch[52] Iter[25/93] Loss: 0.417, Acc: 0.958, Base Lr: 4.84e-04
2024-05-06 19:30:53 transreid.train INFO: Epoch[52] Iter[30/93] Loss: 0.395, Acc: 0.961, Base Lr: 4.84e-04
2024-05-06 19:30:55 transreid.train INFO: Epoch[52] Iter[35/93] Loss: 0.382, Acc: 0.962, Base Lr: 4.84e-04
2024-05-06 19:30:57 transreid.train INFO: Epoch[52] Iter[40/93] Loss: 0.369, Acc: 0.965, Base Lr: 4.84e-04
2024-05-06 19:31:00 transreid.train INFO: Epoch[52] Iter[45/93] Loss: 0.354, Acc: 0.968, Base Lr: 4.84e-04
2024-05-06 19:31:02 transreid.train INFO: Epoch[52] Iter[50/93] Loss: 0.334, Acc: 0.971, Base Lr: 4.84e-04
2024-05-06 19:31:04 transreid.train INFO: Epoch[52] Iter[55/93] Loss: 0.317, Acc: 0.973, Base Lr: 4.84e-04
2024-05-06 19:31:07 transreid.train INFO: Epoch[52] Iter[60/93] Loss: 0.309, Acc: 0.974, Base Lr: 4.84e-04
2024-05-06 19:31:09 transreid.train INFO: Epoch[52] Iter[65/93] Loss: 0.300, Acc: 0.975, Base Lr: 4.84e-04
2024-05-06 19:31:11 transreid.train INFO: Epoch[52] Iter[70/93] Loss: 0.291, Acc: 0.976, Base Lr: 4.84e-04
2024-05-06 19:31:14 transreid.train INFO: Epoch[52] Iter[75/93] Loss: 0.280, Acc: 0.977, Base Lr: 4.84e-04
2024-05-06 19:31:16 transreid.train INFO: Epoch[52] Iter[80/93] Loss: 0.271, Acc: 0.978, Base Lr: 4.84e-04
2024-05-06 19:31:18 transreid.train INFO: Epoch[52] Iter[85/93] Loss: 0.262, Acc: 0.979, Base Lr: 4.84e-04
2024-05-06 19:31:21 transreid.train INFO: Epoch[52] Iter[90/93] Loss: 0.253, Acc: 0.980, Base Lr: 4.84e-04
2024-05-06 19:31:21 transreid.train INFO: Epoch 52 done. Time per epoch: 43.162[s] Speed: 269.9[samples/s]
2024-05-06 19:31:24 transreid.train INFO: Epoch[53] Iter[5/93] Loss: 0.488, Acc: 0.955, Base Lr: 4.74e-04
2024-05-06 19:31:27 transreid.train INFO: Epoch[53] Iter[10/93] Loss: 0.467, Acc: 0.958, Base Lr: 4.74e-04
2024-05-06 19:31:29 transreid.train INFO: Epoch[53] Iter[15/93] Loss: 0.444, Acc: 0.966, Base Lr: 4.74e-04
2024-05-06 19:31:31 transreid.train INFO: Epoch[53] Iter[20/93] Loss: 0.412, Acc: 0.966, Base Lr: 4.74e-04
2024-05-06 19:31:34 transreid.train INFO: Epoch[53] Iter[25/93] Loss: 0.392, Acc: 0.967, Base Lr: 4.74e-04
2024-05-06 19:31:36 transreid.train INFO: Epoch[53] Iter[30/93] Loss: 0.378, Acc: 0.970, Base Lr: 4.74e-04
2024-05-06 19:31:38 transreid.train INFO: Epoch[53] Iter[35/93] Loss: 0.354, Acc: 0.972, Base Lr: 4.74e-04
2024-05-06 19:31:41 transreid.train INFO: Epoch[53] Iter[40/93] Loss: 0.340, Acc: 0.973, Base Lr: 4.74e-04
2024-05-06 19:31:43 transreid.train INFO: Epoch[53] Iter[45/93] Loss: 0.330, Acc: 0.973, Base Lr: 4.74e-04
2024-05-06 19:31:45 transreid.train INFO: Epoch[53] Iter[50/93] Loss: 0.314, Acc: 0.975, Base Lr: 4.74e-04
2024-05-06 19:31:48 transreid.train INFO: Epoch[53] Iter[55/93] Loss: 0.307, Acc: 0.976, Base Lr: 4.74e-04
2024-05-06 19:31:50 transreid.train INFO: Epoch[53] Iter[60/93] Loss: 0.293, Acc: 0.977, Base Lr: 4.74e-04
2024-05-06 19:31:52 transreid.train INFO: Epoch[53] Iter[65/93] Loss: 0.282, Acc: 0.978, Base Lr: 4.74e-04
2024-05-06 19:31:55 transreid.train INFO: Epoch[53] Iter[70/93] Loss: 0.272, Acc: 0.979, Base Lr: 4.74e-04
2024-05-06 19:31:57 transreid.train INFO: Epoch[53] Iter[75/93] Loss: 0.263, Acc: 0.979, Base Lr: 4.74e-04
2024-05-06 19:31:59 transreid.train INFO: Epoch[53] Iter[80/93] Loss: 0.254, Acc: 0.980, Base Lr: 4.74e-04
2024-05-06 19:32:02 transreid.train INFO: Epoch[53] Iter[85/93] Loss: 0.244, Acc: 0.981, Base Lr: 4.74e-04
2024-05-06 19:32:04 transreid.train INFO: Epoch[53] Iter[90/93] Loss: 0.235, Acc: 0.982, Base Lr: 4.74e-04
2024-05-06 19:32:04 transreid.train INFO: Epoch 53 done. Time per epoch: 42.781[s] Speed: 269.3[samples/s]
2024-05-06 19:32:07 transreid.train INFO: Epoch[54] Iter[5/93] Loss: 0.455, Acc: 0.969, Base Lr: 4.63e-04
2024-05-06 19:32:09 transreid.train INFO: Epoch[54] Iter[10/93] Loss: 0.433, Acc: 0.968, Base Lr: 4.63e-04
2024-05-06 19:32:12 transreid.train INFO: Epoch[54] Iter[15/93] Loss: 0.392, Acc: 0.972, Base Lr: 4.63e-04
2024-05-06 19:32:14 transreid.train INFO: Epoch[54] Iter[20/93] Loss: 0.380, Acc: 0.969, Base Lr: 4.63e-04
2024-05-06 19:32:16 transreid.train INFO: Epoch[54] Iter[25/93] Loss: 0.377, Acc: 0.968, Base Lr: 4.63e-04
2024-05-06 19:32:19 transreid.train INFO: Epoch[54] Iter[30/93] Loss: 0.357, Acc: 0.971, Base Lr: 4.63e-04
2024-05-06 19:32:21 transreid.train INFO: Epoch[54] Iter[35/93] Loss: 0.337, Acc: 0.973, Base Lr: 4.63e-04
2024-05-06 19:32:23 transreid.train INFO: Epoch[54] Iter[40/93] Loss: 0.320, Acc: 0.975, Base Lr: 4.63e-04
2024-05-06 19:32:26 transreid.train INFO: Epoch[54] Iter[45/93] Loss: 0.308, Acc: 0.976, Base Lr: 4.63e-04
2024-05-06 19:32:28 transreid.train INFO: Epoch[54] Iter[50/93] Loss: 0.294, Acc: 0.977, Base Lr: 4.63e-04
2024-05-06 19:32:30 transreid.train INFO: Epoch[54] Iter[55/93] Loss: 0.287, Acc: 0.978, Base Lr: 4.63e-04
2024-05-06 19:32:33 transreid.train INFO: Epoch[54] Iter[60/93] Loss: 0.282, Acc: 0.979, Base Lr: 4.63e-04
2024-05-06 19:32:35 transreid.train INFO: Epoch[54] Iter[65/93] Loss: 0.272, Acc: 0.980, Base Lr: 4.63e-04
2024-05-06 19:32:37 transreid.train INFO: Epoch[54] Iter[70/93] Loss: 0.264, Acc: 0.980, Base Lr: 4.63e-04
2024-05-06 19:32:40 transreid.train INFO: Epoch[54] Iter[75/93] Loss: 0.257, Acc: 0.981, Base Lr: 4.63e-04
2024-05-06 19:32:42 transreid.train INFO: Epoch[54] Iter[80/93] Loss: 0.248, Acc: 0.982, Base Lr: 4.63e-04
2024-05-06 19:32:44 transreid.train INFO: Epoch[54] Iter[85/93] Loss: 0.241, Acc: 0.982, Base Lr: 4.63e-04
2024-05-06 19:32:47 transreid.train INFO: Epoch[54] Iter[90/93] Loss: 0.232, Acc: 0.983, Base Lr: 4.63e-04
2024-05-06 19:32:47 transreid.train INFO: Epoch 54 done. Time per epoch: 42.664[s] Speed: 270.0[samples/s]
2024-05-06 19:32:50 transreid.train INFO: Epoch[55] Iter[5/93] Loss: 0.410, Acc: 0.975, Base Lr: 4.53e-04
2024-05-06 19:32:52 transreid.train INFO: Epoch[55] Iter[10/93] Loss: 0.400, Acc: 0.973, Base Lr: 4.53e-04
2024-05-06 19:32:55 transreid.train INFO: Epoch[55] Iter[15/93] Loss: 0.367, Acc: 0.974, Base Lr: 4.53e-04
2024-05-06 19:32:57 transreid.train INFO: Epoch[55] Iter[20/93] Loss: 0.358, Acc: 0.973, Base Lr: 4.53e-04
2024-05-06 19:32:59 transreid.train INFO: Epoch[55] Iter[25/93] Loss: 0.351, Acc: 0.972, Base Lr: 4.53e-04
2024-05-06 19:33:02 transreid.train INFO: Epoch[55] Iter[30/93] Loss: 0.338, Acc: 0.974, Base Lr: 4.53e-04
2024-05-06 19:33:04 transreid.train INFO: Epoch[55] Iter[35/93] Loss: 0.329, Acc: 0.973, Base Lr: 4.53e-04
2024-05-06 19:33:06 transreid.train INFO: Epoch[55] Iter[40/93] Loss: 0.316, Acc: 0.976, Base Lr: 4.53e-04
2024-05-06 19:33:08 transreid.train INFO: Epoch[55] Iter[45/93] Loss: 0.306, Acc: 0.976, Base Lr: 4.53e-04
2024-05-06 19:33:11 transreid.train INFO: Epoch[55] Iter[50/93] Loss: 0.293, Acc: 0.978, Base Lr: 4.53e-04
2024-05-06 19:33:13 transreid.train INFO: Epoch[55] Iter[55/93] Loss: 0.279, Acc: 0.979, Base Lr: 4.53e-04
2024-05-06 19:33:15 transreid.train INFO: Epoch[55] Iter[60/93] Loss: 0.269, Acc: 0.981, Base Lr: 4.53e-04
2024-05-06 19:33:18 transreid.train INFO: Epoch[55] Iter[65/93] Loss: 0.263, Acc: 0.981, Base Lr: 4.53e-04
2024-05-06 19:33:20 transreid.train INFO: Epoch[55] Iter[70/93] Loss: 0.253, Acc: 0.982, Base Lr: 4.53e-04
2024-05-06 19:33:22 transreid.train INFO: Epoch[55] Iter[75/93] Loss: 0.246, Acc: 0.982, Base Lr: 4.53e-04
2024-05-06 19:33:25 transreid.train INFO: Epoch[55] Iter[80/93] Loss: 0.237, Acc: 0.983, Base Lr: 4.53e-04
2024-05-06 19:33:27 transreid.train INFO: Epoch[55] Iter[85/93] Loss: 0.231, Acc: 0.984, Base Lr: 4.53e-04
2024-05-06 19:33:29 transreid.train INFO: Epoch[55] Iter[90/93] Loss: 0.222, Acc: 0.984, Base Lr: 4.53e-04
2024-05-06 19:33:30 transreid.train INFO: Epoch 55 done. Time per epoch: 43.273[s] Speed: 269.2[samples/s]
2024-05-06 19:33:33 transreid.train INFO: Epoch[56] Iter[5/93] Loss: 0.397, Acc: 0.973, Base Lr: 4.43e-04
2024-05-06 19:33:35 transreid.train INFO: Epoch[56] Iter[10/93] Loss: 0.387, Acc: 0.977, Base Lr: 4.43e-04
2024-05-06 19:33:38 transreid.train INFO: Epoch[56] Iter[15/93] Loss: 0.414, Acc: 0.973, Base Lr: 4.43e-04
2024-05-06 19:33:40 transreid.train INFO: Epoch[56] Iter[20/93] Loss: 0.378, Acc: 0.974, Base Lr: 4.43e-04
2024-05-06 19:33:42 transreid.train INFO: Epoch[56] Iter[25/93] Loss: 0.368, Acc: 0.974, Base Lr: 4.43e-04
2024-05-06 19:33:45 transreid.train INFO: Epoch[56] Iter[30/93] Loss: 0.348, Acc: 0.976, Base Lr: 4.43e-04
2024-05-06 19:33:47 transreid.train INFO: Epoch[56] Iter[35/93] Loss: 0.346, Acc: 0.977, Base Lr: 4.43e-04
2024-05-06 19:33:49 transreid.train INFO: Epoch[56] Iter[40/93] Loss: 0.327, Acc: 0.979, Base Lr: 4.43e-04
2024-05-06 19:33:52 transreid.train INFO: Epoch[56] Iter[45/93] Loss: 0.319, Acc: 0.979, Base Lr: 4.43e-04
2024-05-06 19:33:54 transreid.train INFO: Epoch[56] Iter[50/93] Loss: 0.306, Acc: 0.981, Base Lr: 4.43e-04
2024-05-06 19:33:56 transreid.train INFO: Epoch[56] Iter[55/93] Loss: 0.293, Acc: 0.981, Base Lr: 4.43e-04
2024-05-06 19:33:59 transreid.train INFO: Epoch[56] Iter[60/93] Loss: 0.281, Acc: 0.982, Base Lr: 4.43e-04
2024-05-06 19:34:01 transreid.train INFO: Epoch[56] Iter[65/93] Loss: 0.274, Acc: 0.983, Base Lr: 4.43e-04
2024-05-06 19:34:03 transreid.train INFO: Epoch[56] Iter[70/93] Loss: 0.264, Acc: 0.984, Base Lr: 4.43e-04
2024-05-06 19:34:06 transreid.train INFO: Epoch[56] Iter[75/93] Loss: 0.254, Acc: 0.985, Base Lr: 4.43e-04
2024-05-06 19:34:08 transreid.train INFO: Epoch[56] Iter[80/93] Loss: 0.245, Acc: 0.985, Base Lr: 4.43e-04
2024-05-06 19:34:10 transreid.train INFO: Epoch[56] Iter[85/93] Loss: 0.235, Acc: 0.986, Base Lr: 4.43e-04
2024-05-06 19:34:12 transreid.train INFO: Epoch 56 done. Time per epoch: 42.109[s] Speed: 270.5[samples/s]
2024-05-06 19:34:15 transreid.train INFO: Epoch[57] Iter[5/93] Loss: 0.347, Acc: 0.984, Base Lr: 4.32e-04
2024-05-06 19:34:17 transreid.train INFO: Epoch[57] Iter[10/93] Loss: 0.387, Acc: 0.974, Base Lr: 4.32e-04
2024-05-06 19:34:20 transreid.train INFO: Epoch[57] Iter[15/93] Loss: 0.370, Acc: 0.974, Base Lr: 4.32e-04
2024-05-06 19:34:22 transreid.train INFO: Epoch[57] Iter[20/93] Loss: 0.352, Acc: 0.977, Base Lr: 4.32e-04
2024-05-06 19:34:24 transreid.train INFO: Epoch[57] Iter[25/93] Loss: 0.343, Acc: 0.976, Base Lr: 4.32e-04
2024-05-06 19:34:27 transreid.train INFO: Epoch[57] Iter[30/93] Loss: 0.336, Acc: 0.975, Base Lr: 4.32e-04
2024-05-06 19:34:29 transreid.train INFO: Epoch[57] Iter[35/93] Loss: 0.322, Acc: 0.976, Base Lr: 4.32e-04
2024-05-06 19:34:31 transreid.train INFO: Epoch[57] Iter[40/93] Loss: 0.312, Acc: 0.978, Base Lr: 4.32e-04
2024-05-06 19:34:34 transreid.train INFO: Epoch[57] Iter[45/93] Loss: 0.295, Acc: 0.979, Base Lr: 4.32e-04
2024-05-06 19:34:36 transreid.train INFO: Epoch[57] Iter[50/93] Loss: 0.284, Acc: 0.980, Base Lr: 4.32e-04
2024-05-06 19:34:38 transreid.train INFO: Epoch[57] Iter[55/93] Loss: 0.272, Acc: 0.981, Base Lr: 4.32e-04
2024-05-06 19:34:41 transreid.train INFO: Epoch[57] Iter[60/93] Loss: 0.262, Acc: 0.982, Base Lr: 4.32e-04
2024-05-06 19:34:43 transreid.train INFO: Epoch[57] Iter[65/93] Loss: 0.251, Acc: 0.983, Base Lr: 4.32e-04
2024-05-06 19:34:45 transreid.train INFO: Epoch[57] Iter[70/93] Loss: 0.241, Acc: 0.984, Base Lr: 4.32e-04
2024-05-06 19:34:47 transreid.train INFO: Epoch[57] Iter[75/93] Loss: 0.231, Acc: 0.985, Base Lr: 4.32e-04
2024-05-06 19:34:50 transreid.train INFO: Epoch[57] Iter[80/93] Loss: 0.223, Acc: 0.986, Base Lr: 4.32e-04
2024-05-06 19:34:52 transreid.train INFO: Epoch[57] Iter[85/93] Loss: 0.216, Acc: 0.986, Base Lr: 4.32e-04
2024-05-06 19:34:54 transreid.train INFO: Epoch[57] Iter[90/93] Loss: 0.207, Acc: 0.987, Base Lr: 4.32e-04
2024-05-06 19:34:54 transreid.train INFO: Epoch 57 done. Time per epoch: 42.390[s] Speed: 271.8[samples/s]
2024-05-06 19:34:58 transreid.train INFO: Epoch[58] Iter[5/93] Loss: 0.469, Acc: 0.958, Base Lr: 4.22e-04
2024-05-06 19:35:00 transreid.train INFO: Epoch[58] Iter[10/93] Loss: 0.364, Acc: 0.976, Base Lr: 4.22e-04
2024-05-06 19:35:02 transreid.train INFO: Epoch[58] Iter[15/93] Loss: 0.347, Acc: 0.977, Base Lr: 4.22e-04
2024-05-06 19:35:04 transreid.train INFO: Epoch[58] Iter[20/93] Loss: 0.336, Acc: 0.977, Base Lr: 4.22e-04
2024-05-06 19:35:07 transreid.train INFO: Epoch[58] Iter[25/93] Loss: 0.319, Acc: 0.977, Base Lr: 4.22e-04
2024-05-06 19:35:09 transreid.train INFO: Epoch[58] Iter[30/93] Loss: 0.301, Acc: 0.979, Base Lr: 4.22e-04
2024-05-06 19:35:11 transreid.train INFO: Epoch[58] Iter[35/93] Loss: 0.285, Acc: 0.981, Base Lr: 4.22e-04
2024-05-06 19:35:14 transreid.train INFO: Epoch[58] Iter[40/93] Loss: 0.275, Acc: 0.983, Base Lr: 4.22e-04
2024-05-06 19:35:16 transreid.train INFO: Epoch[58] Iter[45/93] Loss: 0.264, Acc: 0.983, Base Lr: 4.22e-04
2024-05-06 19:35:18 transreid.train INFO: Epoch[58] Iter[50/93] Loss: 0.254, Acc: 0.984, Base Lr: 4.22e-04
2024-05-06 19:35:21 transreid.train INFO: Epoch[58] Iter[55/93] Loss: 0.245, Acc: 0.984, Base Lr: 4.22e-04
2024-05-06 19:35:23 transreid.train INFO: Epoch[58] Iter[60/93] Loss: 0.237, Acc: 0.985, Base Lr: 4.22e-04
2024-05-06 19:35:25 transreid.train INFO: Epoch[58] Iter[65/93] Loss: 0.229, Acc: 0.986, Base Lr: 4.22e-04
2024-05-06 19:35:28 transreid.train INFO: Epoch[58] Iter[70/93] Loss: 0.221, Acc: 0.986, Base Lr: 4.22e-04
2024-05-06 19:35:30 transreid.train INFO: Epoch[58] Iter[75/93] Loss: 0.213, Acc: 0.987, Base Lr: 4.22e-04
2024-05-06 19:35:32 transreid.train INFO: Epoch[58] Iter[80/93] Loss: 0.207, Acc: 0.988, Base Lr: 4.22e-04
2024-05-06 19:35:35 transreid.train INFO: Epoch[58] Iter[85/93] Loss: 0.200, Acc: 0.988, Base Lr: 4.22e-04
2024-05-06 19:35:37 transreid.train INFO: Epoch[58] Iter[90/93] Loss: 0.194, Acc: 0.988, Base Lr: 4.22e-04
2024-05-06 19:35:37 transreid.train INFO: Epoch 58 done. Time per epoch: 42.931[s] Speed: 271.3[samples/s]
2024-05-06 19:35:40 transreid.train INFO: Epoch[59] Iter[5/93] Loss: 0.422, Acc: 0.948, Base Lr: 4.11e-04
2024-05-06 19:35:43 transreid.train INFO: Epoch[59] Iter[10/93] Loss: 0.375, Acc: 0.962, Base Lr: 4.11e-04
2024-05-06 19:35:45 transreid.train INFO: Epoch[59] Iter[15/93] Loss: 0.312, Acc: 0.971, Base Lr: 4.11e-04
2024-05-06 19:35:47 transreid.train INFO: Epoch[59] Iter[20/93] Loss: 0.291, Acc: 0.977, Base Lr: 4.11e-04
2024-05-06 19:35:50 transreid.train INFO: Epoch[59] Iter[25/93] Loss: 0.276, Acc: 0.979, Base Lr: 4.11e-04
2024-05-06 19:35:52 transreid.train INFO: Epoch[59] Iter[30/93] Loss: 0.269, Acc: 0.980, Base Lr: 4.11e-04
2024-05-06 19:35:54 transreid.train INFO: Epoch[59] Iter[35/93] Loss: 0.258, Acc: 0.981, Base Lr: 4.11e-04
2024-05-06 19:35:57 transreid.train INFO: Epoch[59] Iter[40/93] Loss: 0.250, Acc: 0.983, Base Lr: 4.11e-04
2024-05-06 19:35:59 transreid.train INFO: Epoch[59] Iter[45/93] Loss: 0.243, Acc: 0.984, Base Lr: 4.11e-04
2024-05-06 19:36:01 transreid.train INFO: Epoch[59] Iter[50/93] Loss: 0.240, Acc: 0.984, Base Lr: 4.11e-04
2024-05-06 19:36:04 transreid.train INFO: Epoch[59] Iter[55/93] Loss: 0.234, Acc: 0.985, Base Lr: 4.11e-04
2024-05-06 19:36:06 transreid.train INFO: Epoch[59] Iter[60/93] Loss: 0.235, Acc: 0.985, Base Lr: 4.11e-04
2024-05-06 19:36:08 transreid.train INFO: Epoch[59] Iter[65/93] Loss: 0.228, Acc: 0.985, Base Lr: 4.11e-04
2024-05-06 19:36:10 transreid.train INFO: Epoch[59] Iter[70/93] Loss: 0.223, Acc: 0.986, Base Lr: 4.11e-04
2024-05-06 19:36:13 transreid.train INFO: Epoch[59] Iter[75/93] Loss: 0.221, Acc: 0.986, Base Lr: 4.11e-04
2024-05-06 19:36:15 transreid.train INFO: Epoch[59] Iter[80/93] Loss: 0.214, Acc: 0.987, Base Lr: 4.11e-04
2024-05-06 19:36:17 transreid.train INFO: Epoch[59] Iter[85/93] Loss: 0.208, Acc: 0.988, Base Lr: 4.11e-04
2024-05-06 19:36:20 transreid.train INFO: Epoch[59] Iter[90/93] Loss: 0.201, Acc: 0.988, Base Lr: 4.11e-04
2024-05-06 19:36:20 transreid.train INFO: Epoch 59 done. Time per epoch: 42.395[s] Speed: 271.7[samples/s]
2024-05-06 19:36:23 transreid.train INFO: Epoch[60] Iter[5/93] Loss: 0.387, Acc: 0.970, Base Lr: 4.01e-04
2024-05-06 19:36:25 transreid.train INFO: Epoch[60] Iter[10/93] Loss: 0.355, Acc: 0.978, Base Lr: 4.01e-04
2024-05-06 19:36:28 transreid.train INFO: Epoch[60] Iter[15/93] Loss: 0.344, Acc: 0.977, Base Lr: 4.01e-04
2024-05-06 19:36:30 transreid.train INFO: Epoch[60] Iter[20/93] Loss: 0.312, Acc: 0.982, Base Lr: 4.01e-04
2024-05-06 19:36:32 transreid.train INFO: Epoch[60] Iter[25/93] Loss: 0.317, Acc: 0.982, Base Lr: 4.01e-04
2024-05-06 19:36:34 transreid.train INFO: Epoch[60] Iter[30/93] Loss: 0.298, Acc: 0.982, Base Lr: 4.01e-04
2024-05-06 19:36:37 transreid.train INFO: Epoch[60] Iter[35/93] Loss: 0.291, Acc: 0.982, Base Lr: 4.01e-04
2024-05-06 19:36:39 transreid.train INFO: Epoch[60] Iter[40/93] Loss: 0.279, Acc: 0.983, Base Lr: 4.01e-04
2024-05-06 19:36:41 transreid.train INFO: Epoch[60] Iter[45/93] Loss: 0.270, Acc: 0.984, Base Lr: 4.01e-04
2024-05-06 19:36:44 transreid.train INFO: Epoch[60] Iter[50/93] Loss: 0.262, Acc: 0.985, Base Lr: 4.01e-04
2024-05-06 19:36:46 transreid.train INFO: Epoch[60] Iter[55/93] Loss: 0.251, Acc: 0.986, Base Lr: 4.01e-04
2024-05-06 19:36:48 transreid.train INFO: Epoch[60] Iter[60/93] Loss: 0.242, Acc: 0.986, Base Lr: 4.01e-04
2024-05-06 19:36:51 transreid.train INFO: Epoch[60] Iter[65/93] Loss: 0.232, Acc: 0.987, Base Lr: 4.01e-04
2024-05-06 19:36:53 transreid.train INFO: Epoch[60] Iter[70/93] Loss: 0.228, Acc: 0.987, Base Lr: 4.01e-04
2024-05-06 19:36:55 transreid.train INFO: Epoch[60] Iter[75/93] Loss: 0.222, Acc: 0.987, Base Lr: 4.01e-04
2024-05-06 19:36:58 transreid.train INFO: Epoch[60] Iter[80/93] Loss: 0.215, Acc: 0.988, Base Lr: 4.01e-04
2024-05-06 19:37:00 transreid.train INFO: Epoch[60] Iter[85/93] Loss: 0.207, Acc: 0.989, Base Lr: 4.01e-04
2024-05-06 19:37:02 transreid.train INFO: Epoch[60] Iter[90/93] Loss: 0.198, Acc: 0.989, Base Lr: 4.01e-04
2024-05-06 19:37:02 transreid.train INFO: Epoch 60 done. Time per epoch: 42.491[s] Speed: 271.1[samples/s]
2024-05-06 19:37:54 transreid.train INFO: Validation Results - Epoch: 60
