2024-05-21 10:25:45 transreid INFO: Saving model in the path :log/bs_exp/VOLO_D3_Market1501/128bs_lr0.0008_ep120_warm20_seed0
2024-05-21 10:25:45 transreid INFO: Loaded configuration file configs/market/volo_d3.yml
2024-05-21 10:25:45 transreid INFO: Running with config:
DATALOADER:
  NUM_INSTANCE: 4
  NUM_WORKERS: 8
  REMOVE_TAIL: 0
  SAMPLER: softmax_triplet
DATASETS:
  NAMES: market1501
  ROOT_DIR: /home/ma-user/work/Datasets/ImageReID_Datasets/mixreid/
  ROOT_TRAIN_DIR: ../data
  ROOT_VAL_DIR: ../data
INPUT:
  PADDING: 10
  PIXEL_MEAN: [0.5, 0.5, 0.5]
  PIXEL_STD: [0.5, 0.5, 0.5]
  PROB: 0.5
  RE_PROB: 0.5
  SIZE_TEST: [256, 128]
  SIZE_TRAIN: [256, 128]
MODEL:
  ATT_DROP_RATE: 0.0
  COS_LAYER: False
  DEVICE: cuda
  DEVICE_ID: 0
  DEVIDE_LENGTH: 4
  DIST_TRAIN: False
  DROPOUT_RATE: 0.0
  DROP_OUT: 0.0
  DROP_PATH: 0.1
  FEAT_DIM: 512
  FEAT_FUSION: cat
  GEM_POOLING: False
  ID_LOSS_TYPE: softmax
  ID_LOSS_WEIGHT: 1.0
  IF_LABELSMOOTH: off
  IF_WITH_CENTER: no
  JPM: False
  LAST_STRIDE: 1
  METRIC_LOSS_TYPE: triplet
  MULTI_NECK: True
  NAME: volo_d3
  NECK: bnneck
  NO_MARGIN: True
  PRETRAIN_CHOICE: self
  PRETRAIN_HW_RATIO: 2
  PRETRAIN_PATH: /home/ma-user/work/Projects/ReIDNets_Checkpoints_TransReID/VOLO_D3.pth
  REDUCE_FEAT_DIM: False
  RE_ARRANGE: True
  SHIFT_NUM: 5
  SHUFFLE_GROUP: 2
  SIE_CAMERA: False
  SIE_COE: 3.0
  SIE_VIEW: False
  STEM_CONV: False
  STRIDE_SIZE: [16, 16]
  TRANSFORMER_TYPE: None
  TRIPLET_LOSS_WEIGHT: 1.0
OUTPUT_DIR: log/bs_exp/VOLO_D3_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: 20
  GAMMA: 0.1
  IMS_PER_BATCH: 128
  LARGE_FC_LR: False
  LOG_PERIOD: 10
  MARGIN: 0.3
  MAX_EPOCHS: 120
  MOMENTUM: 0.9
  OPTIMIZER_NAME: SGD
  SEED: 0
  STEPS: (40, 70)
  TRP_L2: False
  WARMUP_EPOCHS: 20
  WARMUP_FACTOR: 0.01
  WARMUP_METHOD: cosine
  WEIGHT_DECAY: 0.0001
  WEIGHT_DECAY_BIAS: 0.0001
TEST:
  DIST_MAT: dist_mat.npy
  EVAL: True
  FEAT_NORM: yes
  IMS_PER_BATCH: 256
  NECK_FEAT: before
  RE_RANKING: False
  WEIGHT: 
2024-05-21 10:25:46 transreid.check INFO: Dataset statistics:
2024-05-21 10:25:46 transreid.check INFO:   ----------------------------------------
2024-05-21 10:25:46 transreid.check INFO:   subset   | # ids | # images | # cameras
2024-05-21 10:25:46 transreid.check INFO:   ----------------------------------------
2024-05-21 10:25:46 transreid.check INFO:   train    |   751 |    12936 |         6
2024-05-21 10:25:46 transreid.check INFO:   query    |   750 |     3368 |         6
2024-05-21 10:25:46 transreid.check INFO:   gallery  |   751 |    15913 |         6
2024-05-21 10:25:46 transreid.check INFO:   ----------------------------------------
2024-05-21 10:25:51 transreid INFO: ===========using cosine learning rate=======
2024-05-21 10:25:51 transreid.train INFO: start training
2024-05-21 10:26:03 transreid.train INFO: Epoch[1] Iter[10/93] Loss: 18.845, Acc: 0.002, Base Lr: 4.76e-05
2024-05-21 10:26:09 transreid.train INFO: Epoch[1] Iter[20/93] Loss: 16.180, Acc: 0.001, Base Lr: 4.76e-05
2024-05-21 10:26:15 transreid.train INFO: Epoch[1] Iter[30/93] Loss: 14.957, Acc: 0.001, Base Lr: 4.76e-05
2024-05-21 10:26:21 transreid.train INFO: Epoch[1] Iter[40/93] Loss: 14.131, Acc: 0.001, Base Lr: 4.76e-05
2024-05-21 10:26:27 transreid.train INFO: Epoch[1] Iter[50/93] Loss: 13.550, Acc: 0.001, Base Lr: 4.76e-05
2024-05-21 10:26:33 transreid.train INFO: Epoch[1] Iter[60/93] Loss: 13.043, Acc: 0.001, Base Lr: 4.76e-05
2024-05-21 10:26:39 transreid.train INFO: Epoch[1] Iter[70/93] Loss: 12.673, Acc: 0.001, Base Lr: 4.76e-05
2024-05-21 10:26:45 transreid.train INFO: Epoch[1] Iter[80/93] Loss: 12.288, Acc: 0.001, Base Lr: 4.76e-05
2024-05-21 10:26:51 transreid.train INFO: Epoch[1] Iter[90/93] Loss: 12.062, Acc: 0.001, Base Lr: 4.76e-05
2024-05-21 10:26:51 transreid.train INFO: Epoch 1 done. Time per epoch: 59.459[s] Speed: 193.7[samples/s]
2024-05-21 10:26:58 transreid.train INFO: Epoch[2] Iter[10/93] Loss: 9.328, Acc: 0.000, Base Lr: 8.72e-05
2024-05-21 10:27:04 transreid.train INFO: Epoch[2] Iter[20/93] Loss: 8.590, Acc: 0.001, Base Lr: 8.72e-05
2024-05-21 10:27:10 transreid.train INFO: Epoch[2] Iter[30/93] Loss: 8.218, Acc: 0.001, Base Lr: 8.72e-05
2024-05-21 10:27:16 transreid.train INFO: Epoch[2] Iter[40/93] Loss: 7.985, Acc: 0.002, Base Lr: 8.72e-05
2024-05-21 10:27:23 transreid.train INFO: Epoch[2] Iter[50/93] Loss: 7.832, Acc: 0.002, Base Lr: 8.72e-05
2024-05-21 10:27:29 transreid.train INFO: Epoch[2] Iter[60/93] Loss: 7.716, Acc: 0.003, Base Lr: 8.72e-05
2024-05-21 10:27:35 transreid.train INFO: Epoch[2] Iter[70/93] Loss: 7.631, Acc: 0.003, Base Lr: 8.72e-05
2024-05-21 10:27:41 transreid.train INFO: Epoch[2] Iter[80/93] Loss: 7.563, Acc: 0.007, Base Lr: 8.72e-05
2024-05-21 10:27:47 transreid.train INFO: Epoch[2] Iter[90/93] Loss: 7.515, Acc: 0.013, Base Lr: 8.72e-05
2024-05-21 10:27:47 transreid.train INFO: Epoch 2 done. Time per epoch: 55.556[s] Speed: 207.4[samples/s]
2024-05-21 10:27:54 transreid.train INFO: Epoch[3] Iter[10/93] Loss: 7.146, Acc: 0.027, Base Lr: 1.27e-04
2024-05-21 10:28:00 transreid.train INFO: Epoch[3] Iter[20/93] Loss: 7.090, Acc: 0.045, Base Lr: 1.27e-04
2024-05-21 10:28:06 transreid.train INFO: Epoch[3] Iter[30/93] Loss: 7.083, Acc: 0.046, Base Lr: 1.27e-04
2024-05-21 10:28:12 transreid.train INFO: Epoch[3] Iter[40/93] Loss: 7.074, Acc: 0.056, Base Lr: 1.27e-04
2024-05-21 10:28:18 transreid.train INFO: Epoch[3] Iter[50/93] Loss: 7.066, Acc: 0.063, Base Lr: 1.27e-04
2024-05-21 10:28:24 transreid.train INFO: Epoch[3] Iter[60/93] Loss: 7.050, Acc: 0.076, Base Lr: 1.27e-04
2024-05-21 10:28:30 transreid.train INFO: Epoch[3] Iter[70/93] Loss: 7.045, Acc: 0.087, Base Lr: 1.27e-04
2024-05-21 10:28:37 transreid.train INFO: Epoch[3] Iter[80/93] Loss: 7.036, Acc: 0.106, Base Lr: 1.27e-04
2024-05-21 10:28:43 transreid.train INFO: Epoch[3] Iter[90/93] Loss: 7.022, Acc: 0.134, Base Lr: 1.27e-04
2024-05-21 10:28:43 transreid.train INFO: Epoch 3 done. Time per epoch: 55.736[s] Speed: 206.7[samples/s]
2024-05-21 10:28:50 transreid.train INFO: Epoch[4] Iter[10/93] Loss: 6.949, Acc: 0.131, Base Lr: 1.66e-04
2024-05-21 10:28:56 transreid.train INFO: Epoch[4] Iter[20/93] Loss: 6.946, Acc: 0.143, Base Lr: 1.66e-04
2024-05-21 10:29:02 transreid.train INFO: Epoch[4] Iter[30/93] Loss: 6.957, Acc: 0.153, Base Lr: 1.66e-04
2024-05-21 10:29:08 transreid.train INFO: Epoch[4] Iter[40/93] Loss: 6.950, Acc: 0.159, Base Lr: 1.66e-04
2024-05-21 10:29:14 transreid.train INFO: Epoch[4] Iter[50/93] Loss: 6.945, Acc: 0.170, Base Lr: 1.66e-04
2024-05-21 10:29:20 transreid.train INFO: Epoch[4] Iter[60/93] Loss: 6.935, Acc: 0.184, Base Lr: 1.66e-04
2024-05-21 10:29:26 transreid.train INFO: Epoch[4] Iter[70/93] Loss: 6.928, Acc: 0.201, Base Lr: 1.66e-04
2024-05-21 10:29:32 transreid.train INFO: Epoch[4] Iter[80/93] Loss: 6.915, Acc: 0.226, Base Lr: 1.66e-04
2024-05-21 10:29:39 transreid.train INFO: Epoch[4] Iter[90/93] Loss: 6.902, Acc: 0.255, Base Lr: 1.66e-04
2024-05-21 10:29:39 transreid.train INFO: Epoch 4 done. Time per epoch: 56.626[s] Speed: 205.7[samples/s]
2024-05-21 10:29:46 transreid.train INFO: Epoch[5] Iter[10/93] Loss: 6.884, Acc: 0.159, Base Lr: 2.06e-04
2024-05-21 10:29:52 transreid.train INFO: Epoch[5] Iter[20/93] Loss: 6.851, Acc: 0.167, Base Lr: 2.06e-04
2024-05-21 10:29:58 transreid.train INFO: Epoch[5] Iter[30/93] Loss: 6.829, Acc: 0.172, Base Lr: 2.06e-04
2024-05-21 10:30:05 transreid.train INFO: Epoch[5] Iter[40/93] Loss: 6.828, Acc: 0.182, Base Lr: 2.06e-04
2024-05-21 10:30:11 transreid.train INFO: Epoch[5] Iter[50/93] Loss: 6.817, Acc: 0.197, Base Lr: 2.06e-04
2024-05-21 10:30:17 transreid.train INFO: Epoch[5] Iter[60/93] Loss: 6.792, Acc: 0.212, Base Lr: 2.06e-04
2024-05-21 10:30:23 transreid.train INFO: Epoch[5] Iter[70/93] Loss: 6.768, Acc: 0.231, Base Lr: 2.06e-04
2024-05-21 10:30:29 transreid.train INFO: Epoch[5] Iter[80/93] Loss: 6.748, Acc: 0.257, Base Lr: 2.06e-04
2024-05-21 10:30:35 transreid.train INFO: Epoch[5] Iter[90/93] Loss: 6.738, Acc: 0.289, Base Lr: 2.06e-04
2024-05-21 10:30:35 transreid.train INFO: Epoch 5 done. Time per epoch: 55.939[s] Speed: 205.9[samples/s]
2024-05-21 10:30:42 transreid.train INFO: Epoch[6] Iter[10/93] Loss: 6.735, Acc: 0.155, Base Lr: 2.46e-04
2024-05-21 10:30:48 transreid.train INFO: Epoch[6] Iter[20/93] Loss: 6.749, Acc: 0.160, Base Lr: 2.46e-04
2024-05-21 10:30:54 transreid.train INFO: Epoch[6] Iter[30/93] Loss: 6.714, Acc: 0.166, Base Lr: 2.46e-04
2024-05-21 10:31:00 transreid.train INFO: Epoch[6] Iter[40/93] Loss: 6.687, Acc: 0.183, Base Lr: 2.46e-04
2024-05-21 10:31:07 transreid.train INFO: Epoch[6] Iter[50/93] Loss: 6.667, Acc: 0.195, Base Lr: 2.46e-04
2024-05-21 10:31:13 transreid.train INFO: Epoch[6] Iter[60/93] Loss: 6.659, Acc: 0.210, Base Lr: 2.46e-04
2024-05-21 10:31:19 transreid.train INFO: Epoch[6] Iter[70/93] Loss: 6.649, Acc: 0.229, Base Lr: 2.46e-04
2024-05-21 10:31:25 transreid.train INFO: Epoch[6] Iter[80/93] Loss: 6.625, Acc: 0.250, Base Lr: 2.46e-04
2024-05-21 10:31:31 transreid.train INFO: Epoch[6] Iter[90/93] Loss: 6.601, Acc: 0.286, Base Lr: 2.46e-04
2024-05-21 10:31:31 transreid.train INFO: Epoch 6 done. Time per epoch: 55.899[s] Speed: 206.1[samples/s]
2024-05-21 10:31:38 transreid.train INFO: Epoch[7] Iter[10/93] Loss: 6.558, Acc: 0.152, Base Lr: 2.85e-04
2024-05-21 10:31:44 transreid.train INFO: Epoch[7] Iter[20/93] Loss: 6.542, Acc: 0.168, Base Lr: 2.85e-04
2024-05-21 10:31:50 transreid.train INFO: Epoch[7] Iter[30/93] Loss: 6.555, Acc: 0.171, Base Lr: 2.85e-04
2024-05-21 10:31:56 transreid.train INFO: Epoch[7] Iter[40/93] Loss: 6.537, Acc: 0.179, Base Lr: 2.85e-04
2024-05-21 10:32:03 transreid.train INFO: Epoch[7] Iter[50/93] Loss: 6.511, Acc: 0.198, Base Lr: 2.85e-04
