2024-04-27 16:10:58 transreid INFO: Saving model in the path :log/bs_exp/ConvNext_Small_Market1501/256bs_lr0.0016_ep120_warm20_seed0
2024-04-27 16:10:58 transreid INFO: Loaded configuration file configs/market/convnext_small.yml
2024-04-27 16:10:58 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: 3
  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_small
  NECK: bnneck
  NO_MARGIN: True
  PRETRAIN_CHOICE: self
  PRETRAIN_HW_RATIO: 2
  PRETRAIN_PATH: /home/ma-user/work/Projects/ReIDNets_Checkpoints_TransReID/ConvNext_Small.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_Small_Market1501/256bs_lr0.0016_ep120_warm20_seed0
SOLVER:
  BASE_LR: 0.0016
  BIAS_LR_FACTOR: 2
  CENTER_LOSS_WEIGHT: 0.0005
  CENTER_LR: 0.5
  CHECKPOINT_PERIOD: 120
  COSINE_MARGIN: 0.5
  COSINE_SCALE: 30
  EVAL_PERIOD: 10
  GAMMA: 0.1
  IMS_PER_BATCH: 256
  LARGE_FC_LR: False
  LOG_PERIOD: 5
  MARGIN: 0.3
  MAX_EPOCHS: 120
  MOMENTUM: 0.9
  OPTIMIZER_NAME: SGD
  SEED: 0
  STEPS: (40, 70)
  TRP_L2: False
  WARMUP_EPOCHS: 20
  WARMUP_FACTOR: 0.01
  WARMUP_METHOD: cosine
  WEIGHT_DECAY: 0.0001
  WEIGHT_DECAY_BIAS: 0.0001
TEST:
  DIST_MAT: dist_mat.npy
  EVAL: True
  FEAT_NORM: yes
  IMS_PER_BATCH: 256
  NECK_FEAT: before
  RE_RANKING: False
  WEIGHT: 
2024-04-27 16:10:58 transreid.check INFO: Dataset statistics:
2024-04-27 16:10:58 transreid.check INFO:   ----------------------------------------
2024-04-27 16:10:58 transreid.check INFO:   subset   | # ids | # images | # cameras
2024-04-27 16:10:58 transreid.check INFO:   ----------------------------------------
2024-04-27 16:10:58 transreid.check INFO:   train    |   751 |    12936 |         6
2024-04-27 16:10:58 transreid.check INFO:   query    |   750 |     3368 |         6
2024-04-27 16:10:58 transreid.check INFO:   gallery  |   751 |    15913 |         6
2024-04-27 16:10:58 transreid.check INFO:   ----------------------------------------
2024-04-27 16:11:03 transreid INFO: ===========using cosine learning rate=======
2024-04-27 16:11:03 transreid.train INFO: start training
2024-04-27 16:11:11 transreid.train INFO: Epoch[1] Iter[5/47] Loss: 20.696, Acc: 0.003, Base Lr: 9.52e-05
2024-04-27 16:11:14 transreid.train INFO: Epoch[1] Iter[10/47] Loss: 20.268, Acc: 0.003, Base Lr: 9.52e-05
2024-04-27 16:11:17 transreid.train INFO: Epoch[1] Iter[15/47] Loss: 18.401, Acc: 0.002, Base Lr: 9.52e-05
2024-04-27 16:11:20 transreid.train INFO: Epoch[1] Iter[20/47] Loss: 16.838, Acc: 0.002, Base Lr: 9.52e-05
2024-04-27 16:11:24 transreid.train INFO: Epoch[1] Iter[25/47] Loss: 15.625, Acc: 0.002, Base Lr: 9.52e-05
2024-04-27 16:11:27 transreid.train INFO: Epoch[1] Iter[30/47] Loss: 14.743, Acc: 0.002, Base Lr: 9.52e-05
2024-04-27 16:11:30 transreid.train INFO: Epoch[1] Iter[35/47] Loss: 14.020, Acc: 0.002, Base Lr: 9.52e-05
2024-04-27 16:11:33 transreid.train INFO: Epoch[1] Iter[40/47] Loss: 13.470, Acc: 0.002, Base Lr: 9.52e-05
2024-04-27 16:11:36 transreid.train INFO: Epoch 1 done. Time per epoch: 33.141[s] Speed: 339.9[samples/s]
2024-04-27 16:11:41 transreid.train INFO: Epoch[2] Iter[5/47] Loss: 9.731, Acc: 0.002, Base Lr: 1.74e-04
2024-04-27 16:11:44 transreid.train INFO: Epoch[2] Iter[10/47] Loss: 9.174, Acc: 0.002, Base Lr: 1.74e-04
2024-04-27 16:11:47 transreid.train INFO: Epoch[2] Iter[15/47] Loss: 8.660, Acc: 0.002, Base Lr: 1.74e-04
2024-04-27 16:11:50 transreid.train INFO: Epoch[2] Iter[20/47] Loss: 8.384, Acc: 0.001, Base Lr: 1.74e-04
2024-04-27 16:11:54 transreid.train INFO: Epoch[2] Iter[25/47] Loss: 8.220, Acc: 0.001, Base Lr: 1.74e-04
2024-04-27 16:11:57 transreid.train INFO: Epoch[2] Iter[30/47] Loss: 8.090, Acc: 0.001, Base Lr: 1.74e-04
2024-04-27 16:12:00 transreid.train INFO: Epoch[2] Iter[35/47] Loss: 7.993, Acc: 0.002, Base Lr: 1.74e-04
2024-04-27 16:12:04 transreid.train INFO: Epoch[2] Iter[40/47] Loss: 7.920, Acc: 0.003, Base Lr: 1.74e-04
2024-04-27 16:12:06 transreid.train INFO: Epoch 2 done. Time per epoch: 30.274[s] Speed: 372.1[samples/s]
2024-04-27 16:12:11 transreid.train INFO: Epoch[3] Iter[5/47] Loss: 7.355, Acc: 0.015, Base Lr: 2.54e-04
2024-04-27 16:12:14 transreid.train INFO: Epoch[3] Iter[10/47] Loss: 7.334, Acc: 0.023, Base Lr: 2.54e-04
2024-04-27 16:12:17 transreid.train INFO: Epoch[3] Iter[15/47] Loss: 7.308, Acc: 0.033, Base Lr: 2.54e-04
2024-04-27 16:12:21 transreid.train INFO: Epoch[3] Iter[20/47] Loss: 7.297, Acc: 0.042, Base Lr: 2.54e-04
2024-04-27 16:12:24 transreid.train INFO: Epoch[3] Iter[25/47] Loss: 7.287, Acc: 0.057, Base Lr: 2.54e-04
2024-04-27 16:12:27 transreid.train INFO: Epoch[3] Iter[30/47] Loss: 7.271, Acc: 0.068, Base Lr: 2.54e-04
2024-04-27 16:12:31 transreid.train INFO: Epoch[3] Iter[35/47] Loss: 7.258, Acc: 0.089, Base Lr: 2.54e-04
2024-04-27 16:12:34 transreid.train INFO: Epoch[3] Iter[40/47] Loss: 7.246, Acc: 0.107, Base Lr: 2.54e-04
2024-04-27 16:12:37 transreid.train INFO: Epoch 3 done. Time per epoch: 30.361[s] Speed: 371.0[samples/s]
2024-04-27 16:12:41 transreid.train INFO: Epoch[4] Iter[5/47] Loss: 7.152, Acc: 0.112, Base Lr: 3.33e-04
2024-04-27 16:12:44 transreid.train INFO: Epoch[4] Iter[10/47] Loss: 7.112, Acc: 0.140, Base Lr: 3.33e-04
2024-04-27 16:12:48 transreid.train INFO: Epoch[4] Iter[15/47] Loss: 7.115, Acc: 0.161, Base Lr: 3.33e-04
2024-04-27 16:12:51 transreid.train INFO: Epoch[4] Iter[20/47] Loss: 7.100, Acc: 0.182, Base Lr: 3.33e-04
2024-04-27 16:12:55 transreid.train INFO: Epoch[4] Iter[25/47] Loss: 7.085, Acc: 0.196, Base Lr: 3.33e-04
2024-04-27 16:12:58 transreid.train INFO: Epoch[4] Iter[30/47] Loss: 7.072, Acc: 0.216, Base Lr: 3.33e-04
2024-04-27 16:13:01 transreid.train INFO: Epoch[4] Iter[35/47] Loss: 7.056, Acc: 0.235, Base Lr: 3.33e-04
2024-04-27 16:13:05 transreid.train INFO: Epoch[4] Iter[40/47] Loss: 7.041, Acc: 0.264, Base Lr: 3.33e-04
2024-04-27 16:13:07 transreid.train INFO: Epoch 4 done. Time per epoch: 30.540[s] Speed: 368.8[samples/s]
2024-04-27 16:13:12 transreid.train INFO: Epoch[5] Iter[5/47] Loss: 7.003, Acc: 0.280, Base Lr: 4.12e-04
2024-04-27 16:13:15 transreid.train INFO: Epoch[5] Iter[10/47] Loss: 6.994, Acc: 0.266, Base Lr: 4.12e-04
2024-04-27 16:13:19 transreid.train INFO: Epoch[5] Iter[15/47] Loss: 6.982, Acc: 0.266, Base Lr: 4.12e-04
2024-04-27 16:13:22 transreid.train INFO: Epoch[5] Iter[20/47] Loss: 6.972, Acc: 0.268, Base Lr: 4.12e-04
2024-04-27 16:13:25 transreid.train INFO: Epoch[5] Iter[25/47] Loss: 6.954, Acc: 0.287, Base Lr: 4.12e-04
2024-04-27 16:13:29 transreid.train INFO: Epoch[5] Iter[30/47] Loss: 6.932, Acc: 0.304, Base Lr: 4.12e-04
2024-04-27 16:13:32 transreid.train INFO: Epoch[5] Iter[35/47] Loss: 6.915, Acc: 0.328, Base Lr: 4.12e-04
2024-04-27 16:13:35 transreid.train INFO: Epoch[5] Iter[40/47] Loss: 6.888, Acc: 0.357, Base Lr: 4.12e-04
2024-04-27 16:13:38 transreid.train INFO: Epoch 5 done. Time per epoch: 30.823[s] Speed: 365.4[samples/s]
2024-04-27 16:13:42 transreid.train INFO: Epoch[6] Iter[5/47] Loss: 6.846, Acc: 0.254, Base Lr: 4.91e-04
2024-04-27 16:13:46 transreid.train INFO: Epoch[6] Iter[10/47] Loss: 6.851, Acc: 0.271, Base Lr: 4.91e-04
2024-04-27 16:13:49 transreid.train INFO: Epoch[6] Iter[15/47] Loss: 6.830, Acc: 0.284, Base Lr: 4.91e-04
2024-04-27 16:13:52 transreid.train INFO: Epoch[6] Iter[20/47] Loss: 6.800, Acc: 0.299, Base Lr: 4.91e-04
2024-04-27 16:13:56 transreid.train INFO: Epoch[6] Iter[25/47] Loss: 6.770, Acc: 0.317, Base Lr: 4.91e-04
2024-04-27 16:13:59 transreid.train INFO: Epoch[6] Iter[30/47] Loss: 6.742, Acc: 0.335, Base Lr: 4.91e-04
2024-04-27 16:14:03 transreid.train INFO: Epoch[6] Iter[35/47] Loss: 6.710, Acc: 0.360, Base Lr: 4.91e-04
2024-04-27 16:14:06 transreid.train INFO: Epoch[6] Iter[40/47] Loss: 6.684, Acc: 0.385, Base Lr: 4.91e-04
2024-04-27 16:14:09 transreid.train INFO: Epoch 6 done. Time per epoch: 30.515[s] Speed: 369.1[samples/s]
2024-04-27 16:14:13 transreid.train INFO: Epoch[7] Iter[5/47] Loss: 6.614, Acc: 0.268, Base Lr: 5.70e-04
2024-04-27 16:14:16 transreid.train INFO: Epoch[7] Iter[10/47] Loss: 6.647, Acc: 0.270, Base Lr: 5.70e-04
2024-04-27 16:14:20 transreid.train INFO: Epoch[7] Iter[15/47] Loss: 6.656, Acc: 0.262, Base Lr: 5.70e-04
2024-04-27 16:14:23 transreid.train INFO: Epoch[7] Iter[20/47] Loss: 6.630, Acc: 0.281, Base Lr: 5.70e-04
2024-04-27 16:14:26 transreid.train INFO: Epoch[7] Iter[25/47] Loss: 6.602, Acc: 0.296, Base Lr: 5.70e-04
2024-04-27 16:14:30 transreid.train INFO: Epoch[7] Iter[30/47] Loss: 6.569, Acc: 0.322, Base Lr: 5.70e-04
2024-04-27 16:14:33 transreid.train INFO: Epoch[7] Iter[35/47] Loss: 6.522, Acc: 0.345, Base Lr: 5.70e-04
2024-04-27 16:14:36 transreid.train INFO: Epoch[7] Iter[40/47] Loss: 6.489, Acc: 0.377, Base Lr: 5.70e-04
2024-04-27 16:14:39 transreid.train INFO: Epoch 7 done. Time per epoch: 30.555[s] Speed: 368.6[samples/s]
2024-04-27 16:14:44 transreid.train INFO: Epoch[8] Iter[5/47] Loss: 6.420, Acc: 0.273, Base Lr: 6.50e-04
2024-04-27 16:14:47 transreid.train INFO: Epoch[8] Iter[10/47] Loss: 6.388, Acc: 0.286, Base Lr: 6.50e-04
2024-04-27 16:14:50 transreid.train INFO: Epoch[8] Iter[15/47] Loss: 6.381, Acc: 0.284, Base Lr: 6.50e-04
2024-04-27 16:14:54 transreid.train INFO: Epoch[8] Iter[20/47] Loss: 6.355, Acc: 0.294, Base Lr: 6.50e-04
2024-04-27 16:14:57 transreid.train INFO: Epoch[8] Iter[25/47] Loss: 6.327, Acc: 0.314, Base Lr: 6.50e-04
2024-04-27 16:15:00 transreid.train INFO: Epoch[8] Iter[30/47] Loss: 6.295, Acc: 0.337, Base Lr: 6.50e-04
2024-04-27 16:15:04 transreid.train INFO: Epoch[8] Iter[35/47] Loss: 6.264, Acc: 0.355, Base Lr: 6.50e-04
2024-04-27 16:15:07 transreid.train INFO: Epoch[8] Iter[40/47] Loss: 6.228, Acc: 0.383, Base Lr: 6.50e-04
2024-04-27 16:15:10 transreid.train INFO: Epoch 8 done. Time per epoch: 30.484[s] Speed: 369.5[samples/s]
2024-04-27 16:15:14 transreid.train INFO: Epoch[9] Iter[5/47] Loss: 6.296, Acc: 0.243, Base Lr: 7.29e-04
2024-04-27 16:15:17 transreid.train INFO: Epoch[9] Iter[10/47] Loss: 6.258, Acc: 0.258, Base Lr: 7.29e-04
2024-04-27 16:15:21 transreid.train INFO: Epoch[9] Iter[15/47] Loss: 6.231, Acc: 0.273, Base Lr: 7.29e-04
2024-04-27 16:15:24 transreid.train INFO: Epoch[9] Iter[20/47] Loss: 6.202, Acc: 0.281, Base Lr: 7.29e-04
2024-04-27 16:15:28 transreid.train INFO: Epoch[9] Iter[25/47] Loss: 6.140, Acc: 0.306, Base Lr: 7.29e-04
2024-04-27 16:15:31 transreid.train INFO: Epoch[9] Iter[30/47] Loss: 6.088, Acc: 0.331, Base Lr: 7.29e-04
2024-04-27 16:15:34 transreid.train INFO: Epoch[9] Iter[35/47] Loss: 6.032, Acc: 0.354, Base Lr: 7.29e-04
2024-04-27 16:15:38 transreid.train INFO: Epoch[9] Iter[40/47] Loss: 5.970, Acc: 0.392, Base Lr: 7.29e-04
2024-04-27 16:15:40 transreid.train INFO: Epoch 9 done. Time per epoch: 30.566[s] Speed: 368.5[samples/s]
2024-04-27 16:15:45 transreid.train INFO: Epoch[10] Iter[5/47] Loss: 6.042, Acc: 0.259, Base Lr: 8.08e-04
2024-04-27 16:15:48 transreid.train INFO: Epoch[10] Iter[10/47] Loss: 5.979, Acc: 0.272, Base Lr: 8.08e-04
2024-04-27 16:15:51 transreid.train INFO: Epoch[10] Iter[15/47] Loss: 5.950, Acc: 0.280, Base Lr: 8.08e-04
2024-04-27 16:15:55 transreid.train INFO: Epoch[10] Iter[20/47] Loss: 5.905, Acc: 0.290, Base Lr: 8.08e-04
2024-04-27 16:15:58 transreid.train INFO: Epoch[10] Iter[25/47] Loss: 5.855, Acc: 0.311, Base Lr: 8.08e-04
2024-04-27 16:16:01 transreid.train INFO: Epoch[10] Iter[30/47] Loss: 5.804, Acc: 0.337, Base Lr: 8.08e-04
2024-04-27 16:16:05 transreid.train INFO: Epoch[10] Iter[35/47] Loss: 5.745, Acc: 0.362, Base Lr: 8.08e-04
2024-04-27 16:16:08 transreid.train INFO: Epoch[10] Iter[40/47] Loss: 5.681, Acc: 0.391, Base Lr: 8.08e-04
2024-04-27 16:16:11 transreid.train INFO: Epoch 10 done. Time per epoch: 30.508[s] Speed: 369.2[samples/s]
2024-04-27 16:16:48 transreid.train INFO: Validation Results - Epoch: 10
2024-04-27 16:16:48 transreid.train INFO: mAP: 87.9%
2024-04-27 16:16:48 transreid.train INFO: CMC curve, Rank-1  :94.1%
2024-04-27 16:16:48 transreid.train INFO: CMC curve, Rank-5  :97.8%
2024-04-27 16:16:48 transreid.train INFO: CMC curve, Rank-10 :98.8%
2024-04-27 16:16:53 transreid.train INFO: Epoch[11] Iter[5/47] Loss: 5.947, Acc: 0.250, Base Lr: 8.87e-04
2024-04-27 16:16:56 transreid.train INFO: Epoch[11] Iter[10/47] Loss: 5.851, Acc: 0.260, Base Lr: 8.87e-04
2024-04-27 16:16:59 transreid.train INFO: Epoch[11] Iter[15/47] Loss: 5.784, Acc: 0.272, Base Lr: 8.87e-04
2024-04-27 16:17:03 transreid.train INFO: Epoch[11] Iter[20/47] Loss: 5.705, Acc: 0.289, Base Lr: 8.87e-04
2024-04-27 16:17:06 transreid.train INFO: Epoch[11] Iter[25/47] Loss: 5.635, Acc: 0.307, Base Lr: 8.87e-04
2024-04-27 16:17:09 transreid.train INFO: Epoch[11] Iter[30/47] Loss: 5.560, Acc: 0.327, Base Lr: 8.87e-04
2024-04-27 16:17:13 transreid.train INFO: Epoch[11] Iter[35/47] Loss: 5.469, Acc: 0.358, Base Lr: 8.87e-04
2024-04-27 16:17:16 transreid.train INFO: Epoch[11] Iter[40/47] Loss: 5.382, Acc: 0.394, Base Lr: 8.87e-04
2024-04-27 16:17:19 transreid.train INFO: Epoch 11 done. Time per epoch: 30.914[s] Speed: 364.4[samples/s]
2024-04-27 16:17:23 transreid.train INFO: Epoch[12] Iter[5/47] Loss: 5.490, Acc: 0.284, Base Lr: 9.66e-04
2024-04-27 16:17:27 transreid.train INFO: Epoch[12] Iter[10/47] Loss: 5.378, Acc: 0.313, Base Lr: 9.66e-04
2024-04-27 16:17:30 transreid.train INFO: Epoch[12] Iter[15/47] Loss: 5.368, Acc: 0.311, Base Lr: 9.66e-04
2024-04-27 16:17:33 transreid.train INFO: Epoch[12] Iter[20/47] Loss: 5.325, Acc: 0.323, Base Lr: 9.66e-04
2024-04-27 16:17:36 transreid.train INFO: Epoch[12] Iter[25/47] Loss: 5.261, Acc: 0.337, Base Lr: 9.66e-04
2024-04-27 16:17:40 transreid.train INFO: Epoch[12] Iter[30/47] Loss: 5.196, Acc: 0.359, Base Lr: 9.66e-04
2024-04-27 16:17:43 transreid.train INFO: Epoch[12] Iter[35/47] Loss: 5.121, Acc: 0.383, Base Lr: 9.66e-04
2024-04-27 16:17:46 transreid.train INFO: Epoch[12] Iter[40/47] Loss: 5.022, Acc: 0.415, Base Lr: 9.66e-04
2024-04-27 16:17:49 transreid.train INFO: Epoch 12 done. Time per epoch: 30.497[s] Speed: 369.3[samples/s]
2024-04-27 16:17:54 transreid.train INFO: Epoch[13] Iter[5/47] Loss: 5.337, Acc: 0.277, Base Lr: 1.05e-03
2024-04-27 16:17:57 transreid.train INFO: Epoch[13] Iter[10/47] Loss: 5.261, Acc: 0.281, Base Lr: 1.05e-03
2024-04-27 16:18:00 transreid.train INFO: Epoch[13] Iter[15/47] Loss: 5.165, Acc: 0.299, Base Lr: 1.05e-03
2024-04-27 16:18:04 transreid.train INFO: Epoch[13] Iter[20/47] Loss: 5.079, Acc: 0.318, Base Lr: 1.05e-03
2024-04-27 16:18:07 transreid.train INFO: Epoch[13] Iter[25/47] Loss: 5.029, Acc: 0.330, Base Lr: 1.05e-03
2024-04-27 16:18:10 transreid.train INFO: Epoch[13] Iter[30/47] Loss: 4.927, Acc: 0.362, Base Lr: 1.05e-03
2024-04-27 16:18:13 transreid.train INFO: Epoch[13] Iter[35/47] Loss: 4.845, Acc: 0.389, Base Lr: 1.05e-03
2024-04-27 16:18:17 transreid.train INFO: Epoch[13] Iter[40/47] Loss: 4.713, Acc: 0.427, Base Lr: 1.05e-03
2024-04-27 16:18:19 transreid.train INFO: Epoch 13 done. Time per epoch: 30.298[s] Speed: 371.8[samples/s]
2024-04-27 16:18:24 transreid.train INFO: Epoch[14] Iter[5/47] Loss: 4.986, Acc: 0.287, Base Lr: 1.12e-03
2024-04-27 16:18:27 transreid.train INFO: Epoch[14] Iter[10/47] Loss: 4.961, Acc: 0.289, Base Lr: 1.12e-03
2024-04-27 16:18:30 transreid.train INFO: Epoch[14] Iter[15/47] Loss: 4.872, Acc: 0.316, Base Lr: 1.12e-03