2024-05-06 19:37:54 transreid.train INFO: mAP: 92.7%
2024-05-06 19:37:54 transreid.train INFO: CMC curve, Rank-1  :96.7%
2024-05-06 19:37:54 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-05-06 19:37:54 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-05-06 19:37:58 transreid.train INFO: Epoch[61] Iter[5/93] Loss: 0.366, Acc: 0.966, Base Lr: 3.90e-04
2024-05-06 19:38:00 transreid.train INFO: Epoch[61] Iter[10/93] Loss: 0.322, Acc: 0.977, Base Lr: 3.90e-04
2024-05-06 19:38:02 transreid.train INFO: Epoch[61] Iter[15/93] Loss: 0.318, Acc: 0.978, Base Lr: 3.90e-04
2024-05-06 19:38:05 transreid.train INFO: Epoch[61] Iter[20/93] Loss: 0.301, Acc: 0.977, Base Lr: 3.90e-04
2024-05-06 19:38:07 transreid.train INFO: Epoch[61] Iter[25/93] Loss: 0.291, Acc: 0.977, Base Lr: 3.90e-04
2024-05-06 19:38:09 transreid.train INFO: Epoch[61] Iter[30/93] Loss: 0.283, Acc: 0.978, Base Lr: 3.90e-04
2024-05-06 19:38:12 transreid.train INFO: Epoch[61] Iter[35/93] Loss: 0.267, Acc: 0.980, Base Lr: 3.90e-04
2024-05-06 19:38:14 transreid.train INFO: Epoch[61] Iter[40/93] Loss: 0.254, Acc: 0.982, Base Lr: 3.90e-04
2024-05-06 19:38:16 transreid.train INFO: Epoch[61] Iter[45/93] Loss: 0.246, Acc: 0.984, Base Lr: 3.90e-04
2024-05-06 19:38:19 transreid.train INFO: Epoch[61] Iter[50/93] Loss: 0.235, Acc: 0.985, Base Lr: 3.90e-04
2024-05-06 19:38:21 transreid.train INFO: Epoch[61] Iter[55/93] Loss: 0.227, Acc: 0.986, Base Lr: 3.90e-04
2024-05-06 19:38:23 transreid.train INFO: Epoch[61] Iter[60/93] Loss: 0.221, Acc: 0.987, Base Lr: 3.90e-04
2024-05-06 19:38:26 transreid.train INFO: Epoch[61] Iter[65/93] Loss: 0.215, Acc: 0.987, Base Lr: 3.90e-04
2024-05-06 19:38:28 transreid.train INFO: Epoch[61] Iter[70/93] Loss: 0.209, Acc: 0.988, Base Lr: 3.90e-04
2024-05-06 19:38:30 transreid.train INFO: Epoch[61] Iter[75/93] Loss: 0.201, Acc: 0.988, Base Lr: 3.90e-04
2024-05-06 19:38:33 transreid.train INFO: Epoch[61] Iter[80/93] Loss: 0.193, Acc: 0.989, Base Lr: 3.90e-04
2024-05-06 19:38:35 transreid.train INFO: Epoch[61] Iter[85/93] Loss: 0.187, Acc: 0.990, Base Lr: 3.90e-04
2024-05-06 19:38:37 transreid.train INFO: Epoch[61] Iter[90/93] Loss: 0.181, Acc: 0.990, Base Lr: 3.90e-04
2024-05-06 19:38:38 transreid.train INFO: Epoch 61 done. Time per epoch: 43.461[s] Speed: 268.0[samples/s]
2024-05-06 19:38:41 transreid.train INFO: Epoch[62] Iter[5/93] Loss: 0.325, Acc: 0.980, Base Lr: 3.80e-04
2024-05-06 19:38:43 transreid.train INFO: Epoch[62] Iter[10/93] Loss: 0.351, Acc: 0.967, Base Lr: 3.80e-04
2024-05-06 19:38:46 transreid.train INFO: Epoch[62] Iter[15/93] Loss: 0.310, Acc: 0.975, Base Lr: 3.80e-04
2024-05-06 19:38:48 transreid.train INFO: Epoch[62] Iter[20/93] Loss: 0.297, Acc: 0.978, Base Lr: 3.80e-04
2024-05-06 19:38:50 transreid.train INFO: Epoch[62] Iter[25/93] Loss: 0.290, Acc: 0.978, Base Lr: 3.80e-04
2024-05-06 19:38:53 transreid.train INFO: Epoch[62] Iter[30/93] Loss: 0.272, Acc: 0.981, Base Lr: 3.80e-04
2024-05-06 19:38:55 transreid.train INFO: Epoch[62] Iter[35/93] Loss: 0.261, Acc: 0.982, Base Lr: 3.80e-04
2024-05-06 19:38:57 transreid.train INFO: Epoch[62] Iter[40/93] Loss: 0.256, Acc: 0.981, Base Lr: 3.80e-04
2024-05-06 19:39:00 transreid.train INFO: Epoch[62] Iter[45/93] Loss: 0.241, Acc: 0.982, Base Lr: 3.80e-04
2024-05-06 19:39:02 transreid.train INFO: Epoch[62] Iter[50/93] Loss: 0.232, Acc: 0.984, Base Lr: 3.80e-04
2024-05-06 19:39:04 transreid.train INFO: Epoch[62] Iter[55/93] Loss: 0.226, Acc: 0.984, Base Lr: 3.80e-04
2024-05-06 19:39:07 transreid.train INFO: Epoch[62] Iter[60/93] Loss: 0.218, Acc: 0.985, Base Lr: 3.80e-04
2024-05-06 19:39:09 transreid.train INFO: Epoch[62] Iter[65/93] Loss: 0.207, Acc: 0.986, Base Lr: 3.80e-04
2024-05-06 19:39:11 transreid.train INFO: Epoch[62] Iter[70/93] Loss: 0.199, Acc: 0.987, Base Lr: 3.80e-04
2024-05-06 19:39:14 transreid.train INFO: Epoch[62] Iter[75/93] Loss: 0.194, Acc: 0.987, Base Lr: 3.80e-04
2024-05-06 19:39:16 transreid.train INFO: Epoch[62] Iter[80/93] Loss: 0.190, Acc: 0.988, Base Lr: 3.80e-04
2024-05-06 19:39:18 transreid.train INFO: Epoch[62] Iter[85/93] Loss: 0.185, Acc: 0.988, Base Lr: 3.80e-04
2024-05-06 19:39:21 transreid.train INFO: Epoch[62] Iter[90/93] Loss: 0.179, Acc: 0.988, Base Lr: 3.80e-04
2024-05-06 19:39:21 transreid.train INFO: Epoch 62 done. Time per epoch: 43.396[s] Speed: 268.4[samples/s]
2024-05-06 19:39:24 transreid.train INFO: Epoch[63] Iter[5/93] Loss: 0.349, Acc: 0.978, Base Lr: 3.69e-04
2024-05-06 19:39:27 transreid.train INFO: Epoch[63] Iter[10/93] Loss: 0.303, Acc: 0.985, Base Lr: 3.69e-04
2024-05-06 19:39:29 transreid.train INFO: Epoch[63] Iter[15/93] Loss: 0.275, Acc: 0.987, Base Lr: 3.69e-04
2024-05-06 19:39:31 transreid.train INFO: Epoch[63] Iter[20/93] Loss: 0.282, Acc: 0.986, Base Lr: 3.69e-04
2024-05-06 19:39:34 transreid.train INFO: Epoch[63] Iter[25/93] Loss: 0.275, Acc: 0.984, Base Lr: 3.69e-04
2024-05-06 19:39:36 transreid.train INFO: Epoch[63] Iter[30/93] Loss: 0.267, Acc: 0.986, Base Lr: 3.69e-04
2024-05-06 19:39:38 transreid.train INFO: Epoch[63] Iter[35/93] Loss: 0.256, Acc: 0.988, Base Lr: 3.69e-04
2024-05-06 19:39:41 transreid.train INFO: Epoch[63] Iter[40/93] Loss: 0.253, Acc: 0.988, Base Lr: 3.69e-04
2024-05-06 19:39:43 transreid.train INFO: Epoch[63] Iter[45/93] Loss: 0.241, Acc: 0.988, Base Lr: 3.69e-04
2024-05-06 19:39:45 transreid.train INFO: Epoch[63] Iter[50/93] Loss: 0.236, Acc: 0.988, Base Lr: 3.69e-04
2024-05-06 19:39:48 transreid.train INFO: Epoch[63] Iter[55/93] Loss: 0.230, Acc: 0.988, Base Lr: 3.69e-04
2024-05-06 19:39:50 transreid.train INFO: Epoch[63] Iter[60/93] Loss: 0.224, Acc: 0.989, Base Lr: 3.69e-04
2024-05-06 19:39:52 transreid.train INFO: Epoch[63] Iter[65/93] Loss: 0.218, Acc: 0.989, Base Lr: 3.69e-04
2024-05-06 19:39:55 transreid.train INFO: Epoch[63] Iter[70/93] Loss: 0.211, Acc: 0.990, Base Lr: 3.69e-04
2024-05-06 19:39:57 transreid.train INFO: Epoch[63] Iter[75/93] Loss: 0.203, Acc: 0.990, Base Lr: 3.69e-04
2024-05-06 19:39:59 transreid.train INFO: Epoch[63] Iter[80/93] Loss: 0.195, Acc: 0.991, Base Lr: 3.69e-04
2024-05-06 19:40:02 transreid.train INFO: Epoch[63] Iter[85/93] Loss: 0.188, Acc: 0.991, Base Lr: 3.69e-04
2024-05-06 19:40:04 transreid.train INFO: Epoch[63] Iter[90/93] Loss: 0.181, Acc: 0.991, Base Lr: 3.69e-04
2024-05-06 19:40:05 transreid.train INFO: Epoch 63 done. Time per epoch: 43.311[s] Speed: 268.9[samples/s]
2024-05-06 19:40:08 transreid.train INFO: Epoch[64] Iter[5/93] Loss: 0.303, Acc: 0.980, Base Lr: 3.59e-04
2024-05-06 19:40:10 transreid.train INFO: Epoch[64] Iter[10/93] Loss: 0.302, Acc: 0.981, Base Lr: 3.59e-04
2024-05-06 19:40:12 transreid.train INFO: Epoch[64] Iter[15/93] Loss: 0.284, Acc: 0.982, Base Lr: 3.59e-04
2024-05-06 19:40:15 transreid.train INFO: Epoch[64] Iter[20/93] Loss: 0.271, Acc: 0.986, Base Lr: 3.59e-04
2024-05-06 19:40:17 transreid.train INFO: Epoch[64] Iter[25/93] Loss: 0.262, Acc: 0.985, Base Lr: 3.59e-04
2024-05-06 19:40:19 transreid.train INFO: Epoch[64] Iter[30/93] Loss: 0.251, Acc: 0.987, Base Lr: 3.59e-04
2024-05-06 19:40:22 transreid.train INFO: Epoch[64] Iter[35/93] Loss: 0.246, Acc: 0.986, Base Lr: 3.59e-04
2024-05-06 19:40:24 transreid.train INFO: Epoch[64] Iter[40/93] Loss: 0.241, Acc: 0.987, Base Lr: 3.59e-04
2024-05-06 19:40:26 transreid.train INFO: Epoch[64] Iter[45/93] Loss: 0.228, Acc: 0.988, Base Lr: 3.59e-04
2024-05-06 19:40:29 transreid.train INFO: Epoch[64] Iter[50/93] Loss: 0.220, Acc: 0.988, Base Lr: 3.59e-04
2024-05-06 19:40:31 transreid.train INFO: Epoch[64] Iter[55/93] Loss: 0.213, Acc: 0.988, Base Lr: 3.59e-04
2024-05-06 19:40:33 transreid.train INFO: Epoch[64] Iter[60/93] Loss: 0.205, Acc: 0.989, Base Lr: 3.59e-04
2024-05-06 19:40:36 transreid.train INFO: Epoch[64] Iter[65/93] Loss: 0.198, Acc: 0.989, Base Lr: 3.59e-04
2024-05-06 19:40:38 transreid.train INFO: Epoch[64] Iter[70/93] Loss: 0.191, Acc: 0.990, Base Lr: 3.59e-04
2024-05-06 19:40:40 transreid.train INFO: Epoch[64] Iter[75/93] Loss: 0.184, Acc: 0.990, Base Lr: 3.59e-04
2024-05-06 19:40:42 transreid.train INFO: Epoch[64] Iter[80/93] Loss: 0.178, Acc: 0.991, Base Lr: 3.59e-04
2024-05-06 19:40:45 transreid.train INFO: Epoch[64] Iter[85/93] Loss: 0.171, Acc: 0.991, Base Lr: 3.59e-04
2024-05-06 19:40:47 transreid.train INFO: Epoch[64] Iter[90/93] Loss: 0.165, Acc: 0.991, Base Lr: 3.59e-04
2024-05-06 19:40:47 transreid.train INFO: Epoch 64 done. Time per epoch: 42.651[s] Speed: 270.1[samples/s]
2024-05-06 19:40:50 transreid.train INFO: Epoch[65] Iter[5/93] Loss: 0.261, Acc: 0.981, Base Lr: 3.49e-04
2024-05-06 19:40:53 transreid.train INFO: Epoch[65] Iter[10/93] Loss: 0.266, Acc: 0.983, Base Lr: 3.49e-04
2024-05-06 19:40:55 transreid.train INFO: Epoch[65] Iter[15/93] Loss: 0.257, Acc: 0.986, Base Lr: 3.49e-04
2024-05-06 19:40:57 transreid.train INFO: Epoch[65] Iter[20/93] Loss: 0.260, Acc: 0.986, Base Lr: 3.49e-04
2024-05-06 19:41:00 transreid.train INFO: Epoch[65] Iter[25/93] Loss: 0.257, Acc: 0.986, Base Lr: 3.49e-04
2024-05-06 19:41:02 transreid.train INFO: Epoch[65] Iter[30/93] Loss: 0.247, Acc: 0.985, Base Lr: 3.49e-04
2024-05-06 19:41:04 transreid.train INFO: Epoch[65] Iter[35/93] Loss: 0.243, Acc: 0.986, Base Lr: 3.49e-04
2024-05-06 19:41:07 transreid.train INFO: Epoch[65] Iter[40/93] Loss: 0.236, Acc: 0.987, Base Lr: 3.49e-04
2024-05-06 19:41:09 transreid.train INFO: Epoch[65] Iter[45/93] Loss: 0.226, Acc: 0.987, Base Lr: 3.49e-04
2024-05-06 19:41:11 transreid.train INFO: Epoch[65] Iter[50/93] Loss: 0.218, Acc: 0.987, Base Lr: 3.49e-04
2024-05-06 19:41:13 transreid.train INFO: Epoch[65] Iter[55/93] Loss: 0.209, Acc: 0.988, Base Lr: 3.49e-04
2024-05-06 19:41:16 transreid.train INFO: Epoch[65] Iter[60/93] Loss: 0.199, Acc: 0.989, Base Lr: 3.49e-04
2024-05-06 19:41:18 transreid.train INFO: Epoch[65] Iter[65/93] Loss: 0.191, Acc: 0.989, Base Lr: 3.49e-04
2024-05-06 19:41:20 transreid.train INFO: Epoch[65] Iter[70/93] Loss: 0.185, Acc: 0.990, Base Lr: 3.49e-04
2024-05-06 19:41:23 transreid.train INFO: Epoch[65] Iter[75/93] Loss: 0.180, Acc: 0.990, Base Lr: 3.49e-04
2024-05-06 19:41:25 transreid.train INFO: Epoch[65] Iter[80/93] Loss: 0.175, Acc: 0.991, Base Lr: 3.49e-04
2024-05-06 19:41:27 transreid.train INFO: Epoch[65] Iter[85/93] Loss: 0.171, Acc: 0.991, Base Lr: 3.49e-04
2024-05-06 19:41:30 transreid.train INFO: Epoch[65] Iter[90/93] Loss: 0.167, Acc: 0.991, Base Lr: 3.49e-04
2024-05-06 19:41:30 transreid.train INFO: Epoch 65 done. Time per epoch: 42.993[s] Speed: 270.9[samples/s]
2024-05-06 19:41:33 transreid.train INFO: Epoch[66] Iter[5/93] Loss: 0.341, Acc: 0.973, Base Lr: 3.38e-04
2024-05-06 19:41:36 transreid.train INFO: Epoch[66] Iter[10/93] Loss: 0.296, Acc: 0.984, Base Lr: 3.38e-04
2024-05-06 19:41:38 transreid.train INFO: Epoch[66] Iter[15/93] Loss: 0.274, Acc: 0.985, Base Lr: 3.38e-04
2024-05-06 19:41:40 transreid.train INFO: Epoch[66] Iter[20/93] Loss: 0.272, Acc: 0.987, Base Lr: 3.38e-04
2024-05-06 19:41:43 transreid.train INFO: Epoch[66] Iter[25/93] Loss: 0.264, Acc: 0.985, Base Lr: 3.38e-04
2024-05-06 19:41:45 transreid.train INFO: Epoch[66] Iter[30/93] Loss: 0.255, Acc: 0.986, Base Lr: 3.38e-04
2024-05-06 19:41:47 transreid.train INFO: Epoch[66] Iter[35/93] Loss: 0.236, Acc: 0.988, Base Lr: 3.38e-04
2024-05-06 19:41:50 transreid.train INFO: Epoch[66] Iter[40/93] Loss: 0.226, Acc: 0.989, Base Lr: 3.38e-04
2024-05-06 19:41:52 transreid.train INFO: Epoch[66] Iter[45/93] Loss: 0.218, Acc: 0.989, Base Lr: 3.38e-04
2024-05-06 19:41:54 transreid.train INFO: Epoch[66] Iter[50/93] Loss: 0.210, Acc: 0.990, Base Lr: 3.38e-04
2024-05-06 19:41:56 transreid.train INFO: Epoch[66] Iter[55/93] Loss: 0.201, Acc: 0.990, Base Lr: 3.38e-04
2024-05-06 19:41:59 transreid.train INFO: Epoch[66] Iter[60/93] Loss: 0.197, Acc: 0.990, Base Lr: 3.38e-04
2024-05-06 19:42:01 transreid.train INFO: Epoch[66] Iter[65/93] Loss: 0.194, Acc: 0.991, Base Lr: 3.38e-04
2024-05-06 19:42:03 transreid.train INFO: Epoch[66] Iter[70/93] Loss: 0.187, Acc: 0.991, Base Lr: 3.38e-04
2024-05-06 19:42:06 transreid.train INFO: Epoch[66] Iter[75/93] Loss: 0.180, Acc: 0.991, Base Lr: 3.38e-04
2024-05-06 19:42:08 transreid.train INFO: Epoch[66] Iter[80/93] Loss: 0.173, Acc: 0.992, Base Lr: 3.38e-04
2024-05-06 19:42:10 transreid.train INFO: Epoch[66] Iter[85/93] Loss: 0.168, Acc: 0.992, Base Lr: 3.38e-04
2024-05-06 19:42:13 transreid.train INFO: Epoch[66] Iter[90/93] Loss: 0.163, Acc: 0.992, Base Lr: 3.38e-04
2024-05-06 19:42:13 transreid.train INFO: Epoch 66 done. Time per epoch: 42.560[s] Speed: 270.7[samples/s]
2024-05-06 19:42:16 transreid.train INFO: Epoch[67] Iter[5/93] Loss: 0.307, Acc: 0.991, Base Lr: 3.28e-04
2024-05-06 19:42:18 transreid.train INFO: Epoch[67] Iter[10/93] Loss: 0.272, Acc: 0.991, Base Lr: 3.28e-04
2024-05-06 19:42:21 transreid.train INFO: Epoch[67] Iter[15/93] Loss: 0.262, Acc: 0.989, Base Lr: 3.28e-04
2024-05-06 19:42:23 transreid.train INFO: Epoch[67] Iter[20/93] Loss: 0.241, Acc: 0.988, Base Lr: 3.28e-04
2024-05-06 19:42:25 transreid.train INFO: Epoch[67] Iter[25/93] Loss: 0.237, Acc: 0.987, Base Lr: 3.28e-04
2024-05-06 19:42:27 transreid.train INFO: Epoch[67] Iter[30/93] Loss: 0.234, Acc: 0.987, Base Lr: 3.28e-04
2024-05-06 19:42:30 transreid.train INFO: Epoch[67] Iter[35/93] Loss: 0.230, Acc: 0.986, Base Lr: 3.28e-04
2024-05-06 19:42:32 transreid.train INFO: Epoch[67] Iter[40/93] Loss: 0.221, Acc: 0.988, Base Lr: 3.28e-04
2024-05-06 19:42:34 transreid.train INFO: Epoch[67] Iter[45/93] Loss: 0.216, Acc: 0.988, Base Lr: 3.28e-04
2024-05-06 19:42:37 transreid.train INFO: Epoch[67] Iter[50/93] Loss: 0.208, Acc: 0.988, Base Lr: 3.28e-04
2024-05-06 19:42:39 transreid.train INFO: Epoch[67] Iter[55/93] Loss: 0.203, Acc: 0.989, Base Lr: 3.28e-04
2024-05-06 19:42:41 transreid.train INFO: Epoch[67] Iter[60/93] Loss: 0.199, Acc: 0.988, Base Lr: 3.28e-04
2024-05-06 19:42:44 transreid.train INFO: Epoch[67] Iter[65/93] Loss: 0.196, Acc: 0.988, Base Lr: 3.28e-04
2024-05-06 19:42:46 transreid.train INFO: Epoch[67] Iter[70/93] Loss: 0.187, Acc: 0.989, Base Lr: 3.28e-04
2024-05-06 19:42:48 transreid.train INFO: Epoch[67] Iter[75/93] Loss: 0.181, Acc: 0.990, Base Lr: 3.28e-04
2024-05-06 19:42:51 transreid.train INFO: Epoch[67] Iter[80/93] Loss: 0.175, Acc: 0.990, Base Lr: 3.28e-04
2024-05-06 19:42:53 transreid.train INFO: Epoch[67] Iter[85/93] Loss: 0.169, Acc: 0.991, Base Lr: 3.28e-04
2024-05-06 19:42:55 transreid.train INFO: Epoch[67] Iter[90/93] Loss: 0.163, Acc: 0.991, Base Lr: 3.28e-04
2024-05-06 19:42:56 transreid.train INFO: Epoch 67 done. Time per epoch: 43.087[s] Speed: 270.3[samples/s]
2024-05-06 19:42:59 transreid.train INFO: Epoch[68] Iter[5/93] Loss: 0.268, Acc: 0.991, Base Lr: 3.18e-04
2024-05-06 19:43:01 transreid.train INFO: Epoch[68] Iter[10/93] Loss: 0.277, Acc: 0.988, Base Lr: 3.18e-04
2024-05-06 19:43:04 transreid.train INFO: Epoch[68] Iter[15/93] Loss: 0.267, Acc: 0.984, Base Lr: 3.18e-04
2024-05-06 19:43:06 transreid.train INFO: Epoch[68] Iter[20/93] Loss: 0.249, Acc: 0.987, Base Lr: 3.18e-04
2024-05-06 19:43:08 transreid.train INFO: Epoch[68] Iter[25/93] Loss: 0.239, Acc: 0.987, Base Lr: 3.18e-04
2024-05-06 19:43:11 transreid.train INFO: Epoch[68] Iter[30/93] Loss: 0.232, Acc: 0.988, Base Lr: 3.18e-04
2024-05-06 19:43:13 transreid.train INFO: Epoch[68] Iter[35/93] Loss: 0.223, Acc: 0.988, Base Lr: 3.18e-04
2024-05-06 19:43:15 transreid.train INFO: Epoch[68] Iter[40/93] Loss: 0.213, Acc: 0.988, Base Lr: 3.18e-04
2024-05-06 19:43:18 transreid.train INFO: Epoch[68] Iter[45/93] Loss: 0.205, Acc: 0.989, Base Lr: 3.18e-04
2024-05-06 19:43:20 transreid.train INFO: Epoch[68] Iter[50/93] Loss: 0.198, Acc: 0.990, Base Lr: 3.18e-04
2024-05-06 19:43:22 transreid.train INFO: Epoch[68] Iter[55/93] Loss: 0.191, Acc: 0.991, Base Lr: 3.18e-04
2024-05-06 19:43:24 transreid.train INFO: Epoch[68] Iter[60/93] Loss: 0.184, Acc: 0.991, Base Lr: 3.18e-04
2024-05-06 19:43:27 transreid.train INFO: Epoch[68] Iter[65/93] Loss: 0.177, Acc: 0.992, Base Lr: 3.18e-04
2024-05-06 19:43:29 transreid.train INFO: Epoch[68] Iter[70/93] Loss: 0.172, Acc: 0.992, Base Lr: 3.18e-04
2024-05-06 19:43:31 transreid.train INFO: Epoch[68] Iter[75/93] Loss: 0.166, Acc: 0.992, Base Lr: 3.18e-04
2024-05-06 19:43:34 transreid.train INFO: Epoch[68] Iter[80/93] Loss: 0.160, Acc: 0.992, Base Lr: 3.18e-04
2024-05-06 19:43:36 transreid.train INFO: Epoch[68] Iter[85/93] Loss: 0.154, Acc: 0.993, Base Lr: 3.18e-04
2024-05-06 19:43:38 transreid.train INFO: Epoch[68] Iter[90/93] Loss: 0.149, Acc: 0.993, Base Lr: 3.18e-04
2024-05-06 19:43:38 transreid.train INFO: Epoch 68 done. Time per epoch: 42.601[s] Speed: 270.4[samples/s]
2024-05-06 19:43:42 transreid.train INFO: Epoch[69] Iter[5/93] Loss: 0.338, Acc: 0.972, Base Lr: 3.08e-04
2024-05-06 19:43:44 transreid.train INFO: Epoch[69] Iter[10/93] Loss: 0.295, Acc: 0.978, Base Lr: 3.08e-04
2024-05-06 19:43:46 transreid.train INFO: Epoch[69] Iter[15/93] Loss: 0.279, Acc: 0.983, Base Lr: 3.08e-04
2024-05-06 19:43:49 transreid.train INFO: Epoch[69] Iter[20/93] Loss: 0.260, Acc: 0.984, Base Lr: 3.08e-04
2024-05-06 19:43:51 transreid.train INFO: Epoch[69] Iter[25/93] Loss: 0.244, Acc: 0.987, Base Lr: 3.08e-04
2024-05-06 19:43:53 transreid.train INFO: Epoch[69] Iter[30/93] Loss: 0.227, Acc: 0.988, Base Lr: 3.08e-04
2024-05-06 19:43:55 transreid.train INFO: Epoch[69] Iter[35/93] Loss: 0.218, Acc: 0.988, Base Lr: 3.08e-04
2024-05-06 19:43:58 transreid.train INFO: Epoch[69] Iter[40/93] Loss: 0.209, Acc: 0.989, Base Lr: 3.08e-04
2024-05-06 19:44:00 transreid.train INFO: Epoch[69] Iter[45/93] Loss: 0.203, Acc: 0.989, Base Lr: 3.08e-04
2024-05-06 19:44:02 transreid.train INFO: Epoch[69] Iter[50/93] Loss: 0.193, Acc: 0.990, Base Lr: 3.08e-04
2024-05-06 19:44:05 transreid.train INFO: Epoch[69] Iter[55/93] Loss: 0.189, Acc: 0.990, Base Lr: 3.08e-04
2024-05-06 19:44:07 transreid.train INFO: Epoch[69] Iter[60/93] Loss: 0.182, Acc: 0.990, Base Lr: 3.08e-04
