2024-04-29 00:27:35 transreid INFO: Saving model in the path :log/bs_exp/ResNet18_Market1501/256bs_lr0.0016_ep120_warm20_seed0
2024-04-29 00:27:35 transreid INFO: Loaded configuration file configs/market/resnet18.yml
2024-04-29 00:27:35 transreid INFO: Running with config:
DATALOADER:
  NUM_INSTANCE: 4
  NUM_WORKERS: 8
  REMOVE_TAIL: 0
  SAMPLER: softmax_triplet
DATASETS:
  NAMES: market1501
  ROOT_DIR: /home/ma-user/work/Datasets/ImageReID_Datasets/mixreid/
  ROOT_TRAIN_DIR: ../data
  ROOT_VAL_DIR: ../data
INPUT:
  PADDING: 10
  PIXEL_MEAN: [0.5, 0.5, 0.5]
  PIXEL_STD: [0.5, 0.5, 0.5]
  PROB: 0.5
  RE_PROB: 0.5
  SIZE_TEST: [256, 128]
  SIZE_TRAIN: [256, 128]
MODEL:
  ATT_DROP_RATE: 0.0
  COS_LAYER: False
  DEVICE: cuda
  DEVICE_ID: 1
  DEVIDE_LENGTH: 4
  DIST_TRAIN: False
  DROPOUT_RATE: 0.0
  DROP_OUT: 0.0
  DROP_PATH: 0.1
  FEAT_DIM: 512
  FEAT_FUSION: cat
  GEM_POOLING: False
  ID_LOSS_TYPE: softmax
  ID_LOSS_WEIGHT: 1.0
  IF_LABELSMOOTH: off
  IF_WITH_CENTER: no
  JPM: False
  LAST_STRIDE: 1
  METRIC_LOSS_TYPE: triplet
  MULTI_NECK: True
  NAME: resnet18
  NECK: bnneck
  NO_MARGIN: True
  PRETRAIN_CHOICE: self
  PRETRAIN_HW_RATIO: 2
  PRETRAIN_PATH: /home/ma-user/work/Projects/ReIDNets_Checkpoints_TransReID/ResNet18.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/ResNet18_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: 
2024-04-29 00:27:36 transreid.check INFO: Dataset statistics:
2024-04-29 00:27:36 transreid.check INFO:   ----------------------------------------
2024-04-29 00:27:36 transreid.check INFO:   subset   | # ids | # images | # cameras
2024-04-29 00:27:36 transreid.check INFO:   ----------------------------------------
2024-04-29 00:27:36 transreid.check INFO:   train    |   751 |    12936 |         6
2024-04-29 00:27:36 transreid.check INFO:   query    |   750 |     3368 |         6
2024-04-29 00:27:36 transreid.check INFO:   gallery  |   751 |    15913 |         6
2024-04-29 00:27:36 transreid.check INFO:   ----------------------------------------
2024-04-29 00:27:40 transreid INFO: ===========using cosine learning rate=======
2024-04-29 00:27:40 transreid.train INFO: start training
2024-04-29 00:27:46 transreid.train INFO: Epoch[1] Iter[5/47] Loss: 12.068, Acc: 0.002, Base Lr: 9.52e-05
2024-04-29 00:27:46 transreid.train INFO: Epoch[1] Iter[10/47] Loss: 12.166, Acc: 0.001, Base Lr: 9.52e-05
2024-04-29 00:27:47 transreid.train INFO: Epoch[1] Iter[15/47] Loss: 12.074, Acc: 0.001, Base Lr: 9.52e-05
2024-04-29 00:27:48 transreid.train INFO: Epoch[1] Iter[20/47] Loss: 11.944, Acc: 0.001, Base Lr: 9.52e-05
2024-04-29 00:27:48 transreid.train INFO: Epoch[1] Iter[25/47] Loss: 11.835, Acc: 0.001, Base Lr: 9.52e-05
2024-04-29 00:27:49 transreid.train INFO: Epoch[1] Iter[30/47] Loss: 11.775, Acc: 0.001, Base Lr: 9.52e-05
2024-04-29 00:27:50 transreid.train INFO: Epoch[1] Iter[35/47] Loss: 11.716, Acc: 0.001, Base Lr: 9.52e-05
2024-04-29 00:27:50 transreid.train INFO: Epoch[1] Iter[40/47] Loss: 11.646, Acc: 0.001, Base Lr: 9.52e-05
2024-04-29 00:27:51 transreid.train INFO: Epoch 1 done. Time per epoch: 11.221[s] Speed: 1003.9[samples/s]
2024-04-29 00:27:53 transreid.train INFO: Epoch[2] Iter[5/47] Loss: 10.918, Acc: 0.000, Base Lr: 1.74e-04
2024-04-29 00:27:54 transreid.train INFO: Epoch[2] Iter[10/47] Loss: 10.742, Acc: 0.002, Base Lr: 1.74e-04
2024-04-29 00:27:54 transreid.train INFO: Epoch[2] Iter[15/47] Loss: 10.584, Acc: 0.003, Base Lr: 1.74e-04
2024-04-29 00:27:55 transreid.train INFO: Epoch[2] Iter[20/47] Loss: 10.424, Acc: 0.003, Base Lr: 1.74e-04
2024-04-29 00:27:56 transreid.train INFO: Epoch[2] Iter[25/47] Loss: 10.349, Acc: 0.003, Base Lr: 1.74e-04
2024-04-29 00:27:56 transreid.train INFO: Epoch[2] Iter[30/47] Loss: 10.219, Acc: 0.003, Base Lr: 1.74e-04
2024-04-29 00:27:57 transreid.train INFO: Epoch[2] Iter[35/47] Loss: 10.109, Acc: 0.003, Base Lr: 1.74e-04
2024-04-29 00:27:58 transreid.train INFO: Epoch[2] Iter[40/47] Loss: 10.026, Acc: 0.003, Base Lr: 1.74e-04
2024-04-29 00:27:58 transreid.train INFO: Epoch 2 done. Time per epoch: 7.382[s] Speed: 1525.9[samples/s]
2024-04-29 00:28:00 transreid.train INFO: Epoch[3] Iter[5/47] Loss: 9.409, Acc: 0.005, Base Lr: 2.54e-04
2024-04-29 00:28:01 transreid.train INFO: Epoch[3] Iter[10/47] Loss: 9.260, Acc: 0.007, Base Lr: 2.54e-04
2024-04-29 00:28:02 transreid.train INFO: Epoch[3] Iter[15/47] Loss: 9.164, Acc: 0.008, Base Lr: 2.54e-04
2024-04-29 00:28:02 transreid.train INFO: Epoch[3] Iter[20/47] Loss: 9.095, Acc: 0.009, Base Lr: 2.54e-04
2024-04-29 00:28:03 transreid.train INFO: Epoch[3] Iter[25/47] Loss: 9.032, Acc: 0.013, Base Lr: 2.54e-04
2024-04-29 00:28:04 transreid.train INFO: Epoch[3] Iter[30/47] Loss: 8.967, Acc: 0.018, Base Lr: 2.54e-04
2024-04-29 00:28:04 transreid.train INFO: Epoch[3] Iter[35/47] Loss: 8.917, Acc: 0.022, Base Lr: 2.54e-04
2024-04-29 00:28:05 transreid.train INFO: Epoch[3] Iter[40/47] Loss: 8.874, Acc: 0.027, Base Lr: 2.54e-04
2024-04-29 00:28:06 transreid.train INFO: Epoch 3 done. Time per epoch: 7.293[s] Speed: 1544.4[samples/s]
2024-04-29 00:28:07 transreid.train INFO: Epoch[4] Iter[5/47] Loss: 8.355, Acc: 0.038, Base Lr: 3.33e-04
2024-04-29 00:28:08 transreid.train INFO: Epoch[4] Iter[10/47] Loss: 8.321, Acc: 0.052, Base Lr: 3.33e-04
2024-04-29 00:28:09 transreid.train INFO: Epoch[4] Iter[15/47] Loss: 8.287, Acc: 0.058, Base Lr: 3.33e-04
2024-04-29 00:28:09 transreid.train INFO: Epoch[4] Iter[20/47] Loss: 8.252, Acc: 0.069, Base Lr: 3.33e-04
2024-04-29 00:28:10 transreid.train INFO: Epoch[4] Iter[25/47] Loss: 8.231, Acc: 0.076, Base Lr: 3.33e-04
2024-04-29 00:28:11 transreid.train INFO: Epoch[4] Iter[30/47] Loss: 8.217, Acc: 0.091, Base Lr: 3.33e-04
2024-04-29 00:28:11 transreid.train INFO: Epoch[4] Iter[35/47] Loss: 8.189, Acc: 0.106, Base Lr: 3.33e-04
2024-04-29 00:28:12 transreid.train INFO: Epoch[4] Iter[40/47] Loss: 8.156, Acc: 0.129, Base Lr: 3.33e-04
2024-04-29 00:28:13 transreid.train INFO: Epoch 4 done. Time per epoch: 7.148[s] Speed: 1575.9[samples/s]
2024-04-29 00:28:15 transreid.train INFO: Epoch[5] Iter[5/47] Loss: 7.919, Acc: 0.141, Base Lr: 4.12e-04
2024-04-29 00:28:15 transreid.train INFO: Epoch[5] Iter[10/47] Loss: 7.886, Acc: 0.143, Base Lr: 4.12e-04
2024-04-29 00:28:16 transreid.train INFO: Epoch[5] Iter[15/47] Loss: 7.849, Acc: 0.163, Base Lr: 4.12e-04
2024-04-29 00:28:17 transreid.train INFO: Epoch[5] Iter[20/47] Loss: 7.814, Acc: 0.173, Base Lr: 4.12e-04
2024-04-29 00:28:17 transreid.train INFO: Epoch[5] Iter[25/47] Loss: 7.793, Acc: 0.190, Base Lr: 4.12e-04
2024-04-29 00:28:18 transreid.train INFO: Epoch[5] Iter[30/47] Loss: 7.770, Acc: 0.208, Base Lr: 4.12e-04
2024-04-29 00:28:19 transreid.train INFO: Epoch[5] Iter[35/47] Loss: 7.748, Acc: 0.228, Base Lr: 4.12e-04
2024-04-29 00:28:19 transreid.train INFO: Epoch[5] Iter[40/47] Loss: 7.735, Acc: 0.253, Base Lr: 4.12e-04
2024-04-29 00:28:20 transreid.train INFO: Epoch 5 done. Time per epoch: 7.229[s] Speed: 1558.1[samples/s]
2024-04-29 00:28:22 transreid.train INFO: Epoch[6] Iter[5/47] Loss: 7.591, Acc: 0.206, Base Lr: 4.91e-04
2024-04-29 00:28:23 transreid.train INFO: Epoch[6] Iter[10/47] Loss: 7.582, Acc: 0.223, Base Lr: 4.91e-04
2024-04-29 00:28:24 transreid.train INFO: Epoch[6] Iter[15/47] Loss: 7.569, Acc: 0.232, Base Lr: 4.91e-04
2024-04-29 00:28:24 transreid.train INFO: Epoch[6] Iter[20/47] Loss: 7.543, Acc: 0.246, Base Lr: 4.91e-04
2024-04-29 00:28:25 transreid.train INFO: Epoch[6] Iter[25/47] Loss: 7.510, Acc: 0.257, Base Lr: 4.91e-04
2024-04-29 00:28:26 transreid.train INFO: Epoch[6] Iter[30/47] Loss: 7.495, Acc: 0.273, Base Lr: 4.91e-04
2024-04-29 00:28:26 transreid.train INFO: Epoch[6] Iter[35/47] Loss: 7.477, Acc: 0.297, Base Lr: 4.91e-04
2024-04-29 00:28:27 transreid.train INFO: Epoch[6] Iter[40/47] Loss: 7.462, Acc: 0.325, Base Lr: 4.91e-04
2024-04-29 00:28:28 transreid.train INFO: Epoch 6 done. Time per epoch: 7.654[s] Speed: 1471.6[samples/s]
2024-04-29 00:28:29 transreid.train INFO: Epoch[7] Iter[5/47] Loss: 7.334, Acc: 0.252, Base Lr: 5.70e-04
2024-04-29 00:28:30 transreid.train INFO: Epoch[7] Iter[10/47] Loss: 7.346, Acc: 0.256, Base Lr: 5.70e-04
2024-04-29 00:28:31 transreid.train INFO: Epoch[7] Iter[15/47] Loss: 7.362, Acc: 0.251, Base Lr: 5.70e-04
2024-04-29 00:28:31 transreid.train INFO: Epoch[7] Iter[20/47] Loss: 7.355, Acc: 0.277, Base Lr: 5.70e-04
2024-04-29 00:28:32 transreid.train INFO: Epoch[7] Iter[25/47] Loss: 7.335, Acc: 0.288, Base Lr: 5.70e-04
2024-04-29 00:28:33 transreid.train INFO: Epoch[7] Iter[30/47] Loss: 7.325, Acc: 0.311, Base Lr: 5.70e-04
2024-04-29 00:28:33 transreid.train INFO: Epoch[7] Iter[35/47] Loss: 7.308, Acc: 0.332, Base Lr: 5.70e-04
2024-04-29 00:28:34 transreid.train INFO: Epoch[7] Iter[40/47] Loss: 7.294, Acc: 0.362, Base Lr: 5.70e-04
2024-04-29 00:28:35 transreid.train INFO: Epoch 7 done. Time per epoch: 7.178[s] Speed: 1569.2[samples/s]
2024-04-29 00:28:37 transreid.train INFO: Epoch[8] Iter[5/47] Loss: 7.245, Acc: 0.259, Base Lr: 6.50e-04
2024-04-29 00:28:37 transreid.train INFO: Epoch[8] Iter[10/47] Loss: 7.210, Acc: 0.277, Base Lr: 6.50e-04
2024-04-29 00:28:38 transreid.train INFO: Epoch[8] Iter[15/47] Loss: 7.203, Acc: 0.276, Base Lr: 6.50e-04
2024-04-29 00:28:39 transreid.train INFO: Epoch[8] Iter[20/47] Loss: 7.192, Acc: 0.283, Base Lr: 6.50e-04
2024-04-29 00:28:39 transreid.train INFO: Epoch[8] Iter[25/47] Loss: 7.170, Acc: 0.309, Base Lr: 6.50e-04
2024-04-29 00:28:40 transreid.train INFO: Epoch[8] Iter[30/47] Loss: 7.157, Acc: 0.328, Base Lr: 6.50e-04
2024-04-29 00:28:41 transreid.train INFO: Epoch[8] Iter[35/47] Loss: 7.146, Acc: 0.344, Base Lr: 6.50e-04
2024-04-29 00:28:41 transreid.train INFO: Epoch[8] Iter[40/47] Loss: 7.133, Acc: 0.371, Base Lr: 6.50e-04
2024-04-29 00:28:42 transreid.train INFO: Epoch 8 done. Time per epoch: 7.203[s] Speed: 1563.8[samples/s]
2024-04-29 00:28:44 transreid.train INFO: Epoch[9] Iter[5/47] Loss: 7.132, Acc: 0.264, Base Lr: 7.29e-04
2024-04-29 00:28:44 transreid.train INFO: Epoch[9] Iter[10/47] Loss: 7.106, Acc: 0.276, Base Lr: 7.29e-04