2024-04-27 16:18:34 transreid.train INFO: Epoch[14] Iter[20/47] Loss: 4.796, Acc: 0.336, Base Lr: 1.12e-03
2024-04-27 16:18:37 transreid.train INFO: Epoch[14] Iter[25/47] Loss: 4.693, Acc: 0.362, Base Lr: 1.12e-03
2024-04-27 16:18:40 transreid.train INFO: Epoch[14] Iter[30/47] Loss: 4.606, Acc: 0.381, Base Lr: 1.12e-03
2024-04-27 16:18:44 transreid.train INFO: Epoch[14] Iter[35/47] Loss: 4.479, Acc: 0.414, Base Lr: 1.12e-03
2024-04-27 16:18:47 transreid.train INFO: Epoch[14] Iter[40/47] Loss: 4.355, Acc: 0.448, Base Lr: 1.12e-03
2024-04-27 16:18:50 transreid.train INFO: Epoch 14 done. Time per epoch: 30.221[s] Speed: 372.7[samples/s]
2024-04-27 16:18:54 transreid.train INFO: Epoch[15] Iter[5/47] Loss: 4.666, Acc: 0.317, Base Lr: 1.20e-03
2024-04-27 16:18:57 transreid.train INFO: Epoch[15] Iter[10/47] Loss: 4.628, Acc: 0.336, Base Lr: 1.20e-03
2024-04-27 16:19:01 transreid.train INFO: Epoch[15] Iter[15/47] Loss: 4.573, Acc: 0.345, Base Lr: 1.20e-03
2024-04-27 16:19:04 transreid.train INFO: Epoch[15] Iter[20/47] Loss: 4.476, Acc: 0.362, Base Lr: 1.20e-03
2024-04-27 16:19:07 transreid.train INFO: Epoch[15] Iter[25/47] Loss: 4.376, Acc: 0.385, Base Lr: 1.20e-03
2024-04-27 16:19:11 transreid.train INFO: Epoch[15] Iter[30/47] Loss: 4.266, Acc: 0.409, Base Lr: 1.20e-03
2024-04-27 16:19:14 transreid.train INFO: Epoch[15] Iter[35/47] Loss: 4.148, Acc: 0.441, Base Lr: 1.20e-03
2024-04-27 16:19:17 transreid.train INFO: Epoch[15] Iter[40/47] Loss: 4.016, Acc: 0.475, Base Lr: 1.20e-03
2024-04-27 16:19:20 transreid.train INFO: Epoch 15 done. Time per epoch: 30.267[s] Speed: 372.2[samples/s]
2024-04-27 16:19:24 transreid.train INFO: Epoch[16] Iter[5/47] Loss: 4.452, Acc: 0.339, Base Lr: 1.28e-03
2024-04-27 16:19:28 transreid.train INFO: Epoch[16] Iter[10/47] Loss: 4.382, Acc: 0.347, Base Lr: 1.28e-03
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2024-04-27 16:19:34 transreid.train INFO: Epoch[16] Iter[20/47] Loss: 4.209, Acc: 0.387, Base Lr: 1.28e-03
2024-04-27 16:19:38 transreid.train INFO: Epoch[16] Iter[25/47] Loss: 4.089, Acc: 0.415, Base Lr: 1.28e-03
2024-04-27 16:19:41 transreid.train INFO: Epoch[16] Iter[30/47] Loss: 3.973, Acc: 0.447, Base Lr: 1.28e-03
2024-04-27 16:19:44 transreid.train INFO: Epoch[16] Iter[35/47] Loss: 3.843, Acc: 0.482, Base Lr: 1.28e-03
2024-04-27 16:19:47 transreid.train INFO: Epoch[16] Iter[40/47] Loss: 3.692, Acc: 0.515, Base Lr: 1.28e-03
2024-04-27 16:19:50 transreid.train INFO: Epoch 16 done. Time per epoch: 30.298[s] Speed: 371.8[samples/s]
2024-04-27 16:19:55 transreid.train INFO: Epoch[17] Iter[5/47] Loss: 4.222, Acc: 0.321, Base Lr: 1.36e-03
2024-04-27 16:19:58 transreid.train INFO: Epoch[17] Iter[10/47] Loss: 4.043, Acc: 0.375, Base Lr: 1.36e-03
2024-04-27 16:20:01 transreid.train INFO: Epoch[17] Iter[15/47] Loss: 3.983, Acc: 0.392, Base Lr: 1.36e-03
2024-04-27 16:20:05 transreid.train INFO: Epoch[17] Iter[20/47] Loss: 3.924, Acc: 0.416, Base Lr: 1.36e-03
2024-04-27 16:20:08 transreid.train INFO: Epoch[17] Iter[25/47] Loss: 3.814, Acc: 0.446, Base Lr: 1.36e-03
2024-04-27 16:20:11 transreid.train INFO: Epoch[17] Iter[30/47] Loss: 3.699, Acc: 0.473, Base Lr: 1.36e-03
2024-04-27 16:20:14 transreid.train INFO: Epoch[17] Iter[35/47] Loss: 3.557, Acc: 0.508, Base Lr: 1.36e-03
2024-04-27 16:20:18 transreid.train INFO: Epoch[17] Iter[40/47] Loss: 3.411, Acc: 0.544, Base Lr: 1.36e-03
2024-04-27 16:20:20 transreid.train INFO: Epoch 17 done. Time per epoch: 30.225[s] Speed: 372.7[samples/s]
2024-04-27 16:20:25 transreid.train INFO: Epoch[18] Iter[5/47] Loss: 3.729, Acc: 0.446, Base Lr: 1.44e-03
2024-04-27 16:20:28 transreid.train INFO: Epoch[18] Iter[10/47] Loss: 3.784, Acc: 0.432, Base Lr: 1.44e-03
2024-04-27 16:20:31 transreid.train INFO: Epoch[18] Iter[15/47] Loss: 3.756, Acc: 0.438, Base Lr: 1.44e-03
2024-04-27 16:20:35 transreid.train INFO: Epoch[18] Iter[20/47] Loss: 3.627, Acc: 0.472, Base Lr: 1.44e-03
2024-04-27 16:20:38 transreid.train INFO: Epoch[18] Iter[25/47] Loss: 3.540, Acc: 0.483, Base Lr: 1.44e-03
2024-04-27 16:20:41 transreid.train INFO: Epoch[18] Iter[30/47] Loss: 3.412, Acc: 0.518, Base Lr: 1.44e-03
2024-04-27 16:20:45 transreid.train INFO: Epoch[18] Iter[35/47] Loss: 3.288, Acc: 0.547, Base Lr: 1.44e-03
2024-04-27 16:20:48 transreid.train INFO: Epoch[18] Iter[40/47] Loss: 3.129, Acc: 0.583, Base Lr: 1.44e-03
2024-04-27 16:20:51 transreid.train INFO: Epoch 18 done. Time per epoch: 30.380[s] Speed: 370.8[samples/s]
2024-04-27 16:20:55 transreid.train INFO: Epoch[19] Iter[5/47] Loss: 3.655, Acc: 0.438, Base Lr: 1.52e-03
2024-04-27 16:20:59 transreid.train INFO: Epoch[19] Iter[10/47] Loss: 3.472, Acc: 0.470, Base Lr: 1.52e-03
2024-04-27 16:21:02 transreid.train INFO: Epoch[19] Iter[15/47] Loss: 3.369, Acc: 0.487, Base Lr: 1.52e-03
2024-04-27 16:21:05 transreid.train INFO: Epoch[19] Iter[20/47] Loss: 3.281, Acc: 0.505, Base Lr: 1.52e-03
2024-04-27 16:21:09 transreid.train INFO: Epoch[19] Iter[25/47] Loss: 3.183, Acc: 0.534, Base Lr: 1.52e-03
2024-04-27 16:21:12 transreid.train INFO: Epoch[19] Iter[30/47] Loss: 3.057, Acc: 0.566, Base Lr: 1.52e-03
2024-04-27 16:21:15 transreid.train INFO: Epoch[19] Iter[35/47] Loss: 2.942, Acc: 0.590, Base Lr: 1.52e-03
2024-04-27 16:21:19 transreid.train INFO: Epoch[19] Iter[40/47] Loss: 2.806, Acc: 0.621, Base Lr: 1.52e-03
2024-04-27 16:21:21 transreid.train INFO: Epoch 19 done. Time per epoch: 30.442[s] Speed: 370.0[samples/s]
2024-04-27 16:21:26 transreid.train INFO: Epoch[20] Iter[5/47] Loss: 3.501, Acc: 0.420, Base Lr: 1.49e-03
2024-04-27 16:21:29 transreid.train INFO: Epoch[20] Iter[10/47] Loss: 3.372, Acc: 0.451, Base Lr: 1.49e-03
2024-04-27 16:21:32 transreid.train INFO: Epoch[20] Iter[15/47] Loss: 3.236, Acc: 0.490, Base Lr: 1.49e-03
2024-04-27 16:21:36 transreid.train INFO: Epoch[20] Iter[20/47] Loss: 3.086, Acc: 0.528, Base Lr: 1.49e-03
2024-04-27 16:21:39 transreid.train INFO: Epoch[20] Iter[25/47] Loss: 2.936, Acc: 0.567, Base Lr: 1.49e-03
2024-04-27 16:21:42 transreid.train INFO: Epoch[20] Iter[30/47] Loss: 2.828, Acc: 0.591, Base Lr: 1.49e-03
2024-04-27 16:21:46 transreid.train INFO: Epoch[20] Iter[35/47] Loss: 2.702, Acc: 0.619, Base Lr: 1.49e-03
2024-04-27 16:21:49 transreid.train INFO: Epoch[20] Iter[40/47] Loss: 2.563, Acc: 0.652, Base Lr: 1.49e-03
2024-04-27 16:21:52 transreid.train INFO: Epoch 20 done. Time per epoch: 30.441[s] Speed: 370.0[samples/s]
2024-04-27 16:22:28 transreid.train INFO: Validation Results - Epoch: 20
2024-04-27 16:22:28 transreid.train INFO: mAP: 90.4%
2024-04-27 16:22:28 transreid.train INFO: CMC curve, Rank-1  :95.4%
2024-04-27 16:22:28 transreid.train INFO: CMC curve, Rank-5  :98.2%
2024-04-27 16:22:28 transreid.train INFO: CMC curve, Rank-10 :99.0%
2024-04-27 16:22:33 transreid.train INFO: Epoch[21] Iter[5/47] Loss: 3.175, Acc: 0.500, Base Lr: 1.48e-03
2024-04-27 16:22:36 transreid.train INFO: Epoch[21] Iter[10/47] Loss: 3.091, Acc: 0.521, Base Lr: 1.48e-03
2024-04-27 16:22:40 transreid.train INFO: Epoch[21] Iter[15/47] Loss: 3.009, Acc: 0.530, Base Lr: 1.48e-03
2024-04-27 16:22:43 transreid.train INFO: Epoch[21] Iter[20/47] Loss: 2.886, Acc: 0.563, Base Lr: 1.48e-03
2024-04-27 16:22:46 transreid.train INFO: Epoch[21] Iter[25/47] Loss: 2.777, Acc: 0.588, Base Lr: 1.48e-03
2024-04-27 16:22:49 transreid.train INFO: Epoch[21] Iter[30/47] Loss: 2.638, Acc: 0.622, Base Lr: 1.48e-03
2024-04-27 16:22:53 transreid.train INFO: Epoch[21] Iter[35/47] Loss: 2.501, Acc: 0.655, Base Lr: 1.48e-03
2024-04-27 16:22:56 transreid.train INFO: Epoch[21] Iter[40/47] Loss: 2.353, Acc: 0.688, Base Lr: 1.48e-03
2024-04-27 16:22:59 transreid.train INFO: Epoch 21 done. Time per epoch: 30.439[s] Speed: 370.1[samples/s]
2024-04-27 16:23:03 transreid.train INFO: Epoch[22] Iter[5/47] Loss: 3.038, Acc: 0.520, Base Lr: 1.47e-03
2024-04-27 16:23:07 transreid.train INFO: Epoch[22] Iter[10/47] Loss: 2.872, Acc: 0.548, Base Lr: 1.47e-03
2024-04-27 16:23:10 transreid.train INFO: Epoch[22] Iter[15/47] Loss: 2.751, Acc: 0.572, Base Lr: 1.47e-03
2024-04-27 16:23:13 transreid.train INFO: Epoch[22] Iter[20/47] Loss: 2.597, Acc: 0.607, Base Lr: 1.47e-03
2024-04-27 16:23:17 transreid.train INFO: Epoch[22] Iter[25/47] Loss: 2.473, Acc: 0.637, Base Lr: 1.47e-03
2024-04-27 16:23:20 transreid.train INFO: Epoch[22] Iter[30/47] Loss: 2.347, Acc: 0.665, Base Lr: 1.47e-03
2024-04-27 16:23:23 transreid.train INFO: Epoch[22] Iter[35/47] Loss: 2.241, Acc: 0.693, Base Lr: 1.47e-03
2024-04-27 16:23:27 transreid.train INFO: Epoch[22] Iter[40/47] Loss: 2.117, Acc: 0.719, Base Lr: 1.47e-03
2024-04-27 16:23:29 transreid.train INFO: Epoch 22 done. Time per epoch: 30.646[s] Speed: 367.6[samples/s]
2024-04-27 16:23:34 transreid.train INFO: Epoch[23] Iter[5/47] Loss: 2.914, Acc: 0.517, Base Lr: 1.46e-03
2024-04-27 16:23:37 transreid.train INFO: Epoch[23] Iter[10/47] Loss: 2.771, Acc: 0.548, Base Lr: 1.46e-03
2024-04-27 16:23:41 transreid.train INFO: Epoch[23] Iter[15/47] Loss: 2.612, Acc: 0.590, Base Lr: 1.46e-03
2024-04-27 16:23:44 transreid.train INFO: Epoch[23] Iter[20/47] Loss: 2.484, Acc: 0.622, Base Lr: 1.46e-03
2024-04-27 16:23:47 transreid.train INFO: Epoch[23] Iter[25/47] Loss: 2.350, Acc: 0.658, Base Lr: 1.46e-03
2024-04-27 16:23:51 transreid.train INFO: Epoch[23] Iter[30/47] Loss: 2.221, Acc: 0.688, Base Lr: 1.46e-03
2024-04-27 16:23:54 transreid.train INFO: Epoch[23] Iter[35/47] Loss: 2.083, Acc: 0.720, Base Lr: 1.46e-03
2024-04-27 16:23:57 transreid.train INFO: Epoch[23] Iter[40/47] Loss: 1.950, Acc: 0.747, Base Lr: 1.46e-03
2024-04-27 16:24:00 transreid.train INFO: Epoch 23 done. Time per epoch: 30.450[s] Speed: 369.9[samples/s]
2024-04-27 16:24:04 transreid.train INFO: Epoch[24] Iter[5/47] Loss: 2.567, Acc: 0.598, Base Lr: 1.45e-03
2024-04-27 16:24:08 transreid.train INFO: Epoch[24] Iter[10/47] Loss: 2.505, Acc: 0.605, Base Lr: 1.45e-03
2024-04-27 16:24:11 transreid.train INFO: Epoch[24] Iter[15/47] Loss: 2.353, Acc: 0.641, Base Lr: 1.45e-03
2024-04-27 16:24:14 transreid.train INFO: Epoch[24] Iter[20/47] Loss: 2.274, Acc: 0.661, Base Lr: 1.45e-03
2024-04-27 16:24:18 transreid.train INFO: Epoch[24] Iter[25/47] Loss: 2.147, Acc: 0.691, Base Lr: 1.45e-03
2024-04-27 16:24:21 transreid.train INFO: Epoch[24] Iter[30/47] Loss: 2.042, Acc: 0.716, Base Lr: 1.45e-03
2024-04-27 16:24:24 transreid.train INFO: Epoch[24] Iter[35/47] Loss: 1.915, Acc: 0.744, Base Lr: 1.45e-03
2024-04-27 16:24:28 transreid.train INFO: Epoch[24] Iter[40/47] Loss: 1.797, Acc: 0.768, Base Lr: 1.45e-03
2024-04-27 16:24:30 transreid.train INFO: Epoch 24 done. Time per epoch: 30.538[s] Speed: 368.9[samples/s]
2024-04-27 16:24:35 transreid.train INFO: Epoch[25] Iter[5/47] Loss: 2.519, Acc: 0.591, Base Lr: 1.44e-03
2024-04-27 16:24:38 transreid.train INFO: Epoch[25] Iter[10/47] Loss: 2.403, Acc: 0.622, Base Lr: 1.44e-03
2024-04-27 16:24:42 transreid.train INFO: Epoch[25] Iter[15/47] Loss: 2.282, Acc: 0.648, Base Lr: 1.44e-03
2024-04-27 16:24:45 transreid.train INFO: Epoch[25] Iter[20/47] Loss: 2.130, Acc: 0.686, Base Lr: 1.44e-03
2024-04-27 16:24:48 transreid.train INFO: Epoch[25] Iter[25/47] Loss: 2.025, Acc: 0.712, Base Lr: 1.44e-03
2024-04-27 16:24:52 transreid.train INFO: Epoch[25] Iter[30/47] Loss: 1.902, Acc: 0.741, Base Lr: 1.44e-03
2024-04-27 16:24:55 transreid.train INFO: Epoch[25] Iter[35/47] Loss: 1.787, Acc: 0.765, Base Lr: 1.44e-03
2024-04-27 16:24:58 transreid.train INFO: Epoch[25] Iter[40/47] Loss: 1.673, Acc: 0.787, Base Lr: 1.44e-03
2024-04-27 16:25:01 transreid.train INFO: Epoch 25 done. Time per epoch: 30.503[s] Speed: 369.3[samples/s]
2024-04-27 16:25:05 transreid.train INFO: Epoch[26] Iter[5/47] Loss: 2.442, Acc: 0.597, Base Lr: 1.42e-03
2024-04-27 16:25:09 transreid.train INFO: Epoch[26] Iter[10/47] Loss: 2.204, Acc: 0.651, Base Lr: 1.42e-03
2024-04-27 16:25:12 transreid.train INFO: Epoch[26] Iter[15/47] Loss: 2.039, Acc: 0.688, Base Lr: 1.42e-03
2024-04-27 16:25:15 transreid.train INFO: Epoch[26] Iter[20/47] Loss: 1.959, Acc: 0.713, Base Lr: 1.42e-03
2024-04-27 16:25:19 transreid.train INFO: Epoch[26] Iter[25/47] Loss: 1.873, Acc: 0.735, Base Lr: 1.42e-03
2024-04-27 16:25:22 transreid.train INFO: Epoch[26] Iter[30/47] Loss: 1.754, Acc: 0.760, Base Lr: 1.42e-03
2024-04-27 16:25:25 transreid.train INFO: Epoch[26] Iter[35/47] Loss: 1.642, Acc: 0.785, Base Lr: 1.42e-03
2024-04-27 16:25:29 transreid.train INFO: Epoch[26] Iter[40/47] Loss: 1.538, Acc: 0.805, Base Lr: 1.42e-03
2024-04-27 16:25:31 transreid.train INFO: Epoch 26 done. Time per epoch: 30.512[s] Speed: 369.2[samples/s]
2024-04-27 16:25:36 transreid.train INFO: Epoch[27] Iter[5/47] Loss: 2.167, Acc: 0.661, Base Lr: 1.41e-03
2024-04-27 16:25:39 transreid.train INFO: Epoch[27] Iter[10/47] Loss: 2.020, Acc: 0.688, Base Lr: 1.41e-03
2024-04-27 16:25:43 transreid.train INFO: Epoch[27] Iter[15/47] Loss: 1.930, Acc: 0.705, Base Lr: 1.41e-03
2024-04-27 16:25:46 transreid.train INFO: Epoch[27] Iter[20/47] Loss: 1.832, Acc: 0.729, Base Lr: 1.41e-03
2024-04-27 16:25:49 transreid.train INFO: Epoch[27] Iter[25/47] Loss: 1.750, Acc: 0.746, Base Lr: 1.41e-03
2024-04-27 16:25:53 transreid.train INFO: Epoch[27] Iter[30/47] Loss: 1.640, Acc: 0.772, Base Lr: 1.41e-03
2024-04-27 16:25:56 transreid.train INFO: Epoch[27] Iter[35/47] Loss: 1.524, Acc: 0.797, Base Lr: 1.41e-03
2024-04-27 16:25:59 transreid.train INFO: Epoch[27] Iter[40/47] Loss: 1.425, Acc: 0.818, Base Lr: 1.41e-03
2024-04-27 16:26:02 transreid.train INFO: Epoch 27 done. Time per epoch: 30.552[s] Speed: 368.7[samples/s]
2024-04-27 16:26:06 transreid.train INFO: Epoch[28] Iter[5/47] Loss: 2.076, Acc: 0.670, Base Lr: 1.39e-03
2024-04-27 16:26:10 transreid.train INFO: Epoch[28] Iter[10/47] Loss: 1.920, Acc: 0.702, Base Lr: 1.39e-03
2024-04-27 16:26:13 transreid.train INFO: Epoch[28] Iter[15/47] Loss: 1.805, Acc: 0.729, Base Lr: 1.39e-03
2024-04-27 16:26:16 transreid.train INFO: Epoch[28] Iter[20/47] Loss: 1.726, Acc: 0.753, Base Lr: 1.39e-03
2024-04-27 16:26:20 transreid.train INFO: Epoch[28] Iter[25/47] Loss: 1.642, Acc: 0.774, Base Lr: 1.39e-03
2024-04-27 16:26:23 transreid.train INFO: Epoch[28] Iter[30/47] Loss: 1.532, Acc: 0.798, Base Lr: 1.39e-03
2024-04-27 16:26:26 transreid.train INFO: Epoch[28] Iter[35/47] Loss: 1.429, Acc: 0.818, Base Lr: 1.39e-03
2024-04-27 16:26:30 transreid.train INFO: Epoch[28] Iter[40/47] Loss: 1.328, Acc: 0.836, Base Lr: 1.39e-03
2024-04-27 16:26:33 transreid.train INFO: Epoch 28 done. Time per epoch: 30.537[s] Speed: 368.9[samples/s]
2024-04-27 16:26:37 transreid.train INFO: Epoch[29] Iter[5/47] Loss: 1.999, Acc: 0.679, Base Lr: 1.38e-03
2024-04-27 16:26:40 transreid.train INFO: Epoch[29] Iter[10/47] Loss: 1.860, Acc: 0.713, Base Lr: 1.38e-03
2024-04-27 16:26:44 transreid.train INFO: Epoch[29] Iter[15/47] Loss: 1.712, Acc: 0.749, Base Lr: 1.38e-03
2024-04-27 16:26:47 transreid.train INFO: Epoch[29] Iter[20/47] Loss: 1.599, Acc: 0.773, Base Lr: 1.38e-03
2024-04-27 16:26:50 transreid.train INFO: Epoch[29] Iter[25/47] Loss: 1.509, Acc: 0.790, Base Lr: 1.38e-03
2024-04-27 16:26:54 transreid.train INFO: Epoch[29] Iter[30/47] Loss: 1.414, Acc: 0.811, Base Lr: 1.38e-03
2024-04-27 16:26:57 transreid.train INFO: Epoch[29] Iter[35/47] Loss: 1.311, Acc: 0.832, Base Lr: 1.38e-03