2024-05-06 19:44:09 transreid.train INFO: Epoch[69] Iter[65/93] Loss: 0.176, Acc: 0.991, Base Lr: 3.08e-04
2024-05-06 19:44:12 transreid.train INFO: Epoch[69] Iter[70/93] Loss: 0.169, Acc: 0.991, Base Lr: 3.08e-04
2024-05-06 19:44:14 transreid.train INFO: Epoch[69] Iter[75/93] Loss: 0.163, Acc: 0.991, Base Lr: 3.08e-04
2024-05-06 19:44:16 transreid.train INFO: Epoch[69] Iter[80/93] Loss: 0.157, Acc: 0.991, Base Lr: 3.08e-04
2024-05-06 19:44:19 transreid.train INFO: Epoch[69] Iter[85/93] Loss: 0.152, Acc: 0.991, Base Lr: 3.08e-04
2024-05-06 19:44:21 transreid.train INFO: Epoch[69] Iter[90/93] Loss: 0.146, Acc: 0.992, Base Lr: 3.08e-04
2024-05-06 19:44:21 transreid.train INFO: Epoch 69 done. Time per epoch: 42.563[s] Speed: 270.7[samples/s]
2024-05-06 19:44:24 transreid.train INFO: Epoch[70] Iter[5/93] Loss: 0.276, Acc: 0.991, Base Lr: 2.97e-04
2024-05-06 19:44:26 transreid.train INFO: Epoch[70] Iter[10/93] Loss: 0.287, Acc: 0.987, Base Lr: 2.97e-04
2024-05-06 19:44:29 transreid.train INFO: Epoch[70] Iter[15/93] Loss: 0.266, Acc: 0.989, Base Lr: 2.97e-04
2024-05-06 19:44:31 transreid.train INFO: Epoch[70] Iter[20/93] Loss: 0.244, Acc: 0.988, Base Lr: 2.97e-04
2024-05-06 19:44:33 transreid.train INFO: Epoch[70] Iter[25/93] Loss: 0.230, Acc: 0.987, Base Lr: 2.97e-04
2024-05-06 19:44:36 transreid.train INFO: Epoch[70] Iter[30/93] Loss: 0.216, Acc: 0.989, Base Lr: 2.97e-04
2024-05-06 19:44:38 transreid.train INFO: Epoch[70] Iter[35/93] Loss: 0.209, Acc: 0.989, Base Lr: 2.97e-04
2024-05-06 19:44:40 transreid.train INFO: Epoch[70] Iter[40/93] Loss: 0.200, Acc: 0.989, Base Lr: 2.97e-04
2024-05-06 19:44:43 transreid.train INFO: Epoch[70] Iter[45/93] Loss: 0.195, Acc: 0.989, Base Lr: 2.97e-04
2024-05-06 19:44:45 transreid.train INFO: Epoch[70] Iter[50/93] Loss: 0.192, Acc: 0.990, Base Lr: 2.97e-04
2024-05-06 19:44:47 transreid.train INFO: Epoch[70] Iter[55/93] Loss: 0.186, Acc: 0.990, Base Lr: 2.97e-04
2024-05-06 19:44:50 transreid.train INFO: Epoch[70] Iter[60/93] Loss: 0.179, Acc: 0.990, Base Lr: 2.97e-04
2024-05-06 19:44:52 transreid.train INFO: Epoch[70] Iter[65/93] Loss: 0.173, Acc: 0.991, Base Lr: 2.97e-04
2024-05-06 19:44:54 transreid.train INFO: Epoch[70] Iter[70/93] Loss: 0.168, Acc: 0.991, Base Lr: 2.97e-04
2024-05-06 19:44:56 transreid.train INFO: Epoch[70] Iter[75/93] Loss: 0.161, Acc: 0.992, Base Lr: 2.97e-04
2024-05-06 19:44:59 transreid.train INFO: Epoch[70] Iter[80/93] Loss: 0.156, Acc: 0.992, Base Lr: 2.97e-04
2024-05-06 19:45:01 transreid.train INFO: Epoch[70] Iter[85/93] Loss: 0.150, Acc: 0.992, Base Lr: 2.97e-04
2024-05-06 19:45:03 transreid.train INFO: Epoch[70] Iter[90/93] Loss: 0.145, Acc: 0.993, Base Lr: 2.97e-04
2024-05-06 19:45:03 transreid.train INFO: Epoch 70 done. Time per epoch: 42.486[s] Speed: 271.1[samples/s]
2024-05-06 19:45:55 transreid.train INFO: Validation Results - Epoch: 70
2024-05-06 19:45:55 transreid.train INFO: mAP: 93.2%
2024-05-06 19:45:55 transreid.train INFO: CMC curve, Rank-1  :96.8%
2024-05-06 19:45:55 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-05-06 19:45:55 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-05-06 19:45:59 transreid.train INFO: Epoch[71] Iter[5/93] Loss: 0.282, Acc: 0.988, Base Lr: 2.87e-04
2024-05-06 19:46:01 transreid.train INFO: Epoch[71] Iter[10/93] Loss: 0.268, Acc: 0.984, Base Lr: 2.87e-04
2024-05-06 19:46:03 transreid.train INFO: Epoch[71] Iter[15/93] Loss: 0.246, Acc: 0.989, Base Lr: 2.87e-04
2024-05-06 19:46:06 transreid.train INFO: Epoch[71] Iter[20/93] Loss: 0.230, Acc: 0.987, Base Lr: 2.87e-04
2024-05-06 19:46:08 transreid.train INFO: Epoch[71] Iter[25/93] Loss: 0.227, Acc: 0.985, Base Lr: 2.87e-04
2024-05-06 19:46:10 transreid.train INFO: Epoch[71] Iter[30/93] Loss: 0.215, Acc: 0.986, Base Lr: 2.87e-04
2024-05-06 19:46:13 transreid.train INFO: Epoch[71] Iter[35/93] Loss: 0.212, Acc: 0.986, Base Lr: 2.87e-04
2024-05-06 19:46:15 transreid.train INFO: Epoch[71] Iter[40/93] Loss: 0.205, Acc: 0.987, Base Lr: 2.87e-04
2024-05-06 19:46:17 transreid.train INFO: Epoch[71] Iter[45/93] Loss: 0.195, Acc: 0.988, Base Lr: 2.87e-04
2024-05-06 19:46:20 transreid.train INFO: Epoch[71] Iter[50/93] Loss: 0.187, Acc: 0.989, Base Lr: 2.87e-04
2024-05-06 19:46:22 transreid.train INFO: Epoch[71] Iter[55/93] Loss: 0.182, Acc: 0.989, Base Lr: 2.87e-04
2024-05-06 19:46:24 transreid.train INFO: Epoch[71] Iter[60/93] Loss: 0.175, Acc: 0.990, Base Lr: 2.87e-04
2024-05-06 19:46:26 transreid.train INFO: Epoch[71] Iter[65/93] Loss: 0.171, Acc: 0.990, Base Lr: 2.87e-04
2024-05-06 19:46:29 transreid.train INFO: Epoch[71] Iter[70/93] Loss: 0.167, Acc: 0.990, Base Lr: 2.87e-04
2024-05-06 19:46:31 transreid.train INFO: Epoch[71] Iter[75/93] Loss: 0.162, Acc: 0.991, Base Lr: 2.87e-04
2024-05-06 19:46:33 transreid.train INFO: Epoch[71] Iter[80/93] Loss: 0.156, Acc: 0.991, Base Lr: 2.87e-04
2024-05-06 19:46:36 transreid.train INFO: Epoch[71] Iter[85/93] Loss: 0.151, Acc: 0.992, Base Lr: 2.87e-04
2024-05-06 19:46:38 transreid.train INFO: Epoch[71] Iter[90/93] Loss: 0.145, Acc: 0.992, Base Lr: 2.87e-04
2024-05-06 19:46:39 transreid.train INFO: Epoch 71 done. Time per epoch: 42.951[s] Speed: 271.2[samples/s]
2024-05-06 19:46:42 transreid.train INFO: Epoch[72] Iter[5/93] Loss: 0.279, Acc: 0.975, Base Lr: 2.77e-04
2024-05-06 19:46:44 transreid.train INFO: Epoch[72] Iter[10/93] Loss: 0.267, Acc: 0.980, Base Lr: 2.77e-04
2024-05-06 19:46:46 transreid.train INFO: Epoch[72] Iter[15/93] Loss: 0.260, Acc: 0.984, Base Lr: 2.77e-04
2024-05-06 19:46:49 transreid.train INFO: Epoch[72] Iter[20/93] Loss: 0.240, Acc: 0.987, Base Lr: 2.77e-04
2024-05-06 19:46:51 transreid.train INFO: Epoch[72] Iter[25/93] Loss: 0.234, Acc: 0.987, Base Lr: 2.77e-04
2024-05-06 19:46:53 transreid.train INFO: Epoch[72] Iter[30/93] Loss: 0.228, Acc: 0.988, Base Lr: 2.77e-04
2024-05-06 19:46:56 transreid.train INFO: Epoch[72] Iter[35/93] Loss: 0.217, Acc: 0.989, Base Lr: 2.77e-04
2024-05-06 19:46:58 transreid.train INFO: Epoch[72] Iter[40/93] Loss: 0.206, Acc: 0.989, Base Lr: 2.77e-04
2024-05-06 19:47:00 transreid.train INFO: Epoch[72] Iter[45/93] Loss: 0.201, Acc: 0.990, Base Lr: 2.77e-04
2024-05-06 19:47:03 transreid.train INFO: Epoch[72] Iter[50/93] Loss: 0.192, Acc: 0.991, Base Lr: 2.77e-04
2024-05-06 19:47:05 transreid.train INFO: Epoch[72] Iter[55/93] Loss: 0.185, Acc: 0.991, Base Lr: 2.77e-04
2024-05-06 19:47:07 transreid.train INFO: Epoch[72] Iter[60/93] Loss: 0.178, Acc: 0.992, Base Lr: 2.77e-04
2024-05-06 19:47:10 transreid.train INFO: Epoch[72] Iter[65/93] Loss: 0.171, Acc: 0.992, Base Lr: 2.77e-04
2024-05-06 19:47:12 transreid.train INFO: Epoch[72] Iter[70/93] Loss: 0.164, Acc: 0.992, Base Lr: 2.77e-04
2024-05-06 19:47:14 transreid.train INFO: Epoch[72] Iter[75/93] Loss: 0.157, Acc: 0.993, Base Lr: 2.77e-04
2024-05-06 19:47:16 transreid.train INFO: Epoch[72] Iter[80/93] Loss: 0.152, Acc: 0.993, Base Lr: 2.77e-04
2024-05-06 19:47:19 transreid.train INFO: Epoch[72] Iter[85/93] Loss: 0.148, Acc: 0.993, Base Lr: 2.77e-04
2024-05-06 19:47:21 transreid.train INFO: Epoch[72] Iter[90/93] Loss: 0.143, Acc: 0.993, Base Lr: 2.77e-04
2024-05-06 19:47:22 transreid.train INFO: Epoch 72 done. Time per epoch: 43.059[s] Speed: 270.5[samples/s]
2024-05-06 19:47:25 transreid.train INFO: Epoch[73] Iter[5/93] Loss: 0.221, Acc: 0.994, Base Lr: 2.68e-04
2024-05-06 19:47:27 transreid.train INFO: Epoch[73] Iter[10/93] Loss: 0.250, Acc: 0.986, Base Lr: 2.68e-04
2024-05-06 19:47:29 transreid.train INFO: Epoch[73] Iter[15/93] Loss: 0.230, Acc: 0.988, Base Lr: 2.68e-04
2024-05-06 19:47:32 transreid.train INFO: Epoch[73] Iter[20/93] Loss: 0.227, Acc: 0.989, Base Lr: 2.68e-04
2024-05-06 19:47:34 transreid.train INFO: Epoch[73] Iter[25/93] Loss: 0.212, Acc: 0.991, Base Lr: 2.68e-04
2024-05-06 19:47:36 transreid.train INFO: Epoch[73] Iter[30/93] Loss: 0.205, Acc: 0.991, Base Lr: 2.68e-04
2024-05-06 19:47:39 transreid.train INFO: Epoch[73] Iter[35/93] Loss: 0.200, Acc: 0.991, Base Lr: 2.68e-04
2024-05-06 19:47:41 transreid.train INFO: Epoch[73] Iter[40/93] Loss: 0.191, Acc: 0.992, Base Lr: 2.68e-04
2024-05-06 19:47:43 transreid.train INFO: Epoch[73] Iter[45/93] Loss: 0.185, Acc: 0.992, Base Lr: 2.68e-04
2024-05-06 19:47:46 transreid.train INFO: Epoch[73] Iter[50/93] Loss: 0.178, Acc: 0.992, Base Lr: 2.68e-04
2024-05-06 19:47:48 transreid.train INFO: Epoch[73] Iter[55/93] Loss: 0.171, Acc: 0.992, Base Lr: 2.68e-04
2024-05-06 19:47:50 transreid.train INFO: Epoch[73] Iter[60/93] Loss: 0.165, Acc: 0.993, Base Lr: 2.68e-04
2024-05-06 19:47:53 transreid.train INFO: Epoch[73] Iter[65/93] Loss: 0.162, Acc: 0.993, Base Lr: 2.68e-04
2024-05-06 19:47:55 transreid.train INFO: Epoch[73] Iter[70/93] Loss: 0.157, Acc: 0.994, Base Lr: 2.68e-04
2024-05-06 19:47:57 transreid.train INFO: Epoch[73] Iter[75/93] Loss: 0.153, Acc: 0.994, Base Lr: 2.68e-04
2024-05-06 19:47:59 transreid.train INFO: Epoch[73] Iter[80/93] Loss: 0.149, Acc: 0.994, Base Lr: 2.68e-04
2024-05-06 19:48:02 transreid.train INFO: Epoch[73] Iter[85/93] Loss: 0.144, Acc: 0.995, Base Lr: 2.68e-04
2024-05-06 19:48:04 transreid.train INFO: Epoch[73] Iter[90/93] Loss: 0.139, Acc: 0.995, Base Lr: 2.68e-04
2024-05-06 19:48:04 transreid.train INFO: Epoch 73 done. Time per epoch: 42.566[s] Speed: 270.6[samples/s]
2024-05-06 19:48:07 transreid.train INFO: Epoch[74] Iter[5/93] Loss: 0.228, Acc: 0.988, Base Lr: 2.58e-04
2024-05-06 19:48:10 transreid.train INFO: Epoch[74] Iter[10/93] Loss: 0.214, Acc: 0.990, Base Lr: 2.58e-04
2024-05-06 19:48:12 transreid.train INFO: Epoch[74] Iter[15/93] Loss: 0.220, Acc: 0.992, Base Lr: 2.58e-04
2024-05-06 19:48:14 transreid.train INFO: Epoch[74] Iter[20/93] Loss: 0.222, Acc: 0.988, Base Lr: 2.58e-04
2024-05-06 19:48:17 transreid.train INFO: Epoch[74] Iter[25/93] Loss: 0.228, Acc: 0.988, Base Lr: 2.58e-04
2024-05-06 19:48:19 transreid.train INFO: Epoch[74] Iter[30/93] Loss: 0.215, Acc: 0.990, Base Lr: 2.58e-04
2024-05-06 19:48:21 transreid.train INFO: Epoch[74] Iter[35/93] Loss: 0.201, Acc: 0.991, Base Lr: 2.58e-04
2024-05-06 19:48:23 transreid.train INFO: Epoch[74] Iter[40/93] Loss: 0.194, Acc: 0.991, Base Lr: 2.58e-04
2024-05-06 19:48:26 transreid.train INFO: Epoch[74] Iter[45/93] Loss: 0.186, Acc: 0.992, Base Lr: 2.58e-04
2024-05-06 19:48:28 transreid.train INFO: Epoch[74] Iter[50/93] Loss: 0.179, Acc: 0.992, Base Lr: 2.58e-04
2024-05-06 19:48:30 transreid.train INFO: Epoch[74] Iter[55/93] Loss: 0.173, Acc: 0.992, Base Lr: 2.58e-04
2024-05-06 19:48:33 transreid.train INFO: Epoch[74] Iter[60/93] Loss: 0.168, Acc: 0.992, Base Lr: 2.58e-04
2024-05-06 19:48:35 transreid.train INFO: Epoch[74] Iter[65/93] Loss: 0.162, Acc: 0.993, Base Lr: 2.58e-04
2024-05-06 19:48:37 transreid.train INFO: Epoch[74] Iter[70/93] Loss: 0.157, Acc: 0.993, Base Lr: 2.58e-04
2024-05-06 19:48:40 transreid.train INFO: Epoch[74] Iter[75/93] Loss: 0.152, Acc: 0.993, Base Lr: 2.58e-04
2024-05-06 19:48:42 transreid.train INFO: Epoch[74] Iter[80/93] Loss: 0.146, Acc: 0.994, Base Lr: 2.58e-04
2024-05-06 19:48:44 transreid.train INFO: Epoch[74] Iter[85/93] Loss: 0.141, Acc: 0.994, Base Lr: 2.58e-04
2024-05-06 19:48:47 transreid.train INFO: Epoch[74] Iter[90/93] Loss: 0.136, Acc: 0.994, Base Lr: 2.58e-04
2024-05-06 19:48:47 transreid.train INFO: Epoch 74 done. Time per epoch: 42.438[s] Speed: 271.5[samples/s]
2024-05-06 19:48:50 transreid.train INFO: Epoch[75] Iter[5/93] Loss: 0.263, Acc: 0.991, Base Lr: 2.48e-04
2024-05-06 19:48:52 transreid.train INFO: Epoch[75] Iter[10/93] Loss: 0.255, Acc: 0.989, Base Lr: 2.48e-04
2024-05-06 19:48:54 transreid.train INFO: Epoch[75] Iter[15/93] Loss: 0.240, Acc: 0.989, Base Lr: 2.48e-04
2024-05-06 19:48:57 transreid.train INFO: Epoch[75] Iter[20/93] Loss: 0.220, Acc: 0.989, Base Lr: 2.48e-04
2024-05-06 19:48:59 transreid.train INFO: Epoch[75] Iter[25/93] Loss: 0.215, Acc: 0.990, Base Lr: 2.48e-04
2024-05-06 19:49:01 transreid.train INFO: Epoch[75] Iter[30/93] Loss: 0.205, Acc: 0.990, Base Lr: 2.48e-04
2024-05-06 19:49:04 transreid.train INFO: Epoch[75] Iter[35/93] Loss: 0.193, Acc: 0.990, Base Lr: 2.48e-04
2024-05-06 19:49:06 transreid.train INFO: Epoch[75] Iter[40/93] Loss: 0.185, Acc: 0.990, Base Lr: 2.48e-04
2024-05-06 19:49:08 transreid.train INFO: Epoch[75] Iter[45/93] Loss: 0.180, Acc: 0.991, Base Lr: 2.48e-04
2024-05-06 19:49:11 transreid.train INFO: Epoch[75] Iter[50/93] Loss: 0.172, Acc: 0.991, Base Lr: 2.48e-04
2024-05-06 19:49:13 transreid.train INFO: Epoch[75] Iter[55/93] Loss: 0.168, Acc: 0.991, Base Lr: 2.48e-04
2024-05-06 19:49:15 transreid.train INFO: Epoch[75] Iter[60/93] Loss: 0.163, Acc: 0.991, Base Lr: 2.48e-04
2024-05-06 19:49:18 transreid.train INFO: Epoch[75] Iter[65/93] Loss: 0.158, Acc: 0.992, Base Lr: 2.48e-04
2024-05-06 19:49:20 transreid.train INFO: Epoch[75] Iter[70/93] Loss: 0.152, Acc: 0.992, Base Lr: 2.48e-04
2024-05-06 19:49:22 transreid.train INFO: Epoch[75] Iter[75/93] Loss: 0.148, Acc: 0.992, Base Lr: 2.48e-04
2024-05-06 19:49:24 transreid.train INFO: Epoch[75] Iter[80/93] Loss: 0.142, Acc: 0.993, Base Lr: 2.48e-04
2024-05-06 19:49:27 transreid.train INFO: Epoch[75] Iter[85/93] Loss: 0.138, Acc: 0.993, Base Lr: 2.48e-04
2024-05-06 19:49:29 transreid.train INFO: Epoch[75] Iter[90/93] Loss: 0.135, Acc: 0.993, Base Lr: 2.48e-04
2024-05-06 19:49:29 transreid.train INFO: Epoch 75 done. Time per epoch: 42.635[s] Speed: 270.2[samples/s]
2024-05-06 19:49:33 transreid.train INFO: Epoch[76] Iter[5/93] Loss: 0.262, Acc: 0.989, Base Lr: 2.38e-04
2024-05-06 19:49:35 transreid.train INFO: Epoch[76] Iter[10/93] Loss: 0.264, Acc: 0.987, Base Lr: 2.38e-04
2024-05-06 19:49:37 transreid.train INFO: Epoch[76] Iter[15/93] Loss: 0.231, Acc: 0.989, Base Lr: 2.38e-04
2024-05-06 19:49:40 transreid.train INFO: Epoch[76] Iter[20/93] Loss: 0.211, Acc: 0.990, Base Lr: 2.38e-04
2024-05-06 19:49:42 transreid.train INFO: Epoch[76] Iter[25/93] Loss: 0.205, Acc: 0.990, Base Lr: 2.38e-04
2024-05-06 19:49:44 transreid.train INFO: Epoch[76] Iter[30/93] Loss: 0.197, Acc: 0.991, Base Lr: 2.38e-04
2024-05-06 19:49:46 transreid.train INFO: Epoch[76] Iter[35/93] Loss: 0.195, Acc: 0.991, Base Lr: 2.38e-04
2024-05-06 19:49:49 transreid.train INFO: Epoch[76] Iter[40/93] Loss: 0.189, Acc: 0.991, Base Lr: 2.38e-04
2024-05-06 19:49:51 transreid.train INFO: Epoch[76] Iter[45/93] Loss: 0.181, Acc: 0.991, Base Lr: 2.38e-04
2024-05-06 19:49:53 transreid.train INFO: Epoch[76] Iter[50/93] Loss: 0.175, Acc: 0.992, Base Lr: 2.38e-04
2024-05-06 19:49:56 transreid.train INFO: Epoch[76] Iter[55/93] Loss: 0.167, Acc: 0.993, Base Lr: 2.38e-04
2024-05-06 19:49:58 transreid.train INFO: Epoch[76] Iter[60/93] Loss: 0.164, Acc: 0.993, Base Lr: 2.38e-04
2024-05-06 19:50:00 transreid.train INFO: Epoch[76] Iter[65/93] Loss: 0.157, Acc: 0.993, Base Lr: 2.38e-04
2024-05-06 19:50:03 transreid.train INFO: Epoch[76] Iter[70/93] Loss: 0.153, Acc: 0.994, Base Lr: 2.38e-04
2024-05-06 19:50:05 transreid.train INFO: Epoch[76] Iter[75/93] Loss: 0.147, Acc: 0.994, Base Lr: 2.38e-04
2024-05-06 19:50:07 transreid.train INFO: Epoch[76] Iter[80/93] Loss: 0.144, Acc: 0.994, Base Lr: 2.38e-04
2024-05-06 19:50:10 transreid.train INFO: Epoch[76] Iter[85/93] Loss: 0.139, Acc: 0.994, Base Lr: 2.38e-04
2024-05-06 19:50:12 transreid.train INFO: Epoch[76] Iter[90/93] Loss: 0.133, Acc: 0.994, Base Lr: 2.38e-04
2024-05-06 19:50:12 transreid.train INFO: Epoch 76 done. Time per epoch: 42.869[s] Speed: 268.7[samples/s]
2024-05-06 19:50:15 transreid.train INFO: Epoch[77] Iter[5/93] Loss: 0.288, Acc: 0.973, Base Lr: 2.29e-04
2024-05-06 19:50:18 transreid.train INFO: Epoch[77] Iter[10/93] Loss: 0.230, Acc: 0.982, Base Lr: 2.29e-04
2024-05-06 19:50:20 transreid.train INFO: Epoch[77] Iter[15/93] Loss: 0.222, Acc: 0.983, Base Lr: 2.29e-04
2024-05-06 19:50:22 transreid.train INFO: Epoch[77] Iter[20/93] Loss: 0.215, Acc: 0.986, Base Lr: 2.29e-04
2024-05-06 19:50:25 transreid.train INFO: Epoch[77] Iter[25/93] Loss: 0.199, Acc: 0.988, Base Lr: 2.29e-04
2024-05-06 19:50:27 transreid.train INFO: Epoch[77] Iter[30/93] Loss: 0.191, Acc: 0.990, Base Lr: 2.29e-04
2024-05-06 19:50:29 transreid.train INFO: Epoch[77] Iter[35/93] Loss: 0.181, Acc: 0.991, Base Lr: 2.29e-04
2024-05-06 19:50:32 transreid.train INFO: Epoch[77] Iter[40/93] Loss: 0.173, Acc: 0.991, Base Lr: 2.29e-04
2024-05-06 19:50:34 transreid.train INFO: Epoch[77] Iter[45/93] Loss: 0.167, Acc: 0.992, Base Lr: 2.29e-04
2024-05-06 19:50:36 transreid.train INFO: Epoch[77] Iter[50/93] Loss: 0.162, Acc: 0.992, Base Lr: 2.29e-04
2024-05-06 19:50:39 transreid.train INFO: Epoch[77] Iter[55/93] Loss: 0.156, Acc: 0.992, Base Lr: 2.29e-04
2024-05-06 19:50:41 transreid.train INFO: Epoch[77] Iter[60/93] Loss: 0.155, Acc: 0.992, Base Lr: 2.29e-04
2024-05-06 19:50:43 transreid.train INFO: Epoch[77] Iter[65/93] Loss: 0.150, Acc: 0.993, Base Lr: 2.29e-04
2024-05-06 19:50:46 transreid.train INFO: Epoch[77] Iter[70/93] Loss: 0.147, Acc: 0.993, Base Lr: 2.29e-04
2024-05-06 19:50:48 transreid.train INFO: Epoch[77] Iter[75/93] Loss: 0.143, Acc: 0.993, Base Lr: 2.29e-04
2024-05-06 19:50:50 transreid.train INFO: Epoch[77] Iter[80/93] Loss: 0.138, Acc: 0.994, Base Lr: 2.29e-04
2024-05-06 19:50:53 transreid.train INFO: Epoch[77] Iter[85/93] Loss: 0.133, Acc: 0.994, Base Lr: 2.29e-04
2024-05-06 19:50:55 transreid.train INFO: Epoch[77] Iter[90/93] Loss: 0.128, Acc: 0.994, Base Lr: 2.29e-04
2024-05-06 19:50:55 transreid.train INFO: Epoch 77 done. Time per epoch: 42.998[s] Speed: 267.9[samples/s]
2024-05-06 19:50:58 transreid.train INFO: Epoch[78] Iter[5/93] Loss: 0.245, Acc: 0.983, Base Lr: 2.20e-04
2024-05-06 19:51:01 transreid.train INFO: Epoch[78] Iter[10/93] Loss: 0.227, Acc: 0.988, Base Lr: 2.20e-04
2024-05-06 19:51:03 transreid.train INFO: Epoch[78] Iter[15/93] Loss: 0.216, Acc: 0.985, Base Lr: 2.20e-04
2024-05-06 19:51:05 transreid.train INFO: Epoch[78] Iter[20/93] Loss: 0.200, Acc: 0.988, Base Lr: 2.20e-04