2024-04-29 00:28:45 transreid.train INFO: Epoch[9] Iter[15/47] Loss: 7.089, Acc: 0.289, Base Lr: 7.29e-04
2024-04-29 00:28:46 transreid.train INFO: Epoch[9] Iter[20/47] Loss: 7.079, Acc: 0.293, Base Lr: 7.29e-04
2024-04-29 00:28:46 transreid.train INFO: Epoch[9] Iter[25/47] Loss: 7.054, Acc: 0.312, Base Lr: 7.29e-04
2024-04-29 00:28:47 transreid.train INFO: Epoch[9] Iter[30/47] Loss: 7.030, Acc: 0.332, Base Lr: 7.29e-04
2024-04-29 00:28:48 transreid.train INFO: Epoch[9] Iter[35/47] Loss: 7.006, Acc: 0.358, Base Lr: 7.29e-04
2024-04-29 00:28:48 transreid.train INFO: Epoch[9] Iter[40/47] Loss: 6.978, Acc: 0.394, Base Lr: 7.29e-04
2024-04-29 00:28:49 transreid.train INFO: Epoch 9 done. Time per epoch: 7.059[s] Speed: 1595.7[samples/s]
2024-04-29 00:28:51 transreid.train INFO: Epoch[10] Iter[5/47] Loss: 6.986, Acc: 0.258, Base Lr: 8.08e-04
2024-04-29 00:28:52 transreid.train INFO: Epoch[10] Iter[10/47] Loss: 6.957, Acc: 0.275, Base Lr: 8.08e-04
2024-04-29 00:28:52 transreid.train INFO: Epoch[10] Iter[15/47] Loss: 6.964, Acc: 0.282, Base Lr: 8.08e-04
2024-04-29 00:28:53 transreid.train INFO: Epoch[10] Iter[20/47] Loss: 6.936, Acc: 0.292, Base Lr: 8.08e-04
2024-04-29 00:28:54 transreid.train INFO: Epoch[10] Iter[25/47] Loss: 6.910, Acc: 0.309, Base Lr: 8.08e-04
2024-04-29 00:28:54 transreid.train INFO: Epoch[10] Iter[30/47] Loss: 6.889, Acc: 0.334, Base Lr: 8.08e-04
2024-04-29 00:28:55 transreid.train INFO: Epoch[10] Iter[35/47] Loss: 6.858, Acc: 0.360, Base Lr: 8.08e-04
2024-04-29 00:28:56 transreid.train INFO: Epoch[10] Iter[40/47] Loss: 6.829, Acc: 0.391, Base Lr: 8.08e-04
2024-04-29 00:28:56 transreid.train INFO: Epoch 10 done. Time per epoch: 7.297[s] Speed: 1543.7[samples/s]
2024-04-29 00:29:09 transreid.train INFO: Validation Results - Epoch: 10
2024-04-29 00:29:09 transreid.train INFO: mAP: 75.5%
2024-04-29 00:29:09 transreid.train INFO: CMC curve, Rank-1  :89.7%
2024-04-29 00:29:09 transreid.train INFO: CMC curve, Rank-5  :96.3%
2024-04-29 00:29:09 transreid.train INFO: CMC curve, Rank-10 :97.6%
2024-04-29 00:29:11 transreid.train INFO: Epoch[11] Iter[5/47] Loss: 6.871, Acc: 0.266, Base Lr: 8.87e-04
2024-04-29 00:29:11 transreid.train INFO: Epoch[11] Iter[10/47] Loss: 6.827, Acc: 0.275, Base Lr: 8.87e-04
2024-04-29 00:29:12 transreid.train INFO: Epoch[11] Iter[15/47] Loss: 6.806, Acc: 0.290, Base Lr: 8.87e-04
2024-04-29 00:29:13 transreid.train INFO: Epoch[11] Iter[20/47] Loss: 6.768, Acc: 0.303, Base Lr: 8.87e-04
2024-04-29 00:29:13 transreid.train INFO: Epoch[11] Iter[25/47] Loss: 6.738, Acc: 0.321, Base Lr: 8.87e-04
2024-04-29 00:29:14 transreid.train INFO: Epoch[11] Iter[30/47] Loss: 6.715, Acc: 0.338, Base Lr: 8.87e-04
2024-04-29 00:29:15 transreid.train INFO: Epoch[11] Iter[35/47] Loss: 6.676, Acc: 0.368, Base Lr: 8.87e-04
2024-04-29 00:29:15 transreid.train INFO: Epoch[11] Iter[40/47] Loss: 6.647, Acc: 0.401, Base Lr: 8.87e-04
2024-04-29 00:29:16 transreid.train INFO: Epoch 11 done. Time per epoch: 7.451[s] Speed: 1511.7[samples/s]
2024-04-29 00:29:18 transreid.train INFO: Epoch[12] Iter[5/47] Loss: 6.710, Acc: 0.303, Base Lr: 9.66e-04
2024-04-29 00:29:19 transreid.train INFO: Epoch[12] Iter[10/47] Loss: 6.634, Acc: 0.320, Base Lr: 9.66e-04
2024-04-29 00:29:19 transreid.train INFO: Epoch[12] Iter[15/47] Loss: 6.612, Acc: 0.318, Base Lr: 9.66e-04
2024-04-29 00:29:20 transreid.train INFO: Epoch[12] Iter[20/47] Loss: 6.581, Acc: 0.325, Base Lr: 9.66e-04
2024-04-29 00:29:21 transreid.train INFO: Epoch[12] Iter[25/47] Loss: 6.549, Acc: 0.343, Base Lr: 9.66e-04
2024-04-29 00:29:21 transreid.train INFO: Epoch[12] Iter[30/47] Loss: 6.525, Acc: 0.361, Base Lr: 9.66e-04
2024-04-29 00:29:22 transreid.train INFO: Epoch[12] Iter[35/47] Loss: 6.494, Acc: 0.382, Base Lr: 9.66e-04
2024-04-29 00:29:23 transreid.train INFO: Epoch[12] Iter[40/47] Loss: 6.453, Acc: 0.410, Base Lr: 9.66e-04
2024-04-29 00:29:23 transreid.train INFO: Epoch 12 done. Time per epoch: 7.220[s] Speed: 1560.1[samples/s]
2024-04-29 00:29:25 transreid.train INFO: Epoch[13] Iter[5/47] Loss: 6.587, Acc: 0.277, Base Lr: 1.05e-03
2024-04-29 00:29:26 transreid.train INFO: Epoch[13] Iter[10/47] Loss: 6.537, Acc: 0.275, Base Lr: 1.05e-03
2024-04-29 00:29:27 transreid.train INFO: Epoch[13] Iter[15/47] Loss: 6.485, Acc: 0.283, Base Lr: 1.05e-03
2024-04-29 00:29:27 transreid.train INFO: Epoch[13] Iter[20/47] Loss: 6.432, Acc: 0.300, Base Lr: 1.05e-03
2024-04-29 00:29:28 transreid.train INFO: Epoch[13] Iter[25/47] Loss: 6.402, Acc: 0.308, Base Lr: 1.05e-03
2024-04-29 00:29:29 transreid.train INFO: Epoch[13] Iter[30/47] Loss: 6.351, Acc: 0.336, Base Lr: 1.05e-03
2024-04-29 00:29:29 transreid.train INFO: Epoch[13] Iter[35/47] Loss: 6.314, Acc: 0.359, Base Lr: 1.05e-03
2024-04-29 00:29:30 transreid.train INFO: Epoch[13] Iter[40/47] Loss: 6.256, Acc: 0.396, Base Lr: 1.05e-03
2024-04-29 00:29:31 transreid.train INFO: Epoch 13 done. Time per epoch: 7.321[s] Speed: 1538.6[samples/s]
2024-04-29 00:29:32 transreid.train INFO: Epoch[14] Iter[5/47] Loss: 6.314, Acc: 0.275, Base Lr: 1.12e-03
2024-04-29 00:29:33 transreid.train INFO: Epoch[14] Iter[10/47] Loss: 6.360, Acc: 0.266, Base Lr: 1.12e-03
2024-04-29 00:29:34 transreid.train INFO: Epoch[14] Iter[15/47] Loss: 6.328, Acc: 0.285, Base Lr: 1.12e-03
2024-04-29 00:29:34 transreid.train INFO: Epoch[14] Iter[20/47] Loss: 6.276, Acc: 0.300, Base Lr: 1.12e-03
2024-04-29 00:29:35 transreid.train INFO: Epoch[14] Iter[25/47] Loss: 6.215, Acc: 0.320, Base Lr: 1.12e-03
2024-04-29 00:29:36 transreid.train INFO: Epoch[14] Iter[30/47] Loss: 6.176, Acc: 0.338, Base Lr: 1.12e-03
2024-04-29 00:29:36 transreid.train INFO: Epoch[14] Iter[35/47] Loss: 6.106, Acc: 0.366, Base Lr: 1.12e-03
2024-04-29 00:29:37 transreid.train INFO: Epoch[14] Iter[40/47] Loss: 6.050, Acc: 0.397, Base Lr: 1.12e-03
2024-04-29 00:29:38 transreid.train INFO: Epoch 14 done. Time per epoch: 7.064[s] Speed: 1594.5[samples/s]
2024-04-29 00:29:39 transreid.train INFO: Epoch[15] Iter[5/47] Loss: 6.121, Acc: 0.277, Base Lr: 1.20e-03
2024-04-29 00:29:40 transreid.train INFO: Epoch[15] Iter[10/47] Loss: 6.086, Acc: 0.272, Base Lr: 1.20e-03
2024-04-29 00:29:41 transreid.train INFO: Epoch[15] Iter[15/47] Loss: 6.072, Acc: 0.280, Base Lr: 1.20e-03
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2024-04-29 00:29:43 transreid.train INFO: Epoch[15] Iter[30/47] Loss: 5.920, Acc: 0.342, Base Lr: 1.20e-03
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2024-04-29 00:29:44 transreid.train INFO: Epoch[15] Iter[40/47] Loss: 5.795, Acc: 0.402, Base Lr: 1.20e-03
2024-04-29 00:29:45 transreid.train INFO: Epoch 15 done. Time per epoch: 7.333[s] Speed: 1536.1[samples/s]
2024-04-29 00:29:47 transreid.train INFO: Epoch[16] Iter[5/47] Loss: 5.986, Acc: 0.260, Base Lr: 1.28e-03
2024-04-29 00:29:47 transreid.train INFO: Epoch[16] Iter[10/47] Loss: 5.918, Acc: 0.265, Base Lr: 1.28e-03
2024-04-29 00:29:48 transreid.train INFO: Epoch[16] Iter[15/47] Loss: 5.862, Acc: 0.279, Base Lr: 1.28e-03
2024-04-29 00:29:49 transreid.train INFO: Epoch[16] Iter[20/47] Loss: 5.826, Acc: 0.298, Base Lr: 1.28e-03
2024-04-29 00:29:49 transreid.train INFO: Epoch[16] Iter[25/47] Loss: 5.756, Acc: 0.314, Base Lr: 1.28e-03
2024-04-29 00:29:50 transreid.train INFO: Epoch[16] Iter[30/47] Loss: 5.684, Acc: 0.339, Base Lr: 1.28e-03
2024-04-29 00:29:51 transreid.train INFO: Epoch[16] Iter[35/47] Loss: 5.605, Acc: 0.367, Base Lr: 1.28e-03
2024-04-29 00:29:51 transreid.train INFO: Epoch[16] Iter[40/47] Loss: 5.525, Acc: 0.400, Base Lr: 1.28e-03
2024-04-29 00:29:52 transreid.train INFO: Epoch 16 done. Time per epoch: 7.151[s] Speed: 1575.1[samples/s]
2024-04-29 00:29:54 transreid.train INFO: Epoch[17] Iter[5/47] Loss: 5.785, Acc: 0.237, Base Lr: 1.36e-03
2024-04-29 00:29:55 transreid.train INFO: Epoch[17] Iter[10/47] Loss: 5.688, Acc: 0.275, Base Lr: 1.36e-03
2024-04-29 00:29:55 transreid.train INFO: Epoch[17] Iter[15/47] Loss: 5.671, Acc: 0.288, Base Lr: 1.36e-03
2024-04-29 00:29:56 transreid.train INFO: Epoch[17] Iter[20/47] Loss: 5.629, Acc: 0.298, Base Lr: 1.36e-03
2024-04-29 00:29:57 transreid.train INFO: Epoch[17] Iter[25/47] Loss: 5.549, Acc: 0.325, Base Lr: 1.36e-03
2024-04-29 00:29:57 transreid.train INFO: Epoch[17] Iter[30/47] Loss: 5.478, Acc: 0.348, Base Lr: 1.36e-03
2024-04-29 00:29:58 transreid.train INFO: Epoch[17] Iter[35/47] Loss: 5.397, Acc: 0.378, Base Lr: 1.36e-03
2024-04-29 00:29:59 transreid.train INFO: Epoch[17] Iter[40/47] Loss: 5.304, Acc: 0.408, Base Lr: 1.36e-03
2024-04-29 00:29:59 transreid.train INFO: Epoch 17 done. Time per epoch: 7.155[s] Speed: 1574.3[samples/s]
2024-04-29 00:30:01 transreid.train INFO: Epoch[18] Iter[5/47] Loss: 5.433, Acc: 0.311, Base Lr: 1.44e-03
2024-04-29 00:30:02 transreid.train INFO: Epoch[18] Iter[10/47] Loss: 5.466, Acc: 0.299, Base Lr: 1.44e-03
2024-04-29 00:30:03 transreid.train INFO: Epoch[18] Iter[15/47] Loss: 5.443, Acc: 0.304, Base Lr: 1.44e-03
2024-04-29 00:30:03 transreid.train INFO: Epoch[18] Iter[20/47] Loss: 5.347, Acc: 0.330, Base Lr: 1.44e-03
2024-04-29 00:30:04 transreid.train INFO: Epoch[18] Iter[25/47] Loss: 5.303, Acc: 0.334, Base Lr: 1.44e-03
2024-04-29 00:30:05 transreid.train INFO: Epoch[18] Iter[30/47] Loss: 5.230, Acc: 0.356, Base Lr: 1.44e-03
2024-04-29 00:30:05 transreid.train INFO: Epoch[18] Iter[35/47] Loss: 5.146, Acc: 0.381, Base Lr: 1.44e-03
2024-04-29 00:30:06 transreid.train INFO: Epoch[18] Iter[40/47] Loss: 5.037, Acc: 0.416, Base Lr: 1.44e-03
2024-04-29 00:30:07 transreid.train INFO: Epoch 18 done. Time per epoch: 7.307[s] Speed: 1541.6[samples/s]
2024-04-29 00:30:08 transreid.train INFO: Epoch[19] Iter[5/47] Loss: 5.350, Acc: 0.298, Base Lr: 1.52e-03
2024-04-29 00:30:09 transreid.train INFO: Epoch[19] Iter[10/47] Loss: 5.262, Acc: 0.313, Base Lr: 1.52e-03
2024-04-29 00:30:10 transreid.train INFO: Epoch[19] Iter[15/47] Loss: 5.180, Acc: 0.321, Base Lr: 1.52e-03
2024-04-29 00:30:10 transreid.train INFO: Epoch[19] Iter[20/47] Loss: 5.108, Acc: 0.333, Base Lr: 1.52e-03
2024-04-29 00:30:11 transreid.train INFO: Epoch[19] Iter[25/47] Loss: 5.041, Acc: 0.350, Base Lr: 1.52e-03