2024-05-21 10:32:09 transreid.train INFO: Epoch[7] Iter[60/93] Loss: 6.494, Acc: 0.211, Base Lr: 2.85e-04
2024-05-21 10:32:15 transreid.train INFO: Epoch[7] Iter[70/93] Loss: 6.462, Acc: 0.234, Base Lr: 2.85e-04
2024-05-21 10:32:21 transreid.train INFO: Epoch[7] Iter[80/93] Loss: 6.440, Acc: 0.254, Base Lr: 2.85e-04
2024-05-21 10:32:27 transreid.train INFO: Epoch[7] Iter[90/93] Loss: 6.402, Acc: 0.287, Base Lr: 2.85e-04
2024-05-21 10:32:27 transreid.train INFO: Epoch 7 done. Time per epoch: 55.932[s] Speed: 206.0[samples/s]
2024-05-21 10:32:34 transreid.train INFO: Epoch[8] Iter[10/93] Loss: 6.497, Acc: 0.154, Base Lr: 3.25e-04
2024-05-21 10:32:40 transreid.train INFO: Epoch[8] Iter[20/93] Loss: 6.480, Acc: 0.146, Base Lr: 3.25e-04
2024-05-21 10:32:46 transreid.train INFO: Epoch[8] Iter[30/93] Loss: 6.447, Acc: 0.154, Base Lr: 3.25e-04
2024-05-21 10:32:52 transreid.train INFO: Epoch[8] Iter[40/93] Loss: 6.417, Acc: 0.164, Base Lr: 3.25e-04
2024-05-21 10:32:58 transreid.train INFO: Epoch[8] Iter[50/93] Loss: 6.389, Acc: 0.179, Base Lr: 3.25e-04
2024-05-21 10:33:05 transreid.train INFO: Epoch[8] Iter[60/93] Loss: 6.360, Acc: 0.197, Base Lr: 3.25e-04
2024-05-21 10:33:11 transreid.train INFO: Epoch[8] Iter[70/93] Loss: 6.325, Acc: 0.218, Base Lr: 3.25e-04
2024-05-21 10:33:17 transreid.train INFO: Epoch[8] Iter[80/93] Loss: 6.291, Acc: 0.240, Base Lr: 3.25e-04
2024-05-21 10:33:23 transreid.train INFO: Epoch[8] Iter[90/93] Loss: 6.232, Acc: 0.279, Base Lr: 3.25e-04
2024-05-21 10:33:24 transreid.train INFO: Epoch 8 done. Time per epoch: 56.529[s] Speed: 206.1[samples/s]
2024-05-21 10:33:30 transreid.train INFO: Epoch[9] Iter[10/93] Loss: 6.313, Acc: 0.145, Base Lr: 3.64e-04
2024-05-21 10:33:37 transreid.train INFO: Epoch[9] Iter[20/93] Loss: 6.311, Acc: 0.154, Base Lr: 3.64e-04
2024-05-21 10:33:43 transreid.train INFO: Epoch[9] Iter[30/93] Loss: 6.273, Acc: 0.164, Base Lr: 3.64e-04
2024-05-21 10:33:49 transreid.train INFO: Epoch[9] Iter[40/93] Loss: 6.251, Acc: 0.167, Base Lr: 3.64e-04
2024-05-21 10:33:55 transreid.train INFO: Epoch[9] Iter[50/93] Loss: 6.214, Acc: 0.185, Base Lr: 3.64e-04
2024-05-21 10:34:01 transreid.train INFO: Epoch[9] Iter[60/93] Loss: 6.186, Acc: 0.188, Base Lr: 3.64e-04
2024-05-21 10:34:07 transreid.train INFO: Epoch[9] Iter[70/93] Loss: 6.145, Acc: 0.215, Base Lr: 3.64e-04
2024-05-21 10:34:13 transreid.train INFO: Epoch[9] Iter[80/93] Loss: 6.096, Acc: 0.237, Base Lr: 3.64e-04
2024-05-21 10:34:19 transreid.train INFO: Epoch[9] Iter[90/93] Loss: 6.026, Acc: 0.277, Base Lr: 3.64e-04
2024-05-21 10:34:20 transreid.train INFO: Epoch 9 done. Time per epoch: 56.480[s] Speed: 206.2[samples/s]
2024-05-21 10:34:27 transreid.train INFO: Epoch[10] Iter[10/93] Loss: 6.158, Acc: 0.170, Base Lr: 4.04e-04
2024-05-21 10:34:33 transreid.train INFO: Epoch[10] Iter[20/93] Loss: 6.133, Acc: 0.163, Base Lr: 4.04e-04
2024-05-21 10:34:39 transreid.train INFO: Epoch[10] Iter[30/93] Loss: 6.074, Acc: 0.166, Base Lr: 4.04e-04
2024-05-21 10:34:45 transreid.train INFO: Epoch[10] Iter[40/93] Loss: 6.038, Acc: 0.165, Base Lr: 4.04e-04
2024-05-21 10:34:51 transreid.train INFO: Epoch[10] Iter[50/93] Loss: 5.991, Acc: 0.180, Base Lr: 4.04e-04
2024-05-21 10:34:58 transreid.train INFO: Epoch[10] Iter[60/93] Loss: 5.966, Acc: 0.189, Base Lr: 4.04e-04
2024-05-21 10:35:04 transreid.train INFO: Epoch[10] Iter[70/93] Loss: 5.918, Acc: 0.208, Base Lr: 4.04e-04
2024-05-21 10:35:10 transreid.train INFO: Epoch[10] Iter[80/93] Loss: 5.865, Acc: 0.231, Base Lr: 4.04e-04
2024-05-21 10:35:16 transreid.train INFO: Epoch[10] Iter[90/93] Loss: 5.785, Acc: 0.265, Base Lr: 4.04e-04
2024-05-21 10:35:16 transreid.train INFO: Epoch 10 done. Time per epoch: 55.887[s] Speed: 206.1[samples/s]
2024-05-21 10:35:23 transreid.train INFO: Epoch[11] Iter[10/93] Loss: 6.003, Acc: 0.126, Base Lr: 4.44e-04
2024-05-21 10:35:29 transreid.train INFO: Epoch[11] Iter[20/93] Loss: 5.992, Acc: 0.118, Base Lr: 4.44e-04
2024-05-21 10:35:35 transreid.train INFO: Epoch[11] Iter[30/93] Loss: 5.941, Acc: 0.136, Base Lr: 4.44e-04
2024-05-21 10:35:41 transreid.train INFO: Epoch[11] Iter[40/93] Loss: 5.880, Acc: 0.149, Base Lr: 4.44e-04
2024-05-21 10:35:47 transreid.train INFO: Epoch[11] Iter[50/93] Loss: 5.826, Acc: 0.160, Base Lr: 4.44e-04
2024-05-21 10:35:54 transreid.train INFO: Epoch[11] Iter[60/93] Loss: 5.761, Acc: 0.174, Base Lr: 4.44e-04
2024-05-21 10:36:00 transreid.train INFO: Epoch[11] Iter[70/93] Loss: 5.705, Acc: 0.196, Base Lr: 4.44e-04
2024-05-21 10:36:06 transreid.train INFO: Epoch[11] Iter[80/93] Loss: 5.638, Acc: 0.224, Base Lr: 4.44e-04
2024-05-21 10:36:12 transreid.train INFO: Epoch[11] Iter[90/93] Loss: 5.541, Acc: 0.264, Base Lr: 4.44e-04
2024-05-21 10:36:13 transreid.train INFO: Epoch 11 done. Time per epoch: 56.620[s] Speed: 205.7[samples/s]
2024-05-21 10:36:20 transreid.train INFO: Epoch[12] Iter[10/93] Loss: 5.747, Acc: 0.156, Base Lr: 4.83e-04
2024-05-21 10:36:26 transreid.train INFO: Epoch[12] Iter[20/93] Loss: 5.719, Acc: 0.138, Base Lr: 4.83e-04
2024-05-21 10:36:32 transreid.train INFO: Epoch[12] Iter[30/93] Loss: 5.686, Acc: 0.134, Base Lr: 4.83e-04
2024-05-21 10:36:38 transreid.train INFO: Epoch[12] Iter[40/93] Loss: 5.654, Acc: 0.135, Base Lr: 4.83e-04
2024-05-21 10:36:44 transreid.train INFO: Epoch[12] Iter[50/93] Loss: 5.587, Acc: 0.156, Base Lr: 4.83e-04
2024-05-21 10:36:50 transreid.train INFO: Epoch[12] Iter[60/93] Loss: 5.521, Acc: 0.176, Base Lr: 4.83e-04
2024-05-21 10:36:56 transreid.train INFO: Epoch[12] Iter[70/93] Loss: 5.459, Acc: 0.196, Base Lr: 4.83e-04
2024-05-21 10:37:02 transreid.train INFO: Epoch[12] Iter[80/93] Loss: 5.383, Acc: 0.223, Base Lr: 4.83e-04
2024-05-21 10:37:08 transreid.train INFO: Epoch[12] Iter[90/93] Loss: 5.264, Acc: 0.267, Base Lr: 4.83e-04
2024-05-21 10:37:09 transreid.train INFO: Epoch 12 done. Time per epoch: 55.942[s] Speed: 205.9[samples/s]
2024-05-21 10:37:15 transreid.train INFO: Epoch[13] Iter[10/93] Loss: 5.591, Acc: 0.136, Base Lr: 5.23e-04
2024-05-21 10:37:21 transreid.train INFO: Epoch[13] Iter[20/93] Loss: 5.577, Acc: 0.132, Base Lr: 5.23e-04
2024-05-21 10:37:28 transreid.train INFO: Epoch[13] Iter[30/93] Loss: 5.517, Acc: 0.143, Base Lr: 5.23e-04
2024-05-21 10:37:34 transreid.train INFO: Epoch[13] Iter[40/93] Loss: 5.441, Acc: 0.156, Base Lr: 5.23e-04
2024-05-21 10:37:40 transreid.train INFO: Epoch[13] Iter[50/93] Loss: 5.384, Acc: 0.166, Base Lr: 5.23e-04
2024-05-21 10:37:46 transreid.train INFO: Epoch[13] Iter[60/93] Loss: 5.311, Acc: 0.188, Base Lr: 5.23e-04
2024-05-21 10:37:52 transreid.train INFO: Epoch[13] Iter[70/93] Loss: 5.229, Acc: 0.212, Base Lr: 5.23e-04
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2024-05-21 10:38:04 transreid.train INFO: Epoch 13 done. Time per epoch: 55.759[s] Speed: 206.6[samples/s]
2024-05-21 10:38:11 transreid.train INFO: Epoch[14] Iter[10/93] Loss: 5.395, Acc: 0.151, Base Lr: 5.62e-04
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2024-05-21 10:39:00 transreid.train INFO: Epoch[14] Iter[90/93] Loss: 4.743, Acc: 0.316, Base Lr: 5.62e-04
2024-05-21 10:39:00 transreid.train INFO: Epoch 14 done. Time per epoch: 55.856[s] Speed: 206.2[samples/s]
2024-05-21 10:39:07 transreid.train INFO: Epoch[15] Iter[10/93] Loss: 5.195, Acc: 0.173, Base Lr: 6.02e-04
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2024-05-21 10:39:57 transreid.train INFO: Epoch 15 done. Time per epoch: 56.430[s] Speed: 206.4[samples/s]
2024-05-21 10:40:03 transreid.train INFO: Epoch[16] Iter[10/93] Loss: 4.976, Acc: 0.184, Base Lr: 6.42e-04
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2024-05-21 10:40:52 transreid.train INFO: Epoch 16 done. Time per epoch: 55.811[s] Speed: 206.4[samples/s]
2024-05-21 10:40:59 transreid.train INFO: Epoch[17] Iter[10/93] Loss: 4.798, Acc: 0.201, Base Lr: 6.81e-04
2024-05-21 10:41:05 transreid.train INFO: Epoch[17] Iter[20/93] Loss: 4.751, Acc: 0.204, Base Lr: 6.81e-04
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2024-05-21 10:41:49 transreid.train INFO: Epoch 17 done. Time per epoch: 56.340[s] Speed: 206.7[samples/s]
2024-05-21 10:41:56 transreid.train INFO: Epoch[18] Iter[10/93] Loss: 4.442, Acc: 0.259, Base Lr: 7.21e-04
2024-05-21 10:42:02 transreid.train INFO: Epoch[18] Iter[20/93] Loss: 4.415, Acc: 0.267, Base Lr: 7.21e-04
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2024-05-21 10:42:45 transreid.train INFO: Epoch 18 done. Time per epoch: 56.431[s] Speed: 206.4[samples/s]
2024-05-21 10:42:52 transreid.train INFO: Epoch[19] Iter[10/93] Loss: 4.207, Acc: 0.296, Base Lr: 7.60e-04
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2024-05-21 10:43:41 transreid.train INFO: Epoch 19 done. Time per epoch: 55.919[s] Speed: 206.0[samples/s]
2024-05-21 10:43:48 transreid.train INFO: Epoch[20] Iter[10/93] Loss: 4.286, Acc: 0.277, Base Lr: 7.47e-04
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2024-05-21 10:44:00 transreid.train INFO: Epoch[20] Iter[30/93] Loss: 3.987, Acc: 0.341, Base Lr: 7.47e-04
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2024-05-21 10:44:19 transreid.train INFO: Epoch[20] Iter[60/93] Loss: 3.675, Acc: 0.406, Base Lr: 7.47e-04
2024-05-21 10:44:25 transreid.train INFO: Epoch[20] Iter[70/93] Loss: 3.530, Acc: 0.447, Base Lr: 7.47e-04
2024-05-21 10:44:31 transreid.train INFO: Epoch[20] Iter[80/93] Loss: 3.391, Acc: 0.484, Base Lr: 7.47e-04
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2024-05-21 10:44:37 transreid.train INFO: Epoch 20 done. Time per epoch: 55.910[s] Speed: 206.0[samples/s]
2024-05-21 10:45:51 transreid.train INFO: Validation Results - Epoch: 20
2024-05-21 10:45:51 transreid.train INFO: mAP: 88.2%
2024-05-21 10:45:51 transreid.train INFO: CMC curve, Rank-1  :94.0%