2024-05-06 19:51:08 transreid.train INFO: Epoch[78] Iter[25/93] Loss: 0.192, Acc: 0.989, Base Lr: 2.20e-04
2024-05-06 19:51:10 transreid.train INFO: Epoch[78] Iter[30/93] Loss: 0.185, Acc: 0.990, Base Lr: 2.20e-04
2024-05-06 19:51:12 transreid.train INFO: Epoch[78] Iter[35/93] Loss: 0.181, Acc: 0.991, Base Lr: 2.20e-04
2024-05-06 19:51:15 transreid.train INFO: Epoch[78] Iter[40/93] Loss: 0.173, Acc: 0.992, Base Lr: 2.20e-04
2024-05-06 19:51:17 transreid.train INFO: Epoch[78] Iter[45/93] Loss: 0.167, Acc: 0.993, Base Lr: 2.20e-04
2024-05-06 19:51:19 transreid.train INFO: Epoch[78] Iter[50/93] Loss: 0.161, Acc: 0.993, Base Lr: 2.20e-04
2024-05-06 19:51:22 transreid.train INFO: Epoch[78] Iter[55/93] Loss: 0.154, Acc: 0.993, Base Lr: 2.20e-04
2024-05-06 19:51:24 transreid.train INFO: Epoch[78] Iter[60/93] Loss: 0.149, Acc: 0.994, Base Lr: 2.20e-04
2024-05-06 19:51:26 transreid.train INFO: Epoch[78] Iter[65/93] Loss: 0.143, Acc: 0.994, Base Lr: 2.20e-04
2024-05-06 19:51:28 transreid.train INFO: Epoch[78] Iter[70/93] Loss: 0.139, Acc: 0.994, Base Lr: 2.20e-04
2024-05-06 19:51:31 transreid.train INFO: Epoch[78] Iter[75/93] Loss: 0.138, Acc: 0.994, Base Lr: 2.20e-04
2024-05-06 19:51:33 transreid.train INFO: Epoch[78] Iter[80/93] Loss: 0.135, Acc: 0.994, Base Lr: 2.20e-04
2024-05-06 19:51:35 transreid.train INFO: Epoch[78] Iter[85/93] Loss: 0.131, Acc: 0.994, Base Lr: 2.20e-04
2024-05-06 19:51:38 transreid.train INFO: Epoch[78] Iter[90/93] Loss: 0.125, Acc: 0.995, Base Lr: 2.20e-04
2024-05-06 19:51:38 transreid.train INFO: Epoch 78 done. Time per epoch: 42.712[s] Speed: 269.7[samples/s]
2024-05-06 19:51:41 transreid.train INFO: Epoch[79] Iter[5/93] Loss: 0.223, Acc: 0.988, Base Lr: 2.10e-04
2024-05-06 19:51:43 transreid.train INFO: Epoch[79] Iter[10/93] Loss: 0.222, Acc: 0.988, Base Lr: 2.10e-04
2024-05-06 19:51:46 transreid.train INFO: Epoch[79] Iter[15/93] Loss: 0.218, Acc: 0.987, Base Lr: 2.10e-04
2024-05-06 19:51:48 transreid.train INFO: Epoch[79] Iter[20/93] Loss: 0.208, Acc: 0.989, Base Lr: 2.10e-04
2024-05-06 19:51:50 transreid.train INFO: Epoch[79] Iter[25/93] Loss: 0.199, Acc: 0.990, Base Lr: 2.10e-04
2024-05-06 19:51:53 transreid.train INFO: Epoch[79] Iter[30/93] Loss: 0.187, Acc: 0.991, Base Lr: 2.10e-04
2024-05-06 19:51:55 transreid.train INFO: Epoch[79] Iter[35/93] Loss: 0.181, Acc: 0.991, Base Lr: 2.10e-04
2024-05-06 19:51:57 transreid.train INFO: Epoch[79] Iter[40/93] Loss: 0.175, Acc: 0.991, Base Lr: 2.10e-04
2024-05-06 19:52:00 transreid.train INFO: Epoch[79] Iter[45/93] Loss: 0.171, Acc: 0.992, Base Lr: 2.10e-04
2024-05-06 19:52:02 transreid.train INFO: Epoch[79] Iter[50/93] Loss: 0.168, Acc: 0.992, Base Lr: 2.10e-04
2024-05-06 19:52:04 transreid.train INFO: Epoch[79] Iter[55/93] Loss: 0.162, Acc: 0.992, Base Lr: 2.10e-04
2024-05-06 19:52:07 transreid.train INFO: Epoch[79] Iter[60/93] Loss: 0.157, Acc: 0.993, Base Lr: 2.10e-04
2024-05-06 19:52:09 transreid.train INFO: Epoch[79] Iter[65/93] Loss: 0.152, Acc: 0.993, Base Lr: 2.10e-04
2024-05-06 19:52:11 transreid.train INFO: Epoch[79] Iter[70/93] Loss: 0.145, Acc: 0.993, Base Lr: 2.10e-04
2024-05-06 19:52:14 transreid.train INFO: Epoch[79] Iter[75/93] Loss: 0.142, Acc: 0.993, Base Lr: 2.10e-04
2024-05-06 19:52:16 transreid.train INFO: Epoch[79] Iter[80/93] Loss: 0.137, Acc: 0.993, Base Lr: 2.10e-04
2024-05-06 19:52:18 transreid.train INFO: Epoch[79] Iter[85/93] Loss: 0.132, Acc: 0.994, Base Lr: 2.10e-04
2024-05-06 19:52:21 transreid.train INFO: Epoch[79] Iter[90/93] Loss: 0.127, Acc: 0.994, Base Lr: 2.10e-04
2024-05-06 19:52:21 transreid.train INFO: Epoch 79 done. Time per epoch: 43.213[s] Speed: 269.6[samples/s]
2024-05-06 19:52:24 transreid.train INFO: Epoch[80] Iter[5/93] Loss: 0.168, Acc: 0.997, Base Lr: 2.01e-04
2024-05-06 19:52:27 transreid.train INFO: Epoch[80] Iter[10/93] Loss: 0.179, Acc: 0.993, Base Lr: 2.01e-04
2024-05-06 19:52:29 transreid.train INFO: Epoch[80] Iter[15/93] Loss: 0.183, Acc: 0.991, Base Lr: 2.01e-04
2024-05-06 19:52:31 transreid.train INFO: Epoch[80] Iter[20/93] Loss: 0.192, Acc: 0.989, Base Lr: 2.01e-04
2024-05-06 19:52:33 transreid.train INFO: Epoch[80] Iter[25/93] Loss: 0.190, Acc: 0.989, Base Lr: 2.01e-04
2024-05-06 19:52:36 transreid.train INFO: Epoch[80] Iter[30/93] Loss: 0.182, Acc: 0.990, Base Lr: 2.01e-04
2024-05-06 19:52:38 transreid.train INFO: Epoch[80] Iter[35/93] Loss: 0.175, Acc: 0.991, Base Lr: 2.01e-04
2024-05-06 19:52:40 transreid.train INFO: Epoch[80] Iter[40/93] Loss: 0.167, Acc: 0.992, Base Lr: 2.01e-04
2024-05-06 19:52:43 transreid.train INFO: Epoch[80] Iter[45/93] Loss: 0.160, Acc: 0.992, Base Lr: 2.01e-04
2024-05-06 19:52:45 transreid.train INFO: Epoch[80] Iter[50/93] Loss: 0.154, Acc: 0.992, Base Lr: 2.01e-04
2024-05-06 19:52:47 transreid.train INFO: Epoch[80] Iter[55/93] Loss: 0.148, Acc: 0.992, Base Lr: 2.01e-04
2024-05-06 19:52:50 transreid.train INFO: Epoch[80] Iter[60/93] Loss: 0.142, Acc: 0.993, Base Lr: 2.01e-04
2024-05-06 19:52:52 transreid.train INFO: Epoch[80] Iter[65/93] Loss: 0.137, Acc: 0.993, Base Lr: 2.01e-04
2024-05-06 19:52:54 transreid.train INFO: Epoch[80] Iter[70/93] Loss: 0.133, Acc: 0.993, Base Lr: 2.01e-04
2024-05-06 19:52:57 transreid.train INFO: Epoch[80] Iter[75/93] Loss: 0.130, Acc: 0.994, Base Lr: 2.01e-04
2024-05-06 19:52:59 transreid.train INFO: Epoch[80] Iter[80/93] Loss: 0.126, Acc: 0.994, Base Lr: 2.01e-04
2024-05-06 19:53:01 transreid.train INFO: Epoch[80] Iter[85/93] Loss: 0.121, Acc: 0.994, Base Lr: 2.01e-04
2024-05-06 19:53:04 transreid.train INFO: Epoch[80] Iter[90/93] Loss: 0.119, Acc: 0.994, Base Lr: 2.01e-04
2024-05-06 19:53:04 transreid.train INFO: Epoch 80 done. Time per epoch: 43.082[s] Speed: 270.4[samples/s]
2024-05-06 19:53:56 transreid.train INFO: Validation Results - Epoch: 80
2024-05-06 19:53:56 transreid.train INFO: mAP: 93.2%
2024-05-06 19:53:56 transreid.train INFO: CMC curve, Rank-1  :97.0%
2024-05-06 19:53:56 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-05-06 19:53:56 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-05-06 19:53:59 transreid.train INFO: Epoch[81] Iter[5/93] Loss: 0.242, Acc: 0.991, Base Lr: 1.92e-04
2024-05-06 19:54:02 transreid.train INFO: Epoch[81] Iter[10/93] Loss: 0.214, Acc: 0.991, Base Lr: 1.92e-04
2024-05-06 19:54:04 transreid.train INFO: Epoch[81] Iter[15/93] Loss: 0.200, Acc: 0.991, Base Lr: 1.92e-04
2024-05-06 19:54:06 transreid.train INFO: Epoch[81] Iter[20/93] Loss: 0.195, Acc: 0.992, Base Lr: 1.92e-04
2024-05-06 19:54:09 transreid.train INFO: Epoch[81] Iter[25/93] Loss: 0.184, Acc: 0.992, Base Lr: 1.92e-04
2024-05-06 19:54:11 transreid.train INFO: Epoch[81] Iter[30/93] Loss: 0.179, Acc: 0.991, Base Lr: 1.92e-04
2024-05-06 19:54:13 transreid.train INFO: Epoch[81] Iter[35/93] Loss: 0.172, Acc: 0.990, Base Lr: 1.92e-04
2024-05-06 19:54:15 transreid.train INFO: Epoch[81] Iter[40/93] Loss: 0.166, Acc: 0.991, Base Lr: 1.92e-04
2024-05-06 19:54:18 transreid.train INFO: Epoch[81] Iter[45/93] Loss: 0.159, Acc: 0.991, Base Lr: 1.92e-04
2024-05-06 19:54:20 transreid.train INFO: Epoch[81] Iter[50/93] Loss: 0.152, Acc: 0.992, Base Lr: 1.92e-04
2024-05-06 19:54:22 transreid.train INFO: Epoch[81] Iter[55/93] Loss: 0.146, Acc: 0.993, Base Lr: 1.92e-04
2024-05-06 19:54:25 transreid.train INFO: Epoch[81] Iter[60/93] Loss: 0.141, Acc: 0.993, Base Lr: 1.92e-04
2024-05-06 19:54:27 transreid.train INFO: Epoch[81] Iter[65/93] Loss: 0.137, Acc: 0.993, Base Lr: 1.92e-04
2024-05-06 19:54:29 transreid.train INFO: Epoch[81] Iter[70/93] Loss: 0.132, Acc: 0.994, Base Lr: 1.92e-04
2024-05-06 19:54:32 transreid.train INFO: Epoch[81] Iter[75/93] Loss: 0.129, Acc: 0.994, Base Lr: 1.92e-04
2024-05-06 19:54:34 transreid.train INFO: Epoch[81] Iter[80/93] Loss: 0.125, Acc: 0.994, Base Lr: 1.92e-04
2024-05-06 19:54:36 transreid.train INFO: Epoch[81] Iter[85/93] Loss: 0.121, Acc: 0.994, Base Lr: 1.92e-04
2024-05-06 19:54:39 transreid.train INFO: Epoch[81] Iter[90/93] Loss: 0.116, Acc: 0.994, Base Lr: 1.92e-04
2024-05-06 19:54:39 transreid.train INFO: Epoch 81 done. Time per epoch: 43.169[s] Speed: 269.8[samples/s]
2024-05-06 19:54:42 transreid.train INFO: Epoch[82] Iter[5/93] Loss: 0.166, Acc: 0.998, Base Lr: 1.83e-04
2024-05-06 19:54:45 transreid.train INFO: Epoch[82] Iter[10/93] Loss: 0.180, Acc: 0.995, Base Lr: 1.83e-04
2024-05-06 19:54:47 transreid.train INFO: Epoch[82] Iter[15/93] Loss: 0.198, Acc: 0.992, Base Lr: 1.83e-04
2024-05-06 19:54:49 transreid.train INFO: Epoch[82] Iter[20/93] Loss: 0.191, Acc: 0.990, Base Lr: 1.83e-04
2024-05-06 19:54:52 transreid.train INFO: Epoch[82] Iter[25/93] Loss: 0.194, Acc: 0.990, Base Lr: 1.83e-04
2024-05-06 19:54:54 transreid.train INFO: Epoch[82] Iter[30/93] Loss: 0.188, Acc: 0.991, Base Lr: 1.83e-04
2024-05-06 19:54:56 transreid.train INFO: Epoch[82] Iter[35/93] Loss: 0.181, Acc: 0.991, Base Lr: 1.83e-04
2024-05-06 19:54:59 transreid.train INFO: Epoch[82] Iter[40/93] Loss: 0.171, Acc: 0.992, Base Lr: 1.83e-04
2024-05-06 19:55:01 transreid.train INFO: Epoch[82] Iter[45/93] Loss: 0.168, Acc: 0.992, Base Lr: 1.83e-04
2024-05-06 19:55:03 transreid.train INFO: Epoch[82] Iter[50/93] Loss: 0.162, Acc: 0.993, Base Lr: 1.83e-04
2024-05-06 19:55:06 transreid.train INFO: Epoch[82] Iter[55/93] Loss: 0.158, Acc: 0.993, Base Lr: 1.83e-04
2024-05-06 19:55:08 transreid.train INFO: Epoch[82] Iter[60/93] Loss: 0.152, Acc: 0.993, Base Lr: 1.83e-04
2024-05-06 19:55:10 transreid.train INFO: Epoch[82] Iter[65/93] Loss: 0.150, Acc: 0.993, Base Lr: 1.83e-04
2024-05-06 19:55:13 transreid.train INFO: Epoch[82] Iter[70/93] Loss: 0.145, Acc: 0.993, Base Lr: 1.83e-04
2024-05-06 19:55:15 transreid.train INFO: Epoch[82] Iter[75/93] Loss: 0.142, Acc: 0.994, Base Lr: 1.83e-04
2024-05-06 19:55:17 transreid.train INFO: Epoch[82] Iter[80/93] Loss: 0.136, Acc: 0.994, Base Lr: 1.83e-04
2024-05-06 19:55:20 transreid.train INFO: Epoch[82] Iter[85/93] Loss: 0.131, Acc: 0.994, Base Lr: 1.83e-04
2024-05-06 19:55:22 transreid.train INFO: Epoch[82] Iter[90/93] Loss: 0.126, Acc: 0.994, Base Lr: 1.83e-04
2024-05-06 19:55:22 transreid.train INFO: Epoch 82 done. Time per epoch: 42.741[s] Speed: 269.5[samples/s]
2024-05-06 19:55:25 transreid.train INFO: Epoch[83] Iter[5/93] Loss: 0.295, Acc: 0.984, Base Lr: 1.75e-04
2024-05-06 19:55:27 transreid.train INFO: Epoch[83] Iter[10/93] Loss: 0.236, Acc: 0.991, Base Lr: 1.75e-04
2024-05-06 19:55:30 transreid.train INFO: Epoch[83] Iter[15/93] Loss: 0.209, Acc: 0.991, Base Lr: 1.75e-04
2024-05-06 19:55:32 transreid.train INFO: Epoch[83] Iter[20/93] Loss: 0.202, Acc: 0.992, Base Lr: 1.75e-04
2024-05-06 19:55:34 transreid.train INFO: Epoch[83] Iter[25/93] Loss: 0.199, Acc: 0.992, Base Lr: 1.75e-04
2024-05-06 19:55:37 transreid.train INFO: Epoch[83] Iter[30/93] Loss: 0.191, Acc: 0.992, Base Lr: 1.75e-04
2024-05-06 19:55:39 transreid.train INFO: Epoch[83] Iter[35/93] Loss: 0.178, Acc: 0.993, Base Lr: 1.75e-04
2024-05-06 19:55:41 transreid.train INFO: Epoch[83] Iter[40/93] Loss: 0.171, Acc: 0.994, Base Lr: 1.75e-04
2024-05-06 19:55:44 transreid.train INFO: Epoch[83] Iter[45/93] Loss: 0.163, Acc: 0.994, Base Lr: 1.75e-04
2024-05-06 19:55:46 transreid.train INFO: Epoch[83] Iter[50/93] Loss: 0.161, Acc: 0.994, Base Lr: 1.75e-04
2024-05-06 19:55:48 transreid.train INFO: Epoch[83] Iter[55/93] Loss: 0.156, Acc: 0.994, Base Lr: 1.75e-04
2024-05-06 19:55:51 transreid.train INFO: Epoch[83] Iter[60/93] Loss: 0.150, Acc: 0.994, Base Lr: 1.75e-04
2024-05-06 19:55:53 transreid.train INFO: Epoch[83] Iter[65/93] Loss: 0.145, Acc: 0.994, Base Lr: 1.75e-04
2024-05-06 19:55:55 transreid.train INFO: Epoch[83] Iter[70/93] Loss: 0.141, Acc: 0.994, Base Lr: 1.75e-04
2024-05-06 19:55:58 transreid.train INFO: Epoch[83] Iter[75/93] Loss: 0.140, Acc: 0.994, Base Lr: 1.75e-04
2024-05-06 19:56:00 transreid.train INFO: Epoch[83] Iter[80/93] Loss: 0.137, Acc: 0.994, Base Lr: 1.75e-04
2024-05-06 19:56:02 transreid.train INFO: Epoch[83] Iter[85/93] Loss: 0.132, Acc: 0.994, Base Lr: 1.75e-04
2024-05-06 19:56:04 transreid.train INFO: Epoch[83] Iter[90/93] Loss: 0.127, Acc: 0.995, Base Lr: 1.75e-04
2024-05-06 19:56:05 transreid.train INFO: Epoch 83 done. Time per epoch: 42.672[s] Speed: 270.0[samples/s]
2024-05-06 19:56:08 transreid.train INFO: Epoch[84] Iter[5/93] Loss: 0.220, Acc: 0.992, Base Lr: 1.66e-04
2024-05-06 19:56:10 transreid.train INFO: Epoch[84] Iter[10/93] Loss: 0.216, Acc: 0.992, Base Lr: 1.66e-04
2024-05-06 19:56:12 transreid.train INFO: Epoch[84] Iter[15/93] Loss: 0.202, Acc: 0.993, Base Lr: 1.66e-04
2024-05-06 19:56:15 transreid.train INFO: Epoch[84] Iter[20/93] Loss: 0.198, Acc: 0.991, Base Lr: 1.66e-04
2024-05-06 19:56:17 transreid.train INFO: Epoch[84] Iter[25/93] Loss: 0.186, Acc: 0.990, Base Lr: 1.66e-04
2024-05-06 19:56:19 transreid.train INFO: Epoch[84] Iter[30/93] Loss: 0.181, Acc: 0.990, Base Lr: 1.66e-04
2024-05-06 19:56:22 transreid.train INFO: Epoch[84] Iter[35/93] Loss: 0.172, Acc: 0.991, Base Lr: 1.66e-04
2024-05-06 19:56:24 transreid.train INFO: Epoch[84] Iter[40/93] Loss: 0.167, Acc: 0.992, Base Lr: 1.66e-04
2024-05-06 19:56:26 transreid.train INFO: Epoch[84] Iter[45/93] Loss: 0.162, Acc: 0.993, Base Lr: 1.66e-04
2024-05-06 19:56:29 transreid.train INFO: Epoch[84] Iter[50/93] Loss: 0.157, Acc: 0.993, Base Lr: 1.66e-04
2024-05-06 19:56:31 transreid.train INFO: Epoch[84] Iter[55/93] Loss: 0.151, Acc: 0.993, Base Lr: 1.66e-04
2024-05-06 19:56:33 transreid.train INFO: Epoch[84] Iter[60/93] Loss: 0.146, Acc: 0.994, Base Lr: 1.66e-04
2024-05-06 19:56:35 transreid.train INFO: Epoch[84] Iter[65/93] Loss: 0.141, Acc: 0.994, Base Lr: 1.66e-04
2024-05-06 19:56:38 transreid.train INFO: Epoch[84] Iter[70/93] Loss: 0.140, Acc: 0.994, Base Lr: 1.66e-04
2024-05-06 19:56:40 transreid.train INFO: Epoch[84] Iter[75/93] Loss: 0.134, Acc: 0.994, Base Lr: 1.66e-04
2024-05-06 19:56:42 transreid.train INFO: Epoch[84] Iter[80/93] Loss: 0.131, Acc: 0.995, Base Lr: 1.66e-04
2024-05-06 19:56:45 transreid.train INFO: Epoch[84] Iter[85/93] Loss: 0.127, Acc: 0.995, Base Lr: 1.66e-04
2024-05-06 19:56:47 transreid.train INFO: Epoch[84] Iter[90/93] Loss: 0.122, Acc: 0.995, Base Lr: 1.66e-04
2024-05-06 19:56:47 transreid.train INFO: Epoch 84 done. Time per epoch: 42.520[s] Speed: 270.9[samples/s]
2024-05-06 19:56:50 transreid.train INFO: Epoch[85] Iter[5/93] Loss: 0.192, Acc: 0.995, Base Lr: 1.58e-04
2024-05-06 19:56:53 transreid.train INFO: Epoch[85] Iter[10/93] Loss: 0.201, Acc: 0.993, Base Lr: 1.58e-04
2024-05-06 19:56:55 transreid.train INFO: Epoch[85] Iter[15/93] Loss: 0.190, Acc: 0.992, Base Lr: 1.58e-04
2024-05-06 19:56:57 transreid.train INFO: Epoch[85] Iter[20/93] Loss: 0.181, Acc: 0.993, Base Lr: 1.58e-04
2024-05-06 19:57:00 transreid.train INFO: Epoch[85] Iter[25/93] Loss: 0.178, Acc: 0.992, Base Lr: 1.58e-04
2024-05-06 19:57:02 transreid.train INFO: Epoch[85] Iter[30/93] Loss: 0.170, Acc: 0.993, Base Lr: 1.58e-04
2024-05-06 19:57:04 transreid.train INFO: Epoch[85] Iter[35/93] Loss: 0.165, Acc: 0.993, Base Lr: 1.58e-04
2024-05-06 19:57:07 transreid.train INFO: Epoch[85] Iter[40/93] Loss: 0.164, Acc: 0.993, Base Lr: 1.58e-04
2024-05-06 19:57:09 transreid.train INFO: Epoch[85] Iter[45/93] Loss: 0.158, Acc: 0.993, Base Lr: 1.58e-04
2024-05-06 19:57:11 transreid.train INFO: Epoch[85] Iter[50/93] Loss: 0.154, Acc: 0.993, Base Lr: 1.58e-04
2024-05-06 19:57:14 transreid.train INFO: Epoch[85] Iter[55/93] Loss: 0.150, Acc: 0.993, Base Lr: 1.58e-04
2024-05-06 19:57:16 transreid.train INFO: Epoch[85] Iter[60/93] Loss: 0.147, Acc: 0.993, Base Lr: 1.58e-04
2024-05-06 19:57:18 transreid.train INFO: Epoch[85] Iter[65/93] Loss: 0.143, Acc: 0.993, Base Lr: 1.58e-04
2024-05-06 19:57:20 transreid.train INFO: Epoch[85] Iter[70/93] Loss: 0.137, Acc: 0.994, Base Lr: 1.58e-04
2024-05-06 19:57:23 transreid.train INFO: Epoch[85] Iter[75/93] Loss: 0.134, Acc: 0.994, Base Lr: 1.58e-04
2024-05-06 19:57:25 transreid.train INFO: Epoch[85] Iter[80/93] Loss: 0.129, Acc: 0.994, Base Lr: 1.58e-04
2024-05-06 19:57:27 transreid.train INFO: Epoch[85] Iter[85/93] Loss: 0.125, Acc: 0.994, Base Lr: 1.58e-04
2024-05-06 19:57:30 transreid.train INFO: Epoch[85] Iter[90/93] Loss: 0.120, Acc: 0.995, Base Lr: 1.58e-04
2024-05-06 19:57:30 transreid.train INFO: Epoch 85 done. Time per epoch: 43.218[s] Speed: 269.5[samples/s]
2024-05-06 19:57:33 transreid.train INFO: Epoch[86] Iter[5/93] Loss: 0.235, Acc: 0.984, Base Lr: 1.50e-04
2024-05-06 19:57:36 transreid.train INFO: Epoch[86] Iter[10/93] Loss: 0.205, Acc: 0.988, Base Lr: 1.50e-04
2024-05-06 19:57:38 transreid.train INFO: Epoch[86] Iter[15/93] Loss: 0.180, Acc: 0.991, Base Lr: 1.50e-04
2024-05-06 19:57:40 transreid.train INFO: Epoch[86] Iter[20/93] Loss: 0.172, Acc: 0.992, Base Lr: 1.50e-04
2024-05-06 19:57:43 transreid.train INFO: Epoch[86] Iter[25/93] Loss: 0.171, Acc: 0.993, Base Lr: 1.50e-04
2024-05-06 19:57:45 transreid.train INFO: Epoch[86] Iter[30/93] Loss: 0.164, Acc: 0.993, Base Lr: 1.50e-04
2024-05-06 19:57:47 transreid.train INFO: Epoch[86] Iter[35/93] Loss: 0.157, Acc: 0.994, Base Lr: 1.50e-04
2024-05-06 19:57:50 transreid.train INFO: Epoch[86] Iter[40/93] Loss: 0.155, Acc: 0.994, Base Lr: 1.50e-04
2024-05-06 19:57:52 transreid.train INFO: Epoch[86] Iter[45/93] Loss: 0.152, Acc: 0.994, Base Lr: 1.50e-04
2024-05-06 19:57:54 transreid.train INFO: Epoch[86] Iter[50/93] Loss: 0.146, Acc: 0.995, Base Lr: 1.50e-04
2024-05-06 19:57:57 transreid.train INFO: Epoch[86] Iter[55/93] Loss: 0.141, Acc: 0.995, Base Lr: 1.50e-04
2024-05-06 19:57:59 transreid.train INFO: Epoch[86] Iter[60/93] Loss: 0.137, Acc: 0.995, Base Lr: 1.50e-04
2024-05-06 19:58:01 transreid.train INFO: Epoch[86] Iter[65/93] Loss: 0.132, Acc: 0.995, Base Lr: 1.50e-04
2024-05-06 19:58:04 transreid.train INFO: Epoch[86] Iter[70/93] Loss: 0.128, Acc: 0.995, Base Lr: 1.50e-04
2024-05-06 19:58:06 transreid.train INFO: Epoch[86] Iter[75/93] Loss: 0.124, Acc: 0.995, Base Lr: 1.50e-04
2024-05-06 19:58:08 transreid.train INFO: Epoch[86] Iter[80/93] Loss: 0.119, Acc: 0.996, Base Lr: 1.50e-04