2024-04-29 00:30:12 transreid.train INFO: Epoch[19] Iter[30/47] Loss: 4.958, Acc: 0.371, Base Lr: 1.52e-03
2024-04-29 00:30:12 transreid.train INFO: Epoch[19] Iter[35/47] Loss: 4.870, Acc: 0.396, Base Lr: 1.52e-03
2024-04-29 00:30:13 transreid.train INFO: Epoch[19] Iter[40/47] Loss: 4.764, Acc: 0.429, Base Lr: 1.52e-03
2024-04-29 00:30:14 transreid.train INFO: Epoch 19 done. Time per epoch: 7.146[s] Speed: 1576.3[samples/s]
2024-04-29 00:30:16 transreid.train INFO: Epoch[20] Iter[5/47] Loss: 5.256, Acc: 0.237, Base Lr: 1.49e-03
2024-04-29 00:30:16 transreid.train INFO: Epoch[20] Iter[10/47] Loss: 5.136, Acc: 0.280, Base Lr: 1.49e-03
2024-04-29 00:30:17 transreid.train INFO: Epoch[20] Iter[15/47] Loss: 5.040, Acc: 0.298, Base Lr: 1.49e-03
2024-04-29 00:30:18 transreid.train INFO: Epoch[20] Iter[20/47] Loss: 4.921, Acc: 0.330, Base Lr: 1.49e-03
2024-04-29 00:30:18 transreid.train INFO: Epoch[20] Iter[25/47] Loss: 4.817, Acc: 0.359, Base Lr: 1.49e-03
2024-04-29 00:30:19 transreid.train INFO: Epoch[20] Iter[30/47] Loss: 4.729, Acc: 0.385, Base Lr: 1.49e-03
2024-04-29 00:30:20 transreid.train INFO: Epoch[20] Iter[35/47] Loss: 4.609, Acc: 0.417, Base Lr: 1.49e-03
2024-04-29 00:30:20 transreid.train INFO: Epoch[20] Iter[40/47] Loss: 4.488, Acc: 0.453, Base Lr: 1.49e-03
2024-04-29 00:30:21 transreid.train INFO: Epoch 20 done. Time per epoch: 7.168[s] Speed: 1571.3[samples/s]
2024-04-29 00:30:32 transreid.train INFO: Validation Results - Epoch: 20
2024-04-29 00:30:32 transreid.train INFO: mAP: 81.5%
2024-04-29 00:30:32 transreid.train INFO: CMC curve, Rank-1  :91.6%
2024-04-29 00:30:32 transreid.train INFO: CMC curve, Rank-5  :96.8%
2024-04-29 00:30:32 transreid.train INFO: CMC curve, Rank-10 :98.2%
2024-04-29 00:30:35 transreid.train INFO: Epoch[21] Iter[5/47] Loss: 4.898, Acc: 0.327, Base Lr: 1.48e-03
2024-04-29 00:30:36 transreid.train INFO: Epoch[21] Iter[10/47] Loss: 4.823, Acc: 0.325, Base Lr: 1.48e-03
2024-04-29 00:30:36 transreid.train INFO: Epoch[21] Iter[15/47] Loss: 4.731, Acc: 0.335, Base Lr: 1.48e-03
2024-04-29 00:30:37 transreid.train INFO: Epoch[21] Iter[20/47] Loss: 4.659, Acc: 0.362, Base Lr: 1.48e-03
2024-04-29 00:30:38 transreid.train INFO: Epoch[21] Iter[25/47] Loss: 4.576, Acc: 0.379, Base Lr: 1.48e-03
2024-04-29 00:30:38 transreid.train INFO: Epoch[21] Iter[30/47] Loss: 4.470, Acc: 0.409, Base Lr: 1.48e-03
2024-04-29 00:30:39 transreid.train INFO: Epoch[21] Iter[35/47] Loss: 4.347, Acc: 0.445, Base Lr: 1.48e-03
2024-04-29 00:30:40 transreid.train INFO: Epoch[21] Iter[40/47] Loss: 4.218, Acc: 0.481, Base Lr: 1.48e-03
2024-04-29 00:30:40 transreid.train INFO: Epoch 21 done. Time per epoch: 7.754[s] Speed: 1452.6[samples/s]
2024-04-29 00:30:42 transreid.train INFO: Epoch[22] Iter[5/47] Loss: 4.730, Acc: 0.316, Base Lr: 1.47e-03
2024-04-29 00:30:43 transreid.train INFO: Epoch[22] Iter[10/47] Loss: 4.606, Acc: 0.340, Base Lr: 1.47e-03
2024-04-29 00:30:43 transreid.train INFO: Epoch[22] Iter[15/47] Loss: 4.521, Acc: 0.360, Base Lr: 1.47e-03
2024-04-29 00:30:44 transreid.train INFO: Epoch[22] Iter[20/47] Loss: 4.398, Acc: 0.393, Base Lr: 1.47e-03
2024-04-29 00:30:45 transreid.train INFO: Epoch[22] Iter[25/47] Loss: 4.299, Acc: 0.413, Base Lr: 1.47e-03
2024-04-29 00:30:46 transreid.train INFO: Epoch[22] Iter[30/47] Loss: 4.199, Acc: 0.439, Base Lr: 1.47e-03
2024-04-29 00:30:46 transreid.train INFO: Epoch[22] Iter[35/47] Loss: 4.104, Acc: 0.468, Base Lr: 1.47e-03
2024-04-29 00:30:47 transreid.train INFO: Epoch[22] Iter[40/47] Loss: 3.981, Acc: 0.501, Base Lr: 1.47e-03
2024-04-29 00:30:47 transreid.train INFO: Epoch 22 done. Time per epoch: 7.222[s] Speed: 1559.6[samples/s]
2024-04-29 00:30:49 transreid.train INFO: Epoch[23] Iter[5/47] Loss: 4.608, Acc: 0.328, Base Lr: 1.46e-03
2024-04-29 00:30:50 transreid.train INFO: Epoch[23] Iter[10/47] Loss: 4.472, Acc: 0.348, Base Lr: 1.46e-03
2024-04-29 00:30:51 transreid.train INFO: Epoch[23] Iter[15/47] Loss: 4.370, Acc: 0.362, Base Lr: 1.46e-03
2024-04-29 00:30:51 transreid.train INFO: Epoch[23] Iter[20/47] Loss: 4.276, Acc: 0.385, Base Lr: 1.46e-03
2024-04-29 00:30:52 transreid.train INFO: Epoch[23] Iter[25/47] Loss: 4.172, Acc: 0.418, Base Lr: 1.46e-03
2024-04-29 00:30:53 transreid.train INFO: Epoch[23] Iter[30/47] Loss: 4.045, Acc: 0.446, Base Lr: 1.46e-03
2024-04-29 00:30:53 transreid.train INFO: Epoch[23] Iter[35/47] Loss: 3.914, Acc: 0.488, Base Lr: 1.46e-03
2024-04-29 00:30:54 transreid.train INFO: Epoch[23] Iter[40/47] Loss: 3.771, Acc: 0.527, Base Lr: 1.46e-03
2024-04-29 00:30:55 transreid.train INFO: Epoch 23 done. Time per epoch: 7.217[s] Speed: 1560.8[samples/s]
2024-04-29 00:30:57 transreid.train INFO: Epoch[24] Iter[5/47] Loss: 4.325, Acc: 0.334, Base Lr: 1.45e-03
2024-04-29 00:30:57 transreid.train INFO: Epoch[24] Iter[10/47] Loss: 4.271, Acc: 0.350, Base Lr: 1.45e-03
2024-04-29 00:30:58 transreid.train INFO: Epoch[24] Iter[15/47] Loss: 4.098, Acc: 0.390, Base Lr: 1.45e-03
2024-04-29 00:30:59 transreid.train INFO: Epoch[24] Iter[20/47] Loss: 4.043, Acc: 0.409, Base Lr: 1.45e-03
2024-04-29 00:30:59 transreid.train INFO: Epoch[24] Iter[25/47] Loss: 3.939, Acc: 0.439, Base Lr: 1.45e-03
2024-04-29 00:31:00 transreid.train INFO: Epoch[24] Iter[30/47] Loss: 3.838, Acc: 0.467, Base Lr: 1.45e-03
2024-04-29 00:31:01 transreid.train INFO: Epoch[24] Iter[35/47] Loss: 3.700, Acc: 0.505, Base Lr: 1.45e-03
2024-04-29 00:31:01 transreid.train INFO: Epoch[24] Iter[40/47] Loss: 3.562, Acc: 0.544, Base Lr: 1.45e-03
2024-04-29 00:31:02 transreid.train INFO: Epoch 24 done. Time per epoch: 7.325[s] Speed: 1537.7[samples/s]
2024-04-29 00:31:04 transreid.train INFO: Epoch[25] Iter[5/47] Loss: 4.189, Acc: 0.395, Base Lr: 1.44e-03
2024-04-29 00:31:05 transreid.train INFO: Epoch[25] Iter[10/47] Loss: 4.093, Acc: 0.413, Base Lr: 1.44e-03
2024-04-29 00:31:05 transreid.train INFO: Epoch[25] Iter[15/47] Loss: 3.992, Acc: 0.429, Base Lr: 1.44e-03
2024-04-29 00:31:06 transreid.train INFO: Epoch[25] Iter[20/47] Loss: 3.855, Acc: 0.460, Base Lr: 1.44e-03
2024-04-29 00:31:06 transreid.train INFO: Epoch[25] Iter[25/47] Loss: 3.741, Acc: 0.484, Base Lr: 1.44e-03
2024-04-29 00:31:07 transreid.train INFO: Epoch[25] Iter[30/47] Loss: 3.626, Acc: 0.511, Base Lr: 1.44e-03
2024-04-29 00:31:08 transreid.train INFO: Epoch[25] Iter[35/47] Loss: 3.505, Acc: 0.540, Base Lr: 1.44e-03
2024-04-29 00:31:08 transreid.train INFO: Epoch[25] Iter[40/47] Loss: 3.373, Acc: 0.571, Base Lr: 1.44e-03
2024-04-29 00:31:09 transreid.train INFO: Epoch 25 done. Time per epoch: 7.124[s] Speed: 1581.2[samples/s]
2024-04-29 00:31:11 transreid.train INFO: Epoch[26] Iter[5/47] Loss: 4.100, Acc: 0.389, Base Lr: 1.42e-03
2024-04-29 00:31:12 transreid.train INFO: Epoch[26] Iter[10/47] Loss: 3.906, Acc: 0.418, Base Lr: 1.42e-03
2024-04-29 00:31:12 transreid.train INFO: Epoch[26] Iter[15/47] Loss: 3.754, Acc: 0.455, Base Lr: 1.42e-03
2024-04-29 00:31:13 transreid.train INFO: Epoch[26] Iter[20/47] Loss: 3.699, Acc: 0.466, Base Lr: 1.42e-03
2024-04-29 00:31:14 transreid.train INFO: Epoch[26] Iter[25/47] Loss: 3.595, Acc: 0.494, Base Lr: 1.42e-03
2024-04-29 00:31:15 transreid.train INFO: Epoch[26] Iter[30/47] Loss: 3.469, Acc: 0.525, Base Lr: 1.42e-03
2024-04-29 00:31:15 transreid.train INFO: Epoch[26] Iter[35/47] Loss: 3.344, Acc: 0.558, Base Lr: 1.42e-03
2024-04-29 00:31:16 transreid.train INFO: Epoch[26] Iter[40/47] Loss: 3.218, Acc: 0.591, Base Lr: 1.42e-03
2024-04-29 00:31:16 transreid.train INFO: Epoch 26 done. Time per epoch: 7.313[s] Speed: 1540.4[samples/s]
2024-04-29 00:31:18 transreid.train INFO: Epoch[27] Iter[5/47] Loss: 3.859, Acc: 0.431, Base Lr: 1.41e-03
2024-04-29 00:31:19 transreid.train INFO: Epoch[27] Iter[10/47] Loss: 3.708, Acc: 0.443, Base Lr: 1.41e-03
2024-04-29 00:31:20 transreid.train INFO: Epoch[27] Iter[15/47] Loss: 3.660, Acc: 0.456, Base Lr: 1.41e-03
2024-04-29 00:31:20 transreid.train INFO: Epoch[27] Iter[20/47] Loss: 3.602, Acc: 0.478, Base Lr: 1.41e-03
2024-04-29 00:31:21 transreid.train INFO: Epoch[27] Iter[25/47] Loss: 3.507, Acc: 0.499, Base Lr: 1.41e-03
2024-04-29 00:31:22 transreid.train INFO: Epoch[27] Iter[30/47] Loss: 3.363, Acc: 0.532, Base Lr: 1.41e-03
2024-04-29 00:31:22 transreid.train INFO: Epoch[27] Iter[35/47] Loss: 3.219, Acc: 0.570, Base Lr: 1.41e-03
2024-04-29 00:31:23 transreid.train INFO: Epoch[27] Iter[40/47] Loss: 3.080, Acc: 0.605, Base Lr: 1.41e-03
2024-04-29 00:31:24 transreid.train INFO: Epoch 27 done. Time per epoch: 7.231[s] Speed: 1557.7[samples/s]
2024-04-29 00:31:25 transreid.train INFO: Epoch[28] Iter[5/47] Loss: 3.751, Acc: 0.448, Base Lr: 1.39e-03
2024-04-29 00:31:26 transreid.train INFO: Epoch[28] Iter[10/47] Loss: 3.604, Acc: 0.469, Base Lr: 1.39e-03
2024-04-29 00:31:27 transreid.train INFO: Epoch[28] Iter[15/47] Loss: 3.474, Acc: 0.491, Base Lr: 1.39e-03
2024-04-29 00:31:28 transreid.train INFO: Epoch[28] Iter[20/47] Loss: 3.371, Acc: 0.510, Base Lr: 1.39e-03
2024-04-29 00:31:28 transreid.train INFO: Epoch[28] Iter[25/47] Loss: 3.296, Acc: 0.529, Base Lr: 1.39e-03
2024-04-29 00:31:29 transreid.train INFO: Epoch[28] Iter[30/47] Loss: 3.166, Acc: 0.562, Base Lr: 1.39e-03
2024-04-29 00:31:30 transreid.train INFO: Epoch[28] Iter[35/47] Loss: 3.032, Acc: 0.596, Base Lr: 1.39e-03
2024-04-29 00:31:30 transreid.train INFO: Epoch[28] Iter[40/47] Loss: 2.899, Acc: 0.629, Base Lr: 1.39e-03
2024-04-29 00:31:31 transreid.train INFO: Epoch 28 done. Time per epoch: 7.226[s] Speed: 1558.8[samples/s]
2024-04-29 00:31:33 transreid.train INFO: Epoch[29] Iter[5/47] Loss: 3.652, Acc: 0.454, Base Lr: 1.38e-03
2024-04-29 00:31:33 transreid.train INFO: Epoch[29] Iter[10/47] Loss: 3.483, Acc: 0.495, Base Lr: 1.38e-03
2024-04-29 00:31:34 transreid.train INFO: Epoch[29] Iter[15/47] Loss: 3.352, Acc: 0.515, Base Lr: 1.38e-03
2024-04-29 00:31:35 transreid.train INFO: Epoch[29] Iter[20/47] Loss: 3.243, Acc: 0.537, Base Lr: 1.38e-03
2024-04-29 00:31:35 transreid.train INFO: Epoch[29] Iter[25/47] Loss: 3.128, Acc: 0.561, Base Lr: 1.38e-03
2024-04-29 00:31:36 transreid.train INFO: Epoch[29] Iter[30/47] Loss: 3.019, Acc: 0.588, Base Lr: 1.38e-03