2024-04-27 16:27:00 transreid.train INFO: Epoch[29] Iter[40/47] Loss: 1.220, Acc: 0.850, Base Lr: 1.38e-03
2024-04-27 16:27:03 transreid.train INFO: Epoch 29 done. Time per epoch: 30.524[s] Speed: 369.0[samples/s]
2024-04-27 16:27:08 transreid.train INFO: Epoch[30] Iter[5/47] Loss: 1.981, Acc: 0.687, Base Lr: 1.37e-03
2024-04-27 16:27:11 transreid.train INFO: Epoch[30] Iter[10/47] Loss: 1.696, Acc: 0.749, Base Lr: 1.37e-03
2024-04-27 16:27:14 transreid.train INFO: Epoch[30] Iter[15/47] Loss: 1.613, Acc: 0.772, Base Lr: 1.37e-03
2024-04-27 16:27:18 transreid.train INFO: Epoch[30] Iter[20/47] Loss: 1.532, Acc: 0.786, Base Lr: 1.37e-03
2024-04-27 16:27:21 transreid.train INFO: Epoch[30] Iter[25/47] Loss: 1.412, Acc: 0.807, Base Lr: 1.37e-03
2024-04-27 16:27:24 transreid.train INFO: Epoch[30] Iter[30/47] Loss: 1.343, Acc: 0.823, Base Lr: 1.37e-03
2024-04-27 16:27:28 transreid.train INFO: Epoch[30] Iter[35/47] Loss: 1.245, Acc: 0.843, Base Lr: 1.37e-03
2024-04-27 16:27:31 transreid.train INFO: Epoch[30] Iter[40/47] Loss: 1.161, Acc: 0.859, Base Lr: 1.37e-03
2024-04-27 16:27:34 transreid.train INFO: Epoch 30 done. Time per epoch: 30.516[s] Speed: 369.1[samples/s]
2024-04-27 16:28:10 transreid.train INFO: Validation Results - Epoch: 30
2024-04-27 16:28:10 transreid.train INFO: mAP: 90.8%
2024-04-27 16:28:10 transreid.train INFO: CMC curve, Rank-1  :95.4%
2024-04-27 16:28:10 transreid.train INFO: CMC curve, Rank-5  :98.6%
2024-04-27 16:28:10 transreid.train INFO: CMC curve, Rank-10 :99.2%
2024-04-27 16:28:15 transreid.train INFO: Epoch[31] Iter[5/47] Loss: 1.741, Acc: 0.749, Base Lr: 1.35e-03
2024-04-27 16:28:18 transreid.train INFO: Epoch[31] Iter[10/47] Loss: 1.664, Acc: 0.752, Base Lr: 1.35e-03
2024-04-27 16:28:21 transreid.train INFO: Epoch[31] Iter[15/47] Loss: 1.519, Acc: 0.784, Base Lr: 1.35e-03
2024-04-27 16:28:25 transreid.train INFO: Epoch[31] Iter[20/47] Loss: 1.382, Acc: 0.811, Base Lr: 1.35e-03
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2024-04-27 16:28:31 transreid.train INFO: Epoch[31] Iter[30/47] Loss: 1.235, Acc: 0.839, Base Lr: 1.35e-03
2024-04-27 16:28:35 transreid.train INFO: Epoch[31] Iter[35/47] Loss: 1.161, Acc: 0.854, Base Lr: 1.35e-03
2024-04-27 16:28:38 transreid.train INFO: Epoch[31] Iter[40/47] Loss: 1.081, Acc: 0.869, Base Lr: 1.35e-03
2024-04-27 16:28:40 transreid.train INFO: Epoch 31 done. Time per epoch: 30.255[s] Speed: 363.8[samples/s]
2024-04-27 16:28:45 transreid.train INFO: Epoch[32] Iter[5/47] Loss: 1.695, Acc: 0.720, Base Lr: 1.34e-03
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2024-04-27 16:28:58 transreid.train INFO: Epoch[32] Iter[25/47] Loss: 1.286, Acc: 0.823, Base Lr: 1.34e-03
2024-04-27 16:29:01 transreid.train INFO: Epoch[32] Iter[30/47] Loss: 1.177, Acc: 0.846, Base Lr: 1.34e-03
2024-04-27 16:29:05 transreid.train INFO: Epoch[32] Iter[35/47] Loss: 1.089, Acc: 0.864, Base Lr: 1.34e-03
2024-04-27 16:29:08 transreid.train INFO: Epoch[32] Iter[40/47] Loss: 1.012, Acc: 0.879, Base Lr: 1.34e-03
2024-04-27 16:29:11 transreid.train INFO: Epoch 32 done. Time per epoch: 30.468[s] Speed: 369.7[samples/s]
2024-04-27 16:29:15 transreid.train INFO: Epoch[33] Iter[5/47] Loss: 1.642, Acc: 0.757, Base Lr: 1.32e-03
2024-04-27 16:29:18 transreid.train INFO: Epoch[33] Iter[10/47] Loss: 1.552, Acc: 0.769, Base Lr: 1.32e-03
2024-04-27 16:29:22 transreid.train INFO: Epoch[33] Iter[15/47] Loss: 1.394, Acc: 0.802, Base Lr: 1.32e-03
2024-04-27 16:29:25 transreid.train INFO: Epoch[33] Iter[20/47] Loss: 1.278, Acc: 0.830, Base Lr: 1.32e-03
2024-04-27 16:29:28 transreid.train INFO: Epoch[33] Iter[25/47] Loss: 1.189, Acc: 0.849, Base Lr: 1.32e-03
2024-04-27 16:29:32 transreid.train INFO: Epoch[33] Iter[30/47] Loss: 1.111, Acc: 0.864, Base Lr: 1.32e-03
2024-04-27 16:29:35 transreid.train INFO: Epoch[33] Iter[35/47] Loss: 1.028, Acc: 0.878, Base Lr: 1.32e-03
2024-04-27 16:29:38 transreid.train INFO: Epoch[33] Iter[40/47] Loss: 0.951, Acc: 0.891, Base Lr: 1.32e-03
2024-04-27 16:29:41 transreid.train INFO: Epoch 33 done. Time per epoch: 30.528[s] Speed: 369.0[samples/s]
2024-04-27 16:29:46 transreid.train INFO: Epoch[34] Iter[5/47] Loss: 1.746, Acc: 0.729, Base Lr: 1.30e-03
2024-04-27 16:29:49 transreid.train INFO: Epoch[34] Iter[10/47] Loss: 1.452, Acc: 0.791, Base Lr: 1.30e-03
2024-04-27 16:29:52 transreid.train INFO: Epoch[34] Iter[15/47] Loss: 1.350, Acc: 0.809, Base Lr: 1.30e-03
2024-04-27 16:29:56 transreid.train INFO: Epoch[34] Iter[20/47] Loss: 1.251, Acc: 0.835, Base Lr: 1.30e-03
2024-04-27 16:29:59 transreid.train INFO: Epoch[34] Iter[25/47] Loss: 1.166, Acc: 0.853, Base Lr: 1.30e-03
2024-04-27 16:30:02 transreid.train INFO: Epoch[34] Iter[30/47] Loss: 1.077, Acc: 0.873, Base Lr: 1.30e-03
2024-04-27 16:30:06 transreid.train INFO: Epoch[34] Iter[35/47] Loss: 0.997, Acc: 0.886, Base Lr: 1.30e-03
2024-04-27 16:30:09 transreid.train INFO: Epoch[34] Iter[40/47] Loss: 0.916, Acc: 0.899, Base Lr: 1.30e-03
2024-04-27 16:30:12 transreid.train INFO: Epoch 34 done. Time per epoch: 30.747[s] Speed: 366.3[samples/s]
2024-04-27 16:30:16 transreid.train INFO: Epoch[35] Iter[5/47] Loss: 1.523, Acc: 0.771, Base Lr: 1.29e-03
2024-04-27 16:30:20 transreid.train INFO: Epoch[35] Iter[10/47] Loss: 1.328, Acc: 0.816, Base Lr: 1.29e-03
2024-04-27 16:30:23 transreid.train INFO: Epoch[35] Iter[15/47] Loss: 1.231, Acc: 0.836, Base Lr: 1.29e-03
2024-04-27 16:30:26 transreid.train INFO: Epoch[35] Iter[20/47] Loss: 1.144, Acc: 0.854, Base Lr: 1.29e-03
2024-04-27 16:30:30 transreid.train INFO: Epoch[35] Iter[25/47] Loss: 1.060, Acc: 0.870, Base Lr: 1.29e-03
2024-04-27 16:30:33 transreid.train INFO: Epoch[35] Iter[30/47] Loss: 0.979, Acc: 0.887, Base Lr: 1.29e-03
2024-04-27 16:30:36 transreid.train INFO: Epoch[35] Iter[35/47] Loss: 0.913, Acc: 0.898, Base Lr: 1.29e-03
2024-04-27 16:30:40 transreid.train INFO: Epoch[35] Iter[40/47] Loss: 0.851, Acc: 0.908, Base Lr: 1.29e-03
2024-04-27 16:30:42 transreid.train INFO: Epoch 35 done. Time per epoch: 30.575[s] Speed: 368.4[samples/s]
2024-04-27 16:30:47 transreid.train INFO: Epoch[36] Iter[5/47] Loss: 1.548, Acc: 0.777, Base Lr: 1.27e-03
2024-04-27 16:30:50 transreid.train INFO: Epoch[36] Iter[10/47] Loss: 1.297, Acc: 0.822, Base Lr: 1.27e-03
2024-04-27 16:30:54 transreid.train INFO: Epoch[36] Iter[15/47] Loss: 1.219, Acc: 0.838, Base Lr: 1.27e-03
2024-04-27 16:30:57 transreid.train INFO: Epoch[36] Iter[20/47] Loss: 1.134, Acc: 0.854, Base Lr: 1.27e-03
2024-04-27 16:31:00 transreid.train INFO: Epoch[36] Iter[25/47] Loss: 1.022, Acc: 0.873, Base Lr: 1.27e-03
2024-04-27 16:31:04 transreid.train INFO: Epoch[36] Iter[30/47] Loss: 0.950, Acc: 0.886, Base Lr: 1.27e-03
2024-04-27 16:31:07 transreid.train INFO: Epoch[36] Iter[35/47] Loss: 0.874, Acc: 0.900, Base Lr: 1.27e-03
2024-04-27 16:31:10 transreid.train INFO: Epoch[36] Iter[40/47] Loss: 0.808, Acc: 0.911, Base Lr: 1.27e-03
2024-04-27 16:31:13 transreid.train INFO: Epoch 36 done. Time per epoch: 30.601[s] Speed: 368.1[samples/s]
2024-04-27 16:31:17 transreid.train INFO: Epoch[37] Iter[5/47] Loss: 1.213, Acc: 0.836, Base Lr: 1.25e-03
2024-04-27 16:31:21 transreid.train INFO: Epoch[37] Iter[10/47] Loss: 1.175, Acc: 0.841, Base Lr: 1.25e-03
2024-04-27 16:31:24 transreid.train INFO: Epoch[37] Iter[15/47] Loss: 1.102, Acc: 0.858, Base Lr: 1.25e-03
2024-04-27 16:31:28 transreid.train INFO: Epoch[37] Iter[20/47] Loss: 1.017, Acc: 0.873, Base Lr: 1.25e-03
2024-04-27 16:31:31 transreid.train INFO: Epoch[37] Iter[25/47] Loss: 0.929, Acc: 0.890, Base Lr: 1.25e-03
2024-04-27 16:31:34 transreid.train INFO: Epoch[37] Iter[30/47] Loss: 0.854, Acc: 0.902, Base Lr: 1.25e-03
2024-04-27 16:31:38 transreid.train INFO: Epoch[37] Iter[35/47] Loss: 0.799, Acc: 0.913, Base Lr: 1.25e-03
2024-04-27 16:31:41 transreid.train INFO: Epoch[37] Iter[40/47] Loss: 0.751, Acc: 0.922, Base Lr: 1.25e-03
2024-04-27 16:31:43 transreid.train INFO: Epoch 37 done. Time per epoch: 29.942[s] Speed: 367.6[samples/s]
2024-04-27 16:31:47 transreid.train INFO: Epoch[38] Iter[5/47] Loss: 1.237, Acc: 0.826, Base Lr: 1.24e-03
2024-04-27 16:31:51 transreid.train INFO: Epoch[38] Iter[10/47] Loss: 1.122, Acc: 0.855, Base Lr: 1.24e-03
2024-04-27 16:31:54 transreid.train INFO: Epoch[38] Iter[15/47] Loss: 1.052, Acc: 0.867, Base Lr: 1.24e-03
2024-04-27 16:31:57 transreid.train INFO: Epoch[38] Iter[20/47] Loss: 0.986, Acc: 0.883, Base Lr: 1.24e-03
2024-04-27 16:32:01 transreid.train INFO: Epoch[38] Iter[25/47] Loss: 0.925, Acc: 0.895, Base Lr: 1.24e-03
2024-04-27 16:32:04 transreid.train INFO: Epoch[38] Iter[30/47] Loss: 0.863, Acc: 0.905, Base Lr: 1.24e-03
2024-04-27 16:32:07 transreid.train INFO: Epoch[38] Iter[35/47] Loss: 0.807, Acc: 0.915, Base Lr: 1.24e-03
2024-04-27 16:32:11 transreid.train INFO: Epoch[38] Iter[40/47] Loss: 0.751, Acc: 0.924, Base Lr: 1.24e-03
2024-04-27 16:32:14 transreid.train INFO: Epoch 38 done. Time per epoch: 30.592[s] Speed: 368.2[samples/s]
2024-04-27 16:32:18 transreid.train INFO: Epoch[39] Iter[5/47] Loss: 1.314, Acc: 0.799, Base Lr: 1.22e-03
2024-04-27 16:32:21 transreid.train INFO: Epoch[39] Iter[10/47] Loss: 1.158, Acc: 0.838, Base Lr: 1.22e-03
2024-04-27 16:32:25 transreid.train INFO: Epoch[39] Iter[15/47] Loss: 1.054, Acc: 0.863, Base Lr: 1.22e-03
2024-04-27 16:32:28 transreid.train INFO: Epoch[39] Iter[20/47] Loss: 0.963, Acc: 0.881, Base Lr: 1.22e-03
2024-04-27 16:32:31 transreid.train INFO: Epoch[39] Iter[25/47] Loss: 0.884, Acc: 0.895, Base Lr: 1.22e-03
2024-04-27 16:32:35 transreid.train INFO: Epoch[39] Iter[30/47] Loss: 0.823, Acc: 0.906, Base Lr: 1.22e-03
2024-04-27 16:32:38 transreid.train INFO: Epoch[39] Iter[35/47] Loss: 0.759, Acc: 0.917, Base Lr: 1.22e-03
2024-04-27 16:32:41 transreid.train INFO: Epoch[39] Iter[40/47] Loss: 0.706, Acc: 0.927, Base Lr: 1.22e-03
2024-04-27 16:32:44 transreid.train INFO: Epoch 39 done. Time per epoch: 30.678[s] Speed: 367.2[samples/s]
2024-04-27 16:32:49 transreid.train INFO: Epoch[40] Iter[5/47] Loss: 1.198, Acc: 0.821, Base Lr: 1.20e-03
2024-04-27 16:32:52 transreid.train INFO: Epoch[40] Iter[10/47] Loss: 1.078, Acc: 0.850, Base Lr: 1.20e-03
2024-04-27 16:32:55 transreid.train INFO: Epoch[40] Iter[15/47] Loss: 1.013, Acc: 0.866, Base Lr: 1.20e-03
2024-04-27 16:32:59 transreid.train INFO: Epoch[40] Iter[20/47] Loss: 0.902, Acc: 0.889, Base Lr: 1.20e-03
2024-04-27 16:33:02 transreid.train INFO: Epoch[40] Iter[25/47] Loss: 0.828, Acc: 0.905, Base Lr: 1.20e-03
2024-04-27 16:33:05 transreid.train INFO: Epoch[40] Iter[30/47] Loss: 0.765, Acc: 0.916, Base Lr: 1.20e-03
2024-04-27 16:33:09 transreid.train INFO: Epoch[40] Iter[35/47] Loss: 0.711, Acc: 0.926, Base Lr: 1.20e-03
2024-04-27 16:33:12 transreid.train INFO: Epoch[40] Iter[40/47] Loss: 0.663, Acc: 0.933, Base Lr: 1.20e-03
2024-04-27 16:33:15 transreid.train INFO: Epoch 40 done. Time per epoch: 30.621[s] Speed: 367.9[samples/s]
2024-04-27 16:33:52 transreid.train INFO: Validation Results - Epoch: 40
2024-04-27 16:33:52 transreid.train INFO: mAP: 91.7%
2024-04-27 16:33:52 transreid.train INFO: CMC curve, Rank-1  :96.0%
2024-04-27 16:33:52 transreid.train INFO: CMC curve, Rank-5  :98.4%
2024-04-27 16:33:52 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-04-27 16:33:57 transreid.train INFO: Epoch[41] Iter[5/47] Loss: 1.015, Acc: 0.863, Base Lr: 1.18e-03
2024-04-27 16:34:00 transreid.train INFO: Epoch[41] Iter[10/47] Loss: 1.019, Acc: 0.861, Base Lr: 1.18e-03
2024-04-27 16:34:03 transreid.train INFO: Epoch[41] Iter[15/47] Loss: 0.922, Acc: 0.880, Base Lr: 1.18e-03
2024-04-27 16:34:07 transreid.train INFO: Epoch[41] Iter[20/47] Loss: 0.848, Acc: 0.896, Base Lr: 1.18e-03
2024-04-27 16:34:10 transreid.train INFO: Epoch[41] Iter[25/47] Loss: 0.772, Acc: 0.910, Base Lr: 1.18e-03
2024-04-27 16:34:13 transreid.train INFO: Epoch[41] Iter[30/47] Loss: 0.724, Acc: 0.919, Base Lr: 1.18e-03
2024-04-27 16:34:17 transreid.train INFO: Epoch[41] Iter[35/47] Loss: 0.675, Acc: 0.927, Base Lr: 1.18e-03
2024-04-27 16:34:20 transreid.train INFO: Epoch[41] Iter[40/47] Loss: 0.626, Acc: 0.935, Base Lr: 1.18e-03
2024-04-27 16:34:23 transreid.train INFO: Epoch 41 done. Time per epoch: 30.446[s] Speed: 370.0[samples/s]
2024-04-27 16:34:27 transreid.train INFO: Epoch[42] Iter[5/47] Loss: 1.000, Acc: 0.845, Base Lr: 1.16e-03
2024-04-27 16:34:30 transreid.train INFO: Epoch[42] Iter[10/47] Loss: 1.018, Acc: 0.848, Base Lr: 1.16e-03
2024-04-27 16:34:34 transreid.train INFO: Epoch[42] Iter[15/47] Loss: 0.906, Acc: 0.874, Base Lr: 1.16e-03
2024-04-27 16:34:37 transreid.train INFO: Epoch[42] Iter[20/47] Loss: 0.833, Acc: 0.888, Base Lr: 1.16e-03
2024-04-27 16:34:40 transreid.train INFO: Epoch[42] Iter[25/47] Loss: 0.776, Acc: 0.904, Base Lr: 1.16e-03
2024-04-27 16:34:44 transreid.train INFO: Epoch[42] Iter[30/47] Loss: 0.713, Acc: 0.918, Base Lr: 1.16e-03
2024-04-27 16:34:47 transreid.train INFO: Epoch[42] Iter[35/47] Loss: 0.666, Acc: 0.927, Base Lr: 1.16e-03
2024-04-27 16:34:50 transreid.train INFO: Epoch[42] Iter[40/47] Loss: 0.616, Acc: 0.935, Base Lr: 1.16e-03
2024-04-27 16:34:53 transreid.train INFO: Epoch 42 done. Time per epoch: 30.410[s] Speed: 370.4[samples/s]
2024-04-27 16:34:57 transreid.train INFO: Epoch[43] Iter[5/47] Loss: 1.047, Acc: 0.844, Base Lr: 1.15e-03
2024-04-27 16:35:01 transreid.train INFO: Epoch[43] Iter[10/47] Loss: 0.922, Acc: 0.869, Base Lr: 1.15e-03
2024-04-27 16:35:04 transreid.train INFO: Epoch[43] Iter[15/47] Loss: 0.854, Acc: 0.883, Base Lr: 1.15e-03
2024-04-27 16:35:07 transreid.train INFO: Epoch[43] Iter[20/47] Loss: 0.777, Acc: 0.899, Base Lr: 1.15e-03
2024-04-27 16:35:11 transreid.train INFO: Epoch[43] Iter[25/47] Loss: 0.719, Acc: 0.912, Base Lr: 1.15e-03
2024-04-27 16:35:14 transreid.train INFO: Epoch[43] Iter[30/47] Loss: 0.669, Acc: 0.922, Base Lr: 1.15e-03
2024-04-27 16:35:17 transreid.train INFO: Epoch[43] Iter[35/47] Loss: 0.624, Acc: 0.930, Base Lr: 1.15e-03
2024-04-27 16:35:21 transreid.train INFO: Epoch[43] Iter[40/47] Loss: 0.577, Acc: 0.938, Base Lr: 1.15e-03
2024-04-27 16:35:23 transreid.train INFO: Epoch 43 done. Time per epoch: 30.447[s] Speed: 370.0[samples/s]
2024-04-27 16:35:28 transreid.train INFO: Epoch[44] Iter[5/47] Loss: 0.972, Acc: 0.844, Base Lr: 1.13e-03
2024-04-27 16:35:31 transreid.train INFO: Epoch[44] Iter[10/47] Loss: 0.870, Acc: 0.873, Base Lr: 1.13e-03
2024-04-27 16:35:35 transreid.train INFO: Epoch[44] Iter[15/47] Loss: 0.831, Acc: 0.882, Base Lr: 1.13e-03
2024-04-27 16:35:38 transreid.train INFO: Epoch[44] Iter[20/47] Loss: 0.760, Acc: 0.900, Base Lr: 1.13e-03
2024-04-27 16:35:41 transreid.train INFO: Epoch[44] Iter[25/47] Loss: 0.697, Acc: 0.912, Base Lr: 1.13e-03
2024-04-27 16:35:45 transreid.train INFO: Epoch[44] Iter[30/47] Loss: 0.647, Acc: 0.922, Base Lr: 1.13e-03
2024-04-27 16:35:48 transreid.train INFO: Epoch[44] Iter[35/47] Loss: 0.601, Acc: 0.931, Base Lr: 1.13e-03
2024-04-27 16:35:51 transreid.train INFO: Epoch[44] Iter[40/47] Loss: 0.559, Acc: 0.938, Base Lr: 1.13e-03
2024-04-27 16:35:54 transreid.train INFO: Epoch 44 done. Time per epoch: 30.549[s] Speed: 368.7[samples/s]
2024-04-27 16:35:58 transreid.train INFO: Epoch[45] Iter[5/47] Loss: 0.943, Acc: 0.855, Base Lr: 1.11e-03
2024-04-27 16:36:02 transreid.train INFO: Epoch[45] Iter[10/47] Loss: 0.911, Acc: 0.864, Base Lr: 1.11e-03