2024-05-06 19:58:10 transreid.train INFO: Epoch[86] Iter[85/93] Loss: 0.117, Acc: 0.996, Base Lr: 1.50e-04
2024-05-06 19:58:13 transreid.train INFO: Epoch[86] Iter[90/93] Loss: 0.113, Acc: 0.996, Base Lr: 1.50e-04
2024-05-06 19:58:13 transreid.train INFO: Epoch 86 done. Time per epoch: 42.581[s] Speed: 270.5[samples/s]
2024-05-06 19:58:16 transreid.train INFO: Epoch[87] Iter[5/93] Loss: 0.211, Acc: 0.989, Base Lr: 1.42e-04
2024-05-06 19:58:18 transreid.train INFO: Epoch[87] Iter[10/93] Loss: 0.196, Acc: 0.992, Base Lr: 1.42e-04
2024-05-06 19:58:21 transreid.train INFO: Epoch[87] Iter[15/93] Loss: 0.186, Acc: 0.994, Base Lr: 1.42e-04
2024-05-06 19:58:23 transreid.train INFO: Epoch[87] Iter[20/93] Loss: 0.177, Acc: 0.994, Base Lr: 1.42e-04
2024-05-06 19:58:25 transreid.train INFO: Epoch[87] Iter[25/93] Loss: 0.171, Acc: 0.994, Base Lr: 1.42e-04
2024-05-06 19:58:28 transreid.train INFO: Epoch[87] Iter[30/93] Loss: 0.163, Acc: 0.994, Base Lr: 1.42e-04
2024-05-06 19:58:30 transreid.train INFO: Epoch[87] Iter[35/93] Loss: 0.157, Acc: 0.995, Base Lr: 1.42e-04
2024-05-06 19:58:32 transreid.train INFO: Epoch[87] Iter[40/93] Loss: 0.152, Acc: 0.994, Base Lr: 1.42e-04
2024-05-06 19:58:35 transreid.train INFO: Epoch[87] Iter[45/93] Loss: 0.145, Acc: 0.995, Base Lr: 1.42e-04
2024-05-06 19:58:37 transreid.train INFO: Epoch[87] Iter[50/93] Loss: 0.139, Acc: 0.995, Base Lr: 1.42e-04
2024-05-06 19:58:39 transreid.train INFO: Epoch[87] Iter[55/93] Loss: 0.135, Acc: 0.995, Base Lr: 1.42e-04
2024-05-06 19:58:42 transreid.train INFO: Epoch[87] Iter[60/93] Loss: 0.131, Acc: 0.995, Base Lr: 1.42e-04
2024-05-06 19:58:44 transreid.train INFO: Epoch[87] Iter[65/93] Loss: 0.128, Acc: 0.995, Base Lr: 1.42e-04
2024-05-06 19:58:46 transreid.train INFO: Epoch[87] Iter[70/93] Loss: 0.123, Acc: 0.996, Base Lr: 1.42e-04
2024-05-06 19:58:49 transreid.train INFO: Epoch[87] Iter[75/93] Loss: 0.119, Acc: 0.996, Base Lr: 1.42e-04
2024-05-06 19:58:51 transreid.train INFO: Epoch[87] Iter[80/93] Loss: 0.117, Acc: 0.996, Base Lr: 1.42e-04
2024-05-06 19:58:53 transreid.train INFO: Epoch[87] Iter[85/93] Loss: 0.115, Acc: 0.996, Base Lr: 1.42e-04
2024-05-06 19:58:55 transreid.train INFO: Epoch[87] Iter[90/93] Loss: 0.111, Acc: 0.996, Base Lr: 1.42e-04
2024-05-06 19:58:56 transreid.train INFO: Epoch 87 done. Time per epoch: 43.092[s] Speed: 270.3[samples/s]
2024-05-06 19:58:59 transreid.train INFO: Epoch[88] Iter[5/93] Loss: 0.204, Acc: 0.988, Base Lr: 1.34e-04
2024-05-06 19:59:02 transreid.train INFO: Epoch[88] Iter[10/93] Loss: 0.184, Acc: 0.991, Base Lr: 1.34e-04
2024-05-06 19:59:04 transreid.train INFO: Epoch[88] Iter[15/93] Loss: 0.192, Acc: 0.991, Base Lr: 1.34e-04
2024-05-06 19:59:06 transreid.train INFO: Epoch[88] Iter[20/93] Loss: 0.178, Acc: 0.992, Base Lr: 1.34e-04
2024-05-06 19:59:09 transreid.train INFO: Epoch[88] Iter[25/93] Loss: 0.186, Acc: 0.992, Base Lr: 1.34e-04
2024-05-06 19:59:11 transreid.train INFO: Epoch[88] Iter[30/93] Loss: 0.178, Acc: 0.992, Base Lr: 1.34e-04
2024-05-06 19:59:13 transreid.train INFO: Epoch[88] Iter[35/93] Loss: 0.171, Acc: 0.993, Base Lr: 1.34e-04
2024-05-06 19:59:16 transreid.train INFO: Epoch[88] Iter[40/93] Loss: 0.163, Acc: 0.994, Base Lr: 1.34e-04
2024-05-06 19:59:18 transreid.train INFO: Epoch[88] Iter[45/93] Loss: 0.157, Acc: 0.994, Base Lr: 1.34e-04
2024-05-06 19:59:20 transreid.train INFO: Epoch[88] Iter[50/93] Loss: 0.151, Acc: 0.994, Base Lr: 1.34e-04
2024-05-06 19:59:23 transreid.train INFO: Epoch[88] Iter[55/93] Loss: 0.146, Acc: 0.994, Base Lr: 1.34e-04
2024-05-06 19:59:25 transreid.train INFO: Epoch[88] Iter[60/93] Loss: 0.140, Acc: 0.994, Base Lr: 1.34e-04
2024-05-06 19:59:27 transreid.train INFO: Epoch[88] Iter[65/93] Loss: 0.135, Acc: 0.995, Base Lr: 1.34e-04
2024-05-06 19:59:30 transreid.train INFO: Epoch[88] Iter[70/93] Loss: 0.130, Acc: 0.995, Base Lr: 1.34e-04
2024-05-06 19:59:32 transreid.train INFO: Epoch[88] Iter[75/93] Loss: 0.127, Acc: 0.995, Base Lr: 1.34e-04
2024-05-06 19:59:34 transreid.train INFO: Epoch[88] Iter[80/93] Loss: 0.123, Acc: 0.995, Base Lr: 1.34e-04
2024-05-06 19:59:37 transreid.train INFO: Epoch[88] Iter[85/93] Loss: 0.119, Acc: 0.995, Base Lr: 1.34e-04
2024-05-06 19:59:39 transreid.train INFO: Epoch[88] Iter[90/93] Loss: 0.115, Acc: 0.995, Base Lr: 1.34e-04
2024-05-06 19:59:39 transreid.train INFO: Epoch 88 done. Time per epoch: 43.443[s] Speed: 268.1[samples/s]
2024-05-06 19:59:43 transreid.train INFO: Epoch[89] Iter[5/93] Loss: 0.162, Acc: 0.995, Base Lr: 1.26e-04
2024-05-06 19:59:45 transreid.train INFO: Epoch[89] Iter[10/93] Loss: 0.173, Acc: 0.993, Base Lr: 1.26e-04
2024-05-06 19:59:48 transreid.train INFO: Epoch[89] Iter[15/93] Loss: 0.170, Acc: 0.992, Base Lr: 1.26e-04
2024-05-06 19:59:50 transreid.train INFO: Epoch[89] Iter[20/93] Loss: 0.162, Acc: 0.992, Base Lr: 1.26e-04
2024-05-06 19:59:52 transreid.train INFO: Epoch[89] Iter[25/93] Loss: 0.153, Acc: 0.993, Base Lr: 1.26e-04
2024-05-06 19:59:54 transreid.train INFO: Epoch[89] Iter[30/93] Loss: 0.152, Acc: 0.994, Base Lr: 1.26e-04
2024-05-06 19:59:57 transreid.train INFO: Epoch[89] Iter[35/93] Loss: 0.147, Acc: 0.994, Base Lr: 1.26e-04
2024-05-06 19:59:59 transreid.train INFO: Epoch[89] Iter[40/93] Loss: 0.148, Acc: 0.994, Base Lr: 1.26e-04
2024-05-06 20:00:01 transreid.train INFO: Epoch[89] Iter[45/93] Loss: 0.146, Acc: 0.994, Base Lr: 1.26e-04
2024-05-06 20:00:04 transreid.train INFO: Epoch[89] Iter[50/93] Loss: 0.141, Acc: 0.995, Base Lr: 1.26e-04
2024-05-06 20:00:06 transreid.train INFO: Epoch[89] Iter[55/93] Loss: 0.138, Acc: 0.995, Base Lr: 1.26e-04
2024-05-06 20:00:08 transreid.train INFO: Epoch[89] Iter[60/93] Loss: 0.134, Acc: 0.995, Base Lr: 1.26e-04
2024-05-06 20:00:11 transreid.train INFO: Epoch[89] Iter[65/93] Loss: 0.131, Acc: 0.995, Base Lr: 1.26e-04
2024-05-06 20:00:13 transreid.train INFO: Epoch[89] Iter[70/93] Loss: 0.128, Acc: 0.994, Base Lr: 1.26e-04
2024-05-06 20:00:15 transreid.train INFO: Epoch[89] Iter[75/93] Loss: 0.122, Acc: 0.995, Base Lr: 1.26e-04
2024-05-06 20:00:18 transreid.train INFO: Epoch[89] Iter[80/93] Loss: 0.118, Acc: 0.995, Base Lr: 1.26e-04
2024-05-06 20:00:20 transreid.train INFO: Epoch[89] Iter[85/93] Loss: 0.114, Acc: 0.995, Base Lr: 1.26e-04
2024-05-06 20:00:22 transreid.train INFO: Epoch[89] Iter[90/93] Loss: 0.111, Acc: 0.995, Base Lr: 1.26e-04
2024-05-06 20:00:22 transreid.train INFO: Epoch 89 done. Time per epoch: 42.933[s] Speed: 268.3[samples/s]
2024-05-06 20:00:26 transreid.train INFO: Epoch[90] Iter[5/93] Loss: 0.175, Acc: 0.994, Base Lr: 1.19e-04
2024-05-06 20:00:28 transreid.train INFO: Epoch[90] Iter[10/93] Loss: 0.174, Acc: 0.995, Base Lr: 1.19e-04
2024-05-06 20:00:30 transreid.train INFO: Epoch[90] Iter[15/93] Loss: 0.172, Acc: 0.994, Base Lr: 1.19e-04
2024-05-06 20:00:32 transreid.train INFO: Epoch[90] Iter[20/93] Loss: 0.176, Acc: 0.991, Base Lr: 1.19e-04
2024-05-06 20:00:35 transreid.train INFO: Epoch[90] Iter[25/93] Loss: 0.172, Acc: 0.993, Base Lr: 1.19e-04
2024-05-06 20:00:37 transreid.train INFO: Epoch[90] Iter[30/93] Loss: 0.169, Acc: 0.993, Base Lr: 1.19e-04
2024-05-06 20:00:39 transreid.train INFO: Epoch[90] Iter[35/93] Loss: 0.166, Acc: 0.992, Base Lr: 1.19e-04
2024-05-06 20:00:42 transreid.train INFO: Epoch[90] Iter[40/93] Loss: 0.158, Acc: 0.993, Base Lr: 1.19e-04
2024-05-06 20:00:44 transreid.train INFO: Epoch[90] Iter[45/93] Loss: 0.152, Acc: 0.994, Base Lr: 1.19e-04
2024-05-06 20:00:46 transreid.train INFO: Epoch[90] Iter[50/93] Loss: 0.147, Acc: 0.993, Base Lr: 1.19e-04
2024-05-06 20:00:49 transreid.train INFO: Epoch[90] Iter[55/93] Loss: 0.143, Acc: 0.993, Base Lr: 1.19e-04
2024-05-06 20:00:51 transreid.train INFO: Epoch[90] Iter[60/93] Loss: 0.140, Acc: 0.993, Base Lr: 1.19e-04
2024-05-06 20:00:53 transreid.train INFO: Epoch[90] Iter[65/93] Loss: 0.135, Acc: 0.994, Base Lr: 1.19e-04
2024-05-06 20:00:56 transreid.train INFO: Epoch[90] Iter[70/93] Loss: 0.131, Acc: 0.994, Base Lr: 1.19e-04
2024-05-06 20:00:58 transreid.train INFO: Epoch[90] Iter[75/93] Loss: 0.127, Acc: 0.995, Base Lr: 1.19e-04
2024-05-06 20:01:00 transreid.train INFO: Epoch[90] Iter[80/93] Loss: 0.122, Acc: 0.995, Base Lr: 1.19e-04
2024-05-06 20:01:03 transreid.train INFO: Epoch[90] Iter[85/93] Loss: 0.118, Acc: 0.995, Base Lr: 1.19e-04
2024-05-06 20:01:05 transreid.train INFO: Epoch[90] Iter[90/93] Loss: 0.113, Acc: 0.995, Base Lr: 1.19e-04
2024-05-06 20:01:05 transreid.train INFO: Epoch 90 done. Time per epoch: 42.599[s] Speed: 270.4[samples/s]
2024-05-06 20:01:57 transreid.train INFO: Validation Results - Epoch: 90
2024-05-06 20:01:57 transreid.train INFO: mAP: 93.2%
2024-05-06 20:01:57 transreid.train INFO: CMC curve, Rank-1  :96.9%
2024-05-06 20:01:57 transreid.train INFO: CMC curve, Rank-5  :98.9%
2024-05-06 20:01:57 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-05-06 20:02:01 transreid.train INFO: Epoch[91] Iter[5/93] Loss: 0.196, Acc: 0.986, Base Lr: 1.11e-04
2024-05-06 20:02:03 transreid.train INFO: Epoch[91] Iter[10/93] Loss: 0.175, Acc: 0.992, Base Lr: 1.11e-04
2024-05-06 20:02:06 transreid.train INFO: Epoch[91] Iter[15/93] Loss: 0.165, Acc: 0.992, Base Lr: 1.11e-04
2024-05-06 20:02:08 transreid.train INFO: Epoch[91] Iter[20/93] Loss: 0.162, Acc: 0.992, Base Lr: 1.11e-04
2024-05-06 20:02:10 transreid.train INFO: Epoch[91] Iter[25/93] Loss: 0.152, Acc: 0.994, Base Lr: 1.11e-04
2024-05-06 20:02:12 transreid.train INFO: Epoch[91] Iter[30/93] Loss: 0.149, Acc: 0.995, Base Lr: 1.11e-04
2024-05-06 20:02:15 transreid.train INFO: Epoch[91] Iter[35/93] Loss: 0.144, Acc: 0.995, Base Lr: 1.11e-04
2024-05-06 20:02:17 transreid.train INFO: Epoch[91] Iter[40/93] Loss: 0.140, Acc: 0.995, Base Lr: 1.11e-04
2024-05-06 20:02:19 transreid.train INFO: Epoch[91] Iter[45/93] Loss: 0.137, Acc: 0.995, Base Lr: 1.11e-04
2024-05-06 20:02:22 transreid.train INFO: Epoch[91] Iter[50/93] Loss: 0.133, Acc: 0.995, Base Lr: 1.11e-04
2024-05-06 20:02:24 transreid.train INFO: Epoch[91] Iter[55/93] Loss: 0.129, Acc: 0.995, Base Lr: 1.11e-04
2024-05-06 20:02:26 transreid.train INFO: Epoch[91] Iter[60/93] Loss: 0.125, Acc: 0.996, Base Lr: 1.11e-04
2024-05-06 20:02:29 transreid.train INFO: Epoch[91] Iter[65/93] Loss: 0.122, Acc: 0.996, Base Lr: 1.11e-04
2024-05-06 20:02:31 transreid.train INFO: Epoch[91] Iter[70/93] Loss: 0.118, Acc: 0.996, Base Lr: 1.11e-04
2024-05-06 20:02:33 transreid.train INFO: Epoch[91] Iter[75/93] Loss: 0.116, Acc: 0.996, Base Lr: 1.11e-04
2024-05-06 20:02:36 transreid.train INFO: Epoch[91] Iter[80/93] Loss: 0.112, Acc: 0.996, Base Lr: 1.11e-04
2024-05-06 20:02:38 transreid.train INFO: Epoch[91] Iter[85/93] Loss: 0.108, Acc: 0.996, Base Lr: 1.11e-04
2024-05-06 20:02:40 transreid.train INFO: Epoch[91] Iter[90/93] Loss: 0.104, Acc: 0.997, Base Lr: 1.11e-04
2024-05-06 20:02:41 transreid.train INFO: Epoch 91 done. Time per epoch: 43.638[s] Speed: 266.9[samples/s]
2024-05-06 20:02:44 transreid.train INFO: Epoch[92] Iter[5/93] Loss: 0.143, Acc: 0.997, Base Lr: 1.04e-04
2024-05-06 20:02:46 transreid.train INFO: Epoch[92] Iter[10/93] Loss: 0.165, Acc: 0.996, Base Lr: 1.04e-04
2024-05-06 20:02:49 transreid.train INFO: Epoch[92] Iter[15/93] Loss: 0.157, Acc: 0.997, Base Lr: 1.04e-04
2024-05-06 20:02:51 transreid.train INFO: Epoch[92] Iter[20/93] Loss: 0.160, Acc: 0.996, Base Lr: 1.04e-04
2024-05-06 20:02:53 transreid.train INFO: Epoch[92] Iter[25/93] Loss: 0.156, Acc: 0.995, Base Lr: 1.04e-04
2024-05-06 20:02:56 transreid.train INFO: Epoch[92] Iter[30/93] Loss: 0.152, Acc: 0.995, Base Lr: 1.04e-04
2024-05-06 20:02:58 transreid.train INFO: Epoch[92] Iter[35/93] Loss: 0.145, Acc: 0.995, Base Lr: 1.04e-04
2024-05-06 20:03:00 transreid.train INFO: Epoch[92] Iter[40/93] Loss: 0.143, Acc: 0.994, Base Lr: 1.04e-04
2024-05-06 20:03:03 transreid.train INFO: Epoch[92] Iter[45/93] Loss: 0.137, Acc: 0.994, Base Lr: 1.04e-04
2024-05-06 20:03:05 transreid.train INFO: Epoch[92] Iter[50/93] Loss: 0.132, Acc: 0.995, Base Lr: 1.04e-04
2024-05-06 20:03:07 transreid.train INFO: Epoch[92] Iter[55/93] Loss: 0.126, Acc: 0.995, Base Lr: 1.04e-04
2024-05-06 20:03:10 transreid.train INFO: Epoch[92] Iter[60/93] Loss: 0.122, Acc: 0.996, Base Lr: 1.04e-04
2024-05-06 20:03:12 transreid.train INFO: Epoch[92] Iter[65/93] Loss: 0.119, Acc: 0.996, Base Lr: 1.04e-04
2024-05-06 20:03:14 transreid.train INFO: Epoch[92] Iter[70/93] Loss: 0.115, Acc: 0.996, Base Lr: 1.04e-04
2024-05-06 20:03:16 transreid.train INFO: Epoch[92] Iter[75/93] Loss: 0.112, Acc: 0.996, Base Lr: 1.04e-04
2024-05-06 20:03:19 transreid.train INFO: Epoch[92] Iter[80/93] Loss: 0.108, Acc: 0.996, Base Lr: 1.04e-04
2024-05-06 20:03:21 transreid.train INFO: Epoch[92] Iter[85/93] Loss: 0.104, Acc: 0.996, Base Lr: 1.04e-04
2024-05-06 20:03:23 transreid.train INFO: Epoch[92] Iter[90/93] Loss: 0.100, Acc: 0.996, Base Lr: 1.04e-04
2024-05-06 20:03:23 transreid.train INFO: Epoch 92 done. Time per epoch: 42.666[s] Speed: 270.0[samples/s]
2024-05-06 20:03:27 transreid.train INFO: Epoch[93] Iter[5/93] Loss: 0.178, Acc: 0.997, Base Lr: 9.72e-05
2024-05-06 20:03:29 transreid.train INFO: Epoch[93] Iter[10/93] Loss: 0.190, Acc: 0.988, Base Lr: 9.72e-05
2024-05-06 20:03:31 transreid.train INFO: Epoch[93] Iter[15/93] Loss: 0.188, Acc: 0.990, Base Lr: 9.72e-05
2024-05-06 20:03:34 transreid.train INFO: Epoch[93] Iter[20/93] Loss: 0.170, Acc: 0.993, Base Lr: 9.72e-05
2024-05-06 20:03:36 transreid.train INFO: Epoch[93] Iter[25/93] Loss: 0.165, Acc: 0.994, Base Lr: 9.72e-05
2024-05-06 20:03:38 transreid.train INFO: Epoch[93] Iter[30/93] Loss: 0.160, Acc: 0.994, Base Lr: 9.72e-05
2024-05-06 20:03:41 transreid.train INFO: Epoch[93] Iter[35/93] Loss: 0.154, Acc: 0.994, Base Lr: 9.72e-05
2024-05-06 20:03:43 transreid.train INFO: Epoch[93] Iter[40/93] Loss: 0.149, Acc: 0.994, Base Lr: 9.72e-05
2024-05-06 20:03:45 transreid.train INFO: Epoch[93] Iter[45/93] Loss: 0.145, Acc: 0.994, Base Lr: 9.72e-05
2024-05-06 20:03:48 transreid.train INFO: Epoch[93] Iter[50/93] Loss: 0.141, Acc: 0.994, Base Lr: 9.72e-05
2024-05-06 20:03:50 transreid.train INFO: Epoch[93] Iter[55/93] Loss: 0.136, Acc: 0.994, Base Lr: 9.72e-05
2024-05-06 20:03:52 transreid.train INFO: Epoch[93] Iter[60/93] Loss: 0.131, Acc: 0.995, Base Lr: 9.72e-05
2024-05-06 20:03:55 transreid.train INFO: Epoch[93] Iter[65/93] Loss: 0.125, Acc: 0.995, Base Lr: 9.72e-05
2024-05-06 20:03:57 transreid.train INFO: Epoch[93] Iter[70/93] Loss: 0.121, Acc: 0.995, Base Lr: 9.72e-05
2024-05-06 20:03:59 transreid.train INFO: Epoch[93] Iter[75/93] Loss: 0.117, Acc: 0.995, Base Lr: 9.72e-05
2024-05-06 20:04:02 transreid.train INFO: Epoch[93] Iter[80/93] Loss: 0.113, Acc: 0.995, Base Lr: 9.72e-05
2024-05-06 20:04:04 transreid.train INFO: Epoch[93] Iter[85/93] Loss: 0.109, Acc: 0.995, Base Lr: 9.72e-05
2024-05-06 20:04:06 transreid.train INFO: Epoch[93] Iter[90/93] Loss: 0.105, Acc: 0.996, Base Lr: 9.72e-05
2024-05-06 20:04:06 transreid.train INFO: Epoch 93 done. Time per epoch: 42.862[s] Speed: 268.8[samples/s]
2024-05-06 20:04:09 transreid.train INFO: Epoch[94] Iter[5/93] Loss: 0.181, Acc: 1.000, Base Lr: 9.06e-05
2024-05-06 20:04:12 transreid.train INFO: Epoch[94] Iter[10/93] Loss: 0.159, Acc: 0.996, Base Lr: 9.06e-05
2024-05-06 20:04:14 transreid.train INFO: Epoch[94] Iter[15/93] Loss: 0.167, Acc: 0.992, Base Lr: 9.06e-05
2024-05-06 20:04:16 transreid.train INFO: Epoch[94] Iter[20/93] Loss: 0.158, Acc: 0.993, Base Lr: 9.06e-05
2024-05-06 20:04:19 transreid.train INFO: Epoch[94] Iter[25/93] Loss: 0.157, Acc: 0.992, Base Lr: 9.06e-05
2024-05-06 20:04:21 transreid.train INFO: Epoch[94] Iter[30/93] Loss: 0.151, Acc: 0.992, Base Lr: 9.06e-05
2024-05-06 20:04:23 transreid.train INFO: Epoch[94] Iter[35/93] Loss: 0.145, Acc: 0.993, Base Lr: 9.06e-05
2024-05-06 20:04:26 transreid.train INFO: Epoch[94] Iter[40/93] Loss: 0.142, Acc: 0.993, Base Lr: 9.06e-05
2024-05-06 20:04:28 transreid.train INFO: Epoch[94] Iter[45/93] Loss: 0.137, Acc: 0.993, Base Lr: 9.06e-05
2024-05-06 20:04:30 transreid.train INFO: Epoch[94] Iter[50/93] Loss: 0.132, Acc: 0.994, Base Lr: 9.06e-05
2024-05-06 20:04:33 transreid.train INFO: Epoch[94] Iter[55/93] Loss: 0.126, Acc: 0.994, Base Lr: 9.06e-05
2024-05-06 20:04:35 transreid.train INFO: Epoch[94] Iter[60/93] Loss: 0.124, Acc: 0.994, Base Lr: 9.06e-05
2024-05-06 20:04:37 transreid.train INFO: Epoch[94] Iter[65/93] Loss: 0.120, Acc: 0.994, Base Lr: 9.06e-05
2024-05-06 20:04:40 transreid.train INFO: Epoch[94] Iter[70/93] Loss: 0.117, Acc: 0.995, Base Lr: 9.06e-05
2024-05-06 20:04:42 transreid.train INFO: Epoch[94] Iter[75/93] Loss: 0.114, Acc: 0.995, Base Lr: 9.06e-05
2024-05-06 20:04:44 transreid.train INFO: Epoch[94] Iter[80/93] Loss: 0.111, Acc: 0.995, Base Lr: 9.06e-05
2024-05-06 20:04:47 transreid.train INFO: Epoch[94] Iter[85/93] Loss: 0.106, Acc: 0.995, Base Lr: 9.06e-05
2024-05-06 20:04:49 transreid.train INFO: Epoch[94] Iter[90/93] Loss: 0.102, Acc: 0.995, Base Lr: 9.06e-05
2024-05-06 20:04:49 transreid.train INFO: Epoch 94 done. Time per epoch: 42.746[s] Speed: 269.5[samples/s]
2024-05-06 20:04:52 transreid.train INFO: Epoch[95] Iter[5/93] Loss: 0.175, Acc: 1.000, Base Lr: 8.41e-05
2024-05-06 20:04:55 transreid.train INFO: Epoch[95] Iter[10/93] Loss: 0.159, Acc: 0.999, Base Lr: 8.41e-05
2024-05-06 20:04:57 transreid.train INFO: Epoch[95] Iter[15/93] Loss: 0.176, Acc: 0.995, Base Lr: 8.41e-05
2024-05-06 20:04:59 transreid.train INFO: Epoch[95] Iter[20/93] Loss: 0.172, Acc: 0.993, Base Lr: 8.41e-05
2024-05-06 20:05:02 transreid.train INFO: Epoch[95] Iter[25/93] Loss: 0.172, Acc: 0.993, Base Lr: 8.41e-05
2024-05-06 20:05:04 transreid.train INFO: Epoch[95] Iter[30/93] Loss: 0.161, Acc: 0.994, Base Lr: 8.41e-05
2024-05-06 20:05:06 transreid.train INFO: Epoch[95] Iter[35/93] Loss: 0.160, Acc: 0.994, Base Lr: 8.41e-05
2024-05-06 20:05:09 transreid.train INFO: Epoch[95] Iter[40/93] Loss: 0.152, Acc: 0.994, Base Lr: 8.41e-05