2024-05-21 10:45:51 transreid.train INFO: CMC curve, Rank-5  :98.1%
2024-05-21 10:45:51 transreid.train INFO: CMC curve, Rank-10 :98.9%
2024-05-21 10:45:59 transreid.train INFO: Epoch[21] Iter[10/93] Loss: 3.756, Acc: 0.362, Base Lr: 7.41e-04
2024-05-21 10:46:05 transreid.train INFO: Epoch[21] Iter[20/93] Loss: 3.724, Acc: 0.372, Base Lr: 7.41e-04
2024-05-21 10:46:11 transreid.train INFO: Epoch[21] Iter[30/93] Loss: 3.727, Acc: 0.371, Base Lr: 7.41e-04
2024-05-21 10:46:17 transreid.train INFO: Epoch[21] Iter[40/93] Loss: 3.637, Acc: 0.396, Base Lr: 7.41e-04
2024-05-21 10:46:23 transreid.train INFO: Epoch[21] Iter[50/93] Loss: 3.489, Acc: 0.432, Base Lr: 7.41e-04
2024-05-21 10:46:29 transreid.train INFO: Epoch[21] Iter[60/93] Loss: 3.391, Acc: 0.457, Base Lr: 7.41e-04
2024-05-21 10:46:35 transreid.train INFO: Epoch[21] Iter[70/93] Loss: 3.275, Acc: 0.488, Base Lr: 7.41e-04
2024-05-21 10:46:42 transreid.train INFO: Epoch[21] Iter[80/93] Loss: 3.138, Acc: 0.522, Base Lr: 7.41e-04
2024-05-21 10:46:48 transreid.train INFO: Epoch[21] Iter[90/93] Loss: 2.961, Acc: 0.563, Base Lr: 7.41e-04
2024-05-21 10:46:48 transreid.train INFO: Epoch 21 done. Time per epoch: 56.355[s] Speed: 204.4[samples/s]
2024-05-21 10:46:55 transreid.train INFO: Epoch[22] Iter[10/93] Loss: 3.800, Acc: 0.355, Base Lr: 7.36e-04
2024-05-21 10:47:01 transreid.train INFO: Epoch[22] Iter[20/93] Loss: 3.667, Acc: 0.378, Base Lr: 7.36e-04
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2024-05-21 10:47:31 transreid.train INFO: Epoch[22] Iter[70/93] Loss: 3.079, Acc: 0.513, Base Lr: 7.36e-04
2024-05-21 10:47:37 transreid.train INFO: Epoch[22] Iter[80/93] Loss: 2.927, Acc: 0.553, Base Lr: 7.36e-04
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2024-05-21 10:47:43 transreid.train INFO: Epoch 22 done. Time per epoch: 55.772[s] Speed: 206.6[samples/s]
2024-05-21 10:47:50 transreid.train INFO: Epoch[23] Iter[10/93] Loss: 3.508, Acc: 0.387, Base Lr: 7.30e-04
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2024-05-21 10:48:27 transreid.train INFO: Epoch[23] Iter[70/93] Loss: 2.878, Acc: 0.549, Base Lr: 7.30e-04
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2024-05-21 10:48:39 transreid.train INFO: Epoch 23 done. Time per epoch: 55.886[s] Speed: 206.1[samples/s]
2024-05-21 10:48:46 transreid.train INFO: Epoch[24] Iter[10/93] Loss: 3.454, Acc: 0.416, Base Lr: 7.24e-04
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2024-05-21 10:49:23 transreid.train INFO: Epoch[24] Iter[70/93] Loss: 2.723, Acc: 0.573, Base Lr: 7.24e-04
2024-05-21 10:49:29 transreid.train INFO: Epoch[24] Iter[80/93] Loss: 2.562, Acc: 0.609, Base Lr: 7.24e-04
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2024-05-21 10:49:36 transreid.train INFO: Epoch 24 done. Time per epoch: 56.439[s] Speed: 206.4[samples/s]
2024-05-21 10:49:43 transreid.train INFO: Epoch[25] Iter[10/93] Loss: 3.217, Acc: 0.441, Base Lr: 7.18e-04
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2024-05-21 10:50:32 transreid.train INFO: Epoch 25 done. Time per epoch: 55.888[s] Speed: 206.1[samples/s]
2024-05-21 10:50:39 transreid.train INFO: Epoch[26] Iter[10/93] Loss: 3.238, Acc: 0.420, Base Lr: 7.11e-04
2024-05-21 10:50:45 transreid.train INFO: Epoch[26] Iter[20/93] Loss: 3.094, Acc: 0.466, Base Lr: 7.11e-04
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2024-05-21 10:51:03 transreid.train INFO: Epoch[26] Iter[50/93] Loss: 2.639, Acc: 0.575, Base Lr: 7.11e-04
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2024-05-21 10:51:15 transreid.train INFO: Epoch[26] Iter[70/93] Loss: 2.378, Acc: 0.638, Base Lr: 7.11e-04
2024-05-21 10:51:21 transreid.train INFO: Epoch[26] Iter[80/93] Loss: 2.243, Acc: 0.666, Base Lr: 7.11e-04
2024-05-21 10:51:28 transreid.train INFO: Epoch[26] Iter[90/93] Loss: 2.087, Acc: 0.697, Base Lr: 7.11e-04
2024-05-21 10:51:28 transreid.train INFO: Epoch 26 done. Time per epoch: 56.476[s] Speed: 206.2[samples/s]
2024-05-21 10:51:35 transreid.train INFO: Epoch[27] Iter[10/93] Loss: 2.916, Acc: 0.505, Base Lr: 7.04e-04
2024-05-21 10:51:41 transreid.train INFO: Epoch[27] Iter[20/93] Loss: 2.786, Acc: 0.532, Base Lr: 7.04e-04
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2024-05-21 10:52:24 transreid.train INFO: Epoch 27 done. Time per epoch: 55.683[s] Speed: 206.9[samples/s]
2024-05-21 10:52:31 transreid.train INFO: Epoch[28] Iter[10/93] Loss: 2.727, Acc: 0.540, Base Lr: 6.97e-04
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2024-05-21 10:53:13 transreid.train INFO: Epoch[28] Iter[80/93] Loss: 1.943, Acc: 0.716, Base Lr: 6.97e-04
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2024-05-21 10:53:20 transreid.train INFO: Epoch 28 done. Time per epoch: 56.235[s] Speed: 207.1[samples/s]
2024-05-21 10:53:27 transreid.train INFO: Epoch[29] Iter[10/93] Loss: 2.741, Acc: 0.541, Base Lr: 6.90e-04
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2024-05-21 10:54:16 transreid.train INFO: Epoch 29 done. Time per epoch: 56.219[s] Speed: 207.2[samples/s]
2024-05-21 10:54:23 transreid.train INFO: Epoch[30] Iter[10/93] Loss: 2.638, Acc: 0.525, Base Lr: 6.83e-04
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2024-05-21 10:55:00 transreid.train INFO: Epoch[30] Iter[70/93] Loss: 1.880, Acc: 0.724, Base Lr: 6.83e-04
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2024-05-21 10:55:13 transreid.train INFO: Epoch 30 done. Time per epoch: 56.296[s] Speed: 206.9[samples/s]
2024-05-21 10:55:19 transreid.train INFO: Epoch[31] Iter[10/93] Loss: 2.399, Acc: 0.588, Base Lr: 6.76e-04
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2024-05-21 10:56:09 transreid.train INFO: Epoch 31 done. Time per epoch: 56.247[s] Speed: 207.1[samples/s]
2024-05-21 10:56:16 transreid.train INFO: Epoch[32] Iter[10/93] Loss: 2.350, Acc: 0.591, Base Lr: 6.68e-04
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2024-05-21 10:57:05 transreid.train INFO: Epoch 32 done. Time per epoch: 56.263[s] Speed: 207.0[samples/s]
2024-05-21 10:57:12 transreid.train INFO: Epoch[33] Iter[10/93] Loss: 2.186, Acc: 0.643, Base Lr: 6.60e-04
2024-05-21 10:57:18 transreid.train INFO: Epoch[33] Iter[20/93] Loss: 2.089, Acc: 0.667, Base Lr: 6.60e-04
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2024-05-21 10:58:01 transreid.train INFO: Epoch[33] Iter[90/93] Loss: 1.358, Acc: 0.814, Base Lr: 6.60e-04
2024-05-21 10:58:01 transreid.train INFO: Epoch 33 done. Time per epoch: 55.665[s] Speed: 207.0[samples/s]
2024-05-21 10:58:08 transreid.train INFO: Epoch[34] Iter[10/93] Loss: 2.405, Acc: 0.585, Base Lr: 6.52e-04
2024-05-21 10:58:14 transreid.train INFO: Epoch[34] Iter[20/93] Loss: 2.126, Acc: 0.645, Base Lr: 6.52e-04
2024-05-21 10:58:20 transreid.train INFO: Epoch[34] Iter[30/93] Loss: 1.968, Acc: 0.682, Base Lr: 6.52e-04
2024-05-21 10:58:26 transreid.train INFO: Epoch[34] Iter[40/93] Loss: 1.845, Acc: 0.709, Base Lr: 6.52e-04
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2024-05-21 10:58:50 transreid.train INFO: Epoch[34] Iter[80/93] Loss: 1.389, Acc: 0.808, Base Lr: 6.52e-04
2024-05-21 10:58:56 transreid.train INFO: Epoch[34] Iter[90/93] Loss: 1.281, Acc: 0.827, Base Lr: 6.52e-04
2024-05-21 10:58:56 transreid.train INFO: Epoch 34 done. Time per epoch: 55.592[s] Speed: 207.2[samples/s]
2024-05-21 10:59:03 transreid.train INFO: Epoch[35] Iter[10/93] Loss: 2.048, Acc: 0.643, Base Lr: 6.44e-04
2024-05-21 10:59:09 transreid.train INFO: Epoch[35] Iter[20/93] Loss: 1.990, Acc: 0.669, Base Lr: 6.44e-04
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2024-05-21 10:59:22 transreid.train INFO: Epoch[35] Iter[40/93] Loss: 1.753, Acc: 0.726, Base Lr: 6.44e-04
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2024-05-21 10:59:34 transreid.train INFO: Epoch[35] Iter[60/93] Loss: 1.533, Acc: 0.777, Base Lr: 6.44e-04
2024-05-21 10:59:40 transreid.train INFO: Epoch[35] Iter[70/93] Loss: 1.435, Acc: 0.797, Base Lr: 6.44e-04
2024-05-21 10:59:46 transreid.train INFO: Epoch[35] Iter[80/93] Loss: 1.330, Acc: 0.817, Base Lr: 6.44e-04
2024-05-21 10:59:52 transreid.train INFO: Epoch[35] Iter[90/93] Loss: 1.234, Acc: 0.834, Base Lr: 6.44e-04
2024-05-21 10:59:52 transreid.train INFO: Epoch 35 done. Time per epoch: 55.666[s] Speed: 206.9[samples/s]
2024-05-21 10:59:59 transreid.train INFO: Epoch[36] Iter[10/93] Loss: 2.135, Acc: 0.633, Base Lr: 6.35e-04
2024-05-21 11:00:05 transreid.train INFO: Epoch[36] Iter[20/93] Loss: 1.961, Acc: 0.673, Base Lr: 6.35e-04
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2024-05-21 11:00:36 transreid.train INFO: Epoch[36] Iter[70/93] Loss: 1.397, Acc: 0.803, Base Lr: 6.35e-04
2024-05-21 11:00:42 transreid.train INFO: Epoch[36] Iter[80/93] Loss: 1.290, Acc: 0.823, Base Lr: 6.35e-04
2024-05-21 11:00:48 transreid.train INFO: Epoch[36] Iter[90/93] Loss: 1.187, Acc: 0.842, Base Lr: 6.35e-04
2024-05-21 11:00:48 transreid.train INFO: Epoch 36 done. Time per epoch: 55.703[s] Speed: 206.8[samples/s]
2024-05-21 11:00:55 transreid.train INFO: Epoch[37] Iter[10/93] Loss: 1.983, Acc: 0.655, Base Lr: 6.27e-04
2024-05-21 11:01:01 transreid.train INFO: Epoch[37] Iter[20/93] Loss: 1.874, Acc: 0.670, Base Lr: 6.27e-04
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2024-05-21 11:01:31 transreid.train INFO: Epoch[37] Iter[70/93] Loss: 1.315, Acc: 0.813, Base Lr: 6.27e-04
2024-05-21 11:01:37 transreid.train INFO: Epoch[37] Iter[80/93] Loss: 1.217, Acc: 0.832, Base Lr: 6.27e-04
2024-05-21 11:01:44 transreid.train INFO: Epoch[37] Iter[90/93] Loss: 1.133, Acc: 0.848, Base Lr: 6.27e-04
2024-05-21 11:01:44 transreid.train INFO: Epoch 37 done. Time per epoch: 55.832[s] Speed: 206.3[samples/s]
2024-05-21 11:01:50 transreid.train INFO: Epoch[38] Iter[10/93] Loss: 1.979, Acc: 0.655, Base Lr: 6.18e-04