2024-04-27 16:36:05 transreid.train INFO: Epoch[45] Iter[15/47] Loss: 0.813, Acc: 0.887, Base Lr: 1.11e-03
2024-04-27 16:36:08 transreid.train INFO: Epoch[45] Iter[20/47] Loss: 0.748, Acc: 0.901, Base Lr: 1.11e-03
2024-04-27 16:36:12 transreid.train INFO: Epoch[45] Iter[25/47] Loss: 0.684, Acc: 0.913, Base Lr: 1.11e-03
2024-04-27 16:36:15 transreid.train INFO: Epoch[45] Iter[30/47] Loss: 0.638, Acc: 0.925, Base Lr: 1.11e-03
2024-04-27 16:36:18 transreid.train INFO: Epoch[45] Iter[35/47] Loss: 0.595, Acc: 0.934, Base Lr: 1.11e-03
2024-04-27 16:36:22 transreid.train INFO: Epoch[45] Iter[40/47] Loss: 0.556, Acc: 0.941, Base Lr: 1.11e-03
2024-04-27 16:36:25 transreid.train INFO: Epoch 45 done. Time per epoch: 30.526[s] Speed: 369.0[samples/s]
2024-04-27 16:36:29 transreid.train INFO: Epoch[46] Iter[5/47] Loss: 0.787, Acc: 0.893, Base Lr: 1.09e-03
2024-04-27 16:36:32 transreid.train INFO: Epoch[46] Iter[10/47] Loss: 0.813, Acc: 0.887, Base Lr: 1.09e-03
2024-04-27 16:36:36 transreid.train INFO: Epoch[46] Iter[15/47] Loss: 0.774, Acc: 0.893, Base Lr: 1.09e-03
2024-04-27 16:36:39 transreid.train INFO: Epoch[46] Iter[20/47] Loss: 0.703, Acc: 0.908, Base Lr: 1.09e-03
2024-04-27 16:36:42 transreid.train INFO: Epoch[46] Iter[25/47] Loss: 0.655, Acc: 0.918, Base Lr: 1.09e-03
2024-04-27 16:36:46 transreid.train INFO: Epoch[46] Iter[30/47] Loss: 0.607, Acc: 0.927, Base Lr: 1.09e-03
2024-04-27 16:36:49 transreid.train INFO: Epoch[46] Iter[35/47] Loss: 0.560, Acc: 0.935, Base Lr: 1.09e-03
2024-04-27 16:36:52 transreid.train INFO: Epoch[46] Iter[40/47] Loss: 0.520, Acc: 0.942, Base Lr: 1.09e-03
2024-04-27 16:36:55 transreid.train INFO: Epoch 46 done. Time per epoch: 30.468[s] Speed: 369.7[samples/s]
2024-04-27 16:36:59 transreid.train INFO: Epoch[47] Iter[5/47] Loss: 0.833, Acc: 0.867, Base Lr: 1.07e-03
2024-04-27 16:37:03 transreid.train INFO: Epoch[47] Iter[10/47] Loss: 0.828, Acc: 0.875, Base Lr: 1.07e-03
2024-04-27 16:37:06 transreid.train INFO: Epoch[47] Iter[15/47] Loss: 0.754, Acc: 0.893, Base Lr: 1.07e-03
2024-04-27 16:37:09 transreid.train INFO: Epoch[47] Iter[20/47] Loss: 0.719, Acc: 0.902, Base Lr: 1.07e-03
2024-04-27 16:37:13 transreid.train INFO: Epoch[47] Iter[25/47] Loss: 0.657, Acc: 0.916, Base Lr: 1.07e-03
2024-04-27 16:37:16 transreid.train INFO: Epoch[47] Iter[30/47] Loss: 0.603, Acc: 0.926, Base Lr: 1.07e-03
2024-04-27 16:37:19 transreid.train INFO: Epoch[47] Iter[35/47] Loss: 0.556, Acc: 0.935, Base Lr: 1.07e-03
2024-04-27 16:37:23 transreid.train INFO: Epoch[47] Iter[40/47] Loss: 0.514, Acc: 0.942, Base Lr: 1.07e-03
2024-04-27 16:37:25 transreid.train INFO: Epoch 47 done. Time per epoch: 30.436[s] Speed: 370.1[samples/s]
2024-04-27 16:37:30 transreid.train INFO: Epoch[48] Iter[5/47] Loss: 1.040, Acc: 0.815, Base Lr: 1.05e-03
2024-04-27 16:37:33 transreid.train INFO: Epoch[48] Iter[10/47] Loss: 0.869, Acc: 0.857, Base Lr: 1.05e-03
2024-04-27 16:37:36 transreid.train INFO: Epoch[48] Iter[15/47] Loss: 0.747, Acc: 0.889, Base Lr: 1.05e-03
2024-04-27 16:37:40 transreid.train INFO: Epoch[48] Iter[20/47] Loss: 0.684, Acc: 0.906, Base Lr: 1.05e-03
2024-04-27 16:37:43 transreid.train INFO: Epoch[48] Iter[25/47] Loss: 0.622, Acc: 0.921, Base Lr: 1.05e-03
2024-04-27 16:37:47 transreid.train INFO: Epoch[48] Iter[30/47] Loss: 0.569, Acc: 0.931, Base Lr: 1.05e-03
2024-04-27 16:37:50 transreid.train INFO: Epoch[48] Iter[35/47] Loss: 0.529, Acc: 0.939, Base Lr: 1.05e-03
2024-04-27 16:37:53 transreid.train INFO: Epoch[48] Iter[40/47] Loss: 0.489, Acc: 0.946, Base Lr: 1.05e-03
2024-04-27 16:37:56 transreid.train INFO: Epoch 48 done. Time per epoch: 30.489[s] Speed: 369.4[samples/s]
2024-04-27 16:38:00 transreid.train INFO: Epoch[49] Iter[5/47] Loss: 0.794, Acc: 0.866, Base Lr: 1.03e-03
2024-04-27 16:38:04 transreid.train INFO: Epoch[49] Iter[10/47] Loss: 0.758, Acc: 0.879, Base Lr: 1.03e-03
2024-04-27 16:38:07 transreid.train INFO: Epoch[49] Iter[15/47] Loss: 0.691, Acc: 0.897, Base Lr: 1.03e-03
2024-04-27 16:38:10 transreid.train INFO: Epoch[49] Iter[20/47] Loss: 0.630, Acc: 0.913, Base Lr: 1.03e-03
2024-04-27 16:38:14 transreid.train INFO: Epoch[49] Iter[25/47] Loss: 0.582, Acc: 0.924, Base Lr: 1.03e-03
2024-04-27 16:38:17 transreid.train INFO: Epoch[49] Iter[30/47] Loss: 0.543, Acc: 0.933, Base Lr: 1.03e-03
2024-04-27 16:38:20 transreid.train INFO: Epoch[49] Iter[35/47] Loss: 0.512, Acc: 0.939, Base Lr: 1.03e-03
2024-04-27 16:38:24 transreid.train INFO: Epoch[49] Iter[40/47] Loss: 0.474, Acc: 0.945, Base Lr: 1.03e-03
2024-04-27 16:38:26 transreid.train INFO: Epoch 49 done. Time per epoch: 30.509[s] Speed: 369.2[samples/s]
2024-04-27 16:38:31 transreid.train INFO: Epoch[50] Iter[5/47] Loss: 0.848, Acc: 0.855, Base Lr: 1.01e-03
2024-04-27 16:38:34 transreid.train INFO: Epoch[50] Iter[10/47] Loss: 0.773, Acc: 0.875, Base Lr: 1.01e-03
2024-04-27 16:38:38 transreid.train INFO: Epoch[50] Iter[15/47] Loss: 0.687, Acc: 0.898, Base Lr: 1.01e-03
2024-04-27 16:38:41 transreid.train INFO: Epoch[50] Iter[20/47] Loss: 0.623, Acc: 0.914, Base Lr: 1.01e-03
2024-04-27 16:38:44 transreid.train INFO: Epoch[50] Iter[25/47] Loss: 0.578, Acc: 0.925, Base Lr: 1.01e-03
2024-04-27 16:38:48 transreid.train INFO: Epoch[50] Iter[30/47] Loss: 0.538, Acc: 0.933, Base Lr: 1.01e-03
2024-04-27 16:38:51 transreid.train INFO: Epoch[50] Iter[35/47] Loss: 0.494, Acc: 0.942, Base Lr: 1.01e-03
2024-04-27 16:38:54 transreid.train INFO: Epoch[50] Iter[40/47] Loss: 0.458, Acc: 0.948, Base Lr: 1.01e-03
2024-04-27 16:38:57 transreid.train INFO: Epoch 50 done. Time per epoch: 30.511[s] Speed: 369.2[samples/s]
2024-04-27 16:39:33 transreid.train INFO: Validation Results - Epoch: 50
2024-04-27 16:39:33 transreid.train INFO: mAP: 92.2%
2024-04-27 16:39:33 transreid.train INFO: CMC curve, Rank-1  :96.1%
2024-04-27 16:39:33 transreid.train INFO: CMC curve, Rank-5  :98.5%
2024-04-27 16:39:33 transreid.train INFO: CMC curve, Rank-10 :99.1%
2024-04-27 16:39:38 transreid.train INFO: Epoch[51] Iter[5/47] Loss: 0.761, Acc: 0.874, Base Lr: 9.88e-04
2024-04-27 16:39:41 transreid.train INFO: Epoch[51] Iter[10/47] Loss: 0.706, Acc: 0.887, Base Lr: 9.88e-04
2024-04-27 16:39:44 transreid.train INFO: Epoch[51] Iter[15/47] Loss: 0.640, Acc: 0.906, Base Lr: 9.88e-04
2024-04-27 16:39:48 transreid.train INFO: Epoch[51] Iter[20/47] Loss: 0.594, Acc: 0.917, Base Lr: 9.88e-04
2024-04-27 16:39:51 transreid.train INFO: Epoch[51] Iter[25/47] Loss: 0.546, Acc: 0.928, Base Lr: 9.88e-04
2024-04-27 16:39:54 transreid.train INFO: Epoch[51] Iter[30/47] Loss: 0.503, Acc: 0.937, Base Lr: 9.88e-04
2024-04-27 16:39:58 transreid.train INFO: Epoch[51] Iter[35/47] Loss: 0.468, Acc: 0.944, Base Lr: 9.88e-04
2024-04-27 16:40:01 transreid.train INFO: Epoch[51] Iter[40/47] Loss: 0.433, Acc: 0.950, Base Lr: 9.88e-04
2024-04-27 16:40:04 transreid.train INFO: Epoch 51 done. Time per epoch: 30.442[s] Speed: 370.0[samples/s]
2024-04-27 16:40:08 transreid.train INFO: Epoch[52] Iter[5/47] Loss: 0.774, Acc: 0.866, Base Lr: 9.68e-04
2024-04-27 16:40:11 transreid.train INFO: Epoch[52] Iter[10/47] Loss: 0.715, Acc: 0.884, Base Lr: 9.68e-04
2024-04-27 16:40:15 transreid.train INFO: Epoch[52] Iter[15/47] Loss: 0.650, Acc: 0.902, Base Lr: 9.68e-04
2024-04-27 16:40:18 transreid.train INFO: Epoch[52] Iter[20/47] Loss: 0.600, Acc: 0.912, Base Lr: 9.68e-04
2024-04-27 16:40:21 transreid.train INFO: Epoch[52] Iter[25/47] Loss: 0.545, Acc: 0.927, Base Lr: 9.68e-04
2024-04-27 16:40:25 transreid.train INFO: Epoch[52] Iter[30/47] Loss: 0.494, Acc: 0.938, Base Lr: 9.68e-04
2024-04-27 16:40:28 transreid.train INFO: Epoch[52] Iter[35/47] Loss: 0.455, Acc: 0.945, Base Lr: 9.68e-04
2024-04-27 16:40:31 transreid.train INFO: Epoch[52] Iter[40/47] Loss: 0.421, Acc: 0.951, Base Lr: 9.68e-04
2024-04-27 16:40:34 transreid.train INFO: Epoch 52 done. Time per epoch: 30.515[s] Speed: 369.1[samples/s]
2024-04-27 16:40:39 transreid.train INFO: Epoch[53] Iter[5/47] Loss: 0.586, Acc: 0.914, Base Lr: 9.47e-04
2024-04-27 16:40:42 transreid.train INFO: Epoch[53] Iter[10/47] Loss: 0.584, Acc: 0.911, Base Lr: 9.47e-04
2024-04-27 16:40:45 transreid.train INFO: Epoch[53] Iter[15/47] Loss: 0.577, Acc: 0.910, Base Lr: 9.47e-04
2024-04-27 16:40:49 transreid.train INFO: Epoch[53] Iter[20/47] Loss: 0.530, Acc: 0.924, Base Lr: 9.47e-04
2024-04-27 16:40:52 transreid.train INFO: Epoch[53] Iter[25/47] Loss: 0.501, Acc: 0.933, Base Lr: 9.47e-04
2024-04-27 16:40:55 transreid.train INFO: Epoch[53] Iter[30/47] Loss: 0.466, Acc: 0.941, Base Lr: 9.47e-04
2024-04-27 16:40:59 transreid.train INFO: Epoch[53] Iter[35/47] Loss: 0.436, Acc: 0.946, Base Lr: 9.47e-04
2024-04-27 16:41:02 transreid.train INFO: Epoch[53] Iter[40/47] Loss: 0.408, Acc: 0.952, Base Lr: 9.47e-04
2024-04-27 16:41:05 transreid.train INFO: Epoch 53 done. Time per epoch: 30.456[s] Speed: 369.8[samples/s]
2024-04-27 16:41:09 transreid.train INFO: Epoch[54] Iter[5/47] Loss: 0.702, Acc: 0.887, Base Lr: 9.26e-04
2024-04-27 16:41:13 transreid.train INFO: Epoch[54] Iter[10/47] Loss: 0.649, Acc: 0.905, Base Lr: 9.26e-04
2024-04-27 16:41:16 transreid.train INFO: Epoch[54] Iter[15/47] Loss: 0.610, Acc: 0.914, Base Lr: 9.26e-04
2024-04-27 16:41:19 transreid.train INFO: Epoch[54] Iter[20/47] Loss: 0.559, Acc: 0.926, Base Lr: 9.26e-04
2024-04-27 16:41:23 transreid.train INFO: Epoch[54] Iter[25/47] Loss: 0.522, Acc: 0.935, Base Lr: 9.26e-04
2024-04-27 16:41:26 transreid.train INFO: Epoch[54] Iter[30/47] Loss: 0.477, Acc: 0.943, Base Lr: 9.26e-04
2024-04-27 16:41:29 transreid.train INFO: Epoch[54] Iter[35/47] Loss: 0.443, Acc: 0.950, Base Lr: 9.26e-04
2024-04-27 16:41:33 transreid.train INFO: Epoch[54] Iter[40/47] Loss: 0.412, Acc: 0.956, Base Lr: 9.26e-04
2024-04-27 16:41:35 transreid.train INFO: Epoch 54 done. Time per epoch: 30.701[s] Speed: 366.9[samples/s]
2024-04-27 16:41:40 transreid.train INFO: Epoch[55] Iter[5/47] Loss: 0.772, Acc: 0.861, Base Lr: 9.06e-04
2024-04-27 16:41:43 transreid.train INFO: Epoch[55] Iter[10/47] Loss: 0.643, Acc: 0.900, Base Lr: 9.06e-04
2024-04-27 16:41:46 transreid.train INFO: Epoch[55] Iter[15/47] Loss: 0.591, Acc: 0.915, Base Lr: 9.06e-04
2024-04-27 16:41:50 transreid.train INFO: Epoch[55] Iter[20/47] Loss: 0.541, Acc: 0.925, Base Lr: 9.06e-04
2024-04-27 16:41:53 transreid.train INFO: Epoch[55] Iter[25/47] Loss: 0.491, Acc: 0.935, Base Lr: 9.06e-04
2024-04-27 16:41:56 transreid.train INFO: Epoch[55] Iter[30/47] Loss: 0.450, Acc: 0.944, Base Lr: 9.06e-04
2024-04-27 16:42:00 transreid.train INFO: Epoch[55] Iter[35/47] Loss: 0.414, Acc: 0.952, Base Lr: 9.06e-04
2024-04-27 16:42:03 transreid.train INFO: Epoch[55] Iter[40/47] Loss: 0.380, Acc: 0.957, Base Lr: 9.06e-04
2024-04-27 16:42:06 transreid.train INFO: Epoch 55 done. Time per epoch: 30.430[s] Speed: 370.2[samples/s]
2024-04-27 16:42:10 transreid.train INFO: Epoch[56] Iter[5/47] Loss: 0.684, Acc: 0.884, Base Lr: 8.85e-04
2024-04-27 16:42:14 transreid.train INFO: Epoch[56] Iter[10/47] Loss: 0.585, Acc: 0.909, Base Lr: 8.85e-04
2024-04-27 16:42:17 transreid.train INFO: Epoch[56] Iter[15/47] Loss: 0.525, Acc: 0.925, Base Lr: 8.85e-04
2024-04-27 16:42:20 transreid.train INFO: Epoch[56] Iter[20/47] Loss: 0.489, Acc: 0.934, Base Lr: 8.85e-04
2024-04-27 16:42:24 transreid.train INFO: Epoch[56] Iter[25/47] Loss: 0.457, Acc: 0.941, Base Lr: 8.85e-04
2024-04-27 16:42:27 transreid.train INFO: Epoch[56] Iter[30/47] Loss: 0.426, Acc: 0.947, Base Lr: 8.85e-04
2024-04-27 16:42:30 transreid.train INFO: Epoch[56] Iter[35/47] Loss: 0.394, Acc: 0.953, Base Lr: 8.85e-04
2024-04-27 16:42:34 transreid.train INFO: Epoch[56] Iter[40/47] Loss: 0.370, Acc: 0.958, Base Lr: 8.85e-04
2024-04-27 16:42:36 transreid.train INFO: Epoch 56 done. Time per epoch: 29.842[s] Speed: 368.9[samples/s]
2024-04-27 16:42:40 transreid.train INFO: Epoch[57] Iter[5/47] Loss: 0.690, Acc: 0.884, Base Lr: 8.64e-04
2024-04-27 16:42:43 transreid.train INFO: Epoch[57] Iter[10/47] Loss: 0.595, Acc: 0.908, Base Lr: 8.64e-04
2024-04-27 16:42:47 transreid.train INFO: Epoch[57] Iter[15/47] Loss: 0.550, Acc: 0.923, Base Lr: 8.64e-04
2024-04-27 16:42:50 transreid.train INFO: Epoch[57] Iter[20/47] Loss: 0.509, Acc: 0.933, Base Lr: 8.64e-04
2024-04-27 16:42:53 transreid.train INFO: Epoch[57] Iter[25/47] Loss: 0.463, Acc: 0.944, Base Lr: 8.64e-04
2024-04-27 16:42:57 transreid.train INFO: Epoch[57] Iter[30/47] Loss: 0.419, Acc: 0.952, Base Lr: 8.64e-04
2024-04-27 16:43:00 transreid.train INFO: Epoch[57] Iter[35/47] Loss: 0.385, Acc: 0.958, Base Lr: 8.64e-04
2024-04-27 16:43:03 transreid.train INFO: Epoch[57] Iter[40/47] Loss: 0.363, Acc: 0.962, Base Lr: 8.64e-04
2024-04-27 16:43:06 transreid.train INFO: Epoch 57 done. Time per epoch: 30.505[s] Speed: 369.3[samples/s]
2024-04-27 16:43:11 transreid.train INFO: Epoch[58] Iter[5/47] Loss: 0.703, Acc: 0.888, Base Lr: 8.43e-04
2024-04-27 16:43:14 transreid.train INFO: Epoch[58] Iter[10/47] Loss: 0.627, Acc: 0.912, Base Lr: 8.43e-04
2024-04-27 16:43:17 transreid.train INFO: Epoch[58] Iter[15/47] Loss: 0.581, Acc: 0.926, Base Lr: 8.43e-04
2024-04-27 16:43:21 transreid.train INFO: Epoch[58] Iter[20/47] Loss: 0.516, Acc: 0.938, Base Lr: 8.43e-04
2024-04-27 16:43:24 transreid.train INFO: Epoch[58] Iter[25/47] Loss: 0.466, Acc: 0.948, Base Lr: 8.43e-04
2024-04-27 16:43:27 transreid.train INFO: Epoch[58] Iter[30/47] Loss: 0.428, Acc: 0.954, Base Lr: 8.43e-04
2024-04-27 16:43:31 transreid.train INFO: Epoch[58] Iter[35/47] Loss: 0.396, Acc: 0.959, Base Lr: 8.43e-04
2024-04-27 16:43:34 transreid.train INFO: Epoch[58] Iter[40/47] Loss: 0.368, Acc: 0.964, Base Lr: 8.43e-04
2024-04-27 16:43:37 transreid.train INFO: Epoch 58 done. Time per epoch: 30.546[s] Speed: 368.8[samples/s]
2024-04-27 16:43:41 transreid.train INFO: Epoch[59] Iter[5/47] Loss: 0.759, Acc: 0.875, Base Lr: 8.22e-04
2024-04-27 16:43:44 transreid.train INFO: Epoch[59] Iter[10/47] Loss: 0.619, Acc: 0.909, Base Lr: 8.22e-04
2024-04-27 16:43:48 transreid.train INFO: Epoch[59] Iter[15/47] Loss: 0.530, Acc: 0.930, Base Lr: 8.22e-04
2024-04-27 16:43:51 transreid.train INFO: Epoch[59] Iter[20/47] Loss: 0.484, Acc: 0.940, Base Lr: 8.22e-04
2024-04-27 16:43:54 transreid.train INFO: Epoch[59] Iter[25/47] Loss: 0.437, Acc: 0.950, Base Lr: 8.22e-04
2024-04-27 16:43:58 transreid.train INFO: Epoch[59] Iter[30/47] Loss: 0.401, Acc: 0.957, Base Lr: 8.22e-04
2024-04-27 16:44:01 transreid.train INFO: Epoch[59] Iter[35/47] Loss: 0.370, Acc: 0.962, Base Lr: 8.22e-04
2024-04-27 16:44:04 transreid.train INFO: Epoch[59] Iter[40/47] Loss: 0.341, Acc: 0.966, Base Lr: 8.22e-04
2024-04-27 16:44:07 transreid.train INFO: Epoch 59 done. Time per epoch: 30.521[s] Speed: 369.1[samples/s]
2024-04-27 16:44:12 transreid.train INFO: Epoch[60] Iter[5/47] Loss: 0.612, Acc: 0.913, Base Lr: 8.02e-04
2024-04-27 16:44:15 transreid.train INFO: Epoch[60] Iter[10/47] Loss: 0.552, Acc: 0.930, Base Lr: 8.02e-04
2024-04-27 16:44:18 transreid.train INFO: Epoch[60] Iter[15/47] Loss: 0.501, Acc: 0.939, Base Lr: 8.02e-04
2024-04-27 16:44:22 transreid.train INFO: Epoch[60] Iter[20/47] Loss: 0.476, Acc: 0.944, Base Lr: 8.02e-04
2024-04-27 16:44:25 transreid.train INFO: Epoch[60] Iter[25/47] Loss: 0.428, Acc: 0.953, Base Lr: 8.02e-04
2024-04-27 16:44:28 transreid.train INFO: Epoch[60] Iter[30/47] Loss: 0.388, Acc: 0.959, Base Lr: 8.02e-04