2024-04-29 00:31:37 transreid.train INFO: Epoch[29] Iter[35/47] Loss: 2.875, Acc: 0.622, Base Lr: 1.38e-03
2024-04-29 00:31:37 transreid.train INFO: Epoch[29] Iter[40/47] Loss: 2.747, Acc: 0.651, Base Lr: 1.38e-03
2024-04-29 00:31:38 transreid.train INFO: Epoch 29 done. Time per epoch: 7.068[s] Speed: 1593.6[samples/s]
2024-04-29 00:31:40 transreid.train INFO: Epoch[30] Iter[5/47] Loss: 3.592, Acc: 0.469, Base Lr: 1.37e-03
2024-04-29 00:31:40 transreid.train INFO: Epoch[30] Iter[10/47] Loss: 3.305, Acc: 0.509, Base Lr: 1.37e-03
2024-04-29 00:31:41 transreid.train INFO: Epoch[30] Iter[15/47] Loss: 3.219, Acc: 0.531, Base Lr: 1.37e-03
2024-04-29 00:31:42 transreid.train INFO: Epoch[30] Iter[20/47] Loss: 3.123, Acc: 0.551, Base Lr: 1.37e-03
2024-04-29 00:31:42 transreid.train INFO: Epoch[30] Iter[25/47] Loss: 2.991, Acc: 0.582, Base Lr: 1.37e-03
2024-04-29 00:31:43 transreid.train INFO: Epoch[30] Iter[30/47] Loss: 2.907, Acc: 0.606, Base Lr: 1.37e-03
2024-04-29 00:31:44 transreid.train INFO: Epoch[30] Iter[35/47] Loss: 2.765, Acc: 0.639, Base Lr: 1.37e-03
2024-04-29 00:31:44 transreid.train INFO: Epoch[30] Iter[40/47] Loss: 2.640, Acc: 0.668, Base Lr: 1.37e-03
2024-04-29 00:31:45 transreid.train INFO: Epoch 30 done. Time per epoch: 7.158[s] Speed: 1573.7[samples/s]
2024-04-29 00:31:57 transreid.train INFO: Validation Results - Epoch: 30
2024-04-29 00:31:57 transreid.train INFO: mAP: 85.8%
2024-04-29 00:31:57 transreid.train INFO: CMC curve, Rank-1  :93.8%
2024-04-29 00:31:57 transreid.train INFO: CMC curve, Rank-5  :98.0%
2024-04-29 00:31:57 transreid.train INFO: CMC curve, Rank-10 :98.6%
2024-04-29 00:31:59 transreid.train INFO: Epoch[31] Iter[5/47] Loss: 3.281, Acc: 0.523, Base Lr: 1.35e-03
2024-04-29 00:32:00 transreid.train INFO: Epoch[31] Iter[10/47] Loss: 3.209, Acc: 0.527, Base Lr: 1.35e-03
2024-04-29 00:32:00 transreid.train INFO: Epoch[31] Iter[15/47] Loss: 3.044, Acc: 0.558, Base Lr: 1.35e-03
2024-04-29 00:32:01 transreid.train INFO: Epoch[31] Iter[20/47] Loss: 2.917, Acc: 0.585, Base Lr: 1.35e-03
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2024-04-29 00:32:03 transreid.train INFO: Epoch[31] Iter[35/47] Loss: 2.635, Acc: 0.656, Base Lr: 1.35e-03
2024-04-29 00:32:04 transreid.train INFO: Epoch[31] Iter[40/47] Loss: 2.509, Acc: 0.684, Base Lr: 1.35e-03
2024-04-29 00:32:04 transreid.train INFO: Epoch 31 done. Time per epoch: 7.317[s] Speed: 1504.4[samples/s]
2024-04-29 00:32:06 transreid.train INFO: Epoch[32] Iter[5/47] Loss: 3.289, Acc: 0.506, Base Lr: 1.34e-03
2024-04-29 00:32:07 transreid.train INFO: Epoch[32] Iter[10/47] Loss: 3.187, Acc: 0.518, Base Lr: 1.34e-03
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2024-04-29 00:32:08 transreid.train INFO: Epoch[32] Iter[20/47] Loss: 2.957, Acc: 0.575, Base Lr: 1.34e-03
2024-04-29 00:32:09 transreid.train INFO: Epoch[32] Iter[25/47] Loss: 2.831, Acc: 0.608, Base Lr: 1.34e-03
2024-04-29 00:32:10 transreid.train INFO: Epoch[32] Iter[30/47] Loss: 2.688, Acc: 0.645, Base Lr: 1.34e-03
2024-04-29 00:32:10 transreid.train INFO: Epoch[32] Iter[35/47] Loss: 2.560, Acc: 0.677, Base Lr: 1.34e-03
2024-04-29 00:32:11 transreid.train INFO: Epoch[32] Iter[40/47] Loss: 2.425, Acc: 0.707, Base Lr: 1.34e-03
2024-04-29 00:32:11 transreid.train INFO: Epoch 32 done. Time per epoch: 7.209[s] Speed: 1562.5[samples/s]
2024-04-29 00:32:13 transreid.train INFO: Epoch[33] Iter[5/47] Loss: 3.183, Acc: 0.512, Base Lr: 1.32e-03
2024-04-29 00:32:14 transreid.train INFO: Epoch[33] Iter[10/47] Loss: 3.065, Acc: 0.551, Base Lr: 1.32e-03
2024-04-29 00:32:15 transreid.train INFO: Epoch[33] Iter[15/47] Loss: 2.883, Acc: 0.582, Base Lr: 1.32e-03
2024-04-29 00:32:15 transreid.train INFO: Epoch[33] Iter[20/47] Loss: 2.785, Acc: 0.609, Base Lr: 1.32e-03
2024-04-29 00:32:16 transreid.train INFO: Epoch[33] Iter[25/47] Loss: 2.674, Acc: 0.636, Base Lr: 1.32e-03
2024-04-29 00:32:17 transreid.train INFO: Epoch[33] Iter[30/47] Loss: 2.549, Acc: 0.665, Base Lr: 1.32e-03
2024-04-29 00:32:17 transreid.train INFO: Epoch[33] Iter[35/47] Loss: 2.424, Acc: 0.697, Base Lr: 1.32e-03
2024-04-29 00:32:18 transreid.train INFO: Epoch[33] Iter[40/47] Loss: 2.306, Acc: 0.724, Base Lr: 1.32e-03
2024-04-29 00:32:19 transreid.train INFO: Epoch 33 done. Time per epoch: 7.204[s] Speed: 1563.5[samples/s]
2024-04-29 00:32:21 transreid.train INFO: Epoch[34] Iter[5/47] Loss: 3.212, Acc: 0.512, Base Lr: 1.30e-03
2024-04-29 00:32:21 transreid.train INFO: Epoch[34] Iter[10/47] Loss: 2.938, Acc: 0.571, Base Lr: 1.30e-03
2024-04-29 00:32:22 transreid.train INFO: Epoch[34] Iter[15/47] Loss: 2.800, Acc: 0.595, Base Lr: 1.30e-03
2024-04-29 00:32:23 transreid.train INFO: Epoch[34] Iter[20/47] Loss: 2.715, Acc: 0.613, Base Lr: 1.30e-03
2024-04-29 00:32:23 transreid.train INFO: Epoch[34] Iter[25/47] Loss: 2.608, Acc: 0.642, Base Lr: 1.30e-03
2024-04-29 00:32:24 transreid.train INFO: Epoch[34] Iter[30/47] Loss: 2.472, Acc: 0.672, Base Lr: 1.30e-03
2024-04-29 00:32:25 transreid.train INFO: Epoch[34] Iter[35/47] Loss: 2.345, Acc: 0.700, Base Lr: 1.30e-03
2024-04-29 00:32:25 transreid.train INFO: Epoch[34] Iter[40/47] Loss: 2.223, Acc: 0.730, Base Lr: 1.30e-03
2024-04-29 00:32:26 transreid.train INFO: Epoch 34 done. Time per epoch: 7.426[s] Speed: 1516.8[samples/s]
2024-04-29 00:32:28 transreid.train INFO: Epoch[35] Iter[5/47] Loss: 3.015, Acc: 0.541, Base Lr: 1.29e-03
2024-04-29 00:32:29 transreid.train INFO: Epoch[35] Iter[10/47] Loss: 2.850, Acc: 0.576, Base Lr: 1.29e-03
2024-04-29 00:32:30 transreid.train INFO: Epoch[35] Iter[15/47] Loss: 2.724, Acc: 0.604, Base Lr: 1.29e-03
2024-04-29 00:32:30 transreid.train INFO: Epoch[35] Iter[20/47] Loss: 2.615, Acc: 0.630, Base Lr: 1.29e-03
2024-04-29 00:32:31 transreid.train INFO: Epoch[35] Iter[25/47] Loss: 2.478, Acc: 0.667, Base Lr: 1.29e-03
2024-04-29 00:32:32 transreid.train INFO: Epoch[35] Iter[30/47] Loss: 2.357, Acc: 0.695, Base Lr: 1.29e-03
2024-04-29 00:32:32 transreid.train INFO: Epoch[35] Iter[35/47] Loss: 2.233, Acc: 0.721, Base Lr: 1.29e-03
2024-04-29 00:32:33 transreid.train INFO: Epoch[35] Iter[40/47] Loss: 2.122, Acc: 0.748, Base Lr: 1.29e-03
2024-04-29 00:32:34 transreid.train INFO: Epoch 35 done. Time per epoch: 7.457[s] Speed: 1510.6[samples/s]
2024-04-29 00:32:35 transreid.train INFO: Epoch[36] Iter[5/47] Loss: 3.031, Acc: 0.520, Base Lr: 1.27e-03
2024-04-29 00:32:36 transreid.train INFO: Epoch[36] Iter[10/47] Loss: 2.729, Acc: 0.584, Base Lr: 1.27e-03
2024-04-29 00:32:37 transreid.train INFO: Epoch[36] Iter[15/47] Loss: 2.657, Acc: 0.612, Base Lr: 1.27e-03
2024-04-29 00:32:37 transreid.train INFO: Epoch[36] Iter[20/47] Loss: 2.534, Acc: 0.640, Base Lr: 1.27e-03
2024-04-29 00:32:38 transreid.train INFO: Epoch[36] Iter[25/47] Loss: 2.381, Acc: 0.681, Base Lr: 1.27e-03
2024-04-29 00:32:39 transreid.train INFO: Epoch[36] Iter[30/47] Loss: 2.280, Acc: 0.705, Base Lr: 1.27e-03
2024-04-29 00:32:39 transreid.train INFO: Epoch[36] Iter[35/47] Loss: 2.162, Acc: 0.732, Base Lr: 1.27e-03
2024-04-29 00:32:40 transreid.train INFO: Epoch[36] Iter[40/47] Loss: 2.055, Acc: 0.758, Base Lr: 1.27e-03
2024-04-29 00:32:41 transreid.train INFO: Epoch 36 done. Time per epoch: 7.132[s] Speed: 1579.4[samples/s]
2024-04-29 00:32:42 transreid.train INFO: Epoch[37] Iter[5/47] Loss: 2.608, Acc: 0.629, Base Lr: 1.25e-03
2024-04-29 00:32:43 transreid.train INFO: Epoch[37] Iter[10/47] Loss: 2.622, Acc: 0.622, Base Lr: 1.25e-03
2024-04-29 00:32:44 transreid.train INFO: Epoch[37] Iter[15/47] Loss: 2.499, Acc: 0.645, Base Lr: 1.25e-03
2024-04-29 00:32:45 transreid.train INFO: Epoch[37] Iter[20/47] Loss: 2.390, Acc: 0.674, Base Lr: 1.25e-03
2024-04-29 00:32:45 transreid.train INFO: Epoch[37] Iter[25/47] Loss: 2.268, Acc: 0.701, Base Lr: 1.25e-03
2024-04-29 00:32:46 transreid.train INFO: Epoch[37] Iter[30/47] Loss: 2.160, Acc: 0.724, Base Lr: 1.25e-03
2024-04-29 00:32:47 transreid.train INFO: Epoch[37] Iter[35/47] Loss: 2.056, Acc: 0.748, Base Lr: 1.25e-03
2024-04-29 00:32:47 transreid.train INFO: Epoch[37] Iter[40/47] Loss: 1.969, Acc: 0.768, Base Lr: 1.25e-03
2024-04-29 00:32:48 transreid.train INFO: Epoch 37 done. Time per epoch: 7.032[s] Speed: 1565.5[samples/s]
2024-04-29 00:32:50 transreid.train INFO: Epoch[38] Iter[5/47] Loss: 2.611, Acc: 0.611, Base Lr: 1.24e-03
2024-04-29 00:32:50 transreid.train INFO: Epoch[38] Iter[10/47] Loss: 2.493, Acc: 0.638, Base Lr: 1.24e-03
2024-04-29 00:32:51 transreid.train INFO: Epoch[38] Iter[15/47] Loss: 2.413, Acc: 0.656, Base Lr: 1.24e-03
2024-04-29 00:32:52 transreid.train INFO: Epoch[38] Iter[20/47] Loss: 2.319, Acc: 0.677, Base Lr: 1.24e-03
2024-04-29 00:32:52 transreid.train INFO: Epoch[38] Iter[25/47] Loss: 2.229, Acc: 0.700, Base Lr: 1.24e-03
2024-04-29 00:32:53 transreid.train INFO: Epoch[38] Iter[30/47] Loss: 2.125, Acc: 0.728, Base Lr: 1.24e-03
2024-04-29 00:32:54 transreid.train INFO: Epoch[38] Iter[35/47] Loss: 2.021, Acc: 0.755, Base Lr: 1.24e-03
2024-04-29 00:32:54 transreid.train INFO: Epoch[38] Iter[40/47] Loss: 1.911, Acc: 0.778, Base Lr: 1.24e-03
2024-04-29 00:32:55 transreid.train INFO: Epoch 38 done. Time per epoch: 7.376[s] Speed: 1527.2[samples/s]
2024-04-29 00:32:57 transreid.train INFO: Epoch[39] Iter[5/47] Loss: 2.749, Acc: 0.604, Base Lr: 1.22e-03
2024-04-29 00:32:58 transreid.train INFO: Epoch[39] Iter[10/47] Loss: 2.531, Acc: 0.644, Base Lr: 1.22e-03
2024-04-29 00:32:58 transreid.train INFO: Epoch[39] Iter[15/47] Loss: 2.411, Acc: 0.666, Base Lr: 1.22e-03
2024-04-29 00:32:59 transreid.train INFO: Epoch[39] Iter[20/47] Loss: 2.282, Acc: 0.692, Base Lr: 1.22e-03
2024-04-29 00:33:00 transreid.train INFO: Epoch[39] Iter[25/47] Loss: 2.161, Acc: 0.718, Base Lr: 1.22e-03
2024-04-29 00:33:00 transreid.train INFO: Epoch[39] Iter[30/47] Loss: 2.077, Acc: 0.738, Base Lr: 1.22e-03
2024-04-29 00:33:01 transreid.train INFO: Epoch[39] Iter[35/47] Loss: 1.969, Acc: 0.763, Base Lr: 1.22e-03
2024-04-29 00:33:02 transreid.train INFO: Epoch[39] Iter[40/47] Loss: 1.868, Acc: 0.786, Base Lr: 1.22e-03
2024-04-29 00:33:02 transreid.train INFO: Epoch 39 done. Time per epoch: 7.328[s] Speed: 1537.0[samples/s]