2024-05-21 11:01:57 transreid.train INFO: Epoch[38] Iter[20/93] Loss: 1.807, Acc: 0.692, Base Lr: 6.18e-04
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2024-05-21 11:02:27 transreid.train INFO: Epoch[38] Iter[70/93] Loss: 1.257, Acc: 0.819, Base Lr: 6.18e-04
2024-05-21 11:02:33 transreid.train INFO: Epoch[38] Iter[80/93] Loss: 1.164, Acc: 0.837, Base Lr: 6.18e-04
2024-05-21 11:02:39 transreid.train INFO: Epoch[38] Iter[90/93] Loss: 1.071, Acc: 0.853, Base Lr: 6.18e-04
2024-05-21 11:02:40 transreid.train INFO: Epoch 38 done. Time per epoch: 56.338[s] Speed: 206.8[samples/s]
2024-05-21 11:02:47 transreid.train INFO: Epoch[39] Iter[10/93] Loss: 1.705, Acc: 0.720, Base Lr: 6.09e-04
2024-05-21 11:02:53 transreid.train INFO: Epoch[39] Iter[20/93] Loss: 1.662, Acc: 0.732, Base Lr: 6.09e-04
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2024-05-21 11:03:23 transreid.train INFO: Epoch[39] Iter[70/93] Loss: 1.174, Acc: 0.835, Base Lr: 6.09e-04
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2024-05-21 11:03:36 transreid.train INFO: Epoch[39] Iter[90/93] Loss: 1.000, Acc: 0.866, Base Lr: 6.09e-04
2024-05-21 11:03:36 transreid.train INFO: Epoch 39 done. Time per epoch: 55.710[s] Speed: 206.8[samples/s]
2024-05-21 11:03:43 transreid.train INFO: Epoch[40] Iter[10/93] Loss: 1.803, Acc: 0.701, Base Lr: 6.00e-04
2024-05-21 11:03:49 transreid.train INFO: Epoch[40] Iter[20/93] Loss: 1.715, Acc: 0.713, Base Lr: 6.00e-04
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2024-05-21 11:04:01 transreid.train INFO: Epoch[40] Iter[40/93] Loss: 1.479, Acc: 0.765, Base Lr: 6.00e-04
2024-05-21 11:04:07 transreid.train INFO: Epoch[40] Iter[50/93] Loss: 1.367, Acc: 0.790, Base Lr: 6.00e-04
2024-05-21 11:04:13 transreid.train INFO: Epoch[40] Iter[60/93] Loss: 1.246, Acc: 0.818, Base Lr: 6.00e-04
2024-05-21 11:04:19 transreid.train INFO: Epoch[40] Iter[70/93] Loss: 1.156, Acc: 0.836, Base Lr: 6.00e-04
2024-05-21 11:04:25 transreid.train INFO: Epoch[40] Iter[80/93] Loss: 1.063, Acc: 0.854, Base Lr: 6.00e-04
2024-05-21 11:04:31 transreid.train INFO: Epoch[40] Iter[90/93] Loss: 0.973, Acc: 0.869, Base Lr: 6.00e-04
2024-05-21 11:04:32 transreid.train INFO: Epoch 40 done. Time per epoch: 55.864[s] Speed: 206.2[samples/s]
2024-05-21 11:05:44 transreid.train INFO: Validation Results - Epoch: 40
2024-05-21 11:05:44 transreid.train INFO: mAP: 89.9%
2024-05-21 11:05:44 transreid.train INFO: CMC curve, Rank-1  :95.0%
2024-05-21 11:05:44 transreid.train INFO: CMC curve, Rank-5  :98.2%
2024-05-21 11:05:44 transreid.train INFO: CMC curve, Rank-10 :99.0%
2024-05-21 11:05:52 transreid.train INFO: Epoch[41] Iter[10/93] Loss: 1.734, Acc: 0.693, Base Lr: 5.91e-04
2024-05-21 11:05:58 transreid.train INFO: Epoch[41] Iter[20/93] Loss: 1.582, Acc: 0.745, Base Lr: 5.91e-04
2024-05-21 11:06:04 transreid.train INFO: Epoch[41] Iter[30/93] Loss: 1.487, Acc: 0.765, Base Lr: 5.91e-04
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2024-05-21 11:06:22 transreid.train INFO: Epoch[41] Iter[60/93] Loss: 1.170, Acc: 0.833, Base Lr: 5.91e-04
2024-05-21 11:06:28 transreid.train INFO: Epoch[41] Iter[70/93] Loss: 1.082, Acc: 0.851, Base Lr: 5.91e-04
2024-05-21 11:06:34 transreid.train INFO: Epoch[41] Iter[80/93] Loss: 0.994, Acc: 0.867, Base Lr: 5.91e-04
2024-05-21 11:06:40 transreid.train INFO: Epoch[41] Iter[90/93] Loss: 0.915, Acc: 0.879, Base Lr: 5.91e-04
2024-05-21 11:06:41 transreid.train INFO: Epoch 41 done. Time per epoch: 56.416[s] Speed: 206.5[samples/s]
2024-05-21 11:06:48 transreid.train INFO: Epoch[42] Iter[10/93] Loss: 1.571, Acc: 0.747, Base Lr: 5.82e-04
2024-05-21 11:06:54 transreid.train INFO: Epoch[42] Iter[20/93] Loss: 1.484, Acc: 0.765, Base Lr: 5.82e-04
2024-05-21 11:07:00 transreid.train INFO: Epoch[42] Iter[30/93] Loss: 1.395, Acc: 0.789, Base Lr: 5.82e-04
2024-05-21 11:07:06 transreid.train INFO: Epoch[42] Iter[40/93] Loss: 1.282, Acc: 0.808, Base Lr: 5.82e-04
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2024-05-21 11:07:19 transreid.train INFO: Epoch[42] Iter[60/93] Loss: 1.119, Acc: 0.840, Base Lr: 5.82e-04
2024-05-21 11:07:25 transreid.train INFO: Epoch[42] Iter[70/93] Loss: 1.047, Acc: 0.853, Base Lr: 5.82e-04
2024-05-21 11:07:31 transreid.train INFO: Epoch[42] Iter[80/93] Loss: 0.966, Acc: 0.869, Base Lr: 5.82e-04
2024-05-21 11:07:37 transreid.train INFO: Epoch[42] Iter[90/93] Loss: 0.888, Acc: 0.882, Base Lr: 5.82e-04
2024-05-21 11:07:37 transreid.train INFO: Epoch 42 done. Time per epoch: 55.886[s] Speed: 206.1[samples/s]
2024-05-21 11:07:44 transreid.train INFO: Epoch[43] Iter[10/93] Loss: 1.597, Acc: 0.728, Base Lr: 5.73e-04
2024-05-21 11:07:50 transreid.train INFO: Epoch[43] Iter[20/93] Loss: 1.475, Acc: 0.766, Base Lr: 5.73e-04
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2024-05-21 11:08:21 transreid.train INFO: Epoch[43] Iter[70/93] Loss: 1.011, Acc: 0.865, Base Lr: 5.73e-04
2024-05-21 11:08:27 transreid.train INFO: Epoch[43] Iter[80/93] Loss: 0.926, Acc: 0.880, Base Lr: 5.73e-04
2024-05-21 11:08:33 transreid.train INFO: Epoch[43] Iter[90/93] Loss: 0.847, Acc: 0.892, Base Lr: 5.73e-04
2024-05-21 11:08:33 transreid.train INFO: Epoch 43 done. Time per epoch: 55.846[s] Speed: 206.3[samples/s]
2024-05-21 11:08:40 transreid.train INFO: Epoch[44] Iter[10/93] Loss: 1.573, Acc: 0.745, Base Lr: 5.63e-04
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2024-05-21 11:09:29 transreid.train INFO: Epoch 44 done. Time per epoch: 55.940[s] Speed: 205.9[samples/s]
2024-05-21 11:09:36 transreid.train INFO: Epoch[45] Iter[10/93] Loss: 1.395, Acc: 0.774, Base Lr: 5.54e-04
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2024-05-21 11:10:25 transreid.train INFO: Epoch 45 done. Time per epoch: 56.028[s] Speed: 205.6[samples/s]
2024-05-21 11:10:32 transreid.train INFO: Epoch[46] Iter[10/93] Loss: 1.370, Acc: 0.795, Base Lr: 5.44e-04
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2024-05-21 11:11:21 transreid.train INFO: Epoch 46 done. Time per epoch: 55.964[s] Speed: 205.8[samples/s]
2024-05-21 11:11:28 transreid.train INFO: Epoch[47] Iter[10/93] Loss: 1.418, Acc: 0.776, Base Lr: 5.34e-04
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2024-05-21 11:12:17 transreid.train INFO: Epoch 47 done. Time per epoch: 56.209[s] Speed: 207.2[samples/s]
2024-05-21 11:12:24 transreid.train INFO: Epoch[48] Iter[10/93] Loss: 1.289, Acc: 0.802, Base Lr: 5.24e-04
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2024-05-21 11:13:13 transreid.train INFO: Epoch 48 done. Time per epoch: 56.313[s] Speed: 206.8[samples/s]
2024-05-21 11:13:20 transreid.train INFO: Epoch[49] Iter[10/93] Loss: 1.294, Acc: 0.798, Base Lr: 5.14e-04
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2024-05-21 11:14:09 transreid.train INFO: Epoch 49 done. Time per epoch: 55.570[s] Speed: 207.3[samples/s]
2024-05-21 11:14:16 transreid.train INFO: Epoch[50] Iter[10/93] Loss: 1.191, Acc: 0.826, Base Lr: 5.04e-04
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2024-05-21 11:15:05 transreid.train INFO: Epoch[50] Iter[90/93] Loss: 0.631, Acc: 0.930, Base Lr: 5.04e-04
2024-05-21 11:15:05 transreid.train INFO: Epoch 50 done. Time per epoch: 55.674[s] Speed: 206.9[samples/s]
2024-05-21 11:15:11 transreid.train INFO: Epoch[51] Iter[10/93] Loss: 1.291, Acc: 0.806, Base Lr: 4.94e-04
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2024-05-21 11:16:01 transreid.train INFO: Epoch 51 done. Time per epoch: 56.221[s] Speed: 207.2[samples/s]
2024-05-21 11:16:08 transreid.train INFO: Epoch[52] Iter[10/93] Loss: 1.272, Acc: 0.813, Base Lr: 4.84e-04
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2024-05-21 11:16:57 transreid.train INFO: Epoch 52 done. Time per epoch: 56.198[s] Speed: 207.3[samples/s]
2024-05-21 11:17:04 transreid.train INFO: Epoch[53] Iter[10/93] Loss: 1.192, Acc: 0.826, Base Lr: 4.74e-04
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2024-05-21 11:17:53 transreid.train INFO: Epoch 53 done. Time per epoch: 55.685[s] Speed: 206.9[samples/s]
2024-05-21 11:18:00 transreid.train INFO: Epoch[54] Iter[10/93] Loss: 1.116, Acc: 0.837, Base Lr: 4.63e-04
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2024-05-21 11:18:49 transreid.train INFO: Epoch 54 done. Time per epoch: 55.803[s] Speed: 206.4[samples/s]
2024-05-21 11:18:55 transreid.train INFO: Epoch[55] Iter[10/93] Loss: 1.091, Acc: 0.845, Base Lr: 4.53e-04
2024-05-21 11:19:01 transreid.train INFO: Epoch[55] Iter[20/93] Loss: 0.946, Acc: 0.871, Base Lr: 4.53e-04
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2024-05-21 11:19:45 transreid.train INFO: Epoch 55 done. Time per epoch: 56.286[s] Speed: 206.9[samples/s]
2024-05-21 11:19:52 transreid.train INFO: Epoch[56] Iter[10/93] Loss: 1.079, Acc: 0.839, Base Lr: 4.43e-04
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2024-05-21 11:20:40 transreid.train INFO: Epoch 56 done. Time per epoch: 55.144[s] Speed: 206.6[samples/s]
2024-05-21 11:20:47 transreid.train INFO: Epoch[57] Iter[10/93] Loss: 1.000, Acc: 0.854, Base Lr: 4.32e-04
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2024-05-21 11:21:36 transreid.train INFO: Epoch 57 done. Time per epoch: 55.781[s] Speed: 206.5[samples/s]
2024-05-21 11:21:43 transreid.train INFO: Epoch[58] Iter[10/93] Loss: 1.032, Acc: 0.841, Base Lr: 4.22e-04
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2024-05-21 11:22:32 transreid.train INFO: Epoch 58 done. Time per epoch: 56.332[s] Speed: 206.8[samples/s]
2024-05-21 11:22:39 transreid.train INFO: Epoch[59] Iter[10/93] Loss: 1.077, Acc: 0.826, Base Lr: 4.11e-04
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2024-05-21 11:22:51 transreid.train INFO: Epoch[59] Iter[30/93] Loss: 0.773, Acc: 0.895, Base Lr: 4.11e-04