2024-04-27 16:44:32 transreid.train INFO: Epoch[60] Iter[35/47] Loss: 0.356, Acc: 0.965, Base Lr: 8.02e-04
2024-04-27 16:44:35 transreid.train INFO: Epoch[60] Iter[40/47] Loss: 0.333, Acc: 0.969, Base Lr: 8.02e-04
2024-04-27 16:44:38 transreid.train INFO: Epoch 60 done. Time per epoch: 30.597[s] Speed: 368.1[samples/s]
2024-04-27 16:45:15 transreid.train INFO: Validation Results - Epoch: 60
2024-04-27 16:45:15 transreid.train INFO: mAP: 92.3%
2024-04-27 16:45:15 transreid.train INFO: CMC curve, Rank-1  :96.7%
2024-04-27 16:45:15 transreid.train INFO: CMC curve, Rank-5  :98.6%
2024-04-27 16:45:15 transreid.train INFO: CMC curve, Rank-10 :99.2%
2024-04-27 16:45:19 transreid.train INFO: Epoch[61] Iter[5/47] Loss: 0.637, Acc: 0.910, Base Lr: 7.81e-04
2024-04-27 16:45:23 transreid.train INFO: Epoch[61] Iter[10/47] Loss: 0.552, Acc: 0.927, Base Lr: 7.81e-04
2024-04-27 16:45:26 transreid.train INFO: Epoch[61] Iter[15/47] Loss: 0.500, Acc: 0.939, Base Lr: 7.81e-04
2024-04-27 16:45:29 transreid.train INFO: Epoch[61] Iter[20/47] Loss: 0.452, Acc: 0.947, Base Lr: 7.81e-04
2024-04-27 16:45:33 transreid.train INFO: Epoch[61] Iter[25/47] Loss: 0.417, Acc: 0.954, Base Lr: 7.81e-04
2024-04-27 16:45:36 transreid.train INFO: Epoch[61] Iter[30/47] Loss: 0.384, Acc: 0.961, Base Lr: 7.81e-04
2024-04-27 16:45:39 transreid.train INFO: Epoch[61] Iter[35/47] Loss: 0.356, Acc: 0.965, Base Lr: 7.81e-04
2024-04-27 16:45:43 transreid.train INFO: Epoch[61] Iter[40/47] Loss: 0.326, Acc: 0.969, Base Lr: 7.81e-04
2024-04-27 16:45:46 transreid.train INFO: Epoch 61 done. Time per epoch: 30.830[s] Speed: 365.4[samples/s]
2024-04-27 16:45:50 transreid.train INFO: Epoch[62] Iter[5/47] Loss: 0.582, Acc: 0.941, Base Lr: 7.60e-04
2024-04-27 16:45:53 transreid.train INFO: Epoch[62] Iter[10/47] Loss: 0.525, Acc: 0.941, Base Lr: 7.60e-04
2024-04-27 16:45:57 transreid.train INFO: Epoch[62] Iter[15/47] Loss: 0.464, Acc: 0.950, Base Lr: 7.60e-04
2024-04-27 16:46:00 transreid.train INFO: Epoch[62] Iter[20/47] Loss: 0.438, Acc: 0.953, Base Lr: 7.60e-04
2024-04-27 16:46:03 transreid.train INFO: Epoch[62] Iter[25/47] Loss: 0.397, Acc: 0.959, Base Lr: 7.60e-04
2024-04-27 16:46:07 transreid.train INFO: Epoch[62] Iter[30/47] Loss: 0.371, Acc: 0.963, Base Lr: 7.60e-04
2024-04-27 16:46:10 transreid.train INFO: Epoch[62] Iter[35/47] Loss: 0.344, Acc: 0.967, Base Lr: 7.60e-04
2024-04-27 16:46:13 transreid.train INFO: Epoch[62] Iter[40/47] Loss: 0.322, Acc: 0.970, Base Lr: 7.60e-04
2024-04-27 16:46:16 transreid.train INFO: Epoch 62 done. Time per epoch: 30.524[s] Speed: 369.0[samples/s]
2024-04-27 16:46:20 transreid.train INFO: Epoch[63] Iter[5/47] Loss: 0.534, Acc: 0.940, Base Lr: 7.39e-04
2024-04-27 16:46:24 transreid.train INFO: Epoch[63] Iter[10/47] Loss: 0.517, Acc: 0.936, Base Lr: 7.39e-04
2024-04-27 16:46:27 transreid.train INFO: Epoch[63] Iter[15/47] Loss: 0.466, Acc: 0.948, Base Lr: 7.39e-04
2024-04-27 16:46:30 transreid.train INFO: Epoch[63] Iter[20/47] Loss: 0.435, Acc: 0.953, Base Lr: 7.39e-04
2024-04-27 16:46:34 transreid.train INFO: Epoch[63] Iter[25/47] Loss: 0.407, Acc: 0.958, Base Lr: 7.39e-04
2024-04-27 16:46:37 transreid.train INFO: Epoch[63] Iter[30/47] Loss: 0.372, Acc: 0.964, Base Lr: 7.39e-04
2024-04-27 16:46:40 transreid.train INFO: Epoch[63] Iter[35/47] Loss: 0.344, Acc: 0.968, Base Lr: 7.39e-04
2024-04-27 16:46:44 transreid.train INFO: Epoch[63] Iter[40/47] Loss: 0.320, Acc: 0.971, Base Lr: 7.39e-04
2024-04-27 16:46:47 transreid.train INFO: Epoch 63 done. Time per epoch: 30.506[s] Speed: 369.2[samples/s]
2024-04-27 16:46:51 transreid.train INFO: Epoch[64] Iter[5/47] Loss: 0.541, Acc: 0.927, Base Lr: 7.18e-04
2024-04-27 16:46:54 transreid.train INFO: Epoch[64] Iter[10/47] Loss: 0.498, Acc: 0.938, Base Lr: 7.18e-04
2024-04-27 16:46:58 transreid.train INFO: Epoch[64] Iter[15/47] Loss: 0.466, Acc: 0.946, Base Lr: 7.18e-04
2024-04-27 16:47:01 transreid.train INFO: Epoch[64] Iter[20/47] Loss: 0.422, Acc: 0.955, Base Lr: 7.18e-04
2024-04-27 16:47:04 transreid.train INFO: Epoch[64] Iter[25/47] Loss: 0.378, Acc: 0.962, Base Lr: 7.18e-04
2024-04-27 16:47:08 transreid.train INFO: Epoch[64] Iter[30/47] Loss: 0.353, Acc: 0.966, Base Lr: 7.18e-04
2024-04-27 16:47:11 transreid.train INFO: Epoch[64] Iter[35/47] Loss: 0.325, Acc: 0.970, Base Lr: 7.18e-04
2024-04-27 16:47:14 transreid.train INFO: Epoch[64] Iter[40/47] Loss: 0.303, Acc: 0.973, Base Lr: 7.18e-04
2024-04-27 16:47:17 transreid.train INFO: Epoch 64 done. Time per epoch: 30.516[s] Speed: 369.1[samples/s]
2024-04-27 16:47:21 transreid.train INFO: Epoch[65] Iter[5/47] Loss: 0.443, Acc: 0.949, Base Lr: 6.97e-04
2024-04-27 16:47:25 transreid.train INFO: Epoch[65] Iter[10/47] Loss: 0.458, Acc: 0.949, Base Lr: 6.97e-04
2024-04-27 16:47:28 transreid.train INFO: Epoch[65] Iter[15/47] Loss: 0.438, Acc: 0.950, Base Lr: 6.97e-04
2024-04-27 16:47:31 transreid.train INFO: Epoch[65] Iter[20/47] Loss: 0.396, Acc: 0.959, Base Lr: 6.97e-04
2024-04-27 16:47:35 transreid.train INFO: Epoch[65] Iter[25/47] Loss: 0.368, Acc: 0.965, Base Lr: 6.97e-04
2024-04-27 16:47:38 transreid.train INFO: Epoch[65] Iter[30/47] Loss: 0.345, Acc: 0.967, Base Lr: 6.97e-04
2024-04-27 16:47:41 transreid.train INFO: Epoch[65] Iter[35/47] Loss: 0.318, Acc: 0.971, Base Lr: 6.97e-04
2024-04-27 16:47:45 transreid.train INFO: Epoch[65] Iter[40/47] Loss: 0.296, Acc: 0.974, Base Lr: 6.97e-04
2024-04-27 16:47:47 transreid.train INFO: Epoch 65 done. Time per epoch: 30.340[s] Speed: 371.3[samples/s]
2024-04-27 16:47:52 transreid.train INFO: Epoch[66] Iter[5/47] Loss: 0.556, Acc: 0.923, Base Lr: 6.77e-04
2024-04-27 16:47:55 transreid.train INFO: Epoch[66] Iter[10/47] Loss: 0.451, Acc: 0.944, Base Lr: 6.77e-04
2024-04-27 16:47:58 transreid.train INFO: Epoch[66] Iter[15/47] Loss: 0.397, Acc: 0.956, Base Lr: 6.77e-04
2024-04-27 16:48:02 transreid.train INFO: Epoch[66] Iter[20/47] Loss: 0.394, Acc: 0.960, Base Lr: 6.77e-04
2024-04-27 16:48:05 transreid.train INFO: Epoch[66] Iter[25/47] Loss: 0.358, Acc: 0.966, Base Lr: 6.77e-04
2024-04-27 16:48:08 transreid.train INFO: Epoch[66] Iter[30/47] Loss: 0.337, Acc: 0.970, Base Lr: 6.77e-04
2024-04-27 16:48:12 transreid.train INFO: Epoch[66] Iter[35/47] Loss: 0.314, Acc: 0.974, Base Lr: 6.77e-04
2024-04-27 16:48:15 transreid.train INFO: Epoch[66] Iter[40/47] Loss: 0.295, Acc: 0.976, Base Lr: 6.77e-04
2024-04-27 16:48:18 transreid.train INFO: Epoch 66 done. Time per epoch: 30.384[s] Speed: 370.7[samples/s]
2024-04-27 16:48:22 transreid.train INFO: Epoch[67] Iter[5/47] Loss: 0.518, Acc: 0.934, Base Lr: 6.56e-04
2024-04-27 16:48:26 transreid.train INFO: Epoch[67] Iter[10/47] Loss: 0.458, Acc: 0.949, Base Lr: 6.56e-04
2024-04-27 16:48:29 transreid.train INFO: Epoch[67] Iter[15/47] Loss: 0.428, Acc: 0.955, Base Lr: 6.56e-04
2024-04-27 16:48:32 transreid.train INFO: Epoch[67] Iter[20/47] Loss: 0.396, Acc: 0.960, Base Lr: 6.56e-04
2024-04-27 16:48:35 transreid.train INFO: Epoch[67] Iter[25/47] Loss: 0.357, Acc: 0.966, Base Lr: 6.56e-04
2024-04-27 16:48:39 transreid.train INFO: Epoch[67] Iter[30/47] Loss: 0.329, Acc: 0.970, Base Lr: 6.56e-04
2024-04-27 16:48:42 transreid.train INFO: Epoch[67] Iter[35/47] Loss: 0.304, Acc: 0.974, Base Lr: 6.56e-04
2024-04-27 16:48:45 transreid.train INFO: Epoch[67] Iter[40/47] Loss: 0.282, Acc: 0.977, Base Lr: 6.56e-04
2024-04-27 16:48:48 transreid.train INFO: Epoch 67 done. Time per epoch: 30.363[s] Speed: 371.0[samples/s]
2024-04-27 16:48:53 transreid.train INFO: Epoch[68] Iter[5/47] Loss: 0.514, Acc: 0.940, Base Lr: 6.36e-04
2024-04-27 16:48:56 transreid.train INFO: Epoch[68] Iter[10/47] Loss: 0.468, Acc: 0.954, Base Lr: 6.36e-04
2024-04-27 16:48:59 transreid.train INFO: Epoch[68] Iter[15/47] Loss: 0.407, Acc: 0.961, Base Lr: 6.36e-04
2024-04-27 16:49:03 transreid.train INFO: Epoch[68] Iter[20/47] Loss: 0.373, Acc: 0.965, Base Lr: 6.36e-04
2024-04-27 16:49:06 transreid.train INFO: Epoch[68] Iter[25/47] Loss: 0.335, Acc: 0.970, Base Lr: 6.36e-04
2024-04-27 16:49:09 transreid.train INFO: Epoch[68] Iter[30/47] Loss: 0.307, Acc: 0.974, Base Lr: 6.36e-04
2024-04-27 16:49:13 transreid.train INFO: Epoch[68] Iter[35/47] Loss: 0.286, Acc: 0.976, Base Lr: 6.36e-04
2024-04-27 16:49:16 transreid.train INFO: Epoch[68] Iter[40/47] Loss: 0.266, Acc: 0.979, Base Lr: 6.36e-04
2024-04-27 16:49:19 transreid.train INFO: Epoch 68 done. Time per epoch: 30.433[s] Speed: 370.1[samples/s]
2024-04-27 16:49:23 transreid.train INFO: Epoch[69] Iter[5/47] Loss: 0.538, Acc: 0.935, Base Lr: 6.15e-04
2024-04-27 16:49:26 transreid.train INFO: Epoch[69] Iter[10/47] Loss: 0.489, Acc: 0.952, Base Lr: 6.15e-04
2024-04-27 16:49:30 transreid.train INFO: Epoch[69] Iter[15/47] Loss: 0.424, Acc: 0.961, Base Lr: 6.15e-04
2024-04-27 16:49:33 transreid.train INFO: Epoch[69] Iter[20/47] Loss: 0.370, Acc: 0.969, Base Lr: 6.15e-04
2024-04-27 16:49:36 transreid.train INFO: Epoch[69] Iter[25/47] Loss: 0.339, Acc: 0.973, Base Lr: 6.15e-04
2024-04-27 16:49:40 transreid.train INFO: Epoch[69] Iter[30/47] Loss: 0.310, Acc: 0.977, Base Lr: 6.15e-04
2024-04-27 16:49:43 transreid.train INFO: Epoch[69] Iter[35/47] Loss: 0.286, Acc: 0.979, Base Lr: 6.15e-04
2024-04-27 16:49:46 transreid.train INFO: Epoch[69] Iter[40/47] Loss: 0.264, Acc: 0.981, Base Lr: 6.15e-04
2024-04-27 16:49:49 transreid.train INFO: Epoch 69 done. Time per epoch: 30.473[s] Speed: 369.6[samples/s]
2024-04-27 16:49:54 transreid.train INFO: Epoch[70] Iter[5/47] Loss: 0.451, Acc: 0.962, Base Lr: 5.95e-04
2024-04-27 16:49:57 transreid.train INFO: Epoch[70] Iter[10/47] Loss: 0.433, Acc: 0.959, Base Lr: 5.95e-04
2024-04-27 16:50:00 transreid.train INFO: Epoch[70] Iter[15/47] Loss: 0.382, Acc: 0.967, Base Lr: 5.95e-04
2024-04-27 16:50:04 transreid.train INFO: Epoch[70] Iter[20/47] Loss: 0.355, Acc: 0.969, Base Lr: 5.95e-04
2024-04-27 16:50:07 transreid.train INFO: Epoch[70] Iter[25/47] Loss: 0.329, Acc: 0.974, Base Lr: 5.95e-04
2024-04-27 16:50:10 transreid.train INFO: Epoch[70] Iter[30/47] Loss: 0.300, Acc: 0.977, Base Lr: 5.95e-04
2024-04-27 16:50:14 transreid.train INFO: Epoch[70] Iter[35/47] Loss: 0.279, Acc: 0.979, Base Lr: 5.95e-04
2024-04-27 16:50:17 transreid.train INFO: Epoch[70] Iter[40/47] Loss: 0.259, Acc: 0.981, Base Lr: 5.95e-04
2024-04-27 16:50:20 transreid.train INFO: Epoch 70 done. Time per epoch: 30.595[s] Speed: 368.2[samples/s]
2024-04-27 16:50:56 transreid.train INFO: Validation Results - Epoch: 70
2024-04-27 16:50:56 transreid.train INFO: mAP: 92.6%
2024-04-27 16:50:56 transreid.train INFO: CMC curve, Rank-1  :96.8%
2024-04-27 16:50:56 transreid.train INFO: CMC curve, Rank-5  :98.7%
2024-04-27 16:50:56 transreid.train INFO: CMC curve, Rank-10 :99.0%
2024-04-27 16:51:01 transreid.train INFO: Epoch[71] Iter[5/47] Loss: 0.495, Acc: 0.942, Base Lr: 5.75e-04
2024-04-27 16:51:04 transreid.train INFO: Epoch[71] Iter[10/47] Loss: 0.432, Acc: 0.956, Base Lr: 5.75e-04
2024-04-27 16:51:08 transreid.train INFO: Epoch[71] Iter[15/47] Loss: 0.372, Acc: 0.967, Base Lr: 5.75e-04
2024-04-27 16:51:11 transreid.train INFO: Epoch[71] Iter[20/47] Loss: 0.347, Acc: 0.971, Base Lr: 5.75e-04
2024-04-27 16:51:14 transreid.train INFO: Epoch[71] Iter[25/47] Loss: 0.320, Acc: 0.975, Base Lr: 5.75e-04
2024-04-27 16:51:17 transreid.train INFO: Epoch[71] Iter[30/47] Loss: 0.298, Acc: 0.977, Base Lr: 5.75e-04
2024-04-27 16:51:21 transreid.train INFO: Epoch[71] Iter[35/47] Loss: 0.278, Acc: 0.980, Base Lr: 5.75e-04
2024-04-27 16:51:24 transreid.train INFO: Epoch[71] Iter[40/47] Loss: 0.258, Acc: 0.982, Base Lr: 5.75e-04
2024-04-27 16:51:27 transreid.train INFO: Epoch 71 done. Time per epoch: 30.587[s] Speed: 368.3[samples/s]
2024-04-27 16:51:31 transreid.train INFO: Epoch[72] Iter[5/47] Loss: 0.473, Acc: 0.948, Base Lr: 5.55e-04
2024-04-27 16:51:35 transreid.train INFO: Epoch[72] Iter[10/47] Loss: 0.446, Acc: 0.959, Base Lr: 5.55e-04
2024-04-27 16:51:38 transreid.train INFO: Epoch[72] Iter[15/47] Loss: 0.397, Acc: 0.966, Base Lr: 5.55e-04
2024-04-27 16:51:41 transreid.train INFO: Epoch[72] Iter[20/47] Loss: 0.356, Acc: 0.972, Base Lr: 5.55e-04
2024-04-27 16:51:45 transreid.train INFO: Epoch[72] Iter[25/47] Loss: 0.326, Acc: 0.976, Base Lr: 5.55e-04
2024-04-27 16:51:48 transreid.train INFO: Epoch[72] Iter[30/47] Loss: 0.296, Acc: 0.979, Base Lr: 5.55e-04
2024-04-27 16:51:51 transreid.train INFO: Epoch[72] Iter[35/47] Loss: 0.273, Acc: 0.982, Base Lr: 5.55e-04
2024-04-27 16:51:55 transreid.train INFO: Epoch[72] Iter[40/47] Loss: 0.253, Acc: 0.984, Base Lr: 5.55e-04
2024-04-27 16:51:57 transreid.train INFO: Epoch 72 done. Time per epoch: 30.462[s] Speed: 369.8[samples/s]
2024-04-27 16:52:02 transreid.train INFO: Epoch[73] Iter[5/47] Loss: 0.432, Acc: 0.966, Base Lr: 5.35e-04
2024-04-27 16:52:05 transreid.train INFO: Epoch[73] Iter[10/47] Loss: 0.416, Acc: 0.966, Base Lr: 5.35e-04
2024-04-27 16:52:08 transreid.train INFO: Epoch[73] Iter[15/47] Loss: 0.357, Acc: 0.974, Base Lr: 5.35e-04
2024-04-27 16:52:12 transreid.train INFO: Epoch[73] Iter[20/47] Loss: 0.325, Acc: 0.978, Base Lr: 5.35e-04
2024-04-27 16:52:15 transreid.train INFO: Epoch[73] Iter[25/47] Loss: 0.306, Acc: 0.979, Base Lr: 5.35e-04
2024-04-27 16:52:18 transreid.train INFO: Epoch[73] Iter[30/47] Loss: 0.283, Acc: 0.981, Base Lr: 5.35e-04
2024-04-27 16:52:22 transreid.train INFO: Epoch[73] Iter[35/47] Loss: 0.262, Acc: 0.984, Base Lr: 5.35e-04
2024-04-27 16:52:25 transreid.train INFO: Epoch[73] Iter[40/47] Loss: 0.243, Acc: 0.985, Base Lr: 5.35e-04
2024-04-27 16:52:28 transreid.train INFO: Epoch 73 done. Time per epoch: 30.537[s] Speed: 368.9[samples/s]
2024-04-27 16:52:32 transreid.train INFO: Epoch[74] Iter[5/47] Loss: 0.486, Acc: 0.955, Base Lr: 5.15e-04
2024-04-27 16:52:36 transreid.train INFO: Epoch[74] Iter[10/47] Loss: 0.405, Acc: 0.968, Base Lr: 5.15e-04
2024-04-27 16:52:39 transreid.train INFO: Epoch[74] Iter[15/47] Loss: 0.367, Acc: 0.973, Base Lr: 5.15e-04
2024-04-27 16:52:42 transreid.train INFO: Epoch[74] Iter[20/47] Loss: 0.331, Acc: 0.978, Base Lr: 5.15e-04
2024-04-27 16:52:46 transreid.train INFO: Epoch[74] Iter[25/47] Loss: 0.302, Acc: 0.980, Base Lr: 5.15e-04
2024-04-27 16:52:49 transreid.train INFO: Epoch[74] Iter[30/47] Loss: 0.276, Acc: 0.983, Base Lr: 5.15e-04
2024-04-27 16:52:52 transreid.train INFO: Epoch[74] Iter[35/47] Loss: 0.257, Acc: 0.984, Base Lr: 5.15e-04
2024-04-27 16:52:56 transreid.train INFO: Epoch[74] Iter[40/47] Loss: 0.239, Acc: 0.986, Base Lr: 5.15e-04
2024-04-27 16:52:58 transreid.train INFO: Epoch 74 done. Time per epoch: 30.431[s] Speed: 370.2[samples/s]
2024-04-27 16:53:03 transreid.train INFO: Epoch[75] Iter[5/47] Loss: 0.458, Acc: 0.963, Base Lr: 4.96e-04
2024-04-27 16:53:06 transreid.train INFO: Epoch[75] Iter[10/47] Loss: 0.402, Acc: 0.966, Base Lr: 4.96e-04
2024-04-27 16:53:09 transreid.train INFO: Epoch[75] Iter[15/47] Loss: 0.353, Acc: 0.975, Base Lr: 4.96e-04
2024-04-27 16:53:13 transreid.train INFO: Epoch[75] Iter[20/47] Loss: 0.320, Acc: 0.978, Base Lr: 4.96e-04
2024-04-27 16:53:16 transreid.train INFO: Epoch[75] Iter[25/47] Loss: 0.292, Acc: 0.981, Base Lr: 4.96e-04
2024-04-27 16:53:19 transreid.train INFO: Epoch[75] Iter[30/47] Loss: 0.274, Acc: 0.983, Base Lr: 4.96e-04