2024-04-29 00:33:04 transreid.train INFO: Epoch[40] Iter[5/47] Loss: 2.561, Acc: 0.627, Base Lr: 1.20e-03
2024-04-29 00:33:05 transreid.train INFO: Epoch[40] Iter[10/47] Loss: 2.408, Acc: 0.658, Base Lr: 1.20e-03
2024-04-29 00:33:06 transreid.train INFO: Epoch[40] Iter[15/47] Loss: 2.327, Acc: 0.678, Base Lr: 1.20e-03
2024-04-29 00:33:06 transreid.train INFO: Epoch[40] Iter[20/47] Loss: 2.178, Acc: 0.709, Base Lr: 1.20e-03
2024-04-29 00:33:07 transreid.train INFO: Epoch[40] Iter[25/47] Loss: 2.070, Acc: 0.733, Base Lr: 1.20e-03
2024-04-29 00:33:08 transreid.train INFO: Epoch[40] Iter[30/47] Loss: 1.959, Acc: 0.757, Base Lr: 1.20e-03
2024-04-29 00:33:08 transreid.train INFO: Epoch[40] Iter[35/47] Loss: 1.868, Acc: 0.778, Base Lr: 1.20e-03
2024-04-29 00:33:09 transreid.train INFO: Epoch[40] Iter[40/47] Loss: 1.779, Acc: 0.797, Base Lr: 1.20e-03
2024-04-29 00:33:10 transreid.train INFO: Epoch 40 done. Time per epoch: 7.275[s] Speed: 1548.3[samples/s]
2024-04-29 00:33:21 transreid.train INFO: Validation Results - Epoch: 40
2024-04-29 00:33:21 transreid.train INFO: mAP: 87.0%
2024-04-29 00:33:21 transreid.train INFO: CMC curve, Rank-1  :94.3%
2024-04-29 00:33:21 transreid.train INFO: CMC curve, Rank-5  :98.2%
2024-04-29 00:33:21 transreid.train INFO: CMC curve, Rank-10 :98.9%
2024-04-29 00:33:23 transreid.train INFO: Epoch[41] Iter[5/47] Loss: 2.398, Acc: 0.637, Base Lr: 1.18e-03
2024-04-29 00:33:24 transreid.train INFO: Epoch[41] Iter[10/47] Loss: 2.379, Acc: 0.643, Base Lr: 1.18e-03
2024-04-29 00:33:24 transreid.train INFO: Epoch[41] Iter[15/47] Loss: 2.211, Acc: 0.682, Base Lr: 1.18e-03
2024-04-29 00:33:25 transreid.train INFO: Epoch[41] Iter[20/47] Loss: 2.096, Acc: 0.713, Base Lr: 1.18e-03
2024-04-29 00:33:26 transreid.train INFO: Epoch[41] Iter[25/47] Loss: 2.002, Acc: 0.738, Base Lr: 1.18e-03
2024-04-29 00:33:26 transreid.train INFO: Epoch[41] Iter[30/47] Loss: 1.913, Acc: 0.761, Base Lr: 1.18e-03
2024-04-29 00:33:27 transreid.train INFO: Epoch[41] Iter[35/47] Loss: 1.819, Acc: 0.781, Base Lr: 1.18e-03
2024-04-29 00:33:28 transreid.train INFO: Epoch[41] Iter[40/47] Loss: 1.715, Acc: 0.802, Base Lr: 1.18e-03
2024-04-29 00:33:28 transreid.train INFO: Epoch 41 done. Time per epoch: 7.245[s] Speed: 1554.7[samples/s]
2024-04-29 00:33:30 transreid.train INFO: Epoch[42] Iter[5/47] Loss: 2.272, Acc: 0.666, Base Lr: 1.16e-03
2024-04-29 00:33:31 transreid.train INFO: Epoch[42] Iter[10/47] Loss: 2.268, Acc: 0.667, Base Lr: 1.16e-03
2024-04-29 00:33:32 transreid.train INFO: Epoch[42] Iter[15/47] Loss: 2.150, Acc: 0.695, Base Lr: 1.16e-03
2024-04-29 00:33:32 transreid.train INFO: Epoch[42] Iter[20/47] Loss: 2.038, Acc: 0.722, Base Lr: 1.16e-03
2024-04-29 00:33:33 transreid.train INFO: Epoch[42] Iter[25/47] Loss: 1.947, Acc: 0.745, Base Lr: 1.16e-03
2024-04-29 00:33:34 transreid.train INFO: Epoch[42] Iter[30/47] Loss: 1.846, Acc: 0.768, Base Lr: 1.16e-03
2024-04-29 00:33:34 transreid.train INFO: Epoch[42] Iter[35/47] Loss: 1.751, Acc: 0.789, Base Lr: 1.16e-03
2024-04-29 00:33:35 transreid.train INFO: Epoch[42] Iter[40/47] Loss: 1.663, Acc: 0.808, Base Lr: 1.16e-03
2024-04-29 00:33:36 transreid.train INFO: Epoch 42 done. Time per epoch: 7.246[s] Speed: 1554.5[samples/s]
2024-04-29 00:33:38 transreid.train INFO: Epoch[43] Iter[5/47] Loss: 2.399, Acc: 0.643, Base Lr: 1.15e-03
2024-04-29 00:33:38 transreid.train INFO: Epoch[43] Iter[10/47] Loss: 2.241, Acc: 0.676, Base Lr: 1.15e-03
2024-04-29 00:33:39 transreid.train INFO: Epoch[43] Iter[15/47] Loss: 2.118, Acc: 0.703, Base Lr: 1.15e-03
2024-04-29 00:33:40 transreid.train INFO: Epoch[43] Iter[20/47] Loss: 1.996, Acc: 0.729, Base Lr: 1.15e-03
2024-04-29 00:33:40 transreid.train INFO: Epoch[43] Iter[25/47] Loss: 1.894, Acc: 0.753, Base Lr: 1.15e-03
2024-04-29 00:33:41 transreid.train INFO: Epoch[43] Iter[30/47] Loss: 1.809, Acc: 0.773, Base Lr: 1.15e-03
2024-04-29 00:33:42 transreid.train INFO: Epoch[43] Iter[35/47] Loss: 1.709, Acc: 0.797, Base Lr: 1.15e-03
2024-04-29 00:33:42 transreid.train INFO: Epoch[43] Iter[40/47] Loss: 1.611, Acc: 0.816, Base Lr: 1.15e-03
2024-04-29 00:33:43 transreid.train INFO: Epoch 43 done. Time per epoch: 7.321[s] Speed: 1538.5[samples/s]
2024-04-29 00:33:45 transreid.train INFO: Epoch[44] Iter[5/47] Loss: 2.345, Acc: 0.656, Base Lr: 1.13e-03
2024-04-29 00:33:46 transreid.train INFO: Epoch[44] Iter[10/47] Loss: 2.159, Acc: 0.686, Base Lr: 1.13e-03
2024-04-29 00:33:46 transreid.train INFO: Epoch[44] Iter[15/47] Loss: 2.062, Acc: 0.703, Base Lr: 1.13e-03
2024-04-29 00:33:47 transreid.train INFO: Epoch[44] Iter[20/47] Loss: 1.932, Acc: 0.736, Base Lr: 1.13e-03
2024-04-29 00:33:48 transreid.train INFO: Epoch[44] Iter[25/47] Loss: 1.846, Acc: 0.756, Base Lr: 1.13e-03
2024-04-29 00:33:48 transreid.train INFO: Epoch[44] Iter[30/47] Loss: 1.737, Acc: 0.782, Base Lr: 1.13e-03
2024-04-29 00:33:49 transreid.train INFO: Epoch[44] Iter[35/47] Loss: 1.652, Acc: 0.802, Base Lr: 1.13e-03
2024-04-29 00:33:50 transreid.train INFO: Epoch[44] Iter[40/47] Loss: 1.565, Acc: 0.820, Base Lr: 1.13e-03
2024-04-29 00:33:50 transreid.train INFO: Epoch 44 done. Time per epoch: 7.330[s] Speed: 1536.6[samples/s]
2024-04-29 00:33:52 transreid.train INFO: Epoch[45] Iter[5/47] Loss: 2.203, Acc: 0.685, Base Lr: 1.11e-03
2024-04-29 00:33:53 transreid.train INFO: Epoch[45] Iter[10/47] Loss: 2.112, Acc: 0.694, Base Lr: 1.11e-03
2024-04-29 00:33:54 transreid.train INFO: Epoch[45] Iter[15/47] Loss: 1.987, Acc: 0.728, Base Lr: 1.11e-03
2024-04-29 00:33:54 transreid.train INFO: Epoch[45] Iter[20/47] Loss: 1.895, Acc: 0.752, Base Lr: 1.11e-03
2024-04-29 00:33:55 transreid.train INFO: Epoch[45] Iter[25/47] Loss: 1.781, Acc: 0.779, Base Lr: 1.11e-03
2024-04-29 00:33:55 transreid.train INFO: Epoch[45] Iter[30/47] Loss: 1.709, Acc: 0.797, Base Lr: 1.11e-03
2024-04-29 00:33:56 transreid.train INFO: Epoch[45] Iter[35/47] Loss: 1.624, Acc: 0.814, Base Lr: 1.11e-03
2024-04-29 00:33:57 transreid.train INFO: Epoch[45] Iter[40/47] Loss: 1.545, Acc: 0.831, Base Lr: 1.11e-03
2024-04-29 00:33:57 transreid.train INFO: Epoch 45 done. Time per epoch: 7.130[s] Speed: 1579.9[samples/s]
2024-04-29 00:33:59 transreid.train INFO: Epoch[46] Iter[5/47] Loss: 1.980, Acc: 0.725, Base Lr: 1.09e-03
2024-04-29 00:34:00 transreid.train INFO: Epoch[46] Iter[10/47] Loss: 2.002, Acc: 0.727, Base Lr: 1.09e-03
2024-04-29 00:34:01 transreid.train INFO: Epoch[46] Iter[15/47] Loss: 1.916, Acc: 0.742, Base Lr: 1.09e-03
2024-04-29 00:34:01 transreid.train INFO: Epoch[46] Iter[20/47] Loss: 1.799, Acc: 0.767, Base Lr: 1.09e-03
2024-04-29 00:34:02 transreid.train INFO: Epoch[46] Iter[25/47] Loss: 1.727, Acc: 0.784, Base Lr: 1.09e-03
2024-04-29 00:34:03 transreid.train INFO: Epoch[46] Iter[30/47] Loss: 1.640, Acc: 0.802, Base Lr: 1.09e-03
2024-04-29 00:34:03 transreid.train INFO: Epoch[46] Iter[35/47] Loss: 1.552, Acc: 0.821, Base Lr: 1.09e-03
2024-04-29 00:34:04 transreid.train INFO: Epoch[46] Iter[40/47] Loss: 1.463, Acc: 0.839, Base Lr: 1.09e-03
2024-04-29 00:34:05 transreid.train INFO: Epoch 46 done. Time per epoch: 7.239[s] Speed: 1556.1[samples/s]
2024-04-29 00:34:06 transreid.train INFO: Epoch[47] Iter[5/47] Loss: 1.993, Acc: 0.710, Base Lr: 1.07e-03
2024-04-29 00:34:07 transreid.train INFO: Epoch[47] Iter[10/47] Loss: 1.965, Acc: 0.722, Base Lr: 1.07e-03
2024-04-29 00:34:08 transreid.train INFO: Epoch[47] Iter[15/47] Loss: 1.855, Acc: 0.749, Base Lr: 1.07e-03
2024-04-29 00:34:09 transreid.train INFO: Epoch[47] Iter[20/47] Loss: 1.803, Acc: 0.764, Base Lr: 1.07e-03
2024-04-29 00:34:09 transreid.train INFO: Epoch[47] Iter[25/47] Loss: 1.702, Acc: 0.787, Base Lr: 1.07e-03
2024-04-29 00:34:10 transreid.train INFO: Epoch[47] Iter[30/47] Loss: 1.604, Acc: 0.808, Base Lr: 1.07e-03
2024-04-29 00:34:11 transreid.train INFO: Epoch[47] Iter[35/47] Loss: 1.523, Acc: 0.825, Base Lr: 1.07e-03
2024-04-29 00:34:11 transreid.train INFO: Epoch[47] Iter[40/47] Loss: 1.443, Acc: 0.842, Base Lr: 1.07e-03
2024-04-29 00:34:12 transreid.train INFO: Epoch 47 done. Time per epoch: 7.264[s] Speed: 1550.6[samples/s]
2024-04-29 00:34:14 transreid.train INFO: Epoch[48] Iter[5/47] Loss: 2.208, Acc: 0.690, Base Lr: 1.05e-03
2024-04-29 00:34:15 transreid.train INFO: Epoch[48] Iter[10/47] Loss: 1.996, Acc: 0.718, Base Lr: 1.05e-03
2024-04-29 00:34:15 transreid.train INFO: Epoch[48] Iter[15/47] Loss: 1.851, Acc: 0.751, Base Lr: 1.05e-03
2024-04-29 00:34:16 transreid.train INFO: Epoch[48] Iter[20/47] Loss: 1.723, Acc: 0.776, Base Lr: 1.05e-03
2024-04-29 00:34:17 transreid.train INFO: Epoch[48] Iter[25/47] Loss: 1.631, Acc: 0.796, Base Lr: 1.05e-03
2024-04-29 00:34:17 transreid.train INFO: Epoch[48] Iter[30/47] Loss: 1.532, Acc: 0.818, Base Lr: 1.05e-03
2024-04-29 00:34:18 transreid.train INFO: Epoch[48] Iter[35/47] Loss: 1.464, Acc: 0.834, Base Lr: 1.05e-03
2024-04-29 00:34:18 transreid.train INFO: Epoch[48] Iter[40/47] Loss: 1.385, Acc: 0.851, Base Lr: 1.05e-03
2024-04-29 00:34:19 transreid.train INFO: Epoch 48 done. Time per epoch: 7.184[s] Speed: 1567.9[samples/s]
2024-04-29 00:34:21 transreid.train INFO: Epoch[49] Iter[5/47] Loss: 1.967, Acc: 0.716, Base Lr: 1.03e-03
2024-04-29 00:34:22 transreid.train INFO: Epoch[49] Iter[10/47] Loss: 1.955, Acc: 0.718, Base Lr: 1.03e-03
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2024-04-29 00:34:24 transreid.train INFO: Epoch[49] Iter[25/47] Loss: 1.601, Acc: 0.807, Base Lr: 1.03e-03
2024-04-29 00:34:24 transreid.train INFO: Epoch[49] Iter[30/47] Loss: 1.521, Acc: 0.822, Base Lr: 1.03e-03
2024-04-29 00:34:25 transreid.train INFO: Epoch[49] Iter[35/47] Loss: 1.444, Acc: 0.839, Base Lr: 1.03e-03
2024-04-29 00:34:26 transreid.train INFO: Epoch[49] Iter[40/47] Loss: 1.362, Acc: 0.854, Base Lr: 1.03e-03
2024-04-29 00:34:26 transreid.train INFO: Epoch 49 done. Time per epoch: 7.232[s] Speed: 1557.4[samples/s]
2024-04-29 00:34:28 transreid.train INFO: Epoch[50] Iter[5/47] Loss: 2.015, Acc: 0.716, Base Lr: 1.01e-03
2024-04-29 00:34:29 transreid.train INFO: Epoch[50] Iter[10/47] Loss: 1.960, Acc: 0.727, Base Lr: 1.01e-03
2024-04-29 00:34:30 transreid.train INFO: Epoch[50] Iter[15/47] Loss: 1.792, Acc: 0.764, Base Lr: 1.01e-03