2024-05-06 20:05:11 transreid.train INFO: Epoch[95] Iter[45/93] Loss: 0.146, Acc: 0.994, Base Lr: 8.41e-05
2024-05-06 20:05:13 transreid.train INFO: Epoch[95] Iter[50/93] Loss: 0.140, Acc: 0.994, Base Lr: 8.41e-05
2024-05-06 20:05:16 transreid.train INFO: Epoch[95] Iter[55/93] Loss: 0.135, Acc: 0.994, Base Lr: 8.41e-05
2024-05-06 20:05:18 transreid.train INFO: Epoch[95] Iter[60/93] Loss: 0.130, Acc: 0.995, Base Lr: 8.41e-05
2024-05-06 20:05:20 transreid.train INFO: Epoch[95] Iter[65/93] Loss: 0.125, Acc: 0.995, Base Lr: 8.41e-05
2024-05-06 20:05:23 transreid.train INFO: Epoch[95] Iter[70/93] Loss: 0.120, Acc: 0.995, Base Lr: 8.41e-05
2024-05-06 20:05:25 transreid.train INFO: Epoch[95] Iter[75/93] Loss: 0.116, Acc: 0.996, Base Lr: 8.41e-05
2024-05-06 20:05:27 transreid.train INFO: Epoch[95] Iter[80/93] Loss: 0.113, Acc: 0.996, Base Lr: 8.41e-05
2024-05-06 20:05:30 transreid.train INFO: Epoch[95] Iter[85/93] Loss: 0.110, Acc: 0.995, Base Lr: 8.41e-05
2024-05-06 20:05:32 transreid.train INFO: Epoch[95] Iter[90/93] Loss: 0.106, Acc: 0.996, Base Lr: 8.41e-05
2024-05-06 20:05:32 transreid.train INFO: Epoch 95 done. Time per epoch: 42.977[s] Speed: 268.0[samples/s]
2024-05-06 20:05:35 transreid.train INFO: Epoch[96] Iter[5/93] Loss: 0.205, Acc: 0.986, Base Lr: 7.78e-05
2024-05-06 20:05:38 transreid.train INFO: Epoch[96] Iter[10/93] Loss: 0.193, Acc: 0.991, Base Lr: 7.78e-05
2024-05-06 20:05:40 transreid.train INFO: Epoch[96] Iter[15/93] Loss: 0.177, Acc: 0.991, Base Lr: 7.78e-05
2024-05-06 20:05:42 transreid.train INFO: Epoch[96] Iter[20/93] Loss: 0.171, Acc: 0.992, Base Lr: 7.78e-05
2024-05-06 20:05:45 transreid.train INFO: Epoch[96] Iter[25/93] Loss: 0.164, Acc: 0.993, Base Lr: 7.78e-05
2024-05-06 20:05:47 transreid.train INFO: Epoch[96] Iter[30/93] Loss: 0.157, Acc: 0.991, Base Lr: 7.78e-05
2024-05-06 20:05:49 transreid.train INFO: Epoch[96] Iter[35/93] Loss: 0.151, Acc: 0.993, Base Lr: 7.78e-05
2024-05-06 20:05:51 transreid.train INFO: Epoch[96] Iter[40/93] Loss: 0.146, Acc: 0.993, Base Lr: 7.78e-05
2024-05-06 20:05:54 transreid.train INFO: Epoch[96] Iter[45/93] Loss: 0.144, Acc: 0.993, Base Lr: 7.78e-05
2024-05-06 20:05:56 transreid.train INFO: Epoch[96] Iter[50/93] Loss: 0.137, Acc: 0.994, Base Lr: 7.78e-05
2024-05-06 20:05:58 transreid.train INFO: Epoch[96] Iter[55/93] Loss: 0.133, Acc: 0.994, Base Lr: 7.78e-05
2024-05-06 20:06:01 transreid.train INFO: Epoch[96] Iter[60/93] Loss: 0.128, Acc: 0.995, Base Lr: 7.78e-05
2024-05-06 20:06:03 transreid.train INFO: Epoch[96] Iter[65/93] Loss: 0.124, Acc: 0.995, Base Lr: 7.78e-05
2024-05-06 20:06:05 transreid.train INFO: Epoch[96] Iter[70/93] Loss: 0.120, Acc: 0.995, Base Lr: 7.78e-05
2024-05-06 20:06:08 transreid.train INFO: Epoch[96] Iter[75/93] Loss: 0.116, Acc: 0.995, Base Lr: 7.78e-05
2024-05-06 20:06:10 transreid.train INFO: Epoch[96] Iter[80/93] Loss: 0.112, Acc: 0.996, Base Lr: 7.78e-05
2024-05-06 20:06:12 transreid.train INFO: Epoch[96] Iter[85/93] Loss: 0.108, Acc: 0.996, Base Lr: 7.78e-05
2024-05-06 20:06:15 transreid.train INFO: Epoch[96] Iter[90/93] Loss: 0.104, Acc: 0.996, Base Lr: 7.78e-05
2024-05-06 20:06:15 transreid.train INFO: Epoch 96 done. Time per epoch: 42.707[s] Speed: 269.7[samples/s]
2024-05-06 20:06:18 transreid.train INFO: Epoch[97] Iter[5/93] Loss: 0.171, Acc: 0.998, Base Lr: 7.18e-05
2024-05-06 20:06:20 transreid.train INFO: Epoch[97] Iter[10/93] Loss: 0.174, Acc: 0.994, Base Lr: 7.18e-05
2024-05-06 20:06:23 transreid.train INFO: Epoch[97] Iter[15/93] Loss: 0.159, Acc: 0.994, Base Lr: 7.18e-05
2024-05-06 20:06:25 transreid.train INFO: Epoch[97] Iter[20/93] Loss: 0.159, Acc: 0.993, Base Lr: 7.18e-05
2024-05-06 20:06:27 transreid.train INFO: Epoch[97] Iter[25/93] Loss: 0.152, Acc: 0.994, Base Lr: 7.18e-05
2024-05-06 20:06:30 transreid.train INFO: Epoch[97] Iter[30/93] Loss: 0.148, Acc: 0.993, Base Lr: 7.18e-05
2024-05-06 20:06:32 transreid.train INFO: Epoch[97] Iter[35/93] Loss: 0.143, Acc: 0.994, Base Lr: 7.18e-05
2024-05-06 20:06:34 transreid.train INFO: Epoch[97] Iter[40/93] Loss: 0.138, Acc: 0.995, Base Lr: 7.18e-05
2024-05-06 20:06:37 transreid.train INFO: Epoch[97] Iter[45/93] Loss: 0.132, Acc: 0.995, Base Lr: 7.18e-05
2024-05-06 20:06:39 transreid.train INFO: Epoch[97] Iter[50/93] Loss: 0.129, Acc: 0.995, Base Lr: 7.18e-05
2024-05-06 20:06:41 transreid.train INFO: Epoch[97] Iter[55/93] Loss: 0.124, Acc: 0.995, Base Lr: 7.18e-05
2024-05-06 20:06:44 transreid.train INFO: Epoch[97] Iter[60/93] Loss: 0.120, Acc: 0.996, Base Lr: 7.18e-05
2024-05-06 20:06:46 transreid.train INFO: Epoch[97] Iter[65/93] Loss: 0.117, Acc: 0.996, Base Lr: 7.18e-05
2024-05-06 20:06:48 transreid.train INFO: Epoch[97] Iter[70/93] Loss: 0.115, Acc: 0.996, Base Lr: 7.18e-05
2024-05-06 20:06:50 transreid.train INFO: Epoch[97] Iter[75/93] Loss: 0.110, Acc: 0.996, Base Lr: 7.18e-05
2024-05-06 20:06:53 transreid.train INFO: Epoch[97] Iter[80/93] Loss: 0.107, Acc: 0.996, Base Lr: 7.18e-05
2024-05-06 20:06:55 transreid.train INFO: Epoch[97] Iter[85/93] Loss: 0.105, Acc: 0.996, Base Lr: 7.18e-05
2024-05-06 20:06:57 transreid.train INFO: Epoch[97] Iter[90/93] Loss: 0.101, Acc: 0.996, Base Lr: 7.18e-05
2024-05-06 20:06:58 transreid.train INFO: Epoch 97 done. Time per epoch: 42.748[s] Speed: 269.5[samples/s]
2024-05-06 20:07:01 transreid.train INFO: Epoch[98] Iter[5/93] Loss: 0.202, Acc: 0.988, Base Lr: 6.60e-05
2024-05-06 20:07:03 transreid.train INFO: Epoch[98] Iter[10/93] Loss: 0.175, Acc: 0.991, Base Lr: 6.60e-05
2024-05-06 20:07:05 transreid.train INFO: Epoch[98] Iter[15/93] Loss: 0.174, Acc: 0.989, Base Lr: 6.60e-05
2024-05-06 20:07:08 transreid.train INFO: Epoch[98] Iter[20/93] Loss: 0.165, Acc: 0.991, Base Lr: 6.60e-05
2024-05-06 20:07:10 transreid.train INFO: Epoch[98] Iter[25/93] Loss: 0.159, Acc: 0.992, Base Lr: 6.60e-05
2024-05-06 20:07:12 transreid.train INFO: Epoch[98] Iter[30/93] Loss: 0.155, Acc: 0.991, Base Lr: 6.60e-05
2024-05-06 20:07:15 transreid.train INFO: Epoch[98] Iter[35/93] Loss: 0.146, Acc: 0.992, Base Lr: 6.60e-05
2024-05-06 20:07:17 transreid.train INFO: Epoch[98] Iter[40/93] Loss: 0.140, Acc: 0.993, Base Lr: 6.60e-05
2024-05-06 20:07:19 transreid.train INFO: Epoch[98] Iter[45/93] Loss: 0.136, Acc: 0.994, Base Lr: 6.60e-05
2024-05-06 20:07:22 transreid.train INFO: Epoch[98] Iter[50/93] Loss: 0.132, Acc: 0.994, Base Lr: 6.60e-05
2024-05-06 20:07:24 transreid.train INFO: Epoch[98] Iter[55/93] Loss: 0.133, Acc: 0.993, Base Lr: 6.60e-05
2024-05-06 20:07:26 transreid.train INFO: Epoch[98] Iter[60/93] Loss: 0.128, Acc: 0.994, Base Lr: 6.60e-05
2024-05-06 20:07:29 transreid.train INFO: Epoch[98] Iter[65/93] Loss: 0.124, Acc: 0.994, Base Lr: 6.60e-05
2024-05-06 20:07:31 transreid.train INFO: Epoch[98] Iter[70/93] Loss: 0.119, Acc: 0.995, Base Lr: 6.60e-05
2024-05-06 20:07:33 transreid.train INFO: Epoch[98] Iter[75/93] Loss: 0.115, Acc: 0.995, Base Lr: 6.60e-05
2024-05-06 20:07:35 transreid.train INFO: Epoch[98] Iter[80/93] Loss: 0.111, Acc: 0.995, Base Lr: 6.60e-05
2024-05-06 20:07:38 transreid.train INFO: Epoch[98] Iter[85/93] Loss: 0.107, Acc: 0.995, Base Lr: 6.60e-05
2024-05-06 20:07:40 transreid.train INFO: Epoch[98] Iter[90/93] Loss: 0.103, Acc: 0.995, Base Lr: 6.60e-05
2024-05-06 20:07:40 transreid.train INFO: Epoch 98 done. Time per epoch: 42.678[s] Speed: 269.9[samples/s]
2024-05-06 20:07:43 transreid.train INFO: Epoch[99] Iter[5/93] Loss: 0.179, Acc: 0.995, Base Lr: 6.04e-05
2024-05-06 20:07:46 transreid.train INFO: Epoch[99] Iter[10/93] Loss: 0.191, Acc: 0.992, Base Lr: 6.04e-05
2024-05-06 20:07:48 transreid.train INFO: Epoch[99] Iter[15/93] Loss: 0.177, Acc: 0.992, Base Lr: 6.04e-05
2024-05-06 20:07:50 transreid.train INFO: Epoch[99] Iter[20/93] Loss: 0.175, Acc: 0.992, Base Lr: 6.04e-05
2024-05-06 20:07:53 transreid.train INFO: Epoch[99] Iter[25/93] Loss: 0.165, Acc: 0.992, Base Lr: 6.04e-05
2024-05-06 20:07:55 transreid.train INFO: Epoch[99] Iter[30/93] Loss: 0.160, Acc: 0.992, Base Lr: 6.04e-05
2024-05-06 20:07:57 transreid.train INFO: Epoch[99] Iter[35/93] Loss: 0.152, Acc: 0.992, Base Lr: 6.04e-05
2024-05-06 20:08:00 transreid.train INFO: Epoch[99] Iter[40/93] Loss: 0.145, Acc: 0.993, Base Lr: 6.04e-05
2024-05-06 20:08:02 transreid.train INFO: Epoch[99] Iter[45/93] Loss: 0.138, Acc: 0.993, Base Lr: 6.04e-05
2024-05-06 20:08:04 transreid.train INFO: Epoch[99] Iter[50/93] Loss: 0.134, Acc: 0.993, Base Lr: 6.04e-05
2024-05-06 20:08:07 transreid.train INFO: Epoch[99] Iter[55/93] Loss: 0.131, Acc: 0.993, Base Lr: 6.04e-05
2024-05-06 20:08:09 transreid.train INFO: Epoch[99] Iter[60/93] Loss: 0.127, Acc: 0.993, Base Lr: 6.04e-05
2024-05-06 20:08:11 transreid.train INFO: Epoch[99] Iter[65/93] Loss: 0.124, Acc: 0.994, Base Lr: 6.04e-05
2024-05-06 20:08:14 transreid.train INFO: Epoch[99] Iter[70/93] Loss: 0.119, Acc: 0.994, Base Lr: 6.04e-05
2024-05-06 20:08:16 transreid.train INFO: Epoch[99] Iter[75/93] Loss: 0.115, Acc: 0.994, Base Lr: 6.04e-05
2024-05-06 20:08:18 transreid.train INFO: Epoch[99] Iter[80/93] Loss: 0.112, Acc: 0.995, Base Lr: 6.04e-05
2024-05-06 20:08:20 transreid.train INFO: Epoch[99] Iter[85/93] Loss: 0.107, Acc: 0.995, Base Lr: 6.04e-05
2024-05-06 20:08:23 transreid.train INFO: Epoch[99] Iter[90/93] Loss: 0.103, Acc: 0.995, Base Lr: 6.04e-05
2024-05-06 20:08:23 transreid.train INFO: Epoch 99 done. Time per epoch: 42.675[s] Speed: 269.9[samples/s]
2024-05-06 20:08:26 transreid.train INFO: Epoch[100] Iter[5/93] Loss: 0.220, Acc: 0.991, Base Lr: 5.51e-05
2024-05-06 20:08:28 transreid.train INFO: Epoch[100] Iter[10/93] Loss: 0.192, Acc: 0.989, Base Lr: 5.51e-05
2024-05-06 20:08:31 transreid.train INFO: Epoch[100] Iter[15/93] Loss: 0.174, Acc: 0.990, Base Lr: 5.51e-05
2024-05-06 20:08:33 transreid.train INFO: Epoch[100] Iter[20/93] Loss: 0.163, Acc: 0.992, Base Lr: 5.51e-05
2024-05-06 20:08:35 transreid.train INFO: Epoch[100] Iter[25/93] Loss: 0.156, Acc: 0.991, Base Lr: 5.51e-05
2024-05-06 20:08:38 transreid.train INFO: Epoch[100] Iter[30/93] Loss: 0.149, Acc: 0.992, Base Lr: 5.51e-05
2024-05-06 20:08:40 transreid.train INFO: Epoch[100] Iter[35/93] Loss: 0.146, Acc: 0.993, Base Lr: 5.51e-05
2024-05-06 20:08:42 transreid.train INFO: Epoch[100] Iter[40/93] Loss: 0.141, Acc: 0.993, Base Lr: 5.51e-05
2024-05-06 20:08:45 transreid.train INFO: Epoch[100] Iter[45/93] Loss: 0.136, Acc: 0.993, Base Lr: 5.51e-05
2024-05-06 20:08:47 transreid.train INFO: Epoch[100] Iter[50/93] Loss: 0.130, Acc: 0.994, Base Lr: 5.51e-05
2024-05-06 20:08:49 transreid.train INFO: Epoch[100] Iter[55/93] Loss: 0.126, Acc: 0.994, Base Lr: 5.51e-05
2024-05-06 20:08:51 transreid.train INFO: Epoch[100] Iter[60/93] Loss: 0.121, Acc: 0.994, Base Lr: 5.51e-05
2024-05-06 20:08:54 transreid.train INFO: Epoch[100] Iter[65/93] Loss: 0.117, Acc: 0.995, Base Lr: 5.51e-05
2024-05-06 20:08:56 transreid.train INFO: Epoch[100] Iter[70/93] Loss: 0.112, Acc: 0.995, Base Lr: 5.51e-05
2024-05-06 20:08:58 transreid.train INFO: Epoch[100] Iter[75/93] Loss: 0.108, Acc: 0.995, Base Lr: 5.51e-05
2024-05-06 20:09:01 transreid.train INFO: Epoch[100] Iter[80/93] Loss: 0.104, Acc: 0.995, Base Lr: 5.51e-05
2024-05-06 20:09:03 transreid.train INFO: Epoch[100] Iter[85/93] Loss: 0.101, Acc: 0.995, Base Lr: 5.51e-05
2024-05-06 20:09:05 transreid.train INFO: Epoch[100] Iter[90/93] Loss: 0.098, Acc: 0.996, Base Lr: 5.51e-05
2024-05-06 20:09:05 transreid.train INFO: Epoch 100 done. Time per epoch: 42.504[s] Speed: 271.0[samples/s]
2024-05-06 20:09:57 transreid.train INFO: Validation Results - Epoch: 100
2024-05-06 20:09:57 transreid.train INFO: mAP: 93.2%
2024-05-06 20:09:57 transreid.train INFO: CMC curve, Rank-1  :96.8%
2024-05-06 20:09:57 transreid.train INFO: CMC curve, Rank-5  :98.9%
2024-05-06 20:09:57 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-05-06 20:10:01 transreid.train INFO: Epoch[101] Iter[5/93] Loss: 0.194, Acc: 0.981, Base Lr: 5.00e-05
2024-05-06 20:10:03 transreid.train INFO: Epoch[101] Iter[10/93] Loss: 0.195, Acc: 0.989, Base Lr: 5.00e-05
2024-05-06 20:10:05 transreid.train INFO: Epoch[101] Iter[15/93] Loss: 0.187, Acc: 0.989, Base Lr: 5.00e-05
2024-05-06 20:10:08 transreid.train INFO: Epoch[101] Iter[20/93] Loss: 0.178, Acc: 0.991, Base Lr: 5.00e-05
2024-05-06 20:10:10 transreid.train INFO: Epoch[101] Iter[25/93] Loss: 0.167, Acc: 0.992, Base Lr: 5.00e-05
2024-05-06 20:10:12 transreid.train INFO: Epoch[101] Iter[30/93] Loss: 0.156, Acc: 0.993, Base Lr: 5.00e-05
2024-05-06 20:10:15 transreid.train INFO: Epoch[101] Iter[35/93] Loss: 0.155, Acc: 0.993, Base Lr: 5.00e-05
2024-05-06 20:10:17 transreid.train INFO: Epoch[101] Iter[40/93] Loss: 0.147, Acc: 0.994, Base Lr: 5.00e-05
2024-05-06 20:10:19 transreid.train INFO: Epoch[101] Iter[45/93] Loss: 0.141, Acc: 0.994, Base Lr: 5.00e-05
2024-05-06 20:10:22 transreid.train INFO: Epoch[101] Iter[50/93] Loss: 0.135, Acc: 0.995, Base Lr: 5.00e-05
2024-05-06 20:10:24 transreid.train INFO: Epoch[101] Iter[55/93] Loss: 0.130, Acc: 0.995, Base Lr: 5.00e-05
2024-05-06 20:10:26 transreid.train INFO: Epoch[101] Iter[60/93] Loss: 0.125, Acc: 0.995, Base Lr: 5.00e-05
2024-05-06 20:10:29 transreid.train INFO: Epoch[101] Iter[65/93] Loss: 0.121, Acc: 0.995, Base Lr: 5.00e-05
2024-05-06 20:10:31 transreid.train INFO: Epoch[101] Iter[70/93] Loss: 0.119, Acc: 0.995, Base Lr: 5.00e-05
2024-05-06 20:10:33 transreid.train INFO: Epoch[101] Iter[75/93] Loss: 0.115, Acc: 0.995, Base Lr: 5.00e-05
2024-05-06 20:10:36 transreid.train INFO: Epoch[101] Iter[80/93] Loss: 0.110, Acc: 0.996, Base Lr: 5.00e-05
2024-05-06 20:10:38 transreid.train INFO: Epoch[101] Iter[85/93] Loss: 0.107, Acc: 0.996, Base Lr: 5.00e-05
2024-05-06 20:10:40 transreid.train INFO: Epoch[101] Iter[90/93] Loss: 0.103, Acc: 0.996, Base Lr: 5.00e-05
2024-05-06 20:10:41 transreid.train INFO: Epoch 101 done. Time per epoch: 43.140[s] Speed: 270.0[samples/s]
2024-05-06 20:10:44 transreid.train INFO: Epoch[102] Iter[5/93] Loss: 0.192, Acc: 0.989, Base Lr: 4.51e-05
2024-05-06 20:10:47 transreid.train INFO: Epoch[102] Iter[10/93] Loss: 0.163, Acc: 0.990, Base Lr: 4.51e-05
2024-05-06 20:10:49 transreid.train INFO: Epoch[102] Iter[15/93] Loss: 0.167, Acc: 0.990, Base Lr: 4.51e-05
2024-05-06 20:10:51 transreid.train INFO: Epoch[102] Iter[20/93] Loss: 0.157, Acc: 0.991, Base Lr: 4.51e-05
2024-05-06 20:10:53 transreid.train INFO: Epoch[102] Iter[25/93] Loss: 0.153, Acc: 0.990, Base Lr: 4.51e-05
2024-05-06 20:10:56 transreid.train INFO: Epoch[102] Iter[30/93] Loss: 0.149, Acc: 0.991, Base Lr: 4.51e-05
2024-05-06 20:10:58 transreid.train INFO: Epoch[102] Iter[35/93] Loss: 0.145, Acc: 0.991, Base Lr: 4.51e-05
2024-05-06 20:11:00 transreid.train INFO: Epoch[102] Iter[40/93] Loss: 0.141, Acc: 0.992, Base Lr: 4.51e-05
2024-05-06 20:11:03 transreid.train INFO: Epoch[102] Iter[45/93] Loss: 0.134, Acc: 0.993, Base Lr: 4.51e-05
2024-05-06 20:11:05 transreid.train INFO: Epoch[102] Iter[50/93] Loss: 0.130, Acc: 0.993, Base Lr: 4.51e-05
2024-05-06 20:11:07 transreid.train INFO: Epoch[102] Iter[55/93] Loss: 0.128, Acc: 0.994, Base Lr: 4.51e-05
2024-05-06 20:11:10 transreid.train INFO: Epoch[102] Iter[60/93] Loss: 0.122, Acc: 0.994, Base Lr: 4.51e-05
2024-05-06 20:11:12 transreid.train INFO: Epoch[102] Iter[65/93] Loss: 0.119, Acc: 0.994, Base Lr: 4.51e-05
2024-05-06 20:11:14 transreid.train INFO: Epoch[102] Iter[70/93] Loss: 0.116, Acc: 0.994, Base Lr: 4.51e-05
2024-05-06 20:11:17 transreid.train INFO: Epoch[102] Iter[75/93] Loss: 0.112, Acc: 0.995, Base Lr: 4.51e-05
2024-05-06 20:11:19 transreid.train INFO: Epoch[102] Iter[80/93] Loss: 0.108, Acc: 0.995, Base Lr: 4.51e-05
2024-05-06 20:11:21 transreid.train INFO: Epoch[102] Iter[85/93] Loss: 0.104, Acc: 0.995, Base Lr: 4.51e-05
2024-05-06 20:11:24 transreid.train INFO: Epoch[102] Iter[90/93] Loss: 0.101, Acc: 0.995, Base Lr: 4.51e-05
2024-05-06 20:11:24 transreid.train INFO: Epoch 102 done. Time per epoch: 42.965[s] Speed: 268.1[samples/s]
2024-05-06 20:11:27 transreid.train INFO: Epoch[103] Iter[5/93] Loss: 0.214, Acc: 0.988, Base Lr: 4.05e-05
2024-05-06 20:11:30 transreid.train INFO: Epoch[103] Iter[10/93] Loss: 0.203, Acc: 0.991, Base Lr: 4.05e-05
2024-05-06 20:11:32 transreid.train INFO: Epoch[103] Iter[15/93] Loss: 0.182, Acc: 0.990, Base Lr: 4.05e-05
2024-05-06 20:11:34 transreid.train INFO: Epoch[103] Iter[20/93] Loss: 0.171, Acc: 0.992, Base Lr: 4.05e-05
2024-05-06 20:11:37 transreid.train INFO: Epoch[103] Iter[25/93] Loss: 0.166, Acc: 0.992, Base Lr: 4.05e-05
2024-05-06 20:11:39 transreid.train INFO: Epoch[103] Iter[30/93] Loss: 0.156, Acc: 0.993, Base Lr: 4.05e-05
2024-05-06 20:11:41 transreid.train INFO: Epoch[103] Iter[35/93] Loss: 0.149, Acc: 0.993, Base Lr: 4.05e-05
2024-05-06 20:11:44 transreid.train INFO: Epoch[103] Iter[40/93] Loss: 0.146, Acc: 0.993, Base Lr: 4.05e-05
2024-05-06 20:11:46 transreid.train INFO: Epoch[103] Iter[45/93] Loss: 0.150, Acc: 0.994, Base Lr: 4.05e-05
2024-05-06 20:11:48 transreid.train INFO: Epoch[103] Iter[50/93] Loss: 0.144, Acc: 0.994, Base Lr: 4.05e-05
2024-05-06 20:11:50 transreid.train INFO: Epoch[103] Iter[55/93] Loss: 0.138, Acc: 0.994, Base Lr: 4.05e-05
2024-05-06 20:11:53 transreid.train INFO: Epoch[103] Iter[60/93] Loss: 0.133, Acc: 0.995, Base Lr: 4.05e-05
2024-05-06 20:11:55 transreid.train INFO: Epoch[103] Iter[65/93] Loss: 0.128, Acc: 0.995, Base Lr: 4.05e-05
2024-05-06 20:11:57 transreid.train INFO: Epoch[103] Iter[70/93] Loss: 0.122, Acc: 0.995, Base Lr: 4.05e-05
2024-05-06 20:12:00 transreid.train INFO: Epoch[103] Iter[75/93] Loss: 0.119, Acc: 0.995, Base Lr: 4.05e-05
2024-05-06 20:12:02 transreid.train INFO: Epoch[103] Iter[80/93] Loss: 0.115, Acc: 0.996, Base Lr: 4.05e-05
2024-05-06 20:12:04 transreid.train INFO: Epoch[103] Iter[85/93] Loss: 0.111, Acc: 0.996, Base Lr: 4.05e-05
2024-05-06 20:12:07 transreid.train INFO: Epoch[103] Iter[90/93] Loss: 0.108, Acc: 0.996, Base Lr: 4.05e-05