2024-04-27 16:53:23 transreid.train INFO: Epoch[75] Iter[35/47] Loss: 0.257, Acc: 0.985, Base Lr: 4.96e-04
2024-04-27 16:53:26 transreid.train INFO: Epoch[75] Iter[40/47] Loss: 0.247, Acc: 0.986, Base Lr: 4.96e-04
2024-04-27 16:53:29 transreid.train INFO: Epoch 75 done. Time per epoch: 30.368[s] Speed: 370.9[samples/s]
2024-04-27 16:53:33 transreid.train INFO: Epoch[76] Iter[5/47] Loss: 0.356, Acc: 0.977, Base Lr: 4.77e-04
2024-04-27 16:53:36 transreid.train INFO: Epoch[76] Iter[10/47] Loss: 0.356, Acc: 0.973, Base Lr: 4.77e-04
2024-04-27 16:53:40 transreid.train INFO: Epoch[76] Iter[15/47] Loss: 0.336, Acc: 0.977, Base Lr: 4.77e-04
2024-04-27 16:53:43 transreid.train INFO: Epoch[76] Iter[20/47] Loss: 0.312, Acc: 0.980, Base Lr: 4.77e-04
2024-04-27 16:53:46 transreid.train INFO: Epoch[76] Iter[25/47] Loss: 0.289, Acc: 0.981, Base Lr: 4.77e-04
2024-04-27 16:53:50 transreid.train INFO: Epoch[76] Iter[30/47] Loss: 0.268, Acc: 0.982, Base Lr: 4.77e-04
2024-04-27 16:53:53 transreid.train INFO: Epoch[76] Iter[35/47] Loss: 0.250, Acc: 0.984, Base Lr: 4.77e-04
2024-04-27 16:53:56 transreid.train INFO: Epoch[76] Iter[40/47] Loss: 0.238, Acc: 0.985, Base Lr: 4.77e-04
2024-04-27 16:53:59 transreid.train INFO: Epoch 76 done. Time per epoch: 30.481[s] Speed: 369.5[samples/s]
2024-04-27 16:54:04 transreid.train INFO: Epoch[77] Iter[5/47] Loss: 0.348, Acc: 0.973, Base Lr: 4.58e-04
2024-04-27 16:54:07 transreid.train INFO: Epoch[77] Iter[10/47] Loss: 0.355, Acc: 0.974, Base Lr: 4.58e-04
2024-04-27 16:54:10 transreid.train INFO: Epoch[77] Iter[15/47] Loss: 0.337, Acc: 0.978, Base Lr: 4.58e-04
2024-04-27 16:54:14 transreid.train INFO: Epoch[77] Iter[20/47] Loss: 0.315, Acc: 0.980, Base Lr: 4.58e-04
2024-04-27 16:54:17 transreid.train INFO: Epoch[77] Iter[25/47] Loss: 0.290, Acc: 0.983, Base Lr: 4.58e-04
2024-04-27 16:54:20 transreid.train INFO: Epoch[77] Iter[30/47] Loss: 0.272, Acc: 0.984, Base Lr: 4.58e-04
2024-04-27 16:54:24 transreid.train INFO: Epoch[77] Iter[35/47] Loss: 0.251, Acc: 0.986, Base Lr: 4.58e-04
2024-04-27 16:54:27 transreid.train INFO: Epoch[77] Iter[40/47] Loss: 0.232, Acc: 0.987, Base Lr: 4.58e-04
2024-04-27 16:54:30 transreid.train INFO: Epoch 77 done. Time per epoch: 30.488[s] Speed: 369.5[samples/s]
2024-04-27 16:54:34 transreid.train INFO: Epoch[78] Iter[5/47] Loss: 0.430, Acc: 0.968, Base Lr: 4.39e-04
2024-04-27 16:54:37 transreid.train INFO: Epoch[78] Iter[10/47] Loss: 0.397, Acc: 0.971, Base Lr: 4.39e-04
2024-04-27 16:54:41 transreid.train INFO: Epoch[78] Iter[15/47] Loss: 0.349, Acc: 0.977, Base Lr: 4.39e-04
2024-04-27 16:54:44 transreid.train INFO: Epoch[78] Iter[20/47] Loss: 0.314, Acc: 0.980, Base Lr: 4.39e-04
2024-04-27 16:54:47 transreid.train INFO: Epoch[78] Iter[25/47] Loss: 0.286, Acc: 0.983, Base Lr: 4.39e-04
2024-04-27 16:54:51 transreid.train INFO: Epoch[78] Iter[30/47] Loss: 0.262, Acc: 0.985, Base Lr: 4.39e-04
2024-04-27 16:54:54 transreid.train INFO: Epoch[78] Iter[35/47] Loss: 0.242, Acc: 0.987, Base Lr: 4.39e-04
2024-04-27 16:54:57 transreid.train INFO: Epoch[78] Iter[40/47] Loss: 0.223, Acc: 0.988, Base Lr: 4.39e-04
2024-04-27 16:55:00 transreid.train INFO: Epoch 78 done. Time per epoch: 30.441[s] Speed: 370.0[samples/s]
2024-04-27 16:55:05 transreid.train INFO: Epoch[79] Iter[5/47] Loss: 0.412, Acc: 0.969, Base Lr: 4.21e-04
2024-04-27 16:55:08 transreid.train INFO: Epoch[79] Iter[10/47] Loss: 0.384, Acc: 0.968, Base Lr: 4.21e-04
2024-04-27 16:55:11 transreid.train INFO: Epoch[79] Iter[15/47] Loss: 0.356, Acc: 0.974, Base Lr: 4.21e-04
2024-04-27 16:55:15 transreid.train INFO: Epoch[79] Iter[20/47] Loss: 0.322, Acc: 0.979, Base Lr: 4.21e-04
2024-04-27 16:55:18 transreid.train INFO: Epoch[79] Iter[25/47] Loss: 0.297, Acc: 0.982, Base Lr: 4.21e-04
2024-04-27 16:55:21 transreid.train INFO: Epoch[79] Iter[30/47] Loss: 0.274, Acc: 0.983, Base Lr: 4.21e-04
2024-04-27 16:55:25 transreid.train INFO: Epoch[79] Iter[35/47] Loss: 0.253, Acc: 0.985, Base Lr: 4.21e-04
2024-04-27 16:55:28 transreid.train INFO: Epoch[79] Iter[40/47] Loss: 0.235, Acc: 0.987, Base Lr: 4.21e-04
2024-04-27 16:55:31 transreid.train INFO: Epoch 79 done. Time per epoch: 30.489[s] Speed: 369.4[samples/s]
2024-04-27 16:55:35 transreid.train INFO: Epoch[80] Iter[5/47] Loss: 0.336, Acc: 0.981, Base Lr: 4.02e-04
2024-04-27 16:55:38 transreid.train INFO: Epoch[80] Iter[10/47] Loss: 0.345, Acc: 0.980, Base Lr: 4.02e-04
2024-04-27 16:55:42 transreid.train INFO: Epoch[80] Iter[15/47] Loss: 0.321, Acc: 0.981, Base Lr: 4.02e-04
2024-04-27 16:55:45 transreid.train INFO: Epoch[80] Iter[20/47] Loss: 0.289, Acc: 0.983, Base Lr: 4.02e-04
2024-04-27 16:55:48 transreid.train INFO: Epoch[80] Iter[25/47] Loss: 0.276, Acc: 0.985, Base Lr: 4.02e-04
2024-04-27 16:55:52 transreid.train INFO: Epoch[80] Iter[30/47] Loss: 0.256, Acc: 0.986, Base Lr: 4.02e-04
2024-04-27 16:55:55 transreid.train INFO: Epoch[80] Iter[35/47] Loss: 0.236, Acc: 0.988, Base Lr: 4.02e-04
2024-04-27 16:55:58 transreid.train INFO: Epoch[80] Iter[40/47] Loss: 0.221, Acc: 0.989, Base Lr: 4.02e-04
2024-04-27 16:56:01 transreid.train INFO: Epoch 80 done. Time per epoch: 30.366[s] Speed: 370.9[samples/s]
2024-04-27 16:56:37 transreid.train INFO: Validation Results - Epoch: 80
2024-04-27 16:56:37 transreid.train INFO: mAP: 92.5%
2024-04-27 16:56:37 transreid.train INFO: CMC curve, Rank-1  :96.7%
2024-04-27 16:56:37 transreid.train INFO: CMC curve, Rank-5  :98.7%
2024-04-27 16:56:37 transreid.train INFO: CMC curve, Rank-10 :99.1%
2024-04-27 16:56:42 transreid.train INFO: Epoch[81] Iter[5/47] Loss: 0.418, Acc: 0.965, Base Lr: 3.84e-04
2024-04-27 16:56:45 transreid.train INFO: Epoch[81] Iter[10/47] Loss: 0.378, Acc: 0.970, Base Lr: 3.84e-04
2024-04-27 16:56:48 transreid.train INFO: Epoch[81] Iter[15/47] Loss: 0.336, Acc: 0.976, Base Lr: 3.84e-04
2024-04-27 16:56:51 transreid.train INFO: Epoch[81] Iter[20/47] Loss: 0.303, Acc: 0.981, Base Lr: 3.84e-04
2024-04-27 16:56:55 transreid.train INFO: Epoch[81] Iter[25/47] Loss: 0.274, Acc: 0.984, Base Lr: 3.84e-04
2024-04-27 16:56:58 transreid.train INFO: Epoch[81] Iter[30/47] Loss: 0.251, Acc: 0.986, Base Lr: 3.84e-04
2024-04-27 16:57:01 transreid.train INFO: Epoch[81] Iter[35/47] Loss: 0.231, Acc: 0.988, Base Lr: 3.84e-04
2024-04-27 16:57:05 transreid.train INFO: Epoch[81] Iter[40/47] Loss: 0.215, Acc: 0.989, Base Lr: 3.84e-04
2024-04-27 16:57:07 transreid.train INFO: Epoch 81 done. Time per epoch: 30.316[s] Speed: 371.6[samples/s]
2024-04-27 16:57:12 transreid.train INFO: Epoch[82] Iter[5/47] Loss: 0.413, Acc: 0.970, Base Lr: 3.67e-04
2024-04-27 16:57:15 transreid.train INFO: Epoch[82] Iter[10/47] Loss: 0.355, Acc: 0.974, Base Lr: 3.67e-04
2024-04-27 16:57:19 transreid.train INFO: Epoch[82] Iter[15/47] Loss: 0.320, Acc: 0.977, Base Lr: 3.67e-04
2024-04-27 16:57:22 transreid.train INFO: Epoch[82] Iter[20/47] Loss: 0.294, Acc: 0.982, Base Lr: 3.67e-04
2024-04-27 16:57:25 transreid.train INFO: Epoch[82] Iter[25/47] Loss: 0.272, Acc: 0.985, Base Lr: 3.67e-04
2024-04-27 16:57:28 transreid.train INFO: Epoch[82] Iter[30/47] Loss: 0.250, Acc: 0.987, Base Lr: 3.67e-04
2024-04-27 16:57:32 transreid.train INFO: Epoch[82] Iter[35/47] Loss: 0.233, Acc: 0.988, Base Lr: 3.67e-04
2024-04-27 16:57:35 transreid.train INFO: Epoch[82] Iter[40/47] Loss: 0.216, Acc: 0.989, Base Lr: 3.67e-04
2024-04-27 16:57:38 transreid.train INFO: Epoch 82 done. Time per epoch: 30.401[s] Speed: 370.5[samples/s]
2024-04-27 16:57:42 transreid.train INFO: Epoch[83] Iter[5/47] Loss: 0.395, Acc: 0.975, Base Lr: 3.49e-04
2024-04-27 16:57:46 transreid.train INFO: Epoch[83] Iter[10/47] Loss: 0.343, Acc: 0.977, Base Lr: 3.49e-04
2024-04-27 16:57:49 transreid.train INFO: Epoch[83] Iter[15/47] Loss: 0.310, Acc: 0.981, Base Lr: 3.49e-04
2024-04-27 16:57:52 transreid.train INFO: Epoch[83] Iter[20/47] Loss: 0.283, Acc: 0.985, Base Lr: 3.49e-04
2024-04-27 16:57:56 transreid.train INFO: Epoch[83] Iter[25/47] Loss: 0.261, Acc: 0.987, Base Lr: 3.49e-04
2024-04-27 16:57:59 transreid.train INFO: Epoch[83] Iter[30/47] Loss: 0.244, Acc: 0.988, Base Lr: 3.49e-04
2024-04-27 16:58:02 transreid.train INFO: Epoch[83] Iter[35/47] Loss: 0.226, Acc: 0.990, Base Lr: 3.49e-04
2024-04-27 16:58:06 transreid.train INFO: Epoch[83] Iter[40/47] Loss: 0.207, Acc: 0.991, Base Lr: 3.49e-04
2024-04-27 16:58:08 transreid.train INFO: Epoch 83 done. Time per epoch: 30.444[s] Speed: 370.0[samples/s]
2024-04-27 16:58:13 transreid.train INFO: Epoch[84] Iter[5/47] Loss: 0.357, Acc: 0.973, Base Lr: 3.32e-04
2024-04-27 16:58:16 transreid.train INFO: Epoch[84] Iter[10/47] Loss: 0.332, Acc: 0.981, Base Lr: 3.32e-04
2024-04-27 16:58:19 transreid.train INFO: Epoch[84] Iter[15/47] Loss: 0.311, Acc: 0.982, Base Lr: 3.32e-04
2024-04-27 16:58:23 transreid.train INFO: Epoch[84] Iter[20/47] Loss: 0.284, Acc: 0.985, Base Lr: 3.32e-04
2024-04-27 16:58:26 transreid.train INFO: Epoch[84] Iter[25/47] Loss: 0.259, Acc: 0.987, Base Lr: 3.32e-04
2024-04-27 16:58:29 transreid.train INFO: Epoch[84] Iter[30/47] Loss: 0.244, Acc: 0.988, Base Lr: 3.32e-04
2024-04-27 16:58:33 transreid.train INFO: Epoch[84] Iter[35/47] Loss: 0.231, Acc: 0.989, Base Lr: 3.32e-04
2024-04-27 16:58:36 transreid.train INFO: Epoch[84] Iter[40/47] Loss: 0.214, Acc: 0.990, Base Lr: 3.32e-04
2024-04-27 16:58:39 transreid.train INFO: Epoch 84 done. Time per epoch: 30.678[s] Speed: 367.2[samples/s]
2024-04-27 16:58:43 transreid.train INFO: Epoch[85] Iter[5/47] Loss: 0.401, Acc: 0.969, Base Lr: 3.16e-04
2024-04-27 16:58:47 transreid.train INFO: Epoch[85] Iter[10/47] Loss: 0.365, Acc: 0.974, Base Lr: 3.16e-04
2024-04-27 16:58:50 transreid.train INFO: Epoch[85] Iter[15/47] Loss: 0.325, Acc: 0.978, Base Lr: 3.16e-04
2024-04-27 16:58:54 transreid.train INFO: Epoch[85] Iter[20/47] Loss: 0.295, Acc: 0.982, Base Lr: 3.16e-04
2024-04-27 16:58:57 transreid.train INFO: Epoch[85] Iter[25/47] Loss: 0.269, Acc: 0.985, Base Lr: 3.16e-04
2024-04-27 16:59:00 transreid.train INFO: Epoch[85] Iter[30/47] Loss: 0.250, Acc: 0.986, Base Lr: 3.16e-04
2024-04-27 16:59:04 transreid.train INFO: Epoch[85] Iter[35/47] Loss: 0.231, Acc: 0.988, Base Lr: 3.16e-04
2024-04-27 16:59:07 transreid.train INFO: Epoch[85] Iter[40/47] Loss: 0.213, Acc: 0.989, Base Lr: 3.16e-04
2024-04-27 16:59:10 transreid.train INFO: Epoch 85 done. Time per epoch: 30.797[s] Speed: 365.8[samples/s]
2024-04-27 16:59:14 transreid.train INFO: Epoch[86] Iter[5/47] Loss: 0.333, Acc: 0.983, Base Lr: 2.99e-04
2024-04-27 16:59:18 transreid.train INFO: Epoch[86] Iter[10/47] Loss: 0.348, Acc: 0.978, Base Lr: 2.99e-04
2024-04-27 16:59:21 transreid.train INFO: Epoch[86] Iter[15/47] Loss: 0.315, Acc: 0.984, Base Lr: 2.99e-04
2024-04-27 16:59:24 transreid.train INFO: Epoch[86] Iter[20/47] Loss: 0.285, Acc: 0.986, Base Lr: 2.99e-04
2024-04-27 16:59:28 transreid.train INFO: Epoch[86] Iter[25/47] Loss: 0.265, Acc: 0.987, Base Lr: 2.99e-04
2024-04-27 16:59:31 transreid.train INFO: Epoch[86] Iter[30/47] Loss: 0.243, Acc: 0.988, Base Lr: 2.99e-04
2024-04-27 16:59:34 transreid.train INFO: Epoch[86] Iter[35/47] Loss: 0.225, Acc: 0.989, Base Lr: 2.99e-04
2024-04-27 16:59:38 transreid.train INFO: Epoch[86] Iter[40/47] Loss: 0.206, Acc: 0.991, Base Lr: 2.99e-04
2024-04-27 16:59:41 transreid.train INFO: Epoch 86 done. Time per epoch: 30.808[s] Speed: 365.6[samples/s]
2024-04-27 16:59:45 transreid.train INFO: Epoch[87] Iter[5/47] Loss: 0.352, Acc: 0.978, Base Lr: 2.83e-04
2024-04-27 16:59:48 transreid.train INFO: Epoch[87] Iter[10/47] Loss: 0.348, Acc: 0.977, Base Lr: 2.83e-04
2024-04-27 16:59:52 transreid.train INFO: Epoch[87] Iter[15/47] Loss: 0.303, Acc: 0.982, Base Lr: 2.83e-04
2024-04-27 16:59:55 transreid.train INFO: Epoch[87] Iter[20/47] Loss: 0.280, Acc: 0.984, Base Lr: 2.83e-04
2024-04-27 16:59:58 transreid.train INFO: Epoch[87] Iter[25/47] Loss: 0.256, Acc: 0.987, Base Lr: 2.83e-04
2024-04-27 17:00:02 transreid.train INFO: Epoch[87] Iter[30/47] Loss: 0.235, Acc: 0.989, Base Lr: 2.83e-04
2024-04-27 17:00:05 transreid.train INFO: Epoch[87] Iter[35/47] Loss: 0.216, Acc: 0.990, Base Lr: 2.83e-04
2024-04-27 17:00:08 transreid.train INFO: Epoch[87] Iter[40/47] Loss: 0.201, Acc: 0.991, Base Lr: 2.83e-04
2024-04-27 17:00:11 transreid.train INFO: Epoch 87 done. Time per epoch: 30.620[s] Speed: 367.9[samples/s]
2024-04-27 17:00:16 transreid.train INFO: Epoch[88] Iter[5/47] Loss: 0.388, Acc: 0.972, Base Lr: 2.67e-04
2024-04-27 17:00:19 transreid.train INFO: Epoch[88] Iter[10/47] Loss: 0.333, Acc: 0.981, Base Lr: 2.67e-04
2024-04-27 17:00:22 transreid.train INFO: Epoch[88] Iter[15/47] Loss: 0.301, Acc: 0.983, Base Lr: 2.67e-04
2024-04-27 17:00:26 transreid.train INFO: Epoch[88] Iter[20/47] Loss: 0.283, Acc: 0.983, Base Lr: 2.67e-04
2024-04-27 17:00:29 transreid.train INFO: Epoch[88] Iter[25/47] Loss: 0.256, Acc: 0.986, Base Lr: 2.67e-04
2024-04-27 17:00:32 transreid.train INFO: Epoch[88] Iter[30/47] Loss: 0.233, Acc: 0.988, Base Lr: 2.67e-04
2024-04-27 17:00:36 transreid.train INFO: Epoch[88] Iter[35/47] Loss: 0.216, Acc: 0.989, Base Lr: 2.67e-04
2024-04-27 17:00:39 transreid.train INFO: Epoch[88] Iter[40/47] Loss: 0.201, Acc: 0.990, Base Lr: 2.67e-04
2024-04-27 17:00:42 transreid.train INFO: Epoch 88 done. Time per epoch: 30.508[s] Speed: 369.2[samples/s]
2024-04-27 17:00:46 transreid.train INFO: Epoch[89] Iter[5/47] Loss: 0.280, Acc: 0.983, Base Lr: 2.52e-04
2024-04-27 17:00:50 transreid.train INFO: Epoch[89] Iter[10/47] Loss: 0.287, Acc: 0.981, Base Lr: 2.52e-04
2024-04-27 17:00:53 transreid.train INFO: Epoch[89] Iter[15/47] Loss: 0.282, Acc: 0.983, Base Lr: 2.52e-04
2024-04-27 17:00:56 transreid.train INFO: Epoch[89] Iter[20/47] Loss: 0.256, Acc: 0.986, Base Lr: 2.52e-04
2024-04-27 17:01:00 transreid.train INFO: Epoch[89] Iter[25/47] Loss: 0.237, Acc: 0.988, Base Lr: 2.52e-04
2024-04-27 17:01:03 transreid.train INFO: Epoch[89] Iter[30/47] Loss: 0.223, Acc: 0.989, Base Lr: 2.52e-04
2024-04-27 17:01:06 transreid.train INFO: Epoch[89] Iter[35/47] Loss: 0.208, Acc: 0.990, Base Lr: 2.52e-04
2024-04-27 17:01:10 transreid.train INFO: Epoch[89] Iter[40/47] Loss: 0.194, Acc: 0.991, Base Lr: 2.52e-04
2024-04-27 17:01:12 transreid.train INFO: Epoch 89 done. Time per epoch: 30.664[s] Speed: 367.3[samples/s]
2024-04-27 17:01:17 transreid.train INFO: Epoch[90] Iter[5/47] Loss: 0.323, Acc: 0.987, Base Lr: 2.37e-04
2024-04-27 17:01:20 transreid.train INFO: Epoch[90] Iter[10/47] Loss: 0.295, Acc: 0.985, Base Lr: 2.37e-04
2024-04-27 17:01:24 transreid.train INFO: Epoch[90] Iter[15/47] Loss: 0.273, Acc: 0.987, Base Lr: 2.37e-04
2024-04-27 17:01:27 transreid.train INFO: Epoch[90] Iter[20/47] Loss: 0.261, Acc: 0.987, Base Lr: 2.37e-04
2024-04-27 17:01:30 transreid.train INFO: Epoch[90] Iter[25/47] Loss: 0.240, Acc: 0.989, Base Lr: 2.37e-04
2024-04-27 17:01:34 transreid.train INFO: Epoch[90] Iter[30/47] Loss: 0.226, Acc: 0.990, Base Lr: 2.37e-04
2024-04-27 17:01:37 transreid.train INFO: Epoch[90] Iter[35/47] Loss: 0.211, Acc: 0.991, Base Lr: 2.37e-04
2024-04-27 17:01:40 transreid.train INFO: Epoch[90] Iter[40/47] Loss: 0.196, Acc: 0.992, Base Lr: 2.37e-04
2024-04-27 17:01:43 transreid.train INFO: Epoch 90 done. Time per epoch: 30.670[s] Speed: 367.3[samples/s]
2024-04-27 17:02:20 transreid.train INFO: Validation Results - Epoch: 90