2024-04-29 00:34:30 transreid.train INFO: Epoch[50] Iter[20/47] Loss: 1.701, Acc: 0.785, Base Lr: 1.01e-03
2024-04-29 00:34:31 transreid.train INFO: Epoch[50] Iter[25/47] Loss: 1.605, Acc: 0.803, Base Lr: 1.01e-03
2024-04-29 00:34:32 transreid.train INFO: Epoch[50] Iter[30/47] Loss: 1.520, Acc: 0.823, Base Lr: 1.01e-03
2024-04-29 00:34:32 transreid.train INFO: Epoch[50] Iter[35/47] Loss: 1.421, Acc: 0.842, Base Lr: 1.01e-03
2024-04-29 00:34:33 transreid.train INFO: Epoch[50] Iter[40/47] Loss: 1.338, Acc: 0.858, Base Lr: 1.01e-03
2024-04-29 00:34:34 transreid.train INFO: Epoch 50 done. Time per epoch: 7.309[s] Speed: 1541.0[samples/s]
2024-04-29 00:34:45 transreid.train INFO: Validation Results - Epoch: 50
2024-04-29 00:34:45 transreid.train INFO: mAP: 87.6%
2024-04-29 00:34:45 transreid.train INFO: CMC curve, Rank-1  :94.6%
2024-04-29 00:34:45 transreid.train INFO: CMC curve, Rank-5  :98.3%
2024-04-29 00:34:45 transreid.train INFO: CMC curve, Rank-10 :98.8%
2024-04-29 00:34:47 transreid.train INFO: Epoch[51] Iter[5/47] Loss: 1.868, Acc: 0.755, Base Lr: 9.88e-04
2024-04-29 00:34:48 transreid.train INFO: Epoch[51] Iter[10/47] Loss: 1.809, Acc: 0.761, Base Lr: 9.88e-04
2024-04-29 00:34:49 transreid.train INFO: Epoch[51] Iter[15/47] Loss: 1.714, Acc: 0.780, Base Lr: 9.88e-04
2024-04-29 00:34:49 transreid.train INFO: Epoch[51] Iter[20/47] Loss: 1.633, Acc: 0.797, Base Lr: 9.88e-04
2024-04-29 00:34:50 transreid.train INFO: Epoch[51] Iter[25/47] Loss: 1.548, Acc: 0.815, Base Lr: 9.88e-04
2024-04-29 00:34:51 transreid.train INFO: Epoch[51] Iter[30/47] Loss: 1.459, Acc: 0.832, Base Lr: 9.88e-04
2024-04-29 00:34:51 transreid.train INFO: Epoch[51] Iter[35/47] Loss: 1.386, Acc: 0.849, Base Lr: 9.88e-04
2024-04-29 00:34:52 transreid.train INFO: Epoch[51] Iter[40/47] Loss: 1.305, Acc: 0.865, Base Lr: 9.88e-04
2024-04-29 00:34:53 transreid.train INFO: Epoch 51 done. Time per epoch: 7.332[s] Speed: 1536.4[samples/s]
2024-04-29 00:34:55 transreid.train INFO: Epoch[52] Iter[5/47] Loss: 1.948, Acc: 0.730, Base Lr: 9.68e-04
2024-04-29 00:34:55 transreid.train INFO: Epoch[52] Iter[10/47] Loss: 1.832, Acc: 0.743, Base Lr: 9.68e-04
2024-04-29 00:34:56 transreid.train INFO: Epoch[52] Iter[15/47] Loss: 1.716, Acc: 0.771, Base Lr: 9.68e-04
2024-04-29 00:34:57 transreid.train INFO: Epoch[52] Iter[20/47] Loss: 1.620, Acc: 0.791, Base Lr: 9.68e-04
2024-04-29 00:34:57 transreid.train INFO: Epoch[52] Iter[25/47] Loss: 1.514, Acc: 0.816, Base Lr: 9.68e-04
2024-04-29 00:34:58 transreid.train INFO: Epoch[52] Iter[30/47] Loss: 1.411, Acc: 0.839, Base Lr: 9.68e-04
2024-04-29 00:34:59 transreid.train INFO: Epoch[52] Iter[35/47] Loss: 1.329, Acc: 0.855, Base Lr: 9.68e-04
2024-04-29 00:34:59 transreid.train INFO: Epoch[52] Iter[40/47] Loss: 1.258, Acc: 0.869, Base Lr: 9.68e-04
2024-04-29 00:35:00 transreid.train INFO: Epoch 52 done. Time per epoch: 7.323[s] Speed: 1538.2[samples/s]
2024-04-29 00:35:02 transreid.train INFO: Epoch[53] Iter[5/47] Loss: 1.628, Acc: 0.796, Base Lr: 9.47e-04
2024-04-29 00:35:03 transreid.train INFO: Epoch[53] Iter[10/47] Loss: 1.637, Acc: 0.796, Base Lr: 9.47e-04
2024-04-29 00:35:03 transreid.train INFO: Epoch[53] Iter[15/47] Loss: 1.618, Acc: 0.806, Base Lr: 9.47e-04
2024-04-29 00:35:04 transreid.train INFO: Epoch[53] Iter[20/47] Loss: 1.524, Acc: 0.821, Base Lr: 9.47e-04
2024-04-29 00:35:05 transreid.train INFO: Epoch[53] Iter[25/47] Loss: 1.457, Acc: 0.833, Base Lr: 9.47e-04
2024-04-29 00:35:05 transreid.train INFO: Epoch[53] Iter[30/47] Loss: 1.371, Acc: 0.850, Base Lr: 9.47e-04
2024-04-29 00:35:06 transreid.train INFO: Epoch[53] Iter[35/47] Loss: 1.289, Acc: 0.864, Base Lr: 9.47e-04
2024-04-29 00:35:07 transreid.train INFO: Epoch[53] Iter[40/47] Loss: 1.225, Acc: 0.877, Base Lr: 9.47e-04
2024-04-29 00:35:07 transreid.train INFO: Epoch 53 done. Time per epoch: 7.186[s] Speed: 1567.5[samples/s]
2024-04-29 00:35:09 transreid.train INFO: Epoch[54] Iter[5/47] Loss: 1.752, Acc: 0.752, Base Lr: 9.26e-04
2024-04-29 00:35:10 transreid.train INFO: Epoch[54] Iter[10/47] Loss: 1.697, Acc: 0.773, Base Lr: 9.26e-04
2024-04-29 00:35:10 transreid.train INFO: Epoch[54] Iter[15/47] Loss: 1.617, Acc: 0.789, Base Lr: 9.26e-04
2024-04-29 00:35:11 transreid.train INFO: Epoch[54] Iter[20/47] Loss: 1.529, Acc: 0.810, Base Lr: 9.26e-04
2024-04-29 00:35:12 transreid.train INFO: Epoch[54] Iter[25/47] Loss: 1.424, Acc: 0.831, Base Lr: 9.26e-04
2024-04-29 00:35:13 transreid.train INFO: Epoch[54] Iter[30/47] Loss: 1.341, Acc: 0.849, Base Lr: 9.26e-04
2024-04-29 00:35:13 transreid.train INFO: Epoch[54] Iter[35/47] Loss: 1.265, Acc: 0.865, Base Lr: 9.26e-04
2024-04-29 00:35:14 transreid.train INFO: Epoch[54] Iter[40/47] Loss: 1.193, Acc: 0.879, Base Lr: 9.26e-04
2024-04-29 00:35:15 transreid.train INFO: Epoch 54 done. Time per epoch: 7.350[s] Speed: 1532.5[samples/s]
2024-04-29 00:35:16 transreid.train INFO: Epoch[55] Iter[5/47] Loss: 1.808, Acc: 0.757, Base Lr: 9.06e-04
2024-04-29 00:35:17 transreid.train INFO: Epoch[55] Iter[10/47] Loss: 1.633, Acc: 0.786, Base Lr: 9.06e-04
2024-04-29 00:35:18 transreid.train INFO: Epoch[55] Iter[15/47] Loss: 1.541, Acc: 0.805, Base Lr: 9.06e-04
2024-04-29 00:35:18 transreid.train INFO: Epoch[55] Iter[20/47] Loss: 1.470, Acc: 0.823, Base Lr: 9.06e-04
2024-04-29 00:35:19 transreid.train INFO: Epoch[55] Iter[25/47] Loss: 1.395, Acc: 0.839, Base Lr: 9.06e-04
2024-04-29 00:35:20 transreid.train INFO: Epoch[55] Iter[30/47] Loss: 1.314, Acc: 0.853, Base Lr: 9.06e-04
2024-04-29 00:35:20 transreid.train INFO: Epoch[55] Iter[35/47] Loss: 1.232, Acc: 0.869, Base Lr: 9.06e-04
2024-04-29 00:35:21 transreid.train INFO: Epoch[55] Iter[40/47] Loss: 1.159, Acc: 0.882, Base Lr: 9.06e-04
2024-04-29 00:35:22 transreid.train INFO: Epoch 55 done. Time per epoch: 7.158[s] Speed: 1573.7[samples/s]
2024-04-29 00:35:23 transreid.train INFO: Epoch[56] Iter[5/47] Loss: 1.756, Acc: 0.757, Base Lr: 8.85e-04
2024-04-29 00:35:24 transreid.train INFO: Epoch[56] Iter[10/47] Loss: 1.611, Acc: 0.798, Base Lr: 8.85e-04
2024-04-29 00:35:25 transreid.train INFO: Epoch[56] Iter[15/47] Loss: 1.502, Acc: 0.817, Base Lr: 8.85e-04
2024-04-29 00:35:26 transreid.train INFO: Epoch[56] Iter[20/47] Loss: 1.403, Acc: 0.835, Base Lr: 8.85e-04
2024-04-29 00:35:26 transreid.train INFO: Epoch[56] Iter[25/47] Loss: 1.340, Acc: 0.848, Base Lr: 8.85e-04
2024-04-29 00:35:27 transreid.train INFO: Epoch[56] Iter[30/47] Loss: 1.274, Acc: 0.863, Base Lr: 8.85e-04
2024-04-29 00:35:28 transreid.train INFO: Epoch[56] Iter[35/47] Loss: 1.204, Acc: 0.877, Base Lr: 8.85e-04
2024-04-29 00:35:28 transreid.train INFO: Epoch[56] Iter[40/47] Loss: 1.142, Acc: 0.888, Base Lr: 8.85e-04
2024-04-29 00:35:29 transreid.train INFO: Epoch 56 done. Time per epoch: 7.031[s] Speed: 1565.6[samples/s]
2024-04-29 00:35:31 transreid.train INFO: Epoch[57] Iter[5/47] Loss: 1.774, Acc: 0.736, Base Lr: 8.64e-04
2024-04-29 00:35:31 transreid.train INFO: Epoch[57] Iter[10/47] Loss: 1.597, Acc: 0.790, Base Lr: 8.64e-04
2024-04-29 00:35:32 transreid.train INFO: Epoch[57] Iter[15/47] Loss: 1.530, Acc: 0.803, Base Lr: 8.64e-04
2024-04-29 00:35:33 transreid.train INFO: Epoch[57] Iter[20/47] Loss: 1.450, Acc: 0.823, Base Lr: 8.64e-04
2024-04-29 00:35:33 transreid.train INFO: Epoch[57] Iter[25/47] Loss: 1.347, Acc: 0.841, Base Lr: 8.64e-04
2024-04-29 00:35:34 transreid.train INFO: Epoch[57] Iter[30/47] Loss: 1.256, Acc: 0.861, Base Lr: 8.64e-04
2024-04-29 00:35:35 transreid.train INFO: Epoch[57] Iter[35/47] Loss: 1.185, Acc: 0.875, Base Lr: 8.64e-04
2024-04-29 00:35:35 transreid.train INFO: Epoch[57] Iter[40/47] Loss: 1.120, Acc: 0.887, Base Lr: 8.64e-04
2024-04-29 00:35:36 transreid.train INFO: Epoch 57 done. Time per epoch: 7.200[s] Speed: 1564.4[samples/s]
2024-04-29 00:35:38 transreid.train INFO: Epoch[58] Iter[5/47] Loss: 1.705, Acc: 0.767, Base Lr: 8.43e-04
2024-04-29 00:35:38 transreid.train INFO: Epoch[58] Iter[10/47] Loss: 1.553, Acc: 0.802, Base Lr: 8.43e-04
2024-04-29 00:35:39 transreid.train INFO: Epoch[58] Iter[15/47] Loss: 1.480, Acc: 0.816, Base Lr: 8.43e-04
2024-04-29 00:35:40 transreid.train INFO: Epoch[58] Iter[20/47] Loss: 1.392, Acc: 0.834, Base Lr: 8.43e-04
2024-04-29 00:35:40 transreid.train INFO: Epoch[58] Iter[25/47] Loss: 1.307, Acc: 0.850, Base Lr: 8.43e-04
2024-04-29 00:35:41 transreid.train INFO: Epoch[58] Iter[30/47] Loss: 1.224, Acc: 0.868, Base Lr: 8.43e-04
2024-04-29 00:35:42 transreid.train INFO: Epoch[58] Iter[35/47] Loss: 1.155, Acc: 0.881, Base Lr: 8.43e-04
2024-04-29 00:35:42 transreid.train INFO: Epoch[58] Iter[40/47] Loss: 1.092, Acc: 0.894, Base Lr: 8.43e-04
2024-04-29 00:35:43 transreid.train INFO: Epoch 58 done. Time per epoch: 7.137[s] Speed: 1578.2[samples/s]
2024-04-29 00:35:45 transreid.train INFO: Epoch[59] Iter[5/47] Loss: 1.811, Acc: 0.734, Base Lr: 8.22e-04
2024-04-29 00:35:46 transreid.train INFO: Epoch[59] Iter[10/47] Loss: 1.636, Acc: 0.779, Base Lr: 8.22e-04
2024-04-29 00:35:46 transreid.train INFO: Epoch[59] Iter[15/47] Loss: 1.480, Acc: 0.812, Base Lr: 8.22e-04
2024-04-29 00:35:47 transreid.train INFO: Epoch[59] Iter[20/47] Loss: 1.383, Acc: 0.832, Base Lr: 8.22e-04
2024-04-29 00:35:48 transreid.train INFO: Epoch[59] Iter[25/47] Loss: 1.293, Acc: 0.851, Base Lr: 8.22e-04
2024-04-29 00:35:48 transreid.train INFO: Epoch[59] Iter[30/47] Loss: 1.218, Acc: 0.869, Base Lr: 8.22e-04
2024-04-29 00:35:49 transreid.train INFO: Epoch[59] Iter[35/47] Loss: 1.147, Acc: 0.884, Base Lr: 8.22e-04
2024-04-29 00:35:50 transreid.train INFO: Epoch[59] Iter[40/47] Loss: 1.085, Acc: 0.895, Base Lr: 8.22e-04
2024-04-29 00:35:50 transreid.train INFO: Epoch 59 done. Time per epoch: 7.328[s] Speed: 1537.2[samples/s]
2024-04-29 00:35:52 transreid.train INFO: Epoch[60] Iter[5/47] Loss: 1.590, Acc: 0.780, Base Lr: 8.02e-04
2024-04-29 00:35:53 transreid.train INFO: Epoch[60] Iter[10/47] Loss: 1.491, Acc: 0.811, Base Lr: 8.02e-04
2024-04-29 00:35:54 transreid.train INFO: Epoch[60] Iter[15/47] Loss: 1.432, Acc: 0.823, Base Lr: 8.02e-04
2024-04-29 00:35:54 transreid.train INFO: Epoch[60] Iter[20/47] Loss: 1.361, Acc: 0.837, Base Lr: 8.02e-04