2024-05-21 11:22:57 transreid.train INFO: Epoch[59] Iter[40/93] Loss: 0.715, Acc: 0.905, Base Lr: 4.11e-04
2024-05-21 11:23:03 transreid.train INFO: Epoch[59] Iter[50/93] Loss: 0.667, Acc: 0.916, Base Lr: 4.11e-04
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2024-05-21 11:23:28 transreid.train INFO: Epoch[59] Iter[90/93] Loss: 0.484, Acc: 0.945, Base Lr: 4.11e-04
2024-05-21 11:23:28 transreid.train INFO: Epoch 59 done. Time per epoch: 55.684[s] Speed: 206.9[samples/s]
2024-05-21 11:23:35 transreid.train INFO: Epoch[60] Iter[10/93] Loss: 1.002, Acc: 0.841, Base Lr: 4.01e-04
2024-05-21 11:23:41 transreid.train INFO: Epoch[60] Iter[20/93] Loss: 0.884, Acc: 0.873, Base Lr: 4.01e-04
2024-05-21 11:23:47 transreid.train INFO: Epoch[60] Iter[30/93] Loss: 0.805, Acc: 0.888, Base Lr: 4.01e-04
2024-05-21 11:23:53 transreid.train INFO: Epoch[60] Iter[40/93] Loss: 0.738, Acc: 0.902, Base Lr: 4.01e-04
2024-05-21 11:23:59 transreid.train INFO: Epoch[60] Iter[50/93] Loss: 0.678, Acc: 0.913, Base Lr: 4.01e-04
2024-05-21 11:24:05 transreid.train INFO: Epoch[60] Iter[60/93] Loss: 0.620, Acc: 0.924, Base Lr: 4.01e-04
2024-05-21 11:24:11 transreid.train INFO: Epoch[60] Iter[70/93] Loss: 0.572, Acc: 0.933, Base Lr: 4.01e-04
2024-05-21 11:24:17 transreid.train INFO: Epoch[60] Iter[80/93] Loss: 0.521, Acc: 0.941, Base Lr: 4.01e-04
2024-05-21 11:24:23 transreid.train INFO: Epoch[60] Iter[90/93] Loss: 0.476, Acc: 0.947, Base Lr: 4.01e-04
2024-05-21 11:24:24 transreid.train INFO: Epoch 60 done. Time per epoch: 55.752[s] Speed: 206.6[samples/s]
2024-05-21 11:25:36 transreid.train INFO: Validation Results - Epoch: 60
2024-05-21 11:25:36 transreid.train INFO: mAP: 90.5%
2024-05-21 11:25:36 transreid.train INFO: CMC curve, Rank-1  :95.5%
2024-05-21 11:25:36 transreid.train INFO: CMC curve, Rank-5  :98.5%
2024-05-21 11:25:36 transreid.train INFO: CMC curve, Rank-10 :99.0%
2024-05-21 11:25:43 transreid.train INFO: Epoch[61] Iter[10/93] Loss: 0.963, Acc: 0.860, Base Lr: 3.90e-04
2024-05-21 11:25:50 transreid.train INFO: Epoch[61] Iter[20/93] Loss: 0.872, Acc: 0.872, Base Lr: 3.90e-04
2024-05-21 11:25:56 transreid.train INFO: Epoch[61] Iter[30/93] Loss: 0.802, Acc: 0.885, Base Lr: 3.90e-04
2024-05-21 11:26:02 transreid.train INFO: Epoch[61] Iter[40/93] Loss: 0.710, Acc: 0.905, Base Lr: 3.90e-04
2024-05-21 11:26:08 transreid.train INFO: Epoch[61] Iter[50/93] Loss: 0.647, Acc: 0.918, Base Lr: 3.90e-04
2024-05-21 11:26:14 transreid.train INFO: Epoch[61] Iter[60/93] Loss: 0.587, Acc: 0.930, Base Lr: 3.90e-04
2024-05-21 11:26:20 transreid.train INFO: Epoch[61] Iter[70/93] Loss: 0.551, Acc: 0.935, Base Lr: 3.90e-04
2024-05-21 11:26:26 transreid.train INFO: Epoch[61] Iter[80/93] Loss: 0.501, Acc: 0.943, Base Lr: 3.90e-04
2024-05-21 11:26:33 transreid.train INFO: Epoch[61] Iter[90/93] Loss: 0.460, Acc: 0.948, Base Lr: 3.90e-04
2024-05-21 11:26:33 transreid.train INFO: Epoch 61 done. Time per epoch: 56.853[s] Speed: 204.9[samples/s]
2024-05-21 11:26:40 transreid.train INFO: Epoch[62] Iter[10/93] Loss: 0.980, Acc: 0.845, Base Lr: 3.80e-04
2024-05-21 11:26:46 transreid.train INFO: Epoch[62] Iter[20/93] Loss: 0.831, Acc: 0.877, Base Lr: 3.80e-04
2024-05-21 11:26:52 transreid.train INFO: Epoch[62] Iter[30/93] Loss: 0.751, Acc: 0.893, Base Lr: 3.80e-04
2024-05-21 11:26:59 transreid.train INFO: Epoch[62] Iter[40/93] Loss: 0.703, Acc: 0.903, Base Lr: 3.80e-04
2024-05-21 11:27:05 transreid.train INFO: Epoch[62] Iter[50/93] Loss: 0.632, Acc: 0.917, Base Lr: 3.80e-04
2024-05-21 11:27:11 transreid.train INFO: Epoch[62] Iter[60/93] Loss: 0.582, Acc: 0.926, Base Lr: 3.80e-04
2024-05-21 11:27:17 transreid.train INFO: Epoch[62] Iter[70/93] Loss: 0.529, Acc: 0.935, Base Lr: 3.80e-04
2024-05-21 11:27:23 transreid.train INFO: Epoch[62] Iter[80/93] Loss: 0.488, Acc: 0.942, Base Lr: 3.80e-04
2024-05-21 11:27:29 transreid.train INFO: Epoch[62] Iter[90/93] Loss: 0.447, Acc: 0.948, Base Lr: 3.80e-04
2024-05-21 11:27:30 transreid.train INFO: Epoch 62 done. Time per epoch: 56.708[s] Speed: 205.4[samples/s]
2024-05-21 11:27:37 transreid.train INFO: Epoch[63] Iter[10/93] Loss: 0.869, Acc: 0.864, Base Lr: 3.69e-04
2024-05-21 11:27:43 transreid.train INFO: Epoch[63] Iter[20/93] Loss: 0.809, Acc: 0.876, Base Lr: 3.69e-04
2024-05-21 11:27:49 transreid.train INFO: Epoch[63] Iter[30/93] Loss: 0.744, Acc: 0.891, Base Lr: 3.69e-04
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2024-05-21 11:28:01 transreid.train INFO: Epoch[63] Iter[50/93] Loss: 0.636, Acc: 0.915, Base Lr: 3.69e-04
2024-05-21 11:28:08 transreid.train INFO: Epoch[63] Iter[60/93] Loss: 0.583, Acc: 0.926, Base Lr: 3.69e-04
2024-05-21 11:28:14 transreid.train INFO: Epoch[63] Iter[70/93] Loss: 0.535, Acc: 0.935, Base Lr: 3.69e-04
2024-05-21 11:28:20 transreid.train INFO: Epoch[63] Iter[80/93] Loss: 0.494, Acc: 0.942, Base Lr: 3.69e-04
2024-05-21 11:28:26 transreid.train INFO: Epoch[63] Iter[90/93] Loss: 0.452, Acc: 0.948, Base Lr: 3.69e-04
2024-05-21 11:28:27 transreid.train INFO: Epoch 63 done. Time per epoch: 56.603[s] Speed: 205.8[samples/s]
2024-05-21 11:28:33 transreid.train INFO: Epoch[64] Iter[10/93] Loss: 0.897, Acc: 0.854, Base Lr: 3.59e-04
2024-05-21 11:28:40 transreid.train INFO: Epoch[64] Iter[20/93] Loss: 0.827, Acc: 0.871, Base Lr: 3.59e-04
2024-05-21 11:28:46 transreid.train INFO: Epoch[64] Iter[30/93] Loss: 0.751, Acc: 0.890, Base Lr: 3.59e-04
2024-05-21 11:28:52 transreid.train INFO: Epoch[64] Iter[40/93] Loss: 0.705, Acc: 0.903, Base Lr: 3.59e-04
2024-05-21 11:28:58 transreid.train INFO: Epoch[64] Iter[50/93] Loss: 0.644, Acc: 0.916, Base Lr: 3.59e-04
2024-05-21 11:29:04 transreid.train INFO: Epoch[64] Iter[60/93] Loss: 0.584, Acc: 0.927, Base Lr: 3.59e-04
2024-05-21 11:29:10 transreid.train INFO: Epoch[64] Iter[70/93] Loss: 0.537, Acc: 0.934, Base Lr: 3.59e-04
2024-05-21 11:29:16 transreid.train INFO: Epoch[64] Iter[80/93] Loss: 0.488, Acc: 0.942, Base Lr: 3.59e-04
2024-05-21 11:29:22 transreid.train INFO: Epoch[64] Iter[90/93] Loss: 0.444, Acc: 0.948, Base Lr: 3.59e-04
2024-05-21 11:29:23 transreid.train INFO: Epoch 64 done. Time per epoch: 56.011[s] Speed: 205.7[samples/s]
2024-05-21 11:29:29 transreid.train INFO: Epoch[65] Iter[10/93] Loss: 0.792, Acc: 0.871, Base Lr: 3.49e-04
2024-05-21 11:29:36 transreid.train INFO: Epoch[65] Iter[20/93] Loss: 0.771, Acc: 0.879, Base Lr: 3.49e-04
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2024-05-21 11:30:00 transreid.train INFO: Epoch[65] Iter[60/93] Loss: 0.542, Acc: 0.928, Base Lr: 3.49e-04
2024-05-21 11:30:06 transreid.train INFO: Epoch[65] Iter[70/93] Loss: 0.492, Acc: 0.938, Base Lr: 3.49e-04
2024-05-21 11:30:12 transreid.train INFO: Epoch[65] Iter[80/93] Loss: 0.454, Acc: 0.944, Base Lr: 3.49e-04
2024-05-21 11:30:18 transreid.train INFO: Epoch[65] Iter[90/93] Loss: 0.415, Acc: 0.950, Base Lr: 3.49e-04
2024-05-21 11:30:19 transreid.train INFO: Epoch 65 done. Time per epoch: 56.536[s] Speed: 206.0[samples/s]
2024-05-21 11:30:26 transreid.train INFO: Epoch[66] Iter[10/93] Loss: 0.854, Acc: 0.854, Base Lr: 3.38e-04
2024-05-21 11:30:32 transreid.train INFO: Epoch[66] Iter[20/93] Loss: 0.783, Acc: 0.873, Base Lr: 3.38e-04
2024-05-21 11:30:38 transreid.train INFO: Epoch[66] Iter[30/93] Loss: 0.745, Acc: 0.881, Base Lr: 3.38e-04
2024-05-21 11:30:44 transreid.train INFO: Epoch[66] Iter[40/93] Loss: 0.649, Acc: 0.904, Base Lr: 3.38e-04
2024-05-21 11:30:50 transreid.train INFO: Epoch[66] Iter[50/93] Loss: 0.585, Acc: 0.920, Base Lr: 3.38e-04
2024-05-21 11:30:57 transreid.train INFO: Epoch[66] Iter[60/93] Loss: 0.537, Acc: 0.929, Base Lr: 3.38e-04
2024-05-21 11:31:03 transreid.train INFO: Epoch[66] Iter[70/93] Loss: 0.495, Acc: 0.937, Base Lr: 3.38e-04
2024-05-21 11:31:09 transreid.train INFO: Epoch[66] Iter[80/93] Loss: 0.450, Acc: 0.944, Base Lr: 3.38e-04
2024-05-21 11:31:15 transreid.train INFO: Epoch[66] Iter[90/93] Loss: 0.412, Acc: 0.950, Base Lr: 3.38e-04
2024-05-21 11:31:15 transreid.train INFO: Epoch 66 done. Time per epoch: 55.699[s] Speed: 206.8[samples/s]
2024-05-21 11:31:22 transreid.train INFO: Epoch[67] Iter[10/93] Loss: 0.846, Acc: 0.859, Base Lr: 3.28e-04
2024-05-21 11:31:28 transreid.train INFO: Epoch[67] Iter[20/93] Loss: 0.723, Acc: 0.892, Base Lr: 3.28e-04
2024-05-21 11:31:34 transreid.train INFO: Epoch[67] Iter[30/93] Loss: 0.649, Acc: 0.909, Base Lr: 3.28e-04
2024-05-21 11:31:40 transreid.train INFO: Epoch[67] Iter[40/93] Loss: 0.603, Acc: 0.917, Base Lr: 3.28e-04
2024-05-21 11:31:46 transreid.train INFO: Epoch[67] Iter[50/93] Loss: 0.561, Acc: 0.924, Base Lr: 3.28e-04
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2024-05-21 11:31:58 transreid.train INFO: Epoch[67] Iter[70/93] Loss: 0.478, Acc: 0.939, Base Lr: 3.28e-04
2024-05-21 11:32:04 transreid.train INFO: Epoch[67] Iter[80/93] Loss: 0.440, Acc: 0.945, Base Lr: 3.28e-04
2024-05-21 11:32:10 transreid.train INFO: Epoch[67] Iter[90/93] Loss: 0.403, Acc: 0.950, Base Lr: 3.28e-04
2024-05-21 11:32:11 transreid.train INFO: Epoch 67 done. Time per epoch: 56.218[s] Speed: 207.2[samples/s]
2024-05-21 11:32:18 transreid.train INFO: Epoch[68] Iter[10/93] Loss: 0.862, Acc: 0.852, Base Lr: 3.18e-04
2024-05-21 11:32:24 transreid.train INFO: Epoch[68] Iter[20/93] Loss: 0.759, Acc: 0.879, Base Lr: 3.18e-04
2024-05-21 11:32:30 transreid.train INFO: Epoch[68] Iter[30/93] Loss: 0.710, Acc: 0.891, Base Lr: 3.18e-04
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2024-05-21 11:32:42 transreid.train INFO: Epoch[68] Iter[50/93] Loss: 0.582, Acc: 0.918, Base Lr: 3.18e-04
2024-05-21 11:32:48 transreid.train INFO: Epoch[68] Iter[60/93] Loss: 0.524, Acc: 0.930, Base Lr: 3.18e-04
2024-05-21 11:32:54 transreid.train INFO: Epoch[68] Iter[70/93] Loss: 0.479, Acc: 0.938, Base Lr: 3.18e-04