2024-04-27 17:02:20 transreid.train INFO: mAP: 92.7%
2024-04-27 17:02:20 transreid.train INFO: CMC curve, Rank-1  :96.5%
2024-04-27 17:02:20 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-04-27 17:02:20 transreid.train INFO: CMC curve, Rank-10 :99.2%
2024-04-27 17:02:25 transreid.train INFO: Epoch[91] Iter[5/47] Loss: 0.302, Acc: 0.988, Base Lr: 2.22e-04
2024-04-27 17:02:28 transreid.train INFO: Epoch[91] Iter[10/47] Loss: 0.301, Acc: 0.984, Base Lr: 2.22e-04
2024-04-27 17:02:31 transreid.train INFO: Epoch[91] Iter[15/47] Loss: 0.274, Acc: 0.986, Base Lr: 2.22e-04
2024-04-27 17:02:35 transreid.train INFO: Epoch[91] Iter[20/47] Loss: 0.259, Acc: 0.986, Base Lr: 2.22e-04
2024-04-27 17:02:38 transreid.train INFO: Epoch[91] Iter[25/47] Loss: 0.238, Acc: 0.988, Base Lr: 2.22e-04
2024-04-27 17:02:41 transreid.train INFO: Epoch[91] Iter[30/47] Loss: 0.224, Acc: 0.989, Base Lr: 2.22e-04
2024-04-27 17:02:45 transreid.train INFO: Epoch[91] Iter[35/47] Loss: 0.211, Acc: 0.990, Base Lr: 2.22e-04
2024-04-27 17:02:48 transreid.train INFO: Epoch[91] Iter[40/47] Loss: 0.196, Acc: 0.991, Base Lr: 2.22e-04
2024-04-27 17:02:51 transreid.train INFO: Epoch 91 done. Time per epoch: 30.658[s] Speed: 367.4[samples/s]
2024-04-27 17:02:55 transreid.train INFO: Epoch[92] Iter[5/47] Loss: 0.382, Acc: 0.971, Base Lr: 2.08e-04
2024-04-27 17:02:59 transreid.train INFO: Epoch[92] Iter[10/47] Loss: 0.325, Acc: 0.978, Base Lr: 2.08e-04
2024-04-27 17:03:02 transreid.train INFO: Epoch[92] Iter[15/47] Loss: 0.291, Acc: 0.982, Base Lr: 2.08e-04
2024-04-27 17:03:05 transreid.train INFO: Epoch[92] Iter[20/47] Loss: 0.261, Acc: 0.985, Base Lr: 2.08e-04
2024-04-27 17:03:09 transreid.train INFO: Epoch[92] Iter[25/47] Loss: 0.238, Acc: 0.986, Base Lr: 2.08e-04
2024-04-27 17:03:12 transreid.train INFO: Epoch[92] Iter[30/47] Loss: 0.222, Acc: 0.989, Base Lr: 2.08e-04
2024-04-27 17:03:15 transreid.train INFO: Epoch[92] Iter[35/47] Loss: 0.207, Acc: 0.990, Base Lr: 2.08e-04
2024-04-27 17:03:19 transreid.train INFO: Epoch[92] Iter[40/47] Loss: 0.193, Acc: 0.991, Base Lr: 2.08e-04
2024-04-27 17:03:21 transreid.train INFO: Epoch 92 done. Time per epoch: 30.599[s] Speed: 368.1[samples/s]
2024-04-27 17:03:26 transreid.train INFO: Epoch[93] Iter[5/47] Loss: 0.310, Acc: 0.977, Base Lr: 1.94e-04
2024-04-27 17:03:29 transreid.train INFO: Epoch[93] Iter[10/47] Loss: 0.305, Acc: 0.979, Base Lr: 1.94e-04
2024-04-27 17:03:33 transreid.train INFO: Epoch[93] Iter[15/47] Loss: 0.274, Acc: 0.982, Base Lr: 1.94e-04
2024-04-27 17:03:36 transreid.train INFO: Epoch[93] Iter[20/47] Loss: 0.245, Acc: 0.985, Base Lr: 1.94e-04
2024-04-27 17:03:39 transreid.train INFO: Epoch[93] Iter[25/47] Loss: 0.229, Acc: 0.987, Base Lr: 1.94e-04
2024-04-27 17:03:43 transreid.train INFO: Epoch[93] Iter[30/47] Loss: 0.211, Acc: 0.988, Base Lr: 1.94e-04
2024-04-27 17:03:46 transreid.train INFO: Epoch[93] Iter[35/47] Loss: 0.195, Acc: 0.990, Base Lr: 1.94e-04
2024-04-27 17:03:49 transreid.train INFO: Epoch[93] Iter[40/47] Loss: 0.185, Acc: 0.991, Base Lr: 1.94e-04
2024-04-27 17:03:52 transreid.train INFO: Epoch 93 done. Time per epoch: 30.693[s] Speed: 367.0[samples/s]
2024-04-27 17:03:57 transreid.train INFO: Epoch[94] Iter[5/47] Loss: 0.350, Acc: 0.982, Base Lr: 1.81e-04
2024-04-27 17:04:00 transreid.train INFO: Epoch[94] Iter[10/47] Loss: 0.315, Acc: 0.985, Base Lr: 1.81e-04
2024-04-27 17:04:03 transreid.train INFO: Epoch[94] Iter[15/47] Loss: 0.294, Acc: 0.986, Base Lr: 1.81e-04
2024-04-27 17:04:07 transreid.train INFO: Epoch[94] Iter[20/47] Loss: 0.268, Acc: 0.987, Base Lr: 1.81e-04
2024-04-27 17:04:10 transreid.train INFO: Epoch[94] Iter[25/47] Loss: 0.245, Acc: 0.988, Base Lr: 1.81e-04
2024-04-27 17:04:13 transreid.train INFO: Epoch[94] Iter[30/47] Loss: 0.226, Acc: 0.990, Base Lr: 1.81e-04
2024-04-27 17:04:17 transreid.train INFO: Epoch[94] Iter[35/47] Loss: 0.209, Acc: 0.991, Base Lr: 1.81e-04
2024-04-27 17:04:20 transreid.train INFO: Epoch[94] Iter[40/47] Loss: 0.193, Acc: 0.992, Base Lr: 1.81e-04
2024-04-27 17:04:23 transreid.train INFO: Epoch 94 done. Time per epoch: 30.728[s] Speed: 366.6[samples/s]
2024-04-27 17:04:27 transreid.train INFO: Epoch[95] Iter[5/47] Loss: 0.303, Acc: 0.988, Base Lr: 1.68e-04
2024-04-27 17:04:31 transreid.train INFO: Epoch[95] Iter[10/47] Loss: 0.284, Acc: 0.984, Base Lr: 1.68e-04
2024-04-27 17:04:34 transreid.train INFO: Epoch[95] Iter[15/47] Loss: 0.279, Acc: 0.986, Base Lr: 1.68e-04
2024-04-27 17:04:37 transreid.train INFO: Epoch[95] Iter[20/47] Loss: 0.260, Acc: 0.987, Base Lr: 1.68e-04
2024-04-27 17:04:41 transreid.train INFO: Epoch[95] Iter[25/47] Loss: 0.244, Acc: 0.989, Base Lr: 1.68e-04
2024-04-27 17:04:44 transreid.train INFO: Epoch[95] Iter[30/47] Loss: 0.223, Acc: 0.990, Base Lr: 1.68e-04
2024-04-27 17:04:47 transreid.train INFO: Epoch[95] Iter[35/47] Loss: 0.205, Acc: 0.991, Base Lr: 1.68e-04
2024-04-27 17:04:51 transreid.train INFO: Epoch[95] Iter[40/47] Loss: 0.190, Acc: 0.992, Base Lr: 1.68e-04
2024-04-27 17:04:54 transreid.train INFO: Epoch 95 done. Time per epoch: 30.703[s] Speed: 366.9[samples/s]
2024-04-27 17:04:58 transreid.train INFO: Epoch[96] Iter[5/47] Loss: 0.314, Acc: 0.985, Base Lr: 1.56e-04
2024-04-27 17:05:01 transreid.train INFO: Epoch[96] Iter[10/47] Loss: 0.298, Acc: 0.987, Base Lr: 1.56e-04
2024-04-27 17:05:05 transreid.train INFO: Epoch[96] Iter[15/47] Loss: 0.267, Acc: 0.987, Base Lr: 1.56e-04
2024-04-27 17:05:08 transreid.train INFO: Epoch[96] Iter[20/47] Loss: 0.258, Acc: 0.988, Base Lr: 1.56e-04
2024-04-27 17:05:11 transreid.train INFO: Epoch[96] Iter[25/47] Loss: 0.239, Acc: 0.989, Base Lr: 1.56e-04
2024-04-27 17:05:15 transreid.train INFO: Epoch[96] Iter[30/47] Loss: 0.218, Acc: 0.991, Base Lr: 1.56e-04
2024-04-27 17:05:18 transreid.train INFO: Epoch[96] Iter[35/47] Loss: 0.205, Acc: 0.992, Base Lr: 1.56e-04
2024-04-27 17:05:21 transreid.train INFO: Epoch[96] Iter[40/47] Loss: 0.190, Acc: 0.993, Base Lr: 1.56e-04
2024-04-27 17:05:24 transreid.train INFO: Epoch 96 done. Time per epoch: 30.600[s] Speed: 368.1[samples/s]
2024-04-27 17:05:29 transreid.train INFO: Epoch[97] Iter[5/47] Loss: 0.359, Acc: 0.977, Base Lr: 1.44e-04
2024-04-27 17:05:32 transreid.train INFO: Epoch[97] Iter[10/47] Loss: 0.329, Acc: 0.979, Base Lr: 1.44e-04
2024-04-27 17:05:35 transreid.train INFO: Epoch[97] Iter[15/47] Loss: 0.285, Acc: 0.983, Base Lr: 1.44e-04
2024-04-27 17:05:39 transreid.train INFO: Epoch[97] Iter[20/47] Loss: 0.253, Acc: 0.986, Base Lr: 1.44e-04
2024-04-27 17:05:42 transreid.train INFO: Epoch[97] Iter[25/47] Loss: 0.234, Acc: 0.988, Base Lr: 1.44e-04
2024-04-27 17:05:45 transreid.train INFO: Epoch[97] Iter[30/47] Loss: 0.219, Acc: 0.990, Base Lr: 1.44e-04
2024-04-27 17:05:49 transreid.train INFO: Epoch[97] Iter[35/47] Loss: 0.203, Acc: 0.991, Base Lr: 1.44e-04
2024-04-27 17:05:52 transreid.train INFO: Epoch[97] Iter[40/47] Loss: 0.188, Acc: 0.992, Base Lr: 1.44e-04
2024-04-27 17:05:55 transreid.train INFO: Epoch 97 done. Time per epoch: 30.636[s] Speed: 367.7[samples/s]
2024-04-27 17:05:59 transreid.train INFO: Epoch[98] Iter[5/47] Loss: 0.355, Acc: 0.986, Base Lr: 1.32e-04
2024-04-27 17:06:03 transreid.train INFO: Epoch[98] Iter[10/47] Loss: 0.307, Acc: 0.985, Base Lr: 1.32e-04
2024-04-27 17:06:06 transreid.train INFO: Epoch[98] Iter[15/47] Loss: 0.275, Acc: 0.986, Base Lr: 1.32e-04
2024-04-27 17:06:09 transreid.train INFO: Epoch[98] Iter[20/47] Loss: 0.244, Acc: 0.989, Base Lr: 1.32e-04
2024-04-27 17:06:13 transreid.train INFO: Epoch[98] Iter[25/47] Loss: 0.225, Acc: 0.990, Base Lr: 1.32e-04
2024-04-27 17:06:16 transreid.train INFO: Epoch[98] Iter[30/47] Loss: 0.209, Acc: 0.991, Base Lr: 1.32e-04
2024-04-27 17:06:19 transreid.train INFO: Epoch[98] Iter[35/47] Loss: 0.194, Acc: 0.992, Base Lr: 1.32e-04
2024-04-27 17:06:23 transreid.train INFO: Epoch[98] Iter[40/47] Loss: 0.179, Acc: 0.993, Base Lr: 1.32e-04
2024-04-27 17:06:26 transreid.train INFO: Epoch 98 done. Time per epoch: 30.749[s] Speed: 366.3[samples/s]
2024-04-27 17:06:30 transreid.train INFO: Epoch[99] Iter[5/47] Loss: 0.296, Acc: 0.990, Base Lr: 1.21e-04
2024-04-27 17:06:33 transreid.train INFO: Epoch[99] Iter[10/47] Loss: 0.285, Acc: 0.990, Base Lr: 1.21e-04
2024-04-27 17:06:37 transreid.train INFO: Epoch[99] Iter[15/47] Loss: 0.263, Acc: 0.990, Base Lr: 1.21e-04
2024-04-27 17:06:40 transreid.train INFO: Epoch[99] Iter[20/47] Loss: 0.243, Acc: 0.990, Base Lr: 1.21e-04
2024-04-27 17:06:43 transreid.train INFO: Epoch[99] Iter[25/47] Loss: 0.224, Acc: 0.991, Base Lr: 1.21e-04
2024-04-27 17:06:47 transreid.train INFO: Epoch[99] Iter[30/47] Loss: 0.210, Acc: 0.992, Base Lr: 1.21e-04
2024-04-27 17:06:50 transreid.train INFO: Epoch[99] Iter[35/47] Loss: 0.194, Acc: 0.993, Base Lr: 1.21e-04
2024-04-27 17:06:54 transreid.train INFO: Epoch[99] Iter[40/47] Loss: 0.179, Acc: 0.993, Base Lr: 1.21e-04
2024-04-27 17:06:56 transreid.train INFO: Epoch 99 done. Time per epoch: 30.790[s] Speed: 365.8[samples/s]
2024-04-27 17:07:01 transreid.train INFO: Epoch[100] Iter[5/47] Loss: 0.307, Acc: 0.980, Base Lr: 1.10e-04
2024-04-27 17:07:04 transreid.train INFO: Epoch[100] Iter[10/47] Loss: 0.276, Acc: 0.986, Base Lr: 1.10e-04
2024-04-27 17:07:07 transreid.train INFO: Epoch[100] Iter[15/47] Loss: 0.255, Acc: 0.989, Base Lr: 1.10e-04
2024-04-27 17:07:11 transreid.train INFO: Epoch[100] Iter[20/47] Loss: 0.236, Acc: 0.990, Base Lr: 1.10e-04
2024-04-27 17:07:14 transreid.train INFO: Epoch[100] Iter[25/47] Loss: 0.228, Acc: 0.990, Base Lr: 1.10e-04
2024-04-27 17:07:18 transreid.train INFO: Epoch[100] Iter[30/47] Loss: 0.212, Acc: 0.991, Base Lr: 1.10e-04
2024-04-27 17:07:21 transreid.train INFO: Epoch[100] Iter[35/47] Loss: 0.197, Acc: 0.992, Base Lr: 1.10e-04
2024-04-27 17:07:24 transreid.train INFO: Epoch[100] Iter[40/47] Loss: 0.183, Acc: 0.992, Base Lr: 1.10e-04
2024-04-27 17:07:27 transreid.train INFO: Epoch 100 done. Time per epoch: 30.742[s] Speed: 366.4[samples/s]
2024-04-27 17:08:04 transreid.train INFO: Validation Results - Epoch: 100
2024-04-27 17:08:04 transreid.train INFO: mAP: 92.8%
2024-04-27 17:08:04 transreid.train INFO: CMC curve, Rank-1  :96.9%
2024-04-27 17:08:04 transreid.train INFO: CMC curve, Rank-5  :98.9%
2024-04-27 17:08:04 transreid.train INFO: CMC curve, Rank-10 :99.2%
2024-04-27 17:08:09 transreid.train INFO: Epoch[101] Iter[5/47] Loss: 0.333, Acc: 0.973, Base Lr: 1.00e-04
2024-04-27 17:08:12 transreid.train INFO: Epoch[101] Iter[10/47] Loss: 0.276, Acc: 0.983, Base Lr: 1.00e-04
2024-04-27 17:08:16 transreid.train INFO: Epoch[101] Iter[15/47] Loss: 0.261, Acc: 0.987, Base Lr: 1.00e-04
2024-04-27 17:08:19 transreid.train INFO: Epoch[101] Iter[20/47] Loss: 0.247, Acc: 0.988, Base Lr: 1.00e-04
2024-04-27 17:08:22 transreid.train INFO: Epoch[101] Iter[25/47] Loss: 0.227, Acc: 0.990, Base Lr: 1.00e-04
2024-04-27 17:08:26 transreid.train INFO: Epoch[101] Iter[30/47] Loss: 0.211, Acc: 0.991, Base Lr: 1.00e-04
2024-04-27 17:08:29 transreid.train INFO: Epoch[101] Iter[35/47] Loss: 0.196, Acc: 0.992, Base Lr: 1.00e-04
2024-04-27 17:08:32 transreid.train INFO: Epoch[101] Iter[40/47] Loss: 0.182, Acc: 0.993, Base Lr: 1.00e-04
2024-04-27 17:08:35 transreid.train INFO: Epoch 101 done. Time per epoch: 30.865[s] Speed: 364.9[samples/s]
2024-04-27 17:08:40 transreid.train INFO: Epoch[102] Iter[5/47] Loss: 0.308, Acc: 0.980, Base Lr: 9.02e-05
2024-04-27 17:08:43 transreid.train INFO: Epoch[102] Iter[10/47] Loss: 0.291, Acc: 0.980, Base Lr: 9.02e-05
2024-04-27 17:08:47 transreid.train INFO: Epoch[102] Iter[15/47] Loss: 0.255, Acc: 0.984, Base Lr: 9.02e-05
2024-04-27 17:08:50 transreid.train INFO: Epoch[102] Iter[20/47] Loss: 0.236, Acc: 0.987, Base Lr: 9.02e-05
2024-04-27 17:08:53 transreid.train INFO: Epoch[102] Iter[25/47] Loss: 0.215, Acc: 0.989, Base Lr: 9.02e-05
2024-04-27 17:08:57 transreid.train INFO: Epoch[102] Iter[30/47] Loss: 0.205, Acc: 0.990, Base Lr: 9.02e-05
2024-04-27 17:09:00 transreid.train INFO: Epoch[102] Iter[35/47] Loss: 0.192, Acc: 0.991, Base Lr: 9.02e-05
2024-04-27 17:09:03 transreid.train INFO: Epoch[102] Iter[40/47] Loss: 0.180, Acc: 0.992, Base Lr: 9.02e-05
2024-04-27 17:09:06 transreid.train INFO: Epoch 102 done. Time per epoch: 30.869[s] Speed: 364.9[samples/s]
2024-04-27 17:09:11 transreid.train INFO: Epoch[103] Iter[5/47] Loss: 0.310, Acc: 0.988, Base Lr: 8.10e-05
2024-04-27 17:09:14 transreid.train INFO: Epoch[103] Iter[10/47] Loss: 0.289, Acc: 0.986, Base Lr: 8.10e-05
2024-04-27 17:09:17 transreid.train INFO: Epoch[103] Iter[15/47] Loss: 0.258, Acc: 0.988, Base Lr: 8.10e-05
2024-04-27 17:09:21 transreid.train INFO: Epoch[103] Iter[20/47] Loss: 0.236, Acc: 0.989, Base Lr: 8.10e-05
2024-04-27 17:09:24 transreid.train INFO: Epoch[103] Iter[25/47] Loss: 0.218, Acc: 0.991, Base Lr: 8.10e-05
2024-04-27 17:09:27 transreid.train INFO: Epoch[103] Iter[30/47] Loss: 0.204, Acc: 0.992, Base Lr: 8.10e-05
2024-04-27 17:09:31 transreid.train INFO: Epoch[103] Iter[35/47] Loss: 0.190, Acc: 0.992, Base Lr: 8.10e-05
2024-04-27 17:09:34 transreid.train INFO: Epoch[103] Iter[40/47] Loss: 0.177, Acc: 0.993, Base Lr: 8.10e-05
2024-04-27 17:09:37 transreid.train INFO: Epoch 103 done. Time per epoch: 30.846[s] Speed: 365.2[samples/s]
2024-04-27 17:09:41 transreid.train INFO: Epoch[104] Iter[5/47] Loss: 0.267, Acc: 0.989, Base Lr: 7.22e-05
2024-04-27 17:09:45 transreid.train INFO: Epoch[104] Iter[10/47] Loss: 0.269, Acc: 0.986, Base Lr: 7.22e-05
2024-04-27 17:09:48 transreid.train INFO: Epoch[104] Iter[15/47] Loss: 0.245, Acc: 0.986, Base Lr: 7.22e-05
2024-04-27 17:09:51 transreid.train INFO: Epoch[104] Iter[20/47] Loss: 0.231, Acc: 0.989, Base Lr: 7.22e-05
2024-04-27 17:09:55 transreid.train INFO: Epoch[104] Iter[25/47] Loss: 0.215, Acc: 0.990, Base Lr: 7.22e-05
2024-04-27 17:09:58 transreid.train INFO: Epoch[104] Iter[30/47] Loss: 0.197, Acc: 0.991, Base Lr: 7.22e-05
2024-04-27 17:10:02 transreid.train INFO: Epoch[104] Iter[35/47] Loss: 0.186, Acc: 0.992, Base Lr: 7.22e-05
2024-04-27 17:10:05 transreid.train INFO: Epoch[104] Iter[40/47] Loss: 0.173, Acc: 0.993, Base Lr: 7.22e-05
2024-04-27 17:10:08 transreid.train INFO: Epoch 104 done. Time per epoch: 30.806[s] Speed: 365.6[samples/s]
2024-04-27 17:10:12 transreid.train INFO: Epoch[105] Iter[5/47] Loss: 0.283, Acc: 0.990, Base Lr: 6.40e-05
2024-04-27 17:10:16 transreid.train INFO: Epoch[105] Iter[10/47] Loss: 0.264, Acc: 0.987, Base Lr: 6.40e-05
2024-04-27 17:10:19 transreid.train INFO: Epoch[105] Iter[15/47] Loss: 0.249, Acc: 0.989, Base Lr: 6.40e-05
2024-04-27 17:10:22 transreid.train INFO: Epoch[105] Iter[20/47] Loss: 0.230, Acc: 0.991, Base Lr: 6.40e-05
2024-04-27 17:10:26 transreid.train INFO: Epoch[105] Iter[25/47] Loss: 0.216, Acc: 0.991, Base Lr: 6.40e-05
2024-04-27 17:10:29 transreid.train INFO: Epoch[105] Iter[30/47] Loss: 0.200, Acc: 0.992, Base Lr: 6.40e-05
2024-04-27 17:10:32 transreid.train INFO: Epoch[105] Iter[35/47] Loss: 0.190, Acc: 0.993, Base Lr: 6.40e-05
2024-04-27 17:10:36 transreid.train INFO: Epoch[105] Iter[40/47] Loss: 0.180, Acc: 0.993, Base Lr: 6.40e-05
2024-04-27 17:10:38 transreid.train INFO: Epoch 105 done. Time per epoch: 30.683[s] Speed: 367.1[samples/s]
2024-04-27 17:10:43 transreid.train INFO: Epoch[106] Iter[5/47] Loss: 0.333, Acc: 0.974, Base Lr: 5.62e-05