2024-04-29 00:35:55 transreid.train INFO: Epoch[60] Iter[25/47] Loss: 1.284, Acc: 0.854, Base Lr: 8.02e-04
2024-04-29 00:35:56 transreid.train INFO: Epoch[60] Iter[30/47] Loss: 1.190, Acc: 0.872, Base Lr: 8.02e-04
2024-04-29 00:35:56 transreid.train INFO: Epoch[60] Iter[35/47] Loss: 1.133, Acc: 0.886, Base Lr: 8.02e-04
2024-04-29 00:35:57 transreid.train INFO: Epoch[60] Iter[40/47] Loss: 1.079, Acc: 0.897, Base Lr: 8.02e-04
2024-04-29 00:35:58 transreid.train INFO: Epoch 60 done. Time per epoch: 7.324[s] Speed: 1538.0[samples/s]
2024-04-29 00:36:09 transreid.train INFO: Validation Results - Epoch: 60
2024-04-29 00:36:09 transreid.train INFO: mAP: 87.8%
2024-04-29 00:36:09 transreid.train INFO: CMC curve, Rank-1  :94.8%
2024-04-29 00:36:09 transreid.train INFO: CMC curve, Rank-5  :98.2%
2024-04-29 00:36:09 transreid.train INFO: CMC curve, Rank-10 :99.1%
2024-04-29 00:36:12 transreid.train INFO: Epoch[61] Iter[5/47] Loss: 1.662, Acc: 0.773, Base Lr: 7.81e-04
2024-04-29 00:36:12 transreid.train INFO: Epoch[61] Iter[10/47] Loss: 1.509, Acc: 0.807, Base Lr: 7.81e-04
2024-04-29 00:36:13 transreid.train INFO: Epoch[61] Iter[15/47] Loss: 1.431, Acc: 0.827, Base Lr: 7.81e-04
2024-04-29 00:36:14 transreid.train INFO: Epoch[61] Iter[20/47] Loss: 1.332, Acc: 0.847, Base Lr: 7.81e-04
2024-04-29 00:36:14 transreid.train INFO: Epoch[61] Iter[25/47] Loss: 1.247, Acc: 0.865, Base Lr: 7.81e-04
2024-04-29 00:36:15 transreid.train INFO: Epoch[61] Iter[30/47] Loss: 1.188, Acc: 0.878, Base Lr: 7.81e-04
2024-04-29 00:36:16 transreid.train INFO: Epoch[61] Iter[35/47] Loss: 1.122, Acc: 0.890, Base Lr: 7.81e-04
2024-04-29 00:36:16 transreid.train INFO: Epoch[61] Iter[40/47] Loss: 1.051, Acc: 0.903, Base Lr: 7.81e-04
2024-04-29 00:36:17 transreid.train INFO: Epoch 61 done. Time per epoch: 7.385[s] Speed: 1525.3[samples/s]
2024-04-29 00:36:19 transreid.train INFO: Epoch[62] Iter[5/47] Loss: 1.602, Acc: 0.783, Base Lr: 7.60e-04
2024-04-29 00:36:19 transreid.train INFO: Epoch[62] Iter[10/47] Loss: 1.477, Acc: 0.812, Base Lr: 7.60e-04
2024-04-29 00:36:20 transreid.train INFO: Epoch[62] Iter[15/47] Loss: 1.355, Acc: 0.836, Base Lr: 7.60e-04
2024-04-29 00:36:21 transreid.train INFO: Epoch[62] Iter[20/47] Loss: 1.285, Acc: 0.851, Base Lr: 7.60e-04
2024-04-29 00:36:22 transreid.train INFO: Epoch[62] Iter[25/47] Loss: 1.203, Acc: 0.870, Base Lr: 7.60e-04
2024-04-29 00:36:22 transreid.train INFO: Epoch[62] Iter[30/47] Loss: 1.137, Acc: 0.883, Base Lr: 7.60e-04
2024-04-29 00:36:23 transreid.train INFO: Epoch[62] Iter[35/47] Loss: 1.068, Acc: 0.896, Base Lr: 7.60e-04
2024-04-29 00:36:24 transreid.train INFO: Epoch[62] Iter[40/47] Loss: 1.016, Acc: 0.905, Base Lr: 7.60e-04
2024-04-29 00:36:24 transreid.train INFO: Epoch 62 done. Time per epoch: 7.301[s] Speed: 1542.8[samples/s]
2024-04-29 00:36:26 transreid.train INFO: Epoch[63] Iter[5/47] Loss: 1.533, Acc: 0.806, Base Lr: 7.39e-04
2024-04-29 00:36:27 transreid.train INFO: Epoch[63] Iter[10/47] Loss: 1.476, Acc: 0.813, Base Lr: 7.39e-04
2024-04-29 00:36:28 transreid.train INFO: Epoch[63] Iter[15/47] Loss: 1.363, Acc: 0.839, Base Lr: 7.39e-04
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2024-04-29 00:36:29 transreid.train INFO: Epoch[63] Iter[25/47] Loss: 1.202, Acc: 0.872, Base Lr: 7.39e-04
2024-04-29 00:36:30 transreid.train INFO: Epoch[63] Iter[30/47] Loss: 1.126, Acc: 0.886, Base Lr: 7.39e-04
2024-04-29 00:36:30 transreid.train INFO: Epoch[63] Iter[35/47] Loss: 1.058, Acc: 0.897, Base Lr: 7.39e-04
2024-04-29 00:36:31 transreid.train INFO: Epoch[63] Iter[40/47] Loss: 1.007, Acc: 0.907, Base Lr: 7.39e-04
2024-04-29 00:36:32 transreid.train INFO: Epoch 63 done. Time per epoch: 7.273[s] Speed: 1548.7[samples/s]
2024-04-29 00:36:34 transreid.train INFO: Epoch[64] Iter[5/47] Loss: 1.540, Acc: 0.801, Base Lr: 7.18e-04
2024-04-29 00:36:34 transreid.train INFO: Epoch[64] Iter[10/47] Loss: 1.408, Acc: 0.817, Base Lr: 7.18e-04
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2024-04-29 00:36:36 transreid.train INFO: Epoch[64] Iter[25/47] Loss: 1.184, Acc: 0.872, Base Lr: 7.18e-04
2024-04-29 00:36:37 transreid.train INFO: Epoch[64] Iter[30/47] Loss: 1.119, Acc: 0.885, Base Lr: 7.18e-04
2024-04-29 00:36:38 transreid.train INFO: Epoch[64] Iter[35/47] Loss: 1.044, Acc: 0.898, Base Lr: 7.18e-04
2024-04-29 00:36:38 transreid.train INFO: Epoch[64] Iter[40/47] Loss: 0.992, Acc: 0.908, Base Lr: 7.18e-04
2024-04-29 00:36:39 transreid.train INFO: Epoch 64 done. Time per epoch: 7.494[s] Speed: 1503.1[samples/s]
2024-04-29 00:36:41 transreid.train INFO: Epoch[65] Iter[5/47] Loss: 1.272, Acc: 0.860, Base Lr: 6.97e-04
2024-04-29 00:36:42 transreid.train INFO: Epoch[65] Iter[10/47] Loss: 1.333, Acc: 0.845, Base Lr: 6.97e-04
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2024-04-29 00:36:44 transreid.train INFO: Epoch[65] Iter[25/47] Loss: 1.144, Acc: 0.882, Base Lr: 6.97e-04
2024-04-29 00:36:44 transreid.train INFO: Epoch[65] Iter[30/47] Loss: 1.087, Acc: 0.892, Base Lr: 6.97e-04
2024-04-29 00:36:45 transreid.train INFO: Epoch[65] Iter[35/47] Loss: 1.022, Acc: 0.903, Base Lr: 6.97e-04
2024-04-29 00:36:46 transreid.train INFO: Epoch[65] Iter[40/47] Loss: 0.970, Acc: 0.912, Base Lr: 6.97e-04
2024-04-29 00:36:46 transreid.train INFO: Epoch 65 done. Time per epoch: 7.313[s] Speed: 1540.3[samples/s]
2024-04-29 00:36:48 transreid.train INFO: Epoch[66] Iter[5/47] Loss: 1.596, Acc: 0.788, Base Lr: 6.77e-04
2024-04-29 00:36:49 transreid.train INFO: Epoch[66] Iter[10/47] Loss: 1.339, Acc: 0.830, Base Lr: 6.77e-04
2024-04-29 00:36:50 transreid.train INFO: Epoch[66] Iter[15/47] Loss: 1.217, Acc: 0.853, Base Lr: 6.77e-04
2024-04-29 00:36:50 transreid.train INFO: Epoch[66] Iter[20/47] Loss: 1.171, Acc: 0.862, Base Lr: 6.77e-04
2024-04-29 00:36:51 transreid.train INFO: Epoch[66] Iter[25/47] Loss: 1.114, Acc: 0.880, Base Lr: 6.77e-04
2024-04-29 00:36:52 transreid.train INFO: Epoch[66] Iter[30/47] Loss: 1.061, Acc: 0.893, Base Lr: 6.77e-04
2024-04-29 00:36:52 transreid.train INFO: Epoch[66] Iter[35/47] Loss: 1.008, Acc: 0.904, Base Lr: 6.77e-04
2024-04-29 00:36:53 transreid.train INFO: Epoch[66] Iter[40/47] Loss: 0.953, Acc: 0.914, Base Lr: 6.77e-04
2024-04-29 00:36:54 transreid.train INFO: Epoch 66 done. Time per epoch: 7.293[s] Speed: 1544.4[samples/s]
2024-04-29 00:36:56 transreid.train INFO: Epoch[67] Iter[5/47] Loss: 1.441, Acc: 0.815, Base Lr: 6.56e-04
2024-04-29 00:36:56 transreid.train INFO: Epoch[67] Iter[10/47] Loss: 1.336, Acc: 0.842, Base Lr: 6.56e-04
2024-04-29 00:36:57 transreid.train INFO: Epoch[67] Iter[15/47] Loss: 1.272, Acc: 0.851, Base Lr: 6.56e-04
2024-04-29 00:36:58 transreid.train INFO: Epoch[67] Iter[20/47] Loss: 1.204, Acc: 0.863, Base Lr: 6.56e-04
2024-04-29 00:36:58 transreid.train INFO: Epoch[67] Iter[25/47] Loss: 1.122, Acc: 0.881, Base Lr: 6.56e-04
2024-04-29 00:36:59 transreid.train INFO: Epoch[67] Iter[30/47] Loss: 1.055, Acc: 0.892, Base Lr: 6.56e-04
2024-04-29 00:37:00 transreid.train INFO: Epoch[67] Iter[35/47] Loss: 0.993, Acc: 0.905, Base Lr: 6.56e-04
2024-04-29 00:37:00 transreid.train INFO: Epoch[67] Iter[40/47] Loss: 0.934, Acc: 0.915, Base Lr: 6.56e-04
2024-04-29 00:37:01 transreid.train INFO: Epoch 67 done. Time per epoch: 7.218[s] Speed: 1560.5[samples/s]
2024-04-29 00:37:03 transreid.train INFO: Epoch[68] Iter[5/47] Loss: 1.428, Acc: 0.809, Base Lr: 6.36e-04
2024-04-29 00:37:04 transreid.train INFO: Epoch[68] Iter[10/47] Loss: 1.345, Acc: 0.823, Base Lr: 6.36e-04
2024-04-29 00:37:04 transreid.train INFO: Epoch[68] Iter[15/47] Loss: 1.246, Acc: 0.851, Base Lr: 6.36e-04
2024-04-29 00:37:05 transreid.train INFO: Epoch[68] Iter[20/47] Loss: 1.176, Acc: 0.865, Base Lr: 6.36e-04
2024-04-29 00:37:06 transreid.train INFO: Epoch[68] Iter[25/47] Loss: 1.085, Acc: 0.885, Base Lr: 6.36e-04
2024-04-29 00:37:06 transreid.train INFO: Epoch[68] Iter[30/47] Loss: 1.023, Acc: 0.897, Base Lr: 6.36e-04
2024-04-29 00:37:07 transreid.train INFO: Epoch[68] Iter[35/47] Loss: 0.970, Acc: 0.906, Base Lr: 6.36e-04
2024-04-29 00:37:08 transreid.train INFO: Epoch[68] Iter[40/47] Loss: 0.914, Acc: 0.916, Base Lr: 6.36e-04
2024-04-29 00:37:08 transreid.train INFO: Epoch 68 done. Time per epoch: 7.448[s] Speed: 1512.4[samples/s]
2024-04-29 00:37:10 transreid.train INFO: Epoch[69] Iter[5/47] Loss: 1.562, Acc: 0.786, Base Lr: 6.15e-04
2024-04-29 00:37:11 transreid.train INFO: Epoch[69] Iter[10/47] Loss: 1.420, Acc: 0.815, Base Lr: 6.15e-04
2024-04-29 00:37:12 transreid.train INFO: Epoch[69] Iter[15/47] Loss: 1.279, Acc: 0.845, Base Lr: 6.15e-04
2024-04-29 00:37:12 transreid.train INFO: Epoch[69] Iter[20/47] Loss: 1.163, Acc: 0.869, Base Lr: 6.15e-04
2024-04-29 00:37:13 transreid.train INFO: Epoch[69] Iter[25/47] Loss: 1.093, Acc: 0.885, Base Lr: 6.15e-04
2024-04-29 00:37:14 transreid.train INFO: Epoch[69] Iter[30/47] Loss: 1.030, Acc: 0.899, Base Lr: 6.15e-04
2024-04-29 00:37:14 transreid.train INFO: Epoch[69] Iter[35/47] Loss: 0.966, Acc: 0.909, Base Lr: 6.15e-04
2024-04-29 00:37:15 transreid.train INFO: Epoch[69] Iter[40/47] Loss: 0.904, Acc: 0.918, Base Lr: 6.15e-04
2024-04-29 00:37:16 transreid.train INFO: Epoch 69 done. Time per epoch: 7.485[s] Speed: 1504.9[samples/s]
2024-04-29 00:37:18 transreid.train INFO: Epoch[70] Iter[5/47] Loss: 1.347, Acc: 0.829, Base Lr: 5.95e-04
2024-04-29 00:37:18 transreid.train INFO: Epoch[70] Iter[10/47] Loss: 1.269, Acc: 0.837, Base Lr: 5.95e-04
2024-04-29 00:37:19 transreid.train INFO: Epoch[70] Iter[15/47] Loss: 1.174, Acc: 0.861, Base Lr: 5.95e-04
2024-04-29 00:37:20 transreid.train INFO: Epoch[70] Iter[20/47] Loss: 1.128, Acc: 0.872, Base Lr: 5.95e-04
2024-04-29 00:37:20 transreid.train INFO: Epoch[70] Iter[25/47] Loss: 1.067, Acc: 0.883, Base Lr: 5.95e-04
2024-04-29 00:37:21 transreid.train INFO: Epoch[70] Iter[30/47] Loss: 0.991, Acc: 0.898, Base Lr: 5.95e-04
2024-04-29 00:37:22 transreid.train INFO: Epoch[70] Iter[35/47] Loss: 0.932, Acc: 0.909, Base Lr: 5.95e-04
2024-04-29 00:37:22 transreid.train INFO: Epoch[70] Iter[40/47] Loss: 0.879, Acc: 0.920, Base Lr: 5.95e-04