2024-05-21 11:33:01 transreid.train INFO: Epoch[68] Iter[80/93] Loss: 0.441, Acc: 0.945, Base Lr: 3.18e-04
2024-05-21 11:33:07 transreid.train INFO: Epoch[68] Iter[90/93] Loss: 0.402, Acc: 0.951, Base Lr: 3.18e-04
2024-05-21 11:33:07 transreid.train INFO: Epoch 68 done. Time per epoch: 55.654[s] Speed: 207.0[samples/s]
2024-05-21 11:33:14 transreid.train INFO: Epoch[69] Iter[10/93] Loss: 0.976, Acc: 0.823, Base Lr: 3.08e-04
2024-05-21 11:33:20 transreid.train INFO: Epoch[69] Iter[20/93] Loss: 0.833, Acc: 0.863, Base Lr: 3.08e-04
2024-05-21 11:33:26 transreid.train INFO: Epoch[69] Iter[30/93] Loss: 0.718, Acc: 0.891, Base Lr: 3.08e-04
2024-05-21 11:33:32 transreid.train INFO: Epoch[69] Iter[40/93] Loss: 0.638, Acc: 0.908, Base Lr: 3.08e-04
2024-05-21 11:33:38 transreid.train INFO: Epoch[69] Iter[50/93] Loss: 0.567, Acc: 0.922, Base Lr: 3.08e-04
2024-05-21 11:33:44 transreid.train INFO: Epoch[69] Iter[60/93] Loss: 0.513, Acc: 0.933, Base Lr: 3.08e-04
2024-05-21 11:33:50 transreid.train INFO: Epoch[69] Iter[70/93] Loss: 0.469, Acc: 0.941, Base Lr: 3.08e-04
2024-05-21 11:33:56 transreid.train INFO: Epoch[69] Iter[80/93] Loss: 0.429, Acc: 0.947, Base Lr: 3.08e-04
2024-05-21 11:34:02 transreid.train INFO: Epoch[69] Iter[90/93] Loss: 0.392, Acc: 0.952, Base Lr: 3.08e-04
2024-05-21 11:34:02 transreid.train INFO: Epoch 69 done. Time per epoch: 55.646[s] Speed: 207.0[samples/s]
2024-05-21 11:34:09 transreid.train INFO: Epoch[70] Iter[10/93] Loss: 0.978, Acc: 0.816, Base Lr: 2.97e-04
2024-05-21 11:34:15 transreid.train INFO: Epoch[70] Iter[20/93] Loss: 0.798, Acc: 0.866, Base Lr: 2.97e-04
2024-05-21 11:34:21 transreid.train INFO: Epoch[70] Iter[30/93] Loss: 0.680, Acc: 0.894, Base Lr: 2.97e-04
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2024-05-21 11:34:46 transreid.train INFO: Epoch[70] Iter[70/93] Loss: 0.462, Acc: 0.938, Base Lr: 2.97e-04
2024-05-21 11:34:52 transreid.train INFO: Epoch[70] Iter[80/93] Loss: 0.423, Acc: 0.946, Base Lr: 2.97e-04
2024-05-21 11:34:58 transreid.train INFO: Epoch[70] Iter[90/93] Loss: 0.388, Acc: 0.951, Base Lr: 2.97e-04
2024-05-21 11:34:58 transreid.train INFO: Epoch 70 done. Time per epoch: 55.742[s] Speed: 206.7[samples/s]
2024-05-21 11:35:05 transreid.train INFO: Epoch[71] Iter[10/93] Loss: 0.877, Acc: 0.853, Base Lr: 2.87e-04
2024-05-21 11:35:11 transreid.train INFO: Epoch[71] Iter[20/93] Loss: 0.717, Acc: 0.887, Base Lr: 2.87e-04
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2024-05-21 11:35:54 transreid.train INFO: Epoch 71 done. Time per epoch: 56.424[s] Speed: 206.4[samples/s]
2024-05-21 11:36:01 transreid.train INFO: Epoch[72] Iter[10/93] Loss: 0.813, Acc: 0.853, Base Lr: 2.77e-04
2024-05-21 11:36:07 transreid.train INFO: Epoch[72] Iter[20/93] Loss: 0.733, Acc: 0.875, Base Lr: 2.77e-04
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2024-05-21 11:36:38 transreid.train INFO: Epoch[72] Iter[70/93] Loss: 0.452, Acc: 0.939, Base Lr: 2.77e-04
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2024-05-21 11:36:51 transreid.train INFO: Epoch 72 done. Time per epoch: 56.329[s] Speed: 206.8[samples/s]
2024-05-21 11:36:58 transreid.train INFO: Epoch[73] Iter[10/93] Loss: 0.797, Acc: 0.863, Base Lr: 2.68e-04
2024-05-21 11:37:04 transreid.train INFO: Epoch[73] Iter[20/93] Loss: 0.727, Acc: 0.881, Base Lr: 2.68e-04
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2024-05-21 11:37:34 transreid.train INFO: Epoch[73] Iter[70/93] Loss: 0.447, Acc: 0.940, Base Lr: 2.68e-04
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2024-05-21 11:37:47 transreid.train INFO: Epoch 73 done. Time per epoch: 55.930[s] Speed: 206.0[samples/s]
2024-05-21 11:37:54 transreid.train INFO: Epoch[74] Iter[10/93] Loss: 0.725, Acc: 0.875, Base Lr: 2.58e-04
2024-05-21 11:38:00 transreid.train INFO: Epoch[74] Iter[20/93] Loss: 0.745, Acc: 0.870, Base Lr: 2.58e-04
2024-05-21 11:38:06 transreid.train INFO: Epoch[74] Iter[30/93] Loss: 0.665, Acc: 0.889, Base Lr: 2.58e-04
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2024-05-21 11:38:43 transreid.train INFO: Epoch 74 done. Time per epoch: 55.800[s] Speed: 206.5[samples/s]
2024-05-21 11:38:49 transreid.train INFO: Epoch[75] Iter[10/93] Loss: 0.838, Acc: 0.847, Base Lr: 2.48e-04
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2024-05-21 11:39:02 transreid.train INFO: Epoch[75] Iter[30/93] Loss: 0.631, Acc: 0.900, Base Lr: 2.48e-04
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2024-05-21 11:39:26 transreid.train INFO: Epoch[75] Iter[70/93] Loss: 0.427, Acc: 0.943, Base Lr: 2.48e-04
2024-05-21 11:39:32 transreid.train INFO: Epoch[75] Iter[80/93] Loss: 0.393, Acc: 0.949, Base Lr: 2.48e-04
2024-05-21 11:39:38 transreid.train INFO: Epoch[75] Iter[90/93] Loss: 0.359, Acc: 0.954, Base Lr: 2.48e-04
2024-05-21 11:39:38 transreid.train INFO: Epoch 75 done. Time per epoch: 55.872[s] Speed: 206.2[samples/s]
2024-05-21 11:39:45 transreid.train INFO: Epoch[76] Iter[10/93] Loss: 0.822, Acc: 0.851, Base Lr: 2.38e-04
2024-05-21 11:39:51 transreid.train INFO: Epoch[76] Iter[20/93] Loss: 0.672, Acc: 0.886, Base Lr: 2.38e-04
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2024-05-21 11:40:04 transreid.train INFO: Epoch[76] Iter[40/93] Loss: 0.552, Acc: 0.916, Base Lr: 2.38e-04
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2024-05-21 11:40:34 transreid.train INFO: Epoch 76 done. Time per epoch: 55.832[s] Speed: 206.3[samples/s]
2024-05-21 11:40:41 transreid.train INFO: Epoch[77] Iter[10/93] Loss: 0.742, Acc: 0.868, Base Lr: 2.29e-04
2024-05-21 11:40:47 transreid.train INFO: Epoch[77] Iter[20/93] Loss: 0.710, Acc: 0.874, Base Lr: 2.29e-04
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2024-05-21 11:40:59 transreid.train INFO: Epoch[77] Iter[40/93] Loss: 0.545, Acc: 0.916, Base Lr: 2.29e-04
2024-05-21 11:41:06 transreid.train INFO: Epoch[77] Iter[50/93] Loss: 0.490, Acc: 0.928, Base Lr: 2.29e-04
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2024-05-21 11:41:24 transreid.train INFO: Epoch[77] Iter[80/93] Loss: 0.375, Acc: 0.950, Base Lr: 2.29e-04
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2024-05-21 11:41:30 transreid.train INFO: Epoch 77 done. Time per epoch: 55.812[s] Speed: 206.4[samples/s]
2024-05-21 11:41:37 transreid.train INFO: Epoch[78] Iter[10/93] Loss: 0.819, Acc: 0.853, Base Lr: 2.20e-04
2024-05-21 11:41:43 transreid.train INFO: Epoch[78] Iter[20/93] Loss: 0.661, Acc: 0.891, Base Lr: 2.20e-04
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2024-05-21 11:42:01 transreid.train INFO: Epoch[78] Iter[50/93] Loss: 0.504, Acc: 0.928, Base Lr: 2.20e-04
2024-05-21 11:42:08 transreid.train INFO: Epoch[78] Iter[60/93] Loss: 0.458, Acc: 0.937, Base Lr: 2.20e-04
2024-05-21 11:42:14 transreid.train INFO: Epoch[78] Iter[70/93] Loss: 0.414, Acc: 0.945, Base Lr: 2.20e-04
2024-05-21 11:42:20 transreid.train INFO: Epoch[78] Iter[80/93] Loss: 0.379, Acc: 0.951, Base Lr: 2.20e-04
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2024-05-21 11:42:26 transreid.train INFO: Epoch 78 done. Time per epoch: 55.857[s] Speed: 206.2[samples/s]
2024-05-21 11:42:33 transreid.train INFO: Epoch[79] Iter[10/93] Loss: 0.776, Acc: 0.862, Base Lr: 2.10e-04
2024-05-21 11:42:39 transreid.train INFO: Epoch[79] Iter[20/93] Loss: 0.682, Acc: 0.886, Base Lr: 2.10e-04
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2024-05-21 11:43:03 transreid.train INFO: Epoch[79] Iter[60/93] Loss: 0.457, Acc: 0.934, Base Lr: 2.10e-04
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2024-05-21 11:43:22 transreid.train INFO: Epoch 79 done. Time per epoch: 56.489[s] Speed: 206.2[samples/s]
2024-05-21 11:43:29 transreid.train INFO: Epoch[80] Iter[10/93] Loss: 0.596, Acc: 0.910, Base Lr: 2.01e-04
2024-05-21 11:43:35 transreid.train INFO: Epoch[80] Iter[20/93] Loss: 0.617, Acc: 0.902, Base Lr: 2.01e-04
2024-05-21 11:43:42 transreid.train INFO: Epoch[80] Iter[30/93] Loss: 0.584, Acc: 0.909, Base Lr: 2.01e-04
2024-05-21 11:43:48 transreid.train INFO: Epoch[80] Iter[40/93] Loss: 0.538, Acc: 0.920, Base Lr: 2.01e-04
2024-05-21 11:43:54 transreid.train INFO: Epoch[80] Iter[50/93] Loss: 0.478, Acc: 0.931, Base Lr: 2.01e-04
2024-05-21 11:44:00 transreid.train INFO: Epoch[80] Iter[60/93] Loss: 0.434, Acc: 0.939, Base Lr: 2.01e-04
2024-05-21 11:44:06 transreid.train INFO: Epoch[80] Iter[70/93] Loss: 0.398, Acc: 0.946, Base Lr: 2.01e-04
2024-05-21 11:44:12 transreid.train INFO: Epoch[80] Iter[80/93] Loss: 0.365, Acc: 0.951, Base Lr: 2.01e-04
2024-05-21 11:44:18 transreid.train INFO: Epoch[80] Iter[90/93] Loss: 0.333, Acc: 0.957, Base Lr: 2.01e-04
2024-05-21 11:44:19 transreid.train INFO: Epoch 80 done. Time per epoch: 56.474[s] Speed: 206.3[samples/s]
2024-05-21 11:45:32 transreid.train INFO: Validation Results - Epoch: 80
2024-05-21 11:45:32 transreid.train INFO: mAP: 90.4%
2024-05-21 11:45:32 transreid.train INFO: CMC curve, Rank-1  :95.6%
2024-05-21 11:45:32 transreid.train INFO: CMC curve, Rank-5  :98.4%
2024-05-21 11:45:32 transreid.train INFO: CMC curve, Rank-10 :99.1%
2024-05-21 11:45:39 transreid.train INFO: Epoch[81] Iter[10/93] Loss: 0.743, Acc: 0.861, Base Lr: 1.92e-04
2024-05-21 11:45:45 transreid.train INFO: Epoch[81] Iter[20/93] Loss: 0.676, Acc: 0.879, Base Lr: 1.92e-04
2024-05-21 11:45:51 transreid.train INFO: Epoch[81] Iter[30/93] Loss: 0.591, Acc: 0.902, Base Lr: 1.92e-04
2024-05-21 11:45:57 transreid.train INFO: Epoch[81] Iter[40/93] Loss: 0.532, Acc: 0.916, Base Lr: 1.92e-04
2024-05-21 11:46:03 transreid.train INFO: Epoch[81] Iter[50/93] Loss: 0.477, Acc: 0.929, Base Lr: 1.92e-04
2024-05-21 11:46:10 transreid.train INFO: Epoch[81] Iter[60/93] Loss: 0.431, Acc: 0.939, Base Lr: 1.92e-04
2024-05-21 11:46:16 transreid.train INFO: Epoch[81] Iter[70/93] Loss: 0.395, Acc: 0.945, Base Lr: 1.92e-04