2024-05-06 20:12:07 transreid.train INFO: Epoch 103 done. Time per epoch: 43.090[s] Speed: 267.3[samples/s]
2024-05-06 20:12:10 transreid.train INFO: Epoch[104] Iter[5/93] Loss: 0.174, Acc: 0.992, Base Lr: 3.61e-05
2024-05-06 20:12:12 transreid.train INFO: Epoch[104] Iter[10/93] Loss: 0.167, Acc: 0.994, Base Lr: 3.61e-05
2024-05-06 20:12:15 transreid.train INFO: Epoch[104] Iter[15/93] Loss: 0.164, Acc: 0.995, Base Lr: 3.61e-05
2024-05-06 20:12:17 transreid.train INFO: Epoch[104] Iter[20/93] Loss: 0.160, Acc: 0.995, Base Lr: 3.61e-05
2024-05-06 20:12:19 transreid.train INFO: Epoch[104] Iter[25/93] Loss: 0.150, Acc: 0.996, Base Lr: 3.61e-05
2024-05-06 20:12:22 transreid.train INFO: Epoch[104] Iter[30/93] Loss: 0.147, Acc: 0.995, Base Lr: 3.61e-05
2024-05-06 20:12:24 transreid.train INFO: Epoch[104] Iter[35/93] Loss: 0.144, Acc: 0.994, Base Lr: 3.61e-05
2024-05-06 20:12:26 transreid.train INFO: Epoch[104] Iter[40/93] Loss: 0.140, Acc: 0.994, Base Lr: 3.61e-05
2024-05-06 20:12:29 transreid.train INFO: Epoch[104] Iter[45/93] Loss: 0.135, Acc: 0.994, Base Lr: 3.61e-05
2024-05-06 20:12:31 transreid.train INFO: Epoch[104] Iter[50/93] Loss: 0.130, Acc: 0.995, Base Lr: 3.61e-05
2024-05-06 20:12:33 transreid.train INFO: Epoch[104] Iter[55/93] Loss: 0.124, Acc: 0.995, Base Lr: 3.61e-05
2024-05-06 20:12:36 transreid.train INFO: Epoch[104] Iter[60/93] Loss: 0.119, Acc: 0.995, Base Lr: 3.61e-05
2024-05-06 20:12:38 transreid.train INFO: Epoch[104] Iter[65/93] Loss: 0.116, Acc: 0.995, Base Lr: 3.61e-05
2024-05-06 20:12:40 transreid.train INFO: Epoch[104] Iter[70/93] Loss: 0.112, Acc: 0.996, Base Lr: 3.61e-05
2024-05-06 20:12:43 transreid.train INFO: Epoch[104] Iter[75/93] Loss: 0.108, Acc: 0.996, Base Lr: 3.61e-05
2024-05-06 20:12:45 transreid.train INFO: Epoch[104] Iter[80/93] Loss: 0.105, Acc: 0.996, Base Lr: 3.61e-05
2024-05-06 20:12:47 transreid.train INFO: Epoch[104] Iter[85/93] Loss: 0.102, Acc: 0.996, Base Lr: 3.61e-05
2024-05-06 20:12:49 transreid.train INFO: Epoch[104] Iter[90/93] Loss: 0.098, Acc: 0.996, Base Lr: 3.61e-05
2024-05-06 20:12:50 transreid.train INFO: Epoch 104 done. Time per epoch: 42.772[s] Speed: 269.3[samples/s]
2024-05-06 20:12:53 transreid.train INFO: Epoch[105] Iter[5/93] Loss: 0.174, Acc: 0.994, Base Lr: 3.20e-05
2024-05-06 20:12:55 transreid.train INFO: Epoch[105] Iter[10/93] Loss: 0.179, Acc: 0.992, Base Lr: 3.20e-05
2024-05-06 20:12:57 transreid.train INFO: Epoch[105] Iter[15/93] Loss: 0.164, Acc: 0.993, Base Lr: 3.20e-05
2024-05-06 20:13:00 transreid.train INFO: Epoch[105] Iter[20/93] Loss: 0.162, Acc: 0.993, Base Lr: 3.20e-05
2024-05-06 20:13:02 transreid.train INFO: Epoch[105] Iter[25/93] Loss: 0.158, Acc: 0.992, Base Lr: 3.20e-05
2024-05-06 20:13:04 transreid.train INFO: Epoch[105] Iter[30/93] Loss: 0.149, Acc: 0.993, Base Lr: 3.20e-05
2024-05-06 20:13:07 transreid.train INFO: Epoch[105] Iter[35/93] Loss: 0.153, Acc: 0.992, Base Lr: 3.20e-05
2024-05-06 20:13:09 transreid.train INFO: Epoch[105] Iter[40/93] Loss: 0.147, Acc: 0.993, Base Lr: 3.20e-05
2024-05-06 20:13:11 transreid.train INFO: Epoch[105] Iter[45/93] Loss: 0.145, Acc: 0.992, Base Lr: 3.20e-05
2024-05-06 20:13:13 transreid.train INFO: Epoch[105] Iter[50/93] Loss: 0.139, Acc: 0.993, Base Lr: 3.20e-05
2024-05-06 20:13:16 transreid.train INFO: Epoch[105] Iter[55/93] Loss: 0.134, Acc: 0.993, Base Lr: 3.20e-05
2024-05-06 20:13:18 transreid.train INFO: Epoch[105] Iter[60/93] Loss: 0.129, Acc: 0.993, Base Lr: 3.20e-05
2024-05-06 20:13:20 transreid.train INFO: Epoch[105] Iter[65/93] Loss: 0.125, Acc: 0.994, Base Lr: 3.20e-05
2024-05-06 20:13:23 transreid.train INFO: Epoch[105] Iter[70/93] Loss: 0.121, Acc: 0.994, Base Lr: 3.20e-05
2024-05-06 20:13:25 transreid.train INFO: Epoch[105] Iter[75/93] Loss: 0.116, Acc: 0.994, Base Lr: 3.20e-05
2024-05-06 20:13:27 transreid.train INFO: Epoch[105] Iter[80/93] Loss: 0.113, Acc: 0.994, Base Lr: 3.20e-05
2024-05-06 20:13:30 transreid.train INFO: Epoch[105] Iter[85/93] Loss: 0.109, Acc: 0.995, Base Lr: 3.20e-05
2024-05-06 20:13:32 transreid.train INFO: Epoch[105] Iter[90/93] Loss: 0.105, Acc: 0.995, Base Lr: 3.20e-05
2024-05-06 20:13:32 transreid.train INFO: Epoch 105 done. Time per epoch: 42.537[s] Speed: 270.8[samples/s]
2024-05-06 20:13:35 transreid.train INFO: Epoch[106] Iter[5/93] Loss: 0.170, Acc: 0.997, Base Lr: 2.81e-05
2024-05-06 20:13:38 transreid.train INFO: Epoch[106] Iter[10/93] Loss: 0.165, Acc: 0.996, Base Lr: 2.81e-05
2024-05-06 20:13:40 transreid.train INFO: Epoch[106] Iter[15/93] Loss: 0.158, Acc: 0.995, Base Lr: 2.81e-05
2024-05-06 20:13:42 transreid.train INFO: Epoch[106] Iter[20/93] Loss: 0.155, Acc: 0.993, Base Lr: 2.81e-05
2024-05-06 20:13:44 transreid.train INFO: Epoch[106] Iter[25/93] Loss: 0.161, Acc: 0.993, Base Lr: 2.81e-05
2024-05-06 20:13:47 transreid.train INFO: Epoch[106] Iter[30/93] Loss: 0.156, Acc: 0.993, Base Lr: 2.81e-05
2024-05-06 20:13:49 transreid.train INFO: Epoch[106] Iter[35/93] Loss: 0.147, Acc: 0.994, Base Lr: 2.81e-05
2024-05-06 20:13:51 transreid.train INFO: Epoch[106] Iter[40/93] Loss: 0.140, Acc: 0.994, Base Lr: 2.81e-05
2024-05-06 20:13:54 transreid.train INFO: Epoch[106] Iter[45/93] Loss: 0.136, Acc: 0.994, Base Lr: 2.81e-05
2024-05-06 20:13:56 transreid.train INFO: Epoch[106] Iter[50/93] Loss: 0.131, Acc: 0.994, Base Lr: 2.81e-05
2024-05-06 20:13:58 transreid.train INFO: Epoch[106] Iter[55/93] Loss: 0.126, Acc: 0.994, Base Lr: 2.81e-05
2024-05-06 20:14:01 transreid.train INFO: Epoch[106] Iter[60/93] Loss: 0.120, Acc: 0.995, Base Lr: 2.81e-05
2024-05-06 20:14:03 transreid.train INFO: Epoch[106] Iter[65/93] Loss: 0.117, Acc: 0.995, Base Lr: 2.81e-05
2024-05-06 20:14:05 transreid.train INFO: Epoch[106] Iter[70/93] Loss: 0.113, Acc: 0.995, Base Lr: 2.81e-05
2024-05-06 20:14:08 transreid.train INFO: Epoch[106] Iter[75/93] Loss: 0.111, Acc: 0.995, Base Lr: 2.81e-05
2024-05-06 20:14:10 transreid.train INFO: Epoch[106] Iter[80/93] Loss: 0.108, Acc: 0.995, Base Lr: 2.81e-05
2024-05-06 20:14:12 transreid.train INFO: Epoch[106] Iter[85/93] Loss: 0.105, Acc: 0.995, Base Lr: 2.81e-05
2024-05-06 20:14:15 transreid.train INFO: Epoch[106] Iter[90/93] Loss: 0.102, Acc: 0.995, Base Lr: 2.81e-05
2024-05-06 20:14:15 transreid.train INFO: Epoch 106 done. Time per epoch: 43.054[s] Speed: 270.5[samples/s]
2024-05-06 20:14:18 transreid.train INFO: Epoch[107] Iter[5/93] Loss: 0.176, Acc: 0.981, Base Lr: 2.45e-05
2024-05-06 20:14:21 transreid.train INFO: Epoch[107] Iter[10/93] Loss: 0.170, Acc: 0.990, Base Lr: 2.45e-05
2024-05-06 20:14:23 transreid.train INFO: Epoch[107] Iter[15/93] Loss: 0.165, Acc: 0.993, Base Lr: 2.45e-05
2024-05-06 20:14:25 transreid.train INFO: Epoch[107] Iter[20/93] Loss: 0.154, Acc: 0.995, Base Lr: 2.45e-05
2024-05-06 20:14:28 transreid.train INFO: Epoch[107] Iter[25/93] Loss: 0.146, Acc: 0.995, Base Lr: 2.45e-05
2024-05-06 20:14:30 transreid.train INFO: Epoch[107] Iter[30/93] Loss: 0.145, Acc: 0.995, Base Lr: 2.45e-05
2024-05-06 20:14:32 transreid.train INFO: Epoch[107] Iter[35/93] Loss: 0.141, Acc: 0.994, Base Lr: 2.45e-05
2024-05-06 20:14:35 transreid.train INFO: Epoch[107] Iter[40/93] Loss: 0.135, Acc: 0.995, Base Lr: 2.45e-05
2024-05-06 20:14:37 transreid.train INFO: Epoch[107] Iter[45/93] Loss: 0.135, Acc: 0.995, Base Lr: 2.45e-05
2024-05-06 20:14:39 transreid.train INFO: Epoch[107] Iter[50/93] Loss: 0.131, Acc: 0.995, Base Lr: 2.45e-05
2024-05-06 20:14:41 transreid.train INFO: Epoch[107] Iter[55/93] Loss: 0.127, Acc: 0.995, Base Lr: 2.45e-05
2024-05-06 20:14:44 transreid.train INFO: Epoch[107] Iter[60/93] Loss: 0.122, Acc: 0.996, Base Lr: 2.45e-05
2024-05-06 20:14:46 transreid.train INFO: Epoch[107] Iter[65/93] Loss: 0.118, Acc: 0.996, Base Lr: 2.45e-05
2024-05-06 20:14:48 transreid.train INFO: Epoch[107] Iter[70/93] Loss: 0.113, Acc: 0.996, Base Lr: 2.45e-05
2024-05-06 20:14:51 transreid.train INFO: Epoch[107] Iter[75/93] Loss: 0.109, Acc: 0.996, Base Lr: 2.45e-05
2024-05-06 20:14:53 transreid.train INFO: Epoch[107] Iter[80/93] Loss: 0.105, Acc: 0.997, Base Lr: 2.45e-05
2024-05-06 20:14:55 transreid.train INFO: Epoch[107] Iter[85/93] Loss: 0.103, Acc: 0.997, Base Lr: 2.45e-05
2024-05-06 20:14:58 transreid.train INFO: Epoch[107] Iter[90/93] Loss: 0.101, Acc: 0.997, Base Lr: 2.45e-05
2024-05-06 20:14:58 transreid.train INFO: Epoch 107 done. Time per epoch: 43.099[s] Speed: 270.3[samples/s]
2024-05-06 20:15:01 transreid.train INFO: Epoch[108] Iter[5/93] Loss: 0.155, Acc: 0.994, Base Lr: 2.11e-05
2024-05-06 20:15:04 transreid.train INFO: Epoch[108] Iter[10/93] Loss: 0.175, Acc: 0.991, Base Lr: 2.11e-05
2024-05-06 20:15:06 transreid.train INFO: Epoch[108] Iter[15/93] Loss: 0.179, Acc: 0.991, Base Lr: 2.11e-05
2024-05-06 20:15:08 transreid.train INFO: Epoch[108] Iter[20/93] Loss: 0.170, Acc: 0.991, Base Lr: 2.11e-05
2024-05-06 20:15:11 transreid.train INFO: Epoch[108] Iter[25/93] Loss: 0.167, Acc: 0.989, Base Lr: 2.11e-05
2024-05-06 20:15:13 transreid.train INFO: Epoch[108] Iter[30/93] Loss: 0.158, Acc: 0.991, Base Lr: 2.11e-05
2024-05-06 20:15:15 transreid.train INFO: Epoch[108] Iter[35/93] Loss: 0.151, Acc: 0.992, Base Lr: 2.11e-05
2024-05-06 20:15:18 transreid.train INFO: Epoch[108] Iter[40/93] Loss: 0.144, Acc: 0.992, Base Lr: 2.11e-05
2024-05-06 20:15:20 transreid.train INFO: Epoch[108] Iter[45/93] Loss: 0.138, Acc: 0.993, Base Lr: 2.11e-05
2024-05-06 20:15:22 transreid.train INFO: Epoch[108] Iter[50/93] Loss: 0.132, Acc: 0.993, Base Lr: 2.11e-05
2024-05-06 20:15:25 transreid.train INFO: Epoch[108] Iter[55/93] Loss: 0.128, Acc: 0.994, Base Lr: 2.11e-05
2024-05-06 20:15:27 transreid.train INFO: Epoch[108] Iter[60/93] Loss: 0.123, Acc: 0.994, Base Lr: 2.11e-05
2024-05-06 20:15:29 transreid.train INFO: Epoch[108] Iter[65/93] Loss: 0.119, Acc: 0.994, Base Lr: 2.11e-05
2024-05-06 20:15:31 transreid.train INFO: Epoch[108] Iter[70/93] Loss: 0.116, Acc: 0.995, Base Lr: 2.11e-05
2024-05-06 20:15:34 transreid.train INFO: Epoch[108] Iter[75/93] Loss: 0.112, Acc: 0.995, Base Lr: 2.11e-05
2024-05-06 20:15:36 transreid.train INFO: Epoch[108] Iter[80/93] Loss: 0.108, Acc: 0.995, Base Lr: 2.11e-05
2024-05-06 20:15:38 transreid.train INFO: Epoch[108] Iter[85/93] Loss: 0.103, Acc: 0.995, Base Lr: 2.11e-05
2024-05-06 20:15:41 transreid.train INFO: Epoch[108] Iter[90/93] Loss: 0.100, Acc: 0.995, Base Lr: 2.11e-05
2024-05-06 20:15:41 transreid.train INFO: Epoch 108 done. Time per epoch: 42.568[s] Speed: 270.6[samples/s]
2024-05-06 20:15:44 transreid.train INFO: Epoch[109] Iter[5/93] Loss: 0.225, Acc: 0.983, Base Lr: 1.80e-05
2024-05-06 20:15:46 transreid.train INFO: Epoch[109] Iter[10/93] Loss: 0.187, Acc: 0.987, Base Lr: 1.80e-05
2024-05-06 20:15:49 transreid.train INFO: Epoch[109] Iter[15/93] Loss: 0.174, Acc: 0.991, Base Lr: 1.80e-05
2024-05-06 20:15:51 transreid.train INFO: Epoch[109] Iter[20/93] Loss: 0.164, Acc: 0.993, Base Lr: 1.80e-05
2024-05-06 20:15:53 transreid.train INFO: Epoch[109] Iter[25/93] Loss: 0.154, Acc: 0.993, Base Lr: 1.80e-05
2024-05-06 20:15:56 transreid.train INFO: Epoch[109] Iter[30/93] Loss: 0.145, Acc: 0.992, Base Lr: 1.80e-05
2024-05-06 20:15:58 transreid.train INFO: Epoch[109] Iter[35/93] Loss: 0.145, Acc: 0.993, Base Lr: 1.80e-05
2024-05-06 20:16:00 transreid.train INFO: Epoch[109] Iter[40/93] Loss: 0.141, Acc: 0.993, Base Lr: 1.80e-05
2024-05-06 20:16:03 transreid.train INFO: Epoch[109] Iter[45/93] Loss: 0.134, Acc: 0.994, Base Lr: 1.80e-05
2024-05-06 20:16:05 transreid.train INFO: Epoch[109] Iter[50/93] Loss: 0.132, Acc: 0.994, Base Lr: 1.80e-05
2024-05-06 20:16:07 transreid.train INFO: Epoch[109] Iter[55/93] Loss: 0.128, Acc: 0.994, Base Lr: 1.80e-05
2024-05-06 20:16:09 transreid.train INFO: Epoch[109] Iter[60/93] Loss: 0.126, Acc: 0.994, Base Lr: 1.80e-05
2024-05-06 20:16:12 transreid.train INFO: Epoch[109] Iter[65/93] Loss: 0.122, Acc: 0.994, Base Lr: 1.80e-05
2024-05-06 20:16:14 transreid.train INFO: Epoch[109] Iter[70/93] Loss: 0.118, Acc: 0.995, Base Lr: 1.80e-05
2024-05-06 20:16:16 transreid.train INFO: Epoch[109] Iter[75/93] Loss: 0.113, Acc: 0.995, Base Lr: 1.80e-05
2024-05-06 20:16:19 transreid.train INFO: Epoch[109] Iter[80/93] Loss: 0.110, Acc: 0.995, Base Lr: 1.80e-05
2024-05-06 20:16:21 transreid.train INFO: Epoch[109] Iter[85/93] Loss: 0.106, Acc: 0.995, Base Lr: 1.80e-05
2024-05-06 20:16:23 transreid.train INFO: Epoch[109] Iter[90/93] Loss: 0.102, Acc: 0.995, Base Lr: 1.80e-05
2024-05-06 20:16:24 transreid.train INFO: Epoch 109 done. Time per epoch: 42.708[s] Speed: 269.7[samples/s]
2024-05-06 20:16:27 transreid.train INFO: Epoch[110] Iter[5/93] Loss: 0.193, Acc: 0.988, Base Lr: 1.52e-05
2024-05-06 20:16:29 transreid.train INFO: Epoch[110] Iter[10/93] Loss: 0.174, Acc: 0.988, Base Lr: 1.52e-05
2024-05-06 20:16:31 transreid.train INFO: Epoch[110] Iter[15/93] Loss: 0.169, Acc: 0.989, Base Lr: 1.52e-05
2024-05-06 20:16:34 transreid.train INFO: Epoch[110] Iter[20/93] Loss: 0.167, Acc: 0.989, Base Lr: 1.52e-05
2024-05-06 20:16:36 transreid.train INFO: Epoch[110] Iter[25/93] Loss: 0.160, Acc: 0.991, Base Lr: 1.52e-05
2024-05-06 20:16:38 transreid.train INFO: Epoch[110] Iter[30/93] Loss: 0.151, Acc: 0.992, Base Lr: 1.52e-05
2024-05-06 20:16:41 transreid.train INFO: Epoch[110] Iter[35/93] Loss: 0.145, Acc: 0.993, Base Lr: 1.52e-05
2024-05-06 20:16:43 transreid.train INFO: Epoch[110] Iter[40/93] Loss: 0.139, Acc: 0.994, Base Lr: 1.52e-05
2024-05-06 20:16:45 transreid.train INFO: Epoch[110] Iter[45/93] Loss: 0.135, Acc: 0.994, Base Lr: 1.52e-05
2024-05-06 20:16:48 transreid.train INFO: Epoch[110] Iter[50/93] Loss: 0.132, Acc: 0.995, Base Lr: 1.52e-05
2024-05-06 20:16:50 transreid.train INFO: Epoch[110] Iter[55/93] Loss: 0.127, Acc: 0.995, Base Lr: 1.52e-05
2024-05-06 20:16:52 transreid.train INFO: Epoch[110] Iter[60/93] Loss: 0.123, Acc: 0.996, Base Lr: 1.52e-05
2024-05-06 20:16:55 transreid.train INFO: Epoch[110] Iter[65/93] Loss: 0.118, Acc: 0.996, Base Lr: 1.52e-05
2024-05-06 20:16:57 transreid.train INFO: Epoch[110] Iter[70/93] Loss: 0.114, Acc: 0.996, Base Lr: 1.52e-05
2024-05-06 20:16:59 transreid.train INFO: Epoch[110] Iter[75/93] Loss: 0.109, Acc: 0.996, Base Lr: 1.52e-05
2024-05-06 20:17:02 transreid.train INFO: Epoch[110] Iter[80/93] Loss: 0.106, Acc: 0.996, Base Lr: 1.52e-05
2024-05-06 20:17:04 transreid.train INFO: Epoch[110] Iter[85/93] Loss: 0.102, Acc: 0.996, Base Lr: 1.52e-05
2024-05-06 20:17:06 transreid.train INFO: Epoch[110] Iter[90/93] Loss: 0.098, Acc: 0.997, Base Lr: 1.52e-05
2024-05-06 20:17:06 transreid.train INFO: Epoch 110 done. Time per epoch: 42.814[s] Speed: 269.1[samples/s]
2024-05-06 20:17:59 transreid.train INFO: Validation Results - Epoch: 110
2024-05-06 20:17:59 transreid.train INFO: mAP: 93.4%
2024-05-06 20:17:59 transreid.train INFO: CMC curve, Rank-1  :96.9%
2024-05-06 20:17:59 transreid.train INFO: CMC curve, Rank-5  :98.9%
2024-05-06 20:17:59 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-05-06 20:18:03 transreid.train INFO: Epoch[111] Iter[5/93] Loss: 0.161, Acc: 0.991, Base Lr: 1.26e-05
2024-05-06 20:18:05 transreid.train INFO: Epoch[111] Iter[10/93] Loss: 0.160, Acc: 0.993, Base Lr: 1.26e-05
2024-05-06 20:18:07 transreid.train INFO: Epoch[111] Iter[15/93] Loss: 0.153, Acc: 0.995, Base Lr: 1.26e-05
2024-05-06 20:18:10 transreid.train INFO: Epoch[111] Iter[20/93] Loss: 0.156, Acc: 0.995, Base Lr: 1.26e-05
2024-05-06 20:18:12 transreid.train INFO: Epoch[111] Iter[25/93] Loss: 0.154, Acc: 0.995, Base Lr: 1.26e-05
2024-05-06 20:18:14 transreid.train INFO: Epoch[111] Iter[30/93] Loss: 0.152, Acc: 0.995, Base Lr: 1.26e-05
2024-05-06 20:18:17 transreid.train INFO: Epoch[111] Iter[35/93] Loss: 0.144, Acc: 0.995, Base Lr: 1.26e-05
2024-05-06 20:18:19 transreid.train INFO: Epoch[111] Iter[40/93] Loss: 0.137, Acc: 0.995, Base Lr: 1.26e-05
2024-05-06 20:18:21 transreid.train INFO: Epoch[111] Iter[45/93] Loss: 0.133, Acc: 0.995, Base Lr: 1.26e-05
2024-05-06 20:18:23 transreid.train INFO: Epoch[111] Iter[50/93] Loss: 0.129, Acc: 0.995, Base Lr: 1.26e-05
2024-05-06 20:18:26 transreid.train INFO: Epoch[111] Iter[55/93] Loss: 0.123, Acc: 0.995, Base Lr: 1.26e-05
2024-05-06 20:18:28 transreid.train INFO: Epoch[111] Iter[60/93] Loss: 0.121, Acc: 0.995, Base Lr: 1.26e-05
2024-05-06 20:18:30 transreid.train INFO: Epoch[111] Iter[65/93] Loss: 0.117, Acc: 0.996, Base Lr: 1.26e-05
2024-05-06 20:18:33 transreid.train INFO: Epoch[111] Iter[70/93] Loss: 0.113, Acc: 0.996, Base Lr: 1.26e-05
2024-05-06 20:18:35 transreid.train INFO: Epoch[111] Iter[75/93] Loss: 0.109, Acc: 0.996, Base Lr: 1.26e-05
2024-05-06 20:18:37 transreid.train INFO: Epoch[111] Iter[80/93] Loss: 0.107, Acc: 0.996, Base Lr: 1.26e-05
2024-05-06 20:18:40 transreid.train INFO: Epoch[111] Iter[85/93] Loss: 0.103, Acc: 0.996, Base Lr: 1.26e-05
2024-05-06 20:18:42 transreid.train INFO: Epoch[111] Iter[90/93] Loss: 0.099, Acc: 0.996, Base Lr: 1.26e-05
2024-05-06 20:18:43 transreid.train INFO: Epoch 111 done. Time per epoch: 43.263[s] Speed: 269.2[samples/s]
2024-05-06 20:18:46 transreid.train INFO: Epoch[112] Iter[5/93] Loss: 0.136, Acc: 0.989, Base Lr: 1.03e-05
2024-05-06 20:18:48 transreid.train INFO: Epoch[112] Iter[10/93] Loss: 0.159, Acc: 0.993, Base Lr: 1.03e-05
2024-05-06 20:18:50 transreid.train INFO: Epoch[112] Iter[15/93] Loss: 0.152, Acc: 0.994, Base Lr: 1.03e-05
2024-05-06 20:18:53 transreid.train INFO: Epoch[112] Iter[20/93] Loss: 0.157, Acc: 0.993, Base Lr: 1.03e-05
2024-05-06 20:18:55 transreid.train INFO: Epoch[112] Iter[25/93] Loss: 0.150, Acc: 0.994, Base Lr: 1.03e-05
2024-05-06 20:18:57 transreid.train INFO: Epoch[112] Iter[30/93] Loss: 0.143, Acc: 0.995, Base Lr: 1.03e-05
2024-05-06 20:19:00 transreid.train INFO: Epoch[112] Iter[35/93] Loss: 0.135, Acc: 0.995, Base Lr: 1.03e-05
2024-05-06 20:19:02 transreid.train INFO: Epoch[112] Iter[40/93] Loss: 0.129, Acc: 0.996, Base Lr: 1.03e-05
2024-05-06 20:19:04 transreid.train INFO: Epoch[112] Iter[45/93] Loss: 0.124, Acc: 0.996, Base Lr: 1.03e-05