2024-04-27 17:10:46 transreid.train INFO: Epoch[106] Iter[10/47] Loss: 0.286, Acc: 0.983, Base Lr: 5.62e-05
2024-04-27 17:10:50 transreid.train INFO: Epoch[106] Iter[15/47] Loss: 0.272, Acc: 0.984, Base Lr: 5.62e-05
2024-04-27 17:10:53 transreid.train INFO: Epoch[106] Iter[20/47] Loss: 0.243, Acc: 0.988, Base Lr: 5.62e-05
2024-04-27 17:10:56 transreid.train INFO: Epoch[106] Iter[25/47] Loss: 0.222, Acc: 0.990, Base Lr: 5.62e-05
2024-04-27 17:11:00 transreid.train INFO: Epoch[106] Iter[30/47] Loss: 0.203, Acc: 0.991, Base Lr: 5.62e-05
2024-04-27 17:11:03 transreid.train INFO: Epoch[106] Iter[35/47] Loss: 0.188, Acc: 0.992, Base Lr: 5.62e-05
2024-04-27 17:11:06 transreid.train INFO: Epoch[106] Iter[40/47] Loss: 0.177, Acc: 0.993, Base Lr: 5.62e-05
2024-04-27 17:11:09 transreid.train INFO: Epoch 106 done. Time per epoch: 30.752[s] Speed: 366.3[samples/s]
2024-04-27 17:11:14 transreid.train INFO: Epoch[107] Iter[5/47] Loss: 0.295, Acc: 0.987, Base Lr: 4.90e-05
2024-04-27 17:11:17 transreid.train INFO: Epoch[107] Iter[10/47] Loss: 0.274, Acc: 0.988, Base Lr: 4.90e-05
2024-04-27 17:11:20 transreid.train INFO: Epoch[107] Iter[15/47] Loss: 0.258, Acc: 0.989, Base Lr: 4.90e-05
2024-04-27 17:11:24 transreid.train INFO: Epoch[107] Iter[20/47] Loss: 0.238, Acc: 0.990, Base Lr: 4.90e-05
2024-04-27 17:11:27 transreid.train INFO: Epoch[107] Iter[25/47] Loss: 0.215, Acc: 0.991, Base Lr: 4.90e-05
2024-04-27 17:11:30 transreid.train INFO: Epoch[107] Iter[30/47] Loss: 0.204, Acc: 0.992, Base Lr: 4.90e-05
2024-04-27 17:11:34 transreid.train INFO: Epoch[107] Iter[35/47] Loss: 0.192, Acc: 0.992, Base Lr: 4.90e-05
2024-04-27 17:11:37 transreid.train INFO: Epoch[107] Iter[40/47] Loss: 0.182, Acc: 0.993, Base Lr: 4.90e-05
2024-04-27 17:11:40 transreid.train INFO: Epoch 107 done. Time per epoch: 30.778[s] Speed: 366.0[samples/s]
2024-04-27 17:11:44 transreid.train INFO: Epoch[108] Iter[5/47] Loss: 0.312, Acc: 0.983, Base Lr: 4.23e-05
2024-04-27 17:11:48 transreid.train INFO: Epoch[108] Iter[10/47] Loss: 0.284, Acc: 0.982, Base Lr: 4.23e-05
2024-04-27 17:11:51 transreid.train INFO: Epoch[108] Iter[15/47] Loss: 0.265, Acc: 0.985, Base Lr: 4.23e-05
2024-04-27 17:11:55 transreid.train INFO: Epoch[108] Iter[20/47] Loss: 0.237, Acc: 0.988, Base Lr: 4.23e-05
2024-04-27 17:11:58 transreid.train INFO: Epoch[108] Iter[25/47] Loss: 0.225, Acc: 0.990, Base Lr: 4.23e-05
2024-04-27 17:12:01 transreid.train INFO: Epoch[108] Iter[30/47] Loss: 0.207, Acc: 0.991, Base Lr: 4.23e-05
2024-04-27 17:12:05 transreid.train INFO: Epoch[108] Iter[35/47] Loss: 0.194, Acc: 0.992, Base Lr: 4.23e-05
2024-04-27 17:12:08 transreid.train INFO: Epoch[108] Iter[40/47] Loss: 0.182, Acc: 0.992, Base Lr: 4.23e-05
2024-04-27 17:12:11 transreid.train INFO: Epoch 108 done. Time per epoch: 30.851[s] Speed: 365.1[samples/s]
2024-04-27 17:12:15 transreid.train INFO: Epoch[109] Iter[5/47] Loss: 0.288, Acc: 0.989, Base Lr: 3.61e-05
2024-04-27 17:12:19 transreid.train INFO: Epoch[109] Iter[10/47] Loss: 0.272, Acc: 0.986, Base Lr: 3.61e-05
2024-04-27 17:12:22 transreid.train INFO: Epoch[109] Iter[15/47] Loss: 0.268, Acc: 0.985, Base Lr: 3.61e-05
2024-04-27 17:12:25 transreid.train INFO: Epoch[109] Iter[20/47] Loss: 0.246, Acc: 0.987, Base Lr: 3.61e-05
2024-04-27 17:12:29 transreid.train INFO: Epoch[109] Iter[25/47] Loss: 0.227, Acc: 0.989, Base Lr: 3.61e-05
2024-04-27 17:12:32 transreid.train INFO: Epoch[109] Iter[30/47] Loss: 0.211, Acc: 0.991, Base Lr: 3.61e-05
2024-04-27 17:12:35 transreid.train INFO: Epoch[109] Iter[35/47] Loss: 0.195, Acc: 0.992, Base Lr: 3.61e-05
2024-04-27 17:12:39 transreid.train INFO: Epoch[109] Iter[40/47] Loss: 0.181, Acc: 0.993, Base Lr: 3.61e-05
2024-04-27 17:12:42 transreid.train INFO: Epoch 109 done. Time per epoch: 30.778[s] Speed: 366.0[samples/s]
2024-04-27 17:12:46 transreid.train INFO: Epoch[110] Iter[5/47] Loss: 0.358, Acc: 0.986, Base Lr: 3.04e-05
2024-04-27 17:12:49 transreid.train INFO: Epoch[110] Iter[10/47] Loss: 0.306, Acc: 0.988, Base Lr: 3.04e-05
2024-04-27 17:12:53 transreid.train INFO: Epoch[110] Iter[15/47] Loss: 0.265, Acc: 0.990, Base Lr: 3.04e-05
2024-04-27 17:12:56 transreid.train INFO: Epoch[110] Iter[20/47] Loss: 0.241, Acc: 0.991, Base Lr: 3.04e-05
2024-04-27 17:12:59 transreid.train INFO: Epoch[110] Iter[25/47] Loss: 0.223, Acc: 0.992, Base Lr: 3.04e-05
2024-04-27 17:13:03 transreid.train INFO: Epoch[110] Iter[30/47] Loss: 0.206, Acc: 0.992, Base Lr: 3.04e-05
2024-04-27 17:13:06 transreid.train INFO: Epoch[110] Iter[35/47] Loss: 0.193, Acc: 0.993, Base Lr: 3.04e-05
2024-04-27 17:13:10 transreid.train INFO: Epoch[110] Iter[40/47] Loss: 0.180, Acc: 0.994, Base Lr: 3.04e-05
2024-04-27 17:13:12 transreid.train INFO: Epoch 110 done. Time per epoch: 30.758[s] Speed: 366.2[samples/s]
2024-04-27 17:13:50 transreid.train INFO: Validation Results - Epoch: 110
2024-04-27 17:13:50 transreid.train INFO: mAP: 92.9%
2024-04-27 17:13:50 transreid.train INFO: CMC curve, Rank-1  :96.8%
2024-04-27 17:13:50 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-04-27 17:13:50 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-04-27 17:13:55 transreid.train INFO: Epoch[111] Iter[5/47] Loss: 0.310, Acc: 0.987, Base Lr: 2.53e-05
2024-04-27 17:13:58 transreid.train INFO: Epoch[111] Iter[10/47] Loss: 0.280, Acc: 0.986, Base Lr: 2.53e-05
2024-04-27 17:14:01 transreid.train INFO: Epoch[111] Iter[15/47] Loss: 0.256, Acc: 0.989, Base Lr: 2.53e-05
2024-04-27 17:14:05 transreid.train INFO: Epoch[111] Iter[20/47] Loss: 0.235, Acc: 0.989, Base Lr: 2.53e-05
2024-04-27 17:14:08 transreid.train INFO: Epoch[111] Iter[25/47] Loss: 0.217, Acc: 0.990, Base Lr: 2.53e-05
2024-04-27 17:14:11 transreid.train INFO: Epoch[111] Iter[30/47] Loss: 0.201, Acc: 0.991, Base Lr: 2.53e-05
2024-04-27 17:14:15 transreid.train INFO: Epoch[111] Iter[35/47] Loss: 0.188, Acc: 0.992, Base Lr: 2.53e-05
2024-04-27 17:14:18 transreid.train INFO: Epoch[111] Iter[40/47] Loss: 0.174, Acc: 0.993, Base Lr: 2.53e-05
2024-04-27 17:14:21 transreid.train INFO: Epoch 111 done. Time per epoch: 30.864[s] Speed: 365.0[samples/s]
2024-04-27 17:14:25 transreid.train INFO: Epoch[112] Iter[5/47] Loss: 0.324, Acc: 0.988, Base Lr: 2.06e-05
2024-04-27 17:14:29 transreid.train INFO: Epoch[112] Iter[10/47] Loss: 0.302, Acc: 0.987, Base Lr: 2.06e-05
2024-04-27 17:14:32 transreid.train INFO: Epoch[112] Iter[15/47] Loss: 0.261, Acc: 0.989, Base Lr: 2.06e-05
2024-04-27 17:14:35 transreid.train INFO: Epoch[112] Iter[20/47] Loss: 0.241, Acc: 0.989, Base Lr: 2.06e-05
2024-04-27 17:14:39 transreid.train INFO: Epoch[112] Iter[25/47] Loss: 0.225, Acc: 0.990, Base Lr: 2.06e-05
2024-04-27 17:14:42 transreid.train INFO: Epoch[112] Iter[30/47] Loss: 0.207, Acc: 0.991, Base Lr: 2.06e-05
2024-04-27 17:14:45 transreid.train INFO: Epoch[112] Iter[35/47] Loss: 0.191, Acc: 0.992, Base Lr: 2.06e-05
2024-04-27 17:14:49 transreid.train INFO: Epoch[112] Iter[40/47] Loss: 0.176, Acc: 0.993, Base Lr: 2.06e-05
2024-04-27 17:14:52 transreid.train INFO: Epoch 112 done. Time per epoch: 30.785[s] Speed: 365.9[samples/s]
2024-04-27 17:14:56 transreid.train INFO: Epoch[113] Iter[5/47] Loss: 0.302, Acc: 0.984, Base Lr: 1.66e-05
2024-04-27 17:15:00 transreid.train INFO: Epoch[113] Iter[10/47] Loss: 0.273, Acc: 0.983, Base Lr: 1.66e-05
2024-04-27 17:15:03 transreid.train INFO: Epoch[113] Iter[15/47] Loss: 0.254, Acc: 0.987, Base Lr: 1.66e-05
2024-04-27 17:15:06 transreid.train INFO: Epoch[113] Iter[20/47] Loss: 0.238, Acc: 0.989, Base Lr: 1.66e-05
2024-04-27 17:15:10 transreid.train INFO: Epoch[113] Iter[25/47] Loss: 0.221, Acc: 0.990, Base Lr: 1.66e-05
2024-04-27 17:15:13 transreid.train INFO: Epoch[113] Iter[30/47] Loss: 0.209, Acc: 0.991, Base Lr: 1.66e-05
2024-04-27 17:15:16 transreid.train INFO: Epoch[113] Iter[35/47] Loss: 0.194, Acc: 0.992, Base Lr: 1.66e-05
2024-04-27 17:15:20 transreid.train INFO: Epoch[113] Iter[40/47] Loss: 0.181, Acc: 0.993, Base Lr: 1.66e-05
2024-04-27 17:15:22 transreid.train INFO: Epoch 113 done. Time per epoch: 30.814[s] Speed: 365.5[samples/s]
2024-04-27 17:15:27 transreid.train INFO: Epoch[114] Iter[5/47] Loss: 0.292, Acc: 0.978, Base Lr: 1.30e-05
2024-04-27 17:15:30 transreid.train INFO: Epoch[114] Iter[10/47] Loss: 0.271, Acc: 0.985, Base Lr: 1.30e-05
2024-04-27 17:15:34 transreid.train INFO: Epoch[114] Iter[15/47] Loss: 0.258, Acc: 0.990, Base Lr: 1.30e-05
2024-04-27 17:15:37 transreid.train INFO: Epoch[114] Iter[20/47] Loss: 0.232, Acc: 0.991, Base Lr: 1.30e-05
2024-04-27 17:15:40 transreid.train INFO: Epoch[114] Iter[25/47] Loss: 0.215, Acc: 0.992, Base Lr: 1.30e-05
2024-04-27 17:15:44 transreid.train INFO: Epoch[114] Iter[30/47] Loss: 0.199, Acc: 0.993, Base Lr: 1.30e-05
2024-04-27 17:15:47 transreid.train INFO: Epoch[114] Iter[35/47] Loss: 0.186, Acc: 0.994, Base Lr: 1.30e-05
2024-04-27 17:15:50 transreid.train INFO: Epoch[114] Iter[40/47] Loss: 0.174, Acc: 0.994, Base Lr: 1.30e-05
2024-04-27 17:15:53 transreid.train INFO: Epoch 114 done. Time per epoch: 30.694[s] Speed: 367.0[samples/s]
2024-04-27 17:15:58 transreid.train INFO: Epoch[115] Iter[5/47] Loss: 0.317, Acc: 0.992, Base Lr: 1.00e-05
2024-04-27 17:16:01 transreid.train INFO: Epoch[115] Iter[10/47] Loss: 0.282, Acc: 0.989, Base Lr: 1.00e-05
2024-04-27 17:16:04 transreid.train INFO: Epoch[115] Iter[15/47] Loss: 0.262, Acc: 0.990, Base Lr: 1.00e-05
2024-04-27 17:16:08 transreid.train INFO: Epoch[115] Iter[20/47] Loss: 0.233, Acc: 0.991, Base Lr: 1.00e-05
2024-04-27 17:16:11 transreid.train INFO: Epoch[115] Iter[25/47] Loss: 0.211, Acc: 0.993, Base Lr: 1.00e-05
2024-04-27 17:16:14 transreid.train INFO: Epoch[115] Iter[30/47] Loss: 0.201, Acc: 0.993, Base Lr: 1.00e-05
2024-04-27 17:16:18 transreid.train INFO: Epoch[115] Iter[35/47] Loss: 0.188, Acc: 0.993, Base Lr: 1.00e-05
2024-04-27 17:16:21 transreid.train INFO: Epoch[115] Iter[40/47] Loss: 0.178, Acc: 0.993, Base Lr: 1.00e-05
2024-04-27 17:16:24 transreid.train INFO: Epoch 115 done. Time per epoch: 30.793[s] Speed: 365.8[samples/s]
2024-04-27 17:16:28 transreid.train INFO: Epoch[116] Iter[5/47] Loss: 0.341, Acc: 0.976, Base Lr: 7.57e-06
2024-04-27 17:16:32 transreid.train INFO: Epoch[116] Iter[10/47] Loss: 0.299, Acc: 0.982, Base Lr: 7.57e-06
2024-04-27 17:16:35 transreid.train INFO: Epoch[116] Iter[15/47] Loss: 0.256, Acc: 0.987, Base Lr: 7.57e-06
2024-04-27 17:16:39 transreid.train INFO: Epoch[116] Iter[20/47] Loss: 0.236, Acc: 0.988, Base Lr: 7.57e-06
2024-04-27 17:16:42 transreid.train INFO: Epoch[116] Iter[25/47] Loss: 0.216, Acc: 0.990, Base Lr: 7.57e-06
2024-04-27 17:16:45 transreid.train INFO: Epoch[116] Iter[30/47] Loss: 0.201, Acc: 0.991, Base Lr: 7.57e-06
2024-04-27 17:16:49 transreid.train INFO: Epoch[116] Iter[35/47] Loss: 0.188, Acc: 0.992, Base Lr: 7.57e-06
2024-04-27 17:16:52 transreid.train INFO: Epoch[116] Iter[40/47] Loss: 0.176, Acc: 0.993, Base Lr: 7.57e-06
2024-04-27 17:16:55 transreid.train INFO: Epoch 116 done. Time per epoch: 30.762[s] Speed: 366.2[samples/s]
2024-04-27 17:16:59 transreid.train INFO: Epoch[117] Iter[5/47] Loss: 0.280, Acc: 0.987, Base Lr: 5.66e-06
2024-04-27 17:17:03 transreid.train INFO: Epoch[117] Iter[10/47] Loss: 0.265, Acc: 0.986, Base Lr: 5.66e-06
2024-04-27 17:17:06 transreid.train INFO: Epoch[117] Iter[15/47] Loss: 0.243, Acc: 0.989, Base Lr: 5.66e-06
2024-04-27 17:17:09 transreid.train INFO: Epoch[117] Iter[20/47] Loss: 0.229, Acc: 0.990, Base Lr: 5.66e-06
2024-04-27 17:17:13 transreid.train INFO: Epoch[117] Iter[25/47] Loss: 0.214, Acc: 0.991, Base Lr: 5.66e-06
2024-04-27 17:17:16 transreid.train INFO: Epoch[117] Iter[30/47] Loss: 0.200, Acc: 0.992, Base Lr: 5.66e-06
2024-04-27 17:17:19 transreid.train INFO: Epoch[117] Iter[35/47] Loss: 0.186, Acc: 0.993, Base Lr: 5.66e-06
2024-04-27 17:17:23 transreid.train INFO: Epoch[117] Iter[40/47] Loss: 0.176, Acc: 0.993, Base Lr: 5.66e-06
2024-04-27 17:17:25 transreid.train INFO: Epoch 117 done. Time per epoch: 30.093[s] Speed: 365.8[samples/s]
2024-04-27 17:17:29 transreid.train INFO: Epoch[118] Iter[5/47] Loss: 0.296, Acc: 0.979, Base Lr: 4.29e-06
2024-04-27 17:17:33 transreid.train INFO: Epoch[118] Iter[10/47] Loss: 0.270, Acc: 0.982, Base Lr: 4.29e-06
2024-04-27 17:17:36 transreid.train INFO: Epoch[118] Iter[15/47] Loss: 0.250, Acc: 0.987, Base Lr: 4.29e-06
2024-04-27 17:17:39 transreid.train INFO: Epoch[118] Iter[20/47] Loss: 0.226, Acc: 0.989, Base Lr: 4.29e-06
2024-04-27 17:17:43 transreid.train INFO: Epoch[118] Iter[25/47] Loss: 0.209, Acc: 0.990, Base Lr: 4.29e-06
2024-04-27 17:17:46 transreid.train INFO: Epoch[118] Iter[30/47] Loss: 0.190, Acc: 0.992, Base Lr: 4.29e-06
2024-04-27 17:17:49 transreid.train INFO: Epoch[118] Iter[35/47] Loss: 0.176, Acc: 0.993, Base Lr: 4.29e-06
2024-04-27 17:17:53 transreid.train INFO: Epoch[118] Iter[40/47] Loss: 0.164, Acc: 0.994, Base Lr: 4.29e-06
2024-04-27 17:17:56 transreid.train INFO: Epoch 118 done. Time per epoch: 30.765[s] Speed: 366.1[samples/s]
2024-04-27 17:18:00 transreid.train INFO: Epoch[119] Iter[5/47] Loss: 0.292, Acc: 0.983, Base Lr: 3.47e-06
2024-04-27 17:18:03 transreid.train INFO: Epoch[119] Iter[10/47] Loss: 0.272, Acc: 0.986, Base Lr: 3.47e-06
2024-04-27 17:18:07 transreid.train INFO: Epoch[119] Iter[15/47] Loss: 0.257, Acc: 0.987, Base Lr: 3.47e-06
2024-04-27 17:18:10 transreid.train INFO: Epoch[119] Iter[20/47] Loss: 0.235, Acc: 0.989, Base Lr: 3.47e-06
2024-04-27 17:18:14 transreid.train INFO: Epoch[119] Iter[25/47] Loss: 0.218, Acc: 0.991, Base Lr: 3.47e-06
2024-04-27 17:18:17 transreid.train INFO: Epoch[119] Iter[30/47] Loss: 0.203, Acc: 0.991, Base Lr: 3.47e-06
2024-04-27 17:18:20 transreid.train INFO: Epoch[119] Iter[35/47] Loss: 0.189, Acc: 0.992, Base Lr: 3.47e-06
2024-04-27 17:18:24 transreid.train INFO: Epoch[119] Iter[40/47] Loss: 0.175, Acc: 0.992, Base Lr: 3.47e-06
2024-04-27 17:18:26 transreid.train INFO: Epoch 119 done. Time per epoch: 30.778[s] Speed: 366.0[samples/s]
2024-04-27 17:18:31 transreid.train INFO: Epoch[120] Iter[5/47] Loss: 0.296, Acc: 0.989, Base Lr: 3.20e-06
2024-04-27 17:18:34 transreid.train INFO: Epoch[120] Iter[10/47] Loss: 0.267, Acc: 0.989, Base Lr: 3.20e-06
2024-04-27 17:18:38 transreid.train INFO: Epoch[120] Iter[15/47] Loss: 0.249, Acc: 0.989, Base Lr: 3.20e-06
2024-04-27 17:18:41 transreid.train INFO: Epoch[120] Iter[20/47] Loss: 0.229, Acc: 0.991, Base Lr: 3.20e-06
2024-04-27 17:18:44 transreid.train INFO: Epoch[120] Iter[25/47] Loss: 0.210, Acc: 0.993, Base Lr: 3.20e-06
2024-04-27 17:18:48 transreid.train INFO: Epoch[120] Iter[30/47] Loss: 0.201, Acc: 0.993, Base Lr: 3.20e-06
2024-04-27 17:18:51 transreid.train INFO: Epoch[120] Iter[35/47] Loss: 0.186, Acc: 0.994, Base Lr: 3.20e-06
2024-04-27 17:18:54 transreid.train INFO: Epoch[120] Iter[40/47] Loss: 0.175, Acc: 0.994, Base Lr: 3.20e-06
2024-04-27 17:18:57 transreid.train INFO: Epoch 120 done. Time per epoch: 30.839[s] Speed: 365.3[samples/s]
2024-04-27 17:19:35 transreid.train INFO: Validation Results - Epoch: 120
2024-04-27 17:19:35 transreid.train INFO: mAP: 92.9%
2024-04-27 17:19:35 transreid.train INFO: CMC curve, Rank-1  :96.8%
2024-04-27 17:19:35 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-04-27 17:19:35 transreid.train INFO: CMC curve, Rank-10 :99.3%