2024-05-21 11:46:22 transreid.train INFO: Epoch[81] Iter[80/93] Loss: 0.360, Acc: 0.951, Base Lr: 1.92e-04
2024-05-21 11:46:28 transreid.train INFO: Epoch[81] Iter[90/93] Loss: 0.328, Acc: 0.957, Base Lr: 1.92e-04
2024-05-21 11:46:29 transreid.train INFO: Epoch 81 done. Time per epoch: 56.587[s] Speed: 205.8[samples/s]
2024-05-21 11:46:36 transreid.train INFO: Epoch[82] Iter[10/93] Loss: 0.669, Acc: 0.886, Base Lr: 1.83e-04
2024-05-21 11:46:42 transreid.train INFO: Epoch[82] Iter[20/93] Loss: 0.602, Acc: 0.905, Base Lr: 1.83e-04
2024-05-21 11:46:48 transreid.train INFO: Epoch[82] Iter[30/93] Loss: 0.586, Acc: 0.905, Base Lr: 1.83e-04
2024-05-21 11:46:54 transreid.train INFO: Epoch[82] Iter[40/93] Loss: 0.525, Acc: 0.918, Base Lr: 1.83e-04
2024-05-21 11:47:00 transreid.train INFO: Epoch[82] Iter[50/93] Loss: 0.476, Acc: 0.929, Base Lr: 1.83e-04
2024-05-21 11:47:06 transreid.train INFO: Epoch[82] Iter[60/93] Loss: 0.429, Acc: 0.939, Base Lr: 1.83e-04
2024-05-21 11:47:12 transreid.train INFO: Epoch[82] Iter[70/93] Loss: 0.389, Acc: 0.946, Base Lr: 1.83e-04
2024-05-21 11:47:18 transreid.train INFO: Epoch[82] Iter[80/93] Loss: 0.354, Acc: 0.952, Base Lr: 1.83e-04
2024-05-21 11:47:24 transreid.train INFO: Epoch[82] Iter[90/93] Loss: 0.323, Acc: 0.957, Base Lr: 1.83e-04
2024-05-21 11:47:25 transreid.train INFO: Epoch 82 done. Time per epoch: 56.001[s] Speed: 205.7[samples/s]
2024-05-21 11:47:31 transreid.train INFO: Epoch[83] Iter[10/93] Loss: 0.744, Acc: 0.863, Base Lr: 1.75e-04
2024-05-21 11:47:38 transreid.train INFO: Epoch[83] Iter[20/93] Loss: 0.642, Acc: 0.888, Base Lr: 1.75e-04
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2024-05-21 11:48:02 transreid.train INFO: Epoch[83] Iter[60/93] Loss: 0.422, Acc: 0.940, Base Lr: 1.75e-04
2024-05-21 11:48:08 transreid.train INFO: Epoch[83] Iter[70/93] Loss: 0.383, Acc: 0.948, Base Lr: 1.75e-04
2024-05-21 11:48:14 transreid.train INFO: Epoch[83] Iter[80/93] Loss: 0.351, Acc: 0.954, Base Lr: 1.75e-04
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2024-05-21 11:48:20 transreid.train INFO: Epoch 83 done. Time per epoch: 55.890[s] Speed: 206.1[samples/s]
2024-05-21 11:48:27 transreid.train INFO: Epoch[84] Iter[10/93] Loss: 0.732, Acc: 0.872, Base Lr: 1.66e-04
2024-05-21 11:48:33 transreid.train INFO: Epoch[84] Iter[20/93] Loss: 0.633, Acc: 0.892, Base Lr: 1.66e-04
2024-05-21 11:48:40 transreid.train INFO: Epoch[84] Iter[30/93] Loss: 0.563, Acc: 0.909, Base Lr: 1.66e-04
2024-05-21 11:48:46 transreid.train INFO: Epoch[84] Iter[40/93] Loss: 0.508, Acc: 0.923, Base Lr: 1.66e-04
2024-05-21 11:48:52 transreid.train INFO: Epoch[84] Iter[50/93] Loss: 0.467, Acc: 0.932, Base Lr: 1.66e-04
2024-05-21 11:48:58 transreid.train INFO: Epoch[84] Iter[60/93] Loss: 0.416, Acc: 0.942, Base Lr: 1.66e-04
2024-05-21 11:49:04 transreid.train INFO: Epoch[84] Iter[70/93] Loss: 0.383, Acc: 0.948, Base Lr: 1.66e-04
2024-05-21 11:49:10 transreid.train INFO: Epoch[84] Iter[80/93] Loss: 0.350, Acc: 0.954, Base Lr: 1.66e-04
2024-05-21 11:49:16 transreid.train INFO: Epoch[84] Iter[90/93] Loss: 0.318, Acc: 0.959, Base Lr: 1.66e-04
2024-05-21 11:49:16 transreid.train INFO: Epoch 84 done. Time per epoch: 55.905[s] Speed: 206.1[samples/s]
2024-05-21 11:49:23 transreid.train INFO: Epoch[85] Iter[10/93] Loss: 0.664, Acc: 0.880, Base Lr: 1.58e-04
2024-05-21 11:49:29 transreid.train INFO: Epoch[85] Iter[20/93] Loss: 0.627, Acc: 0.896, Base Lr: 1.58e-04
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2024-05-21 11:49:48 transreid.train INFO: Epoch[85] Iter[50/93] Loss: 0.462, Acc: 0.933, Base Lr: 1.58e-04
2024-05-21 11:49:54 transreid.train INFO: Epoch[85] Iter[60/93] Loss: 0.421, Acc: 0.942, Base Lr: 1.58e-04
2024-05-21 11:50:00 transreid.train INFO: Epoch[85] Iter[70/93] Loss: 0.383, Acc: 0.949, Base Lr: 1.58e-04
2024-05-21 11:50:06 transreid.train INFO: Epoch[85] Iter[80/93] Loss: 0.350, Acc: 0.955, Base Lr: 1.58e-04
2024-05-21 11:50:12 transreid.train INFO: Epoch[85] Iter[90/93] Loss: 0.319, Acc: 0.960, Base Lr: 1.58e-04
2024-05-21 11:50:13 transreid.train INFO: Epoch 85 done. Time per epoch: 56.461[s] Speed: 206.3[samples/s]
2024-05-21 11:50:20 transreid.train INFO: Epoch[86] Iter[10/93] Loss: 0.725, Acc: 0.864, Base Lr: 1.50e-04
2024-05-21 11:50:26 transreid.train INFO: Epoch[86] Iter[20/93] Loss: 0.593, Acc: 0.904, Base Lr: 1.50e-04
2024-05-21 11:50:32 transreid.train INFO: Epoch[86] Iter[30/93] Loss: 0.543, Acc: 0.914, Base Lr: 1.50e-04
2024-05-21 11:50:38 transreid.train INFO: Epoch[86] Iter[40/93] Loss: 0.508, Acc: 0.922, Base Lr: 1.50e-04
2024-05-21 11:50:44 transreid.train INFO: Epoch[86] Iter[50/93] Loss: 0.462, Acc: 0.932, Base Lr: 1.50e-04
2024-05-21 11:50:50 transreid.train INFO: Epoch[86] Iter[60/93] Loss: 0.414, Acc: 0.941, Base Lr: 1.50e-04
2024-05-21 11:50:56 transreid.train INFO: Epoch[86] Iter[70/93] Loss: 0.375, Acc: 0.948, Base Lr: 1.50e-04
2024-05-21 11:51:02 transreid.train INFO: Epoch[86] Iter[80/93] Loss: 0.345, Acc: 0.954, Base Lr: 1.50e-04
2024-05-21 11:51:09 transreid.train INFO: Epoch[86] Iter[90/93] Loss: 0.314, Acc: 0.959, Base Lr: 1.50e-04
2024-05-21 11:51:09 transreid.train INFO: Epoch 86 done. Time per epoch: 55.807[s] Speed: 206.4[samples/s]
2024-05-21 11:51:15 transreid.train INFO: Epoch[87] Iter[10/93] Loss: 0.703, Acc: 0.877, Base Lr: 1.42e-04
2024-05-21 11:51:22 transreid.train INFO: Epoch[87] Iter[20/93] Loss: 0.625, Acc: 0.896, Base Lr: 1.42e-04
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2024-05-21 11:51:46 transreid.train INFO: Epoch[87] Iter[60/93] Loss: 0.406, Acc: 0.944, Base Lr: 1.42e-04
2024-05-21 11:51:52 transreid.train INFO: Epoch[87] Iter[70/93] Loss: 0.369, Acc: 0.951, Base Lr: 1.42e-04
2024-05-21 11:51:58 transreid.train INFO: Epoch[87] Iter[80/93] Loss: 0.337, Acc: 0.957, Base Lr: 1.42e-04
2024-05-21 11:52:04 transreid.train INFO: Epoch[87] Iter[90/93] Loss: 0.308, Acc: 0.961, Base Lr: 1.42e-04
2024-05-21 11:52:05 transreid.train INFO: Epoch 87 done. Time per epoch: 56.311[s] Speed: 206.9[samples/s]
2024-05-21 11:52:12 transreid.train INFO: Epoch[88] Iter[10/93] Loss: 0.628, Acc: 0.888, Base Lr: 1.34e-04
2024-05-21 11:52:18 transreid.train INFO: Epoch[88] Iter[20/93] Loss: 0.607, Acc: 0.898, Base Lr: 1.34e-04
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2024-05-21 11:52:42 transreid.train INFO: Epoch[88] Iter[60/93] Loss: 0.407, Acc: 0.944, Base Lr: 1.34e-04
2024-05-21 11:52:48 transreid.train INFO: Epoch[88] Iter[70/93] Loss: 0.371, Acc: 0.950, Base Lr: 1.34e-04
2024-05-21 11:52:55 transreid.train INFO: Epoch[88] Iter[80/93] Loss: 0.337, Acc: 0.956, Base Lr: 1.34e-04
2024-05-21 11:53:01 transreid.train INFO: Epoch[88] Iter[90/93] Loss: 0.307, Acc: 0.961, Base Lr: 1.34e-04
2024-05-21 11:53:01 transreid.train INFO: Epoch 88 done. Time per epoch: 56.387[s] Speed: 206.6[samples/s]
2024-05-21 11:53:08 transreid.train INFO: Epoch[89] Iter[10/93] Loss: 0.556, Acc: 0.912, Base Lr: 1.26e-04
2024-05-21 11:53:14 transreid.train INFO: Epoch[89] Iter[20/93] Loss: 0.527, Acc: 0.921, Base Lr: 1.26e-04
2024-05-21 11:53:20 transreid.train INFO: Epoch[89] Iter[30/93] Loss: 0.493, Acc: 0.928, Base Lr: 1.26e-04
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2024-05-21 11:53:57 transreid.train INFO: Epoch 89 done. Time per epoch: 55.806[s] Speed: 206.4[samples/s]
2024-05-21 11:54:04 transreid.train INFO: Epoch[90] Iter[10/93] Loss: 0.593, Acc: 0.917, Base Lr: 1.19e-04
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2024-05-21 11:54:53 transreid.train INFO: Epoch 90 done. Time per epoch: 55.871[s] Speed: 206.2[samples/s]
2024-05-21 11:55:00 transreid.train INFO: Epoch[91] Iter[10/93] Loss: 0.660, Acc: 0.875, Base Lr: 1.11e-04
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2024-05-21 11:55:49 transreid.train INFO: Epoch 91 done. Time per epoch: 56.406[s] Speed: 206.5[samples/s]
2024-05-21 11:55:56 transreid.train INFO: Epoch[92] Iter[10/93] Loss: 0.694, Acc: 0.881, Base Lr: 1.04e-04
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2024-05-21 11:56:45 transreid.train INFO: Epoch 92 done. Time per epoch: 55.824[s] Speed: 206.4[samples/s]
2024-05-21 11:56:52 transreid.train INFO: Epoch[93] Iter[10/93] Loss: 0.669, Acc: 0.891, Base Lr: 9.72e-05
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2024-05-21 11:57:41 transreid.train INFO: Epoch 93 done. Time per epoch: 55.856[s] Speed: 206.2[samples/s]
2024-05-21 11:57:48 transreid.train INFO: Epoch[94] Iter[10/93] Loss: 0.646, Acc: 0.884, Base Lr: 9.06e-05
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2024-05-21 11:58:37 transreid.train INFO: Epoch 94 done. Time per epoch: 55.894[s] Speed: 206.1[samples/s]
2024-05-21 11:58:44 transreid.train INFO: Epoch[95] Iter[10/93] Loss: 0.623, Acc: 0.905, Base Lr: 8.41e-05
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2024-05-21 11:59:33 transreid.train INFO: Epoch[95] Iter[90/93] Loss: 0.295, Acc: 0.965, Base Lr: 8.41e-05
2024-05-21 11:59:33 transreid.train INFO: Epoch 95 done. Time per epoch: 56.019[s] Speed: 205.6[samples/s]
2024-05-21 11:59:40 transreid.train INFO: Epoch[96] Iter[10/93] Loss: 0.678, Acc: 0.886, Base Lr: 7.78e-05
2024-05-21 11:59:46 transreid.train INFO: Epoch[96] Iter[20/93] Loss: 0.592, Acc: 0.908, Base Lr: 7.78e-05
2024-05-21 11:59:52 transreid.train INFO: Epoch[96] Iter[30/93] Loss: 0.542, Acc: 0.919, Base Lr: 7.78e-05
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2024-05-21 12:00:04 transreid.train INFO: Epoch[96] Iter[50/93] Loss: 0.421, Acc: 0.944, Base Lr: 7.78e-05
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2024-05-21 12:00:17 transreid.train INFO: Epoch[96] Iter[70/93] Loss: 0.347, Acc: 0.957, Base Lr: 7.78e-05