2024-05-06 20:19:07 transreid.train INFO: Epoch[112] Iter[50/93] Loss: 0.122, Acc: 0.996, Base Lr: 1.03e-05
2024-05-06 20:19:09 transreid.train INFO: Epoch[112] Iter[55/93] Loss: 0.120, Acc: 0.995, Base Lr: 1.03e-05
2024-05-06 20:19:11 transreid.train INFO: Epoch[112] Iter[60/93] Loss: 0.118, Acc: 0.995, Base Lr: 1.03e-05
2024-05-06 20:19:14 transreid.train INFO: Epoch[112] Iter[65/93] Loss: 0.115, Acc: 0.995, Base Lr: 1.03e-05
2024-05-06 20:19:16 transreid.train INFO: Epoch[112] Iter[70/93] Loss: 0.110, Acc: 0.996, Base Lr: 1.03e-05
2024-05-06 20:19:18 transreid.train INFO: Epoch[112] Iter[75/93] Loss: 0.107, Acc: 0.996, Base Lr: 1.03e-05
2024-05-06 20:19:20 transreid.train INFO: Epoch[112] Iter[80/93] Loss: 0.103, Acc: 0.996, Base Lr: 1.03e-05
2024-05-06 20:19:23 transreid.train INFO: Epoch[112] Iter[85/93] Loss: 0.100, Acc: 0.996, Base Lr: 1.03e-05
2024-05-06 20:19:25 transreid.train INFO: Epoch[112] Iter[90/93] Loss: 0.096, Acc: 0.996, Base Lr: 1.03e-05
2024-05-06 20:19:25 transreid.train INFO: Epoch 112 done. Time per epoch: 42.668[s] Speed: 270.0[samples/s]
2024-05-06 20:19:28 transreid.train INFO: Epoch[113] Iter[5/93] Loss: 0.160, Acc: 0.997, Base Lr: 8.28e-06
2024-05-06 20:19:31 transreid.train INFO: Epoch[113] Iter[10/93] Loss: 0.164, Acc: 0.995, Base Lr: 8.28e-06
2024-05-06 20:19:33 transreid.train INFO: Epoch[113] Iter[15/93] Loss: 0.168, Acc: 0.993, Base Lr: 8.28e-06
2024-05-06 20:19:35 transreid.train INFO: Epoch[113] Iter[20/93] Loss: 0.160, Acc: 0.994, Base Lr: 8.28e-06
2024-05-06 20:19:38 transreid.train INFO: Epoch[113] Iter[25/93] Loss: 0.157, Acc: 0.993, Base Lr: 8.28e-06
2024-05-06 20:19:40 transreid.train INFO: Epoch[113] Iter[30/93] Loss: 0.153, Acc: 0.993, Base Lr: 8.28e-06
2024-05-06 20:19:42 transreid.train INFO: Epoch[113] Iter[35/93] Loss: 0.143, Acc: 0.994, Base Lr: 8.28e-06
2024-05-06 20:19:45 transreid.train INFO: Epoch[113] Iter[40/93] Loss: 0.137, Acc: 0.994, Base Lr: 8.28e-06
2024-05-06 20:19:47 transreid.train INFO: Epoch[113] Iter[45/93] Loss: 0.131, Acc: 0.994, Base Lr: 8.28e-06
2024-05-06 20:19:49 transreid.train INFO: Epoch[113] Iter[50/93] Loss: 0.129, Acc: 0.994, Base Lr: 8.28e-06
2024-05-06 20:19:52 transreid.train INFO: Epoch[113] Iter[55/93] Loss: 0.126, Acc: 0.994, Base Lr: 8.28e-06
2024-05-06 20:19:54 transreid.train INFO: Epoch[113] Iter[60/93] Loss: 0.121, Acc: 0.995, Base Lr: 8.28e-06
2024-05-06 20:19:56 transreid.train INFO: Epoch[113] Iter[65/93] Loss: 0.118, Acc: 0.995, Base Lr: 8.28e-06
2024-05-06 20:19:59 transreid.train INFO: Epoch[113] Iter[70/93] Loss: 0.114, Acc: 0.995, Base Lr: 8.28e-06
2024-05-06 20:20:01 transreid.train INFO: Epoch[113] Iter[75/93] Loss: 0.111, Acc: 0.995, Base Lr: 8.28e-06
2024-05-06 20:20:03 transreid.train INFO: Epoch[113] Iter[80/93] Loss: 0.109, Acc: 0.995, Base Lr: 8.28e-06
2024-05-06 20:20:05 transreid.train INFO: Epoch[113] Iter[85/93] Loss: 0.105, Acc: 0.995, Base Lr: 8.28e-06
2024-05-06 20:20:08 transreid.train INFO: Epoch[113] Iter[90/93] Loss: 0.101, Acc: 0.996, Base Lr: 8.28e-06
2024-05-06 20:20:08 transreid.train INFO: Epoch 113 done. Time per epoch: 42.617[s] Speed: 270.3[samples/s]
2024-05-06 20:20:11 transreid.train INFO: Epoch[114] Iter[5/93] Loss: 0.173, Acc: 0.991, Base Lr: 6.51e-06
2024-05-06 20:20:14 transreid.train INFO: Epoch[114] Iter[10/93] Loss: 0.170, Acc: 0.991, Base Lr: 6.51e-06
2024-05-06 20:20:16 transreid.train INFO: Epoch[114] Iter[15/93] Loss: 0.175, Acc: 0.991, Base Lr: 6.51e-06
2024-05-06 20:20:18 transreid.train INFO: Epoch[114] Iter[20/93] Loss: 0.164, Acc: 0.992, Base Lr: 6.51e-06
2024-05-06 20:20:21 transreid.train INFO: Epoch[114] Iter[25/93] Loss: 0.154, Acc: 0.992, Base Lr: 6.51e-06
2024-05-06 20:20:23 transreid.train INFO: Epoch[114] Iter[30/93] Loss: 0.145, Acc: 0.993, Base Lr: 6.51e-06
2024-05-06 20:20:25 transreid.train INFO: Epoch[114] Iter[35/93] Loss: 0.143, Acc: 0.992, Base Lr: 6.51e-06
2024-05-06 20:20:28 transreid.train INFO: Epoch[114] Iter[40/93] Loss: 0.139, Acc: 0.993, Base Lr: 6.51e-06
2024-05-06 20:20:30 transreid.train INFO: Epoch[114] Iter[45/93] Loss: 0.136, Acc: 0.993, Base Lr: 6.51e-06
2024-05-06 20:20:32 transreid.train INFO: Epoch[114] Iter[50/93] Loss: 0.131, Acc: 0.993, Base Lr: 6.51e-06
2024-05-06 20:20:35 transreid.train INFO: Epoch[114] Iter[55/93] Loss: 0.127, Acc: 0.994, Base Lr: 6.51e-06
2024-05-06 20:20:37 transreid.train INFO: Epoch[114] Iter[60/93] Loss: 0.121, Acc: 0.994, Base Lr: 6.51e-06
2024-05-06 20:20:39 transreid.train INFO: Epoch[114] Iter[65/93] Loss: 0.118, Acc: 0.995, Base Lr: 6.51e-06
2024-05-06 20:20:42 transreid.train INFO: Epoch[114] Iter[70/93] Loss: 0.115, Acc: 0.995, Base Lr: 6.51e-06
2024-05-06 20:20:44 transreid.train INFO: Epoch[114] Iter[75/93] Loss: 0.111, Acc: 0.995, Base Lr: 6.51e-06
2024-05-06 20:20:46 transreid.train INFO: Epoch[114] Iter[80/93] Loss: 0.109, Acc: 0.995, Base Lr: 6.51e-06
2024-05-06 20:20:49 transreid.train INFO: Epoch[114] Iter[85/93] Loss: 0.105, Acc: 0.995, Base Lr: 6.51e-06
2024-05-06 20:20:51 transreid.train INFO: Epoch[114] Iter[90/93] Loss: 0.102, Acc: 0.996, Base Lr: 6.51e-06
2024-05-06 20:20:51 transreid.train INFO: Epoch 114 done. Time per epoch: 43.299[s] Speed: 266.1[samples/s]
2024-05-06 20:20:55 transreid.train INFO: Epoch[115] Iter[5/93] Loss: 0.173, Acc: 0.994, Base Lr: 5.02e-06
2024-05-06 20:20:57 transreid.train INFO: Epoch[115] Iter[10/93] Loss: 0.154, Acc: 0.993, Base Lr: 5.02e-06
2024-05-06 20:20:59 transreid.train INFO: Epoch[115] Iter[15/93] Loss: 0.156, Acc: 0.993, Base Lr: 5.02e-06
2024-05-06 20:21:02 transreid.train INFO: Epoch[115] Iter[20/93] Loss: 0.159, Acc: 0.993, Base Lr: 5.02e-06
2024-05-06 20:21:04 transreid.train INFO: Epoch[115] Iter[25/93] Loss: 0.152, Acc: 0.993, Base Lr: 5.02e-06
2024-05-06 20:21:06 transreid.train INFO: Epoch[115] Iter[30/93] Loss: 0.144, Acc: 0.994, Base Lr: 5.02e-06
2024-05-06 20:21:09 transreid.train INFO: Epoch[115] Iter[35/93] Loss: 0.139, Acc: 0.993, Base Lr: 5.02e-06
2024-05-06 20:21:11 transreid.train INFO: Epoch[115] Iter[40/93] Loss: 0.134, Acc: 0.994, Base Lr: 5.02e-06
2024-05-06 20:21:13 transreid.train INFO: Epoch[115] Iter[45/93] Loss: 0.131, Acc: 0.994, Base Lr: 5.02e-06
2024-05-06 20:21:16 transreid.train INFO: Epoch[115] Iter[50/93] Loss: 0.128, Acc: 0.994, Base Lr: 5.02e-06
2024-05-06 20:21:18 transreid.train INFO: Epoch[115] Iter[55/93] Loss: 0.123, Acc: 0.994, Base Lr: 5.02e-06
2024-05-06 20:21:20 transreid.train INFO: Epoch[115] Iter[60/93] Loss: 0.120, Acc: 0.995, Base Lr: 5.02e-06
2024-05-06 20:21:23 transreid.train INFO: Epoch[115] Iter[65/93] Loss: 0.116, Acc: 0.995, Base Lr: 5.02e-06
2024-05-06 20:21:25 transreid.train INFO: Epoch[115] Iter[70/93] Loss: 0.111, Acc: 0.995, Base Lr: 5.02e-06
2024-05-06 20:21:27 transreid.train INFO: Epoch[115] Iter[75/93] Loss: 0.107, Acc: 0.995, Base Lr: 5.02e-06
2024-05-06 20:21:29 transreid.train INFO: Epoch[115] Iter[80/93] Loss: 0.105, Acc: 0.995, Base Lr: 5.02e-06
2024-05-06 20:21:32 transreid.train INFO: Epoch[115] Iter[85/93] Loss: 0.101, Acc: 0.996, Base Lr: 5.02e-06
2024-05-06 20:21:34 transreid.train INFO: Epoch[115] Iter[90/93] Loss: 0.098, Acc: 0.996, Base Lr: 5.02e-06
2024-05-06 20:21:34 transreid.train INFO: Epoch 115 done. Time per epoch: 43.055[s] Speed: 267.6[samples/s]
2024-05-06 20:21:37 transreid.train INFO: Epoch[116] Iter[5/93] Loss: 0.170, Acc: 0.983, Base Lr: 3.79e-06
2024-05-06 20:21:40 transreid.train INFO: Epoch[116] Iter[10/93] Loss: 0.158, Acc: 0.989, Base Lr: 3.79e-06
2024-05-06 20:21:42 transreid.train INFO: Epoch[116] Iter[15/93] Loss: 0.149, Acc: 0.993, Base Lr: 3.79e-06
2024-05-06 20:21:44 transreid.train INFO: Epoch[116] Iter[20/93] Loss: 0.144, Acc: 0.993, Base Lr: 3.79e-06
2024-05-06 20:21:47 transreid.train INFO: Epoch[116] Iter[25/93] Loss: 0.138, Acc: 0.994, Base Lr: 3.79e-06
2024-05-06 20:21:49 transreid.train INFO: Epoch[116] Iter[30/93] Loss: 0.133, Acc: 0.994, Base Lr: 3.79e-06
2024-05-06 20:21:51 transreid.train INFO: Epoch[116] Iter[35/93] Loss: 0.128, Acc: 0.995, Base Lr: 3.79e-06
2024-05-06 20:21:54 transreid.train INFO: Epoch[116] Iter[40/93] Loss: 0.125, Acc: 0.995, Base Lr: 3.79e-06
2024-05-06 20:21:56 transreid.train INFO: Epoch[116] Iter[45/93] Loss: 0.123, Acc: 0.995, Base Lr: 3.79e-06
2024-05-06 20:21:58 transreid.train INFO: Epoch[116] Iter[50/93] Loss: 0.119, Acc: 0.995, Base Lr: 3.79e-06
2024-05-06 20:22:01 transreid.train INFO: Epoch[116] Iter[55/93] Loss: 0.114, Acc: 0.996, Base Lr: 3.79e-06
2024-05-06 20:22:03 transreid.train INFO: Epoch[116] Iter[60/93] Loss: 0.111, Acc: 0.996, Base Lr: 3.79e-06
2024-05-06 20:22:05 transreid.train INFO: Epoch[116] Iter[65/93] Loss: 0.107, Acc: 0.996, Base Lr: 3.79e-06
2024-05-06 20:22:08 transreid.train INFO: Epoch[116] Iter[70/93] Loss: 0.104, Acc: 0.996, Base Lr: 3.79e-06
2024-05-06 20:22:10 transreid.train INFO: Epoch[116] Iter[75/93] Loss: 0.101, Acc: 0.997, Base Lr: 3.79e-06
2024-05-06 20:22:12 transreid.train INFO: Epoch[116] Iter[80/93] Loss: 0.098, Acc: 0.996, Base Lr: 3.79e-06
2024-05-06 20:22:14 transreid.train INFO: Epoch[116] Iter[85/93] Loss: 0.095, Acc: 0.997, Base Lr: 3.79e-06
2024-05-06 20:22:17 transreid.train INFO: Epoch[116] Iter[90/93] Loss: 0.092, Acc: 0.997, Base Lr: 3.79e-06
2024-05-06 20:22:17 transreid.train INFO: Epoch 116 done. Time per epoch: 43.138[s] Speed: 270.0[samples/s]
2024-05-06 20:22:21 transreid.train INFO: Epoch[117] Iter[5/93] Loss: 0.205, Acc: 0.988, Base Lr: 2.83e-06
2024-05-06 20:22:23 transreid.train INFO: Epoch[117] Iter[10/93] Loss: 0.170, Acc: 0.993, Base Lr: 2.83e-06
2024-05-06 20:22:25 transreid.train INFO: Epoch[117] Iter[15/93] Loss: 0.160, Acc: 0.995, Base Lr: 2.83e-06
2024-05-06 20:22:28 transreid.train INFO: Epoch[117] Iter[20/93] Loss: 0.146, Acc: 0.993, Base Lr: 2.83e-06
2024-05-06 20:22:30 transreid.train INFO: Epoch[117] Iter[25/93] Loss: 0.139, Acc: 0.994, Base Lr: 2.83e-06
2024-05-06 20:22:32 transreid.train INFO: Epoch[117] Iter[30/93] Loss: 0.143, Acc: 0.993, Base Lr: 2.83e-06
2024-05-06 20:22:34 transreid.train INFO: Epoch[117] Iter[35/93] Loss: 0.138, Acc: 0.994, Base Lr: 2.83e-06
2024-05-06 20:22:37 transreid.train INFO: Epoch[117] Iter[40/93] Loss: 0.131, Acc: 0.995, Base Lr: 2.83e-06
2024-05-06 20:22:39 transreid.train INFO: Epoch[117] Iter[45/93] Loss: 0.128, Acc: 0.995, Base Lr: 2.83e-06
2024-05-06 20:22:41 transreid.train INFO: Epoch[117] Iter[50/93] Loss: 0.126, Acc: 0.994, Base Lr: 2.83e-06
2024-05-06 20:22:44 transreid.train INFO: Epoch[117] Iter[55/93] Loss: 0.125, Acc: 0.994, Base Lr: 2.83e-06
2024-05-06 20:22:46 transreid.train INFO: Epoch[117] Iter[60/93] Loss: 0.121, Acc: 0.995, Base Lr: 2.83e-06
2024-05-06 20:22:48 transreid.train INFO: Epoch[117] Iter[65/93] Loss: 0.118, Acc: 0.995, Base Lr: 2.83e-06
2024-05-06 20:22:51 transreid.train INFO: Epoch[117] Iter[70/93] Loss: 0.113, Acc: 0.995, Base Lr: 2.83e-06
2024-05-06 20:22:53 transreid.train INFO: Epoch[117] Iter[75/93] Loss: 0.110, Acc: 0.995, Base Lr: 2.83e-06
2024-05-06 20:22:55 transreid.train INFO: Epoch[117] Iter[80/93] Loss: 0.107, Acc: 0.995, Base Lr: 2.83e-06
2024-05-06 20:22:58 transreid.train INFO: Epoch[117] Iter[85/93] Loss: 0.103, Acc: 0.996, Base Lr: 2.83e-06
2024-05-06 20:23:00 transreid.train INFO: Epoch[117] Iter[90/93] Loss: 0.100, Acc: 0.996, Base Lr: 2.83e-06
2024-05-06 20:23:00 transreid.train INFO: Epoch 117 done. Time per epoch: 42.702[s] Speed: 269.8[samples/s]
2024-05-06 20:23:03 transreid.train INFO: Epoch[118] Iter[5/93] Loss: 0.155, Acc: 0.995, Base Lr: 2.15e-06
2024-05-06 20:23:06 transreid.train INFO: Epoch[118] Iter[10/93] Loss: 0.172, Acc: 0.991, Base Lr: 2.15e-06
2024-05-06 20:23:08 transreid.train INFO: Epoch[118] Iter[15/93] Loss: 0.164, Acc: 0.991, Base Lr: 2.15e-06
2024-05-06 20:23:10 transreid.train INFO: Epoch[118] Iter[20/93] Loss: 0.159, Acc: 0.993, Base Lr: 2.15e-06
2024-05-06 20:23:13 transreid.train INFO: Epoch[118] Iter[25/93] Loss: 0.157, Acc: 0.994, Base Lr: 2.15e-06
2024-05-06 20:23:15 transreid.train INFO: Epoch[118] Iter[30/93] Loss: 0.151, Acc: 0.993, Base Lr: 2.15e-06
2024-05-06 20:23:17 transreid.train INFO: Epoch[118] Iter[35/93] Loss: 0.141, Acc: 0.994, Base Lr: 2.15e-06
2024-05-06 20:23:20 transreid.train INFO: Epoch[118] Iter[40/93] Loss: 0.136, Acc: 0.995, Base Lr: 2.15e-06
2024-05-06 20:23:22 transreid.train INFO: Epoch[118] Iter[45/93] Loss: 0.133, Acc: 0.995, Base Lr: 2.15e-06
2024-05-06 20:23:24 transreid.train INFO: Epoch[118] Iter[50/93] Loss: 0.128, Acc: 0.995, Base Lr: 2.15e-06
2024-05-06 20:23:27 transreid.train INFO: Epoch[118] Iter[55/93] Loss: 0.123, Acc: 0.996, Base Lr: 2.15e-06
2024-05-06 20:23:29 transreid.train INFO: Epoch[118] Iter[60/93] Loss: 0.120, Acc: 0.996, Base Lr: 2.15e-06
2024-05-06 20:23:31 transreid.train INFO: Epoch[118] Iter[65/93] Loss: 0.115, Acc: 0.996, Base Lr: 2.15e-06
2024-05-06 20:23:34 transreid.train INFO: Epoch[118] Iter[70/93] Loss: 0.111, Acc: 0.996, Base Lr: 2.15e-06
2024-05-06 20:23:36 transreid.train INFO: Epoch[118] Iter[75/93] Loss: 0.108, Acc: 0.996, Base Lr: 2.15e-06
2024-05-06 20:23:38 transreid.train INFO: Epoch[118] Iter[80/93] Loss: 0.104, Acc: 0.997, Base Lr: 2.15e-06
2024-05-06 20:23:41 transreid.train INFO: Epoch[118] Iter[85/93] Loss: 0.101, Acc: 0.997, Base Lr: 2.15e-06
2024-05-06 20:23:43 transreid.train INFO: Epoch[118] Iter[90/93] Loss: 0.098, Acc: 0.997, Base Lr: 2.15e-06
2024-05-06 20:23:43 transreid.train INFO: Epoch 118 done. Time per epoch: 42.889[s] Speed: 268.6[samples/s]
2024-05-06 20:23:46 transreid.train INFO: Epoch[119] Iter[5/93] Loss: 0.158, Acc: 0.989, Base Lr: 1.74e-06
2024-05-06 20:23:48 transreid.train INFO: Epoch[119] Iter[10/93] Loss: 0.140, Acc: 0.992, Base Lr: 1.74e-06
2024-05-06 20:23:51 transreid.train INFO: Epoch[119] Iter[15/93] Loss: 0.143, Acc: 0.994, Base Lr: 1.74e-06
2024-05-06 20:23:53 transreid.train INFO: Epoch[119] Iter[20/93] Loss: 0.141, Acc: 0.995, Base Lr: 1.74e-06
2024-05-06 20:23:55 transreid.train INFO: Epoch[119] Iter[25/93] Loss: 0.139, Acc: 0.995, Base Lr: 1.74e-06
2024-05-06 20:23:58 transreid.train INFO: Epoch[119] Iter[30/93] Loss: 0.140, Acc: 0.995, Base Lr: 1.74e-06
2024-05-06 20:24:00 transreid.train INFO: Epoch[119] Iter[35/93] Loss: 0.136, Acc: 0.995, Base Lr: 1.74e-06
2024-05-06 20:24:02 transreid.train INFO: Epoch[119] Iter[40/93] Loss: 0.130, Acc: 0.996, Base Lr: 1.74e-06
2024-05-06 20:24:05 transreid.train INFO: Epoch[119] Iter[45/93] Loss: 0.126, Acc: 0.996, Base Lr: 1.74e-06
2024-05-06 20:24:07 transreid.train INFO: Epoch[119] Iter[50/93] Loss: 0.125, Acc: 0.995, Base Lr: 1.74e-06
2024-05-06 20:24:09 transreid.train INFO: Epoch[119] Iter[55/93] Loss: 0.120, Acc: 0.996, Base Lr: 1.74e-06
2024-05-06 20:24:11 transreid.train INFO: Epoch[119] Iter[60/93] Loss: 0.116, Acc: 0.996, Base Lr: 1.74e-06
2024-05-06 20:24:14 transreid.train INFO: Epoch[119] Iter[65/93] Loss: 0.112, Acc: 0.996, Base Lr: 1.74e-06
2024-05-06 20:24:16 transreid.train INFO: Epoch[119] Iter[70/93] Loss: 0.109, Acc: 0.996, Base Lr: 1.74e-06
2024-05-06 20:24:18 transreid.train INFO: Epoch[119] Iter[75/93] Loss: 0.108, Acc: 0.996, Base Lr: 1.74e-06
2024-05-06 20:24:21 transreid.train INFO: Epoch[119] Iter[80/93] Loss: 0.104, Acc: 0.996, Base Lr: 1.74e-06
2024-05-06 20:24:23 transreid.train INFO: Epoch[119] Iter[85/93] Loss: 0.100, Acc: 0.996, Base Lr: 1.74e-06
2024-05-06 20:24:25 transreid.train INFO: Epoch[119] Iter[90/93] Loss: 0.097, Acc: 0.996, Base Lr: 1.74e-06
2024-05-06 20:24:25 transreid.train INFO: Epoch 119 done. Time per epoch: 42.535[s] Speed: 270.8[samples/s]
2024-05-06 20:24:29 transreid.train INFO: Epoch[120] Iter[5/93] Loss: 0.184, Acc: 0.986, Base Lr: 1.60e-06
2024-05-06 20:24:31 transreid.train INFO: Epoch[120] Iter[10/93] Loss: 0.176, Acc: 0.988, Base Lr: 1.60e-06
2024-05-06 20:24:33 transreid.train INFO: Epoch[120] Iter[15/93] Loss: 0.160, Acc: 0.991, Base Lr: 1.60e-06
2024-05-06 20:24:36 transreid.train INFO: Epoch[120] Iter[20/93] Loss: 0.156, Acc: 0.992, Base Lr: 1.60e-06
2024-05-06 20:24:38 transreid.train INFO: Epoch[120] Iter[25/93] Loss: 0.146, Acc: 0.993, Base Lr: 1.60e-06
2024-05-06 20:24:40 transreid.train INFO: Epoch[120] Iter[30/93] Loss: 0.138, Acc: 0.993, Base Lr: 1.60e-06
2024-05-06 20:24:43 transreid.train INFO: Epoch[120] Iter[35/93] Loss: 0.131, Acc: 0.994, Base Lr: 1.60e-06
2024-05-06 20:24:45 transreid.train INFO: Epoch[120] Iter[40/93] Loss: 0.126, Acc: 0.995, Base Lr: 1.60e-06
2024-05-06 20:24:47 transreid.train INFO: Epoch[120] Iter[45/93] Loss: 0.124, Acc: 0.995, Base Lr: 1.60e-06
2024-05-06 20:24:50 transreid.train INFO: Epoch[120] Iter[50/93] Loss: 0.120, Acc: 0.995, Base Lr: 1.60e-06
2024-05-06 20:24:52 transreid.train INFO: Epoch[120] Iter[55/93] Loss: 0.115, Acc: 0.995, Base Lr: 1.60e-06
2024-05-06 20:24:54 transreid.train INFO: Epoch[120] Iter[60/93] Loss: 0.115, Acc: 0.995, Base Lr: 1.60e-06
2024-05-06 20:24:56 transreid.train INFO: Epoch[120] Iter[65/93] Loss: 0.112, Acc: 0.995, Base Lr: 1.60e-06
2024-05-06 20:24:59 transreid.train INFO: Epoch[120] Iter[70/93] Loss: 0.109, Acc: 0.996, Base Lr: 1.60e-06
2024-05-06 20:25:01 transreid.train INFO: Epoch[120] Iter[75/93] Loss: 0.106, Acc: 0.996, Base Lr: 1.60e-06
2024-05-06 20:25:03 transreid.train INFO: Epoch[120] Iter[80/93] Loss: 0.103, Acc: 0.996, Base Lr: 1.60e-06
2024-05-06 20:25:06 transreid.train INFO: Epoch[120] Iter[85/93] Loss: 0.100, Acc: 0.996, Base Lr: 1.60e-06
2024-05-06 20:25:08 transreid.train INFO: Epoch[120] Iter[90/93] Loss: 0.097, Acc: 0.996, Base Lr: 1.60e-06
2024-05-06 20:25:08 transreid.train INFO: Epoch 120 done. Time per epoch: 42.665[s] Speed: 270.0[samples/s]
2024-05-06 20:26:00 transreid.train INFO: Validation Results - Epoch: 120
2024-05-06 20:26:00 transreid.train INFO: mAP: 93.4%
2024-05-06 20:26:00 transreid.train INFO: CMC curve, Rank-1  :96.9%
2024-05-06 20:26:00 transreid.train INFO: CMC curve, Rank-5  :98.9%
2024-05-06 20:26:00 transreid.train INFO: CMC curve, Rank-10 :99.3%