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2024-05-21 12:00:29 transreid.train INFO: Epoch 96 done. Time per epoch: 55.909[s] Speed: 206.0[samples/s]
2024-05-21 12:00:36 transreid.train INFO: Epoch[97] Iter[10/93] Loss: 0.674, Acc: 0.875, Base Lr: 7.18e-05
2024-05-21 12:00:42 transreid.train INFO: Epoch[97] Iter[20/93] Loss: 0.558, Acc: 0.905, Base Lr: 7.18e-05
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2024-05-21 12:01:00 transreid.train INFO: Epoch[97] Iter[50/93] Loss: 0.425, Acc: 0.940, Base Lr: 7.18e-05
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2024-05-21 12:01:13 transreid.train INFO: Epoch[97] Iter[70/93] Loss: 0.349, Acc: 0.955, Base Lr: 7.18e-05
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2024-05-21 12:01:25 transreid.train INFO: Epoch 97 done. Time per epoch: 55.950[s] Speed: 205.9[samples/s]
2024-05-21 12:01:32 transreid.train INFO: Epoch[98] Iter[10/93] Loss: 0.653, Acc: 0.894, Base Lr: 6.60e-05
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2024-05-21 12:02:09 transreid.train INFO: Epoch[98] Iter[70/93] Loss: 0.343, Acc: 0.958, Base Lr: 6.60e-05
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2024-05-21 12:02:21 transreid.train INFO: Epoch 98 done. Time per epoch: 55.988[s] Speed: 205.8[samples/s]
2024-05-21 12:02:28 transreid.train INFO: Epoch[99] Iter[10/93] Loss: 0.756, Acc: 0.876, Base Lr: 6.04e-05
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2024-05-21 12:03:17 transreid.train INFO: Epoch 99 done. Time per epoch: 55.909[s] Speed: 206.1[samples/s]
2024-05-21 12:03:24 transreid.train INFO: Epoch[100] Iter[10/93] Loss: 0.653, Acc: 0.895, Base Lr: 5.51e-05
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2024-05-21 12:04:00 transreid.train INFO: Epoch[100] Iter[70/93] Loss: 0.337, Acc: 0.958, Base Lr: 5.51e-05
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2024-05-21 12:04:13 transreid.train INFO: Epoch 100 done. Time per epoch: 55.929[s] Speed: 206.0[samples/s]
2024-05-21 12:05:26 transreid.train INFO: Validation Results - Epoch: 100
2024-05-21 12:05:26 transreid.train INFO: mAP: 90.5%
2024-05-21 12:05:26 transreid.train INFO: CMC curve, Rank-1  :95.6%
2024-05-21 12:05:26 transreid.train INFO: CMC curve, Rank-5  :98.4%
2024-05-21 12:05:26 transreid.train INFO: CMC curve, Rank-10 :99.0%
2024-05-21 12:05:33 transreid.train INFO: Epoch[101] Iter[10/93] Loss: 0.658, Acc: 0.895, Base Lr: 5.00e-05
2024-05-21 12:05:39 transreid.train INFO: Epoch[101] Iter[20/93] Loss: 0.587, Acc: 0.909, Base Lr: 5.00e-05
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2024-05-21 12:06:09 transreid.train INFO: Epoch[101] Iter[70/93] Loss: 0.338, Acc: 0.960, Base Lr: 5.00e-05
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2024-05-21 12:06:22 transreid.train INFO: Epoch[101] Iter[90/93] Loss: 0.281, Acc: 0.968, Base Lr: 5.00e-05
2024-05-21 12:06:22 transreid.train INFO: Epoch 101 done. Time per epoch: 56.601[s] Speed: 205.8[samples/s]
2024-05-21 12:06:29 transreid.train INFO: Epoch[102] Iter[10/93] Loss: 0.579, Acc: 0.916, Base Lr: 4.51e-05
2024-05-21 12:06:35 transreid.train INFO: Epoch[102] Iter[20/93] Loss: 0.534, Acc: 0.923, Base Lr: 4.51e-05
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2024-05-21 12:07:00 transreid.train INFO: Epoch[102] Iter[60/93] Loss: 0.365, Acc: 0.956, Base Lr: 4.51e-05
2024-05-21 12:07:06 transreid.train INFO: Epoch[102] Iter[70/93] Loss: 0.336, Acc: 0.961, Base Lr: 4.51e-05
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2024-05-21 12:07:18 transreid.train INFO: Epoch 102 done. Time per epoch: 55.943[s] Speed: 205.9[samples/s]
2024-05-21 12:07:25 transreid.train INFO: Epoch[103] Iter[10/93] Loss: 0.605, Acc: 0.900, Base Lr: 4.05e-05
2024-05-21 12:07:31 transreid.train INFO: Epoch[103] Iter[20/93] Loss: 0.540, Acc: 0.920, Base Lr: 4.05e-05
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2024-05-21 12:08:02 transreid.train INFO: Epoch[103] Iter[70/93] Loss: 0.338, Acc: 0.960, Base Lr: 4.05e-05
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2024-05-21 12:08:14 transreid.train INFO: Epoch 103 done. Time per epoch: 55.935[s] Speed: 206.0[samples/s]
2024-05-21 12:08:21 transreid.train INFO: Epoch[104] Iter[10/93] Loss: 0.600, Acc: 0.920, Base Lr: 3.61e-05
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2024-05-21 12:09:17 transreid.train INFO: Epoch[105] Iter[10/93] Loss: 0.635, Acc: 0.900, Base Lr: 3.20e-05
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2024-05-21 12:10:13 transreid.train INFO: Epoch[106] Iter[10/93] Loss: 0.615, Acc: 0.913, Base Lr: 2.81e-05
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2024-05-21 12:11:03 transreid.train INFO: Epoch 106 done. Time per epoch: 56.487[s] Speed: 206.2[samples/s]
2024-05-21 12:11:09 transreid.train INFO: Epoch[107] Iter[10/93] Loss: 0.594, Acc: 0.902, Base Lr: 2.45e-05
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2024-05-21 12:11:59 transreid.train INFO: Epoch 107 done. Time per epoch: 56.514[s] Speed: 206.1[samples/s]
2024-05-21 12:12:06 transreid.train INFO: Epoch[108] Iter[10/93] Loss: 0.629, Acc: 0.896, Base Lr: 2.11e-05
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2024-05-21 12:12:55 transreid.train INFO: Epoch 108 done. Time per epoch: 55.892[s] Speed: 206.1[samples/s]
2024-05-21 12:13:02 transreid.train INFO: Epoch[109] Iter[10/93] Loss: 0.602, Acc: 0.901, Base Lr: 1.80e-05
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2024-05-21 12:13:51 transreid.train INFO: Epoch 109 done. Time per epoch: 56.158[s] Speed: 205.1[samples/s]
2024-05-21 12:13:58 transreid.train INFO: Epoch[110] Iter[10/93] Loss: 0.606, Acc: 0.907, Base Lr: 1.52e-05
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2024-05-21 12:14:47 transreid.train INFO: Epoch 110 done. Time per epoch: 55.873[s] Speed: 206.2[samples/s]
2024-05-21 12:14:54 transreid.train INFO: Epoch[111] Iter[10/93] Loss: 0.561, Acc: 0.927, Base Lr: 1.26e-05
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2024-05-21 12:15:44 transreid.train INFO: Epoch 111 done. Time per epoch: 56.558[s] Speed: 205.9[samples/s]
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2024-05-21 12:16:39 transreid.train INFO: Epoch 112 done. Time per epoch: 55.892[s] Speed: 206.1[samples/s]
2024-05-21 12:16:46 transreid.train INFO: Epoch[113] Iter[10/93] Loss: 0.615, Acc: 0.916, Base Lr: 8.28e-06
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2024-05-21 12:17:35 transreid.train INFO: Epoch 113 done. Time per epoch: 55.943[s] Speed: 205.9[samples/s]
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2024-05-21 12:18:31 transreid.train INFO: Epoch 114 done. Time per epoch: 55.944[s] Speed: 205.9[samples/s]
2024-05-21 12:18:38 transreid.train INFO: Epoch[115] Iter[10/93] Loss: 0.570, Acc: 0.918, Base Lr: 5.02e-06
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2024-05-21 12:19:27 transreid.train INFO: Epoch 115 done. Time per epoch: 55.927[s] Speed: 206.0[samples/s]
2024-05-21 12:19:34 transreid.train INFO: Epoch[116] Iter[10/93] Loss: 0.530, Acc: 0.905, Base Lr: 3.79e-06
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2024-05-21 12:20:24 transreid.train INFO: Epoch 116 done. Time per epoch: 56.491[s] Speed: 206.2[samples/s]
2024-05-21 12:20:31 transreid.train INFO: Epoch[117] Iter[10/93] Loss: 0.629, Acc: 0.902, Base Lr: 2.83e-06
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2024-05-21 12:21:20 transreid.train INFO: Epoch 117 done. Time per epoch: 56.126[s] Speed: 205.3[samples/s]
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2024-05-21 12:22:16 transreid.train INFO: Epoch 118 done. Time per epoch: 56.003[s] Speed: 205.7[samples/s]
2024-05-21 12:22:23 transreid.train INFO: Epoch[119] Iter[10/93] Loss: 0.508, Acc: 0.922, Base Lr: 1.74e-06
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2024-05-21 12:22:53 transreid.train INFO: Epoch[119] Iter[60/93] Loss: 0.354, Acc: 0.957, Base Lr: 1.74e-06
2024-05-21 12:23:00 transreid.train INFO: Epoch[119] Iter[70/93] Loss: 0.321, Acc: 0.963, Base Lr: 1.74e-06
2024-05-21 12:23:06 transreid.train INFO: Epoch[119] Iter[80/93] Loss: 0.296, Acc: 0.966, Base Lr: 1.74e-06
2024-05-21 12:23:12 transreid.train INFO: Epoch[119] Iter[90/93] Loss: 0.271, Acc: 0.970, Base Lr: 1.74e-06
2024-05-21 12:23:12 transreid.train INFO: Epoch 119 done. Time per epoch: 55.909[s] Speed: 206.0[samples/s]
2024-05-21 12:23:19 transreid.train INFO: Epoch[120] Iter[10/93] Loss: 0.614, Acc: 0.904, Base Lr: 1.60e-06
2024-05-21 12:23:25 transreid.train INFO: Epoch[120] Iter[20/93] Loss: 0.580, Acc: 0.914, Base Lr: 1.60e-06
2024-05-21 12:23:31 transreid.train INFO: Epoch[120] Iter[30/93] Loss: 0.487, Acc: 0.932, Base Lr: 1.60e-06
2024-05-21 12:23:37 transreid.train INFO: Epoch[120] Iter[40/93] Loss: 0.434, Acc: 0.940, Base Lr: 1.60e-06
2024-05-21 12:23:43 transreid.train INFO: Epoch[120] Iter[50/93] Loss: 0.394, Acc: 0.948, Base Lr: 1.60e-06
2024-05-21 12:23:49 transreid.train INFO: Epoch[120] Iter[60/93] Loss: 0.359, Acc: 0.955, Base Lr: 1.60e-06
2024-05-21 12:23:55 transreid.train INFO: Epoch[120] Iter[70/93] Loss: 0.329, Acc: 0.960, Base Lr: 1.60e-06
2024-05-21 12:24:01 transreid.train INFO: Epoch[120] Iter[80/93] Loss: 0.300, Acc: 0.965, Base Lr: 1.60e-06
2024-05-21 12:24:07 transreid.train INFO: Epoch[120] Iter[90/93] Loss: 0.272, Acc: 0.968, Base Lr: 1.60e-06
2024-05-21 12:24:07 transreid.train INFO: Epoch 120 done. Time per epoch: 55.625[s] Speed: 207.1[samples/s]
2024-05-21 12:25:20 transreid.train INFO: Validation Results - Epoch: 120
2024-05-21 12:25:20 transreid.train INFO: mAP: 90.5%
2024-05-21 12:25:20 transreid.train INFO: CMC curve, Rank-1  :95.7%
2024-05-21 12:25:20 transreid.train INFO: CMC curve, Rank-5  :98.4%
2024-05-21 12:25:20 transreid.train INFO: CMC curve, Rank-10 :99.0%