2024-04-29 00:37:23 transreid.train INFO: Epoch 70 done. Time per epoch: 7.346[s] Speed: 1533.3[samples/s]
2024-04-29 00:37:35 transreid.train INFO: Validation Results - Epoch: 70
2024-04-29 00:37:35 transreid.train INFO: mAP: 89.0%
2024-04-29 00:37:35 transreid.train INFO: CMC curve, Rank-1  :95.5%
2024-04-29 00:37:35 transreid.train INFO: CMC curve, Rank-5  :98.6%
2024-04-29 00:37:35 transreid.train INFO: CMC curve, Rank-10 :99.2%
2024-04-29 00:37:37 transreid.train INFO: Epoch[71] Iter[5/47] Loss: 1.443, Acc: 0.798, Base Lr: 5.75e-04
2024-04-29 00:37:37 transreid.train INFO: Epoch[71] Iter[10/47] Loss: 1.309, Acc: 0.825, Base Lr: 5.75e-04
2024-04-29 00:37:38 transreid.train INFO: Epoch[71] Iter[15/47] Loss: 1.187, Acc: 0.858, Base Lr: 5.75e-04
2024-04-29 00:37:39 transreid.train INFO: Epoch[71] Iter[20/47] Loss: 1.127, Acc: 0.873, Base Lr: 5.75e-04
2024-04-29 00:37:39 transreid.train INFO: Epoch[71] Iter[25/47] Loss: 1.056, Acc: 0.888, Base Lr: 5.75e-04
2024-04-29 00:37:40 transreid.train INFO: Epoch[71] Iter[30/47] Loss: 1.000, Acc: 0.899, Base Lr: 5.75e-04
2024-04-29 00:37:41 transreid.train INFO: Epoch[71] Iter[35/47] Loss: 0.935, Acc: 0.910, Base Lr: 5.75e-04
2024-04-29 00:37:41 transreid.train INFO: Epoch[71] Iter[40/47] Loss: 0.881, Acc: 0.920, Base Lr: 5.75e-04
2024-04-29 00:37:42 transreid.train INFO: Epoch 71 done. Time per epoch: 7.118[s] Speed: 1582.4[samples/s]
2024-04-29 00:37:44 transreid.train INFO: Epoch[72] Iter[5/47] Loss: 1.420, Acc: 0.798, Base Lr: 5.55e-04
2024-04-29 00:37:44 transreid.train INFO: Epoch[72] Iter[10/47] Loss: 1.374, Acc: 0.816, Base Lr: 5.55e-04
2024-04-29 00:37:45 transreid.train INFO: Epoch[72] Iter[15/47] Loss: 1.238, Acc: 0.849, Base Lr: 5.55e-04
2024-04-29 00:37:46 transreid.train INFO: Epoch[72] Iter[20/47] Loss: 1.134, Acc: 0.872, Base Lr: 5.55e-04
2024-04-29 00:37:46 transreid.train INFO: Epoch[72] Iter[25/47] Loss: 1.067, Acc: 0.886, Base Lr: 5.55e-04
2024-04-29 00:37:47 transreid.train INFO: Epoch[72] Iter[30/47] Loss: 0.990, Acc: 0.901, Base Lr: 5.55e-04
2024-04-29 00:37:48 transreid.train INFO: Epoch[72] Iter[35/47] Loss: 0.927, Acc: 0.913, Base Lr: 5.55e-04
2024-04-29 00:37:48 transreid.train INFO: Epoch[72] Iter[40/47] Loss: 0.876, Acc: 0.922, Base Lr: 5.55e-04
2024-04-29 00:37:49 transreid.train INFO: Epoch 72 done. Time per epoch: 7.161[s] Speed: 1573.0[samples/s]
2024-04-29 00:37:51 transreid.train INFO: Epoch[73] Iter[5/47] Loss: 1.387, Acc: 0.805, Base Lr: 5.35e-04
2024-04-29 00:37:52 transreid.train INFO: Epoch[73] Iter[10/47] Loss: 1.344, Acc: 0.820, Base Lr: 5.35e-04
2024-04-29 00:37:52 transreid.train INFO: Epoch[73] Iter[15/47] Loss: 1.186, Acc: 0.855, Base Lr: 5.35e-04
2024-04-29 00:37:53 transreid.train INFO: Epoch[73] Iter[20/47] Loss: 1.103, Acc: 0.874, Base Lr: 5.35e-04
2024-04-29 00:37:54 transreid.train INFO: Epoch[73] Iter[25/47] Loss: 1.040, Acc: 0.888, Base Lr: 5.35e-04
2024-04-29 00:37:54 transreid.train INFO: Epoch[73] Iter[30/47] Loss: 0.974, Acc: 0.901, Base Lr: 5.35e-04
2024-04-29 00:37:55 transreid.train INFO: Epoch[73] Iter[35/47] Loss: 0.912, Acc: 0.913, Base Lr: 5.35e-04
2024-04-29 00:37:56 transreid.train INFO: Epoch[73] Iter[40/47] Loss: 0.854, Acc: 0.923, Base Lr: 5.35e-04
2024-04-29 00:37:56 transreid.train INFO: Epoch 73 done. Time per epoch: 7.174[s] Speed: 1570.2[samples/s]
2024-04-29 00:37:58 transreid.train INFO: Epoch[74] Iter[5/47] Loss: 1.458, Acc: 0.793, Base Lr: 5.15e-04
2024-04-29 00:37:59 transreid.train INFO: Epoch[74] Iter[10/47] Loss: 1.273, Acc: 0.845, Base Lr: 5.15e-04
2024-04-29 00:37:59 transreid.train INFO: Epoch[74] Iter[15/47] Loss: 1.199, Acc: 0.863, Base Lr: 5.15e-04
2024-04-29 00:38:00 transreid.train INFO: Epoch[74] Iter[20/47] Loss: 1.110, Acc: 0.879, Base Lr: 5.15e-04
2024-04-29 00:38:01 transreid.train INFO: Epoch[74] Iter[25/47] Loss: 1.025, Acc: 0.894, Base Lr: 5.15e-04
2024-04-29 00:38:02 transreid.train INFO: Epoch[74] Iter[30/47] Loss: 0.962, Acc: 0.905, Base Lr: 5.15e-04
2024-04-29 00:38:02 transreid.train INFO: Epoch[74] Iter[35/47] Loss: 0.916, Acc: 0.913, Base Lr: 5.15e-04
2024-04-29 00:38:03 transreid.train INFO: Epoch[74] Iter[40/47] Loss: 0.857, Acc: 0.922, Base Lr: 5.15e-04
2024-04-29 00:38:03 transreid.train INFO: Epoch 74 done. Time per epoch: 7.262[s] Speed: 1551.2[samples/s]
2024-04-29 00:38:05 transreid.train INFO: Epoch[75] Iter[5/47] Loss: 1.318, Acc: 0.822, Base Lr: 4.96e-04
2024-04-29 00:38:06 transreid.train INFO: Epoch[75] Iter[10/47] Loss: 1.210, Acc: 0.846, Base Lr: 4.96e-04
2024-04-29 00:38:07 transreid.train INFO: Epoch[75] Iter[15/47] Loss: 1.130, Acc: 0.870, Base Lr: 4.96e-04
2024-04-29 00:38:07 transreid.train INFO: Epoch[75] Iter[20/47] Loss: 1.048, Acc: 0.885, Base Lr: 4.96e-04
2024-04-29 00:38:08 transreid.train INFO: Epoch[75] Iter[25/47] Loss: 0.977, Acc: 0.900, Base Lr: 4.96e-04
2024-04-29 00:38:09 transreid.train INFO: Epoch[75] Iter[30/47] Loss: 0.923, Acc: 0.911, Base Lr: 4.96e-04
2024-04-29 00:38:09 transreid.train INFO: Epoch[75] Iter[35/47] Loss: 0.881, Acc: 0.919, Base Lr: 4.96e-04
2024-04-29 00:38:10 transreid.train INFO: Epoch[75] Iter[40/47] Loss: 0.845, Acc: 0.925, Base Lr: 4.96e-04
2024-04-29 00:38:11 transreid.train INFO: Epoch 75 done. Time per epoch: 7.164[s] Speed: 1572.4[samples/s]
2024-04-29 00:38:12 transreid.train INFO: Epoch[76] Iter[5/47] Loss: 1.169, Acc: 0.845, Base Lr: 4.77e-04
2024-04-29 00:38:13 transreid.train INFO: Epoch[76] Iter[10/47] Loss: 1.139, Acc: 0.863, Base Lr: 4.77e-04
2024-04-29 00:38:14 transreid.train INFO: Epoch[76] Iter[15/47] Loss: 1.062, Acc: 0.878, Base Lr: 4.77e-04
2024-04-29 00:38:15 transreid.train INFO: Epoch[76] Iter[20/47] Loss: 1.026, Acc: 0.890, Base Lr: 4.77e-04
2024-04-29 00:38:15 transreid.train INFO: Epoch[76] Iter[25/47] Loss: 0.974, Acc: 0.901, Base Lr: 4.77e-04
2024-04-29 00:38:16 transreid.train INFO: Epoch[76] Iter[30/47] Loss: 0.912, Acc: 0.913, Base Lr: 4.77e-04
2024-04-29 00:38:16 transreid.train INFO: Epoch[76] Iter[35/47] Loss: 0.874, Acc: 0.920, Base Lr: 4.77e-04
2024-04-29 00:38:17 transreid.train INFO: Epoch[76] Iter[40/47] Loss: 0.829, Acc: 0.928, Base Lr: 4.77e-04
2024-04-29 00:38:18 transreid.train INFO: Epoch 76 done. Time per epoch: 7.156[s] Speed: 1574.0[samples/s]
2024-04-29 00:38:20 transreid.train INFO: Epoch[77] Iter[5/47] Loss: 1.098, Acc: 0.865, Base Lr: 4.58e-04
2024-04-29 00:38:20 transreid.train INFO: Epoch[77] Iter[10/47] Loss: 1.113, Acc: 0.861, Base Lr: 4.58e-04
2024-04-29 00:38:21 transreid.train INFO: Epoch[77] Iter[15/47] Loss: 1.088, Acc: 0.870, Base Lr: 4.58e-04
2024-04-29 00:38:22 transreid.train INFO: Epoch[77] Iter[20/47] Loss: 1.044, Acc: 0.883, Base Lr: 4.58e-04
2024-04-29 00:38:22 transreid.train INFO: Epoch[77] Iter[25/47] Loss: 0.973, Acc: 0.899, Base Lr: 4.58e-04
2024-04-29 00:38:23 transreid.train INFO: Epoch[77] Iter[30/47] Loss: 0.915, Acc: 0.910, Base Lr: 4.58e-04
2024-04-29 00:38:24 transreid.train INFO: Epoch[77] Iter[35/47] Loss: 0.870, Acc: 0.919, Base Lr: 4.58e-04
2024-04-29 00:38:24 transreid.train INFO: Epoch[77] Iter[40/47] Loss: 0.819, Acc: 0.927, Base Lr: 4.58e-04
2024-04-29 00:38:25 transreid.train INFO: Epoch 77 done. Time per epoch: 7.160[s] Speed: 1573.3[samples/s]
2024-04-29 00:38:27 transreid.train INFO: Epoch[78] Iter[5/47] Loss: 1.315, Acc: 0.820, Base Lr: 4.39e-04
2024-04-29 00:38:27 transreid.train INFO: Epoch[78] Iter[10/47] Loss: 1.239, Acc: 0.836, Base Lr: 4.39e-04
2024-04-29 00:38:28 transreid.train INFO: Epoch[78] Iter[15/47] Loss: 1.132, Acc: 0.862, Base Lr: 4.39e-04
2024-04-29 00:38:29 transreid.train INFO: Epoch[78] Iter[20/47] Loss: 1.041, Acc: 0.882, Base Lr: 4.39e-04
2024-04-29 00:38:30 transreid.train INFO: Epoch[78] Iter[25/47] Loss: 0.978, Acc: 0.897, Base Lr: 4.39e-04
2024-04-29 00:38:30 transreid.train INFO: Epoch[78] Iter[30/47] Loss: 0.913, Acc: 0.909, Base Lr: 4.39e-04
2024-04-29 00:38:31 transreid.train INFO: Epoch[78] Iter[35/47] Loss: 0.854, Acc: 0.919, Base Lr: 4.39e-04
2024-04-29 00:38:32 transreid.train INFO: Epoch[78] Iter[40/47] Loss: 0.806, Acc: 0.928, Base Lr: 4.39e-04
2024-04-29 00:38:32 transreid.train INFO: Epoch 78 done. Time per epoch: 7.231[s] Speed: 1557.8[samples/s]
2024-04-29 00:38:34 transreid.train INFO: Epoch[79] Iter[5/47] Loss: 1.328, Acc: 0.827, Base Lr: 4.21e-04
2024-04-29 00:38:35 transreid.train INFO: Epoch[79] Iter[10/47] Loss: 1.223, Acc: 0.852, Base Lr: 4.21e-04
2024-04-29 00:38:35 transreid.train INFO: Epoch[79] Iter[15/47] Loss: 1.109, Acc: 0.870, Base Lr: 4.21e-04
2024-04-29 00:38:36 transreid.train INFO: Epoch[79] Iter[20/47] Loss: 1.032, Acc: 0.887, Base Lr: 4.21e-04
2024-04-29 00:38:37 transreid.train INFO: Epoch[79] Iter[25/47] Loss: 0.977, Acc: 0.900, Base Lr: 4.21e-04
2024-04-29 00:38:37 transreid.train INFO: Epoch[79] Iter[30/47] Loss: 0.919, Acc: 0.912, Base Lr: 4.21e-04
2024-04-29 00:38:38 transreid.train INFO: Epoch[79] Iter[35/47] Loss: 0.859, Acc: 0.923, Base Lr: 4.21e-04
2024-04-29 00:38:39 transreid.train INFO: Epoch[79] Iter[40/47] Loss: 0.813, Acc: 0.930, Base Lr: 4.21e-04
2024-04-29 00:38:39 transreid.train INFO: Epoch 79 done. Time per epoch: 7.238[s] Speed: 1556.2[samples/s]
2024-04-29 00:38:41 transreid.train INFO: Epoch[80] Iter[5/47] Loss: 1.105, Acc: 0.855, Base Lr: 4.02e-04
2024-04-29 00:38:42 transreid.train INFO: Epoch[80] Iter[10/47] Loss: 1.123, Acc: 0.853, Base Lr: 4.02e-04
2024-04-29 00:38:43 transreid.train INFO: Epoch[80] Iter[15/47] Loss: 1.041, Acc: 0.874, Base Lr: 4.02e-04
2024-04-29 00:38:43 transreid.train INFO: Epoch[80] Iter[20/47] Loss: 0.971, Acc: 0.892, Base Lr: 4.02e-04
2024-04-29 00:38:44 transreid.train INFO: Epoch[80] Iter[25/47] Loss: 0.921, Acc: 0.901, Base Lr: 4.02e-04
2024-04-29 00:38:45 transreid.train INFO: Epoch[80] Iter[30/47] Loss: 0.865, Acc: 0.912, Base Lr: 4.02e-04
2024-04-29 00:38:45 transreid.train INFO: Epoch[80] Iter[35/47] Loss: 0.823, Acc: 0.922, Base Lr: 4.02e-04
2024-04-29 00:38:46 transreid.train INFO: Epoch[80] Iter[40/47] Loss: 0.783, Acc: 0.928, Base Lr: 4.02e-04
2024-04-29 00:38:47 transreid.train INFO: Epoch 80 done. Time per epoch: 7.185[s] Speed: 1567.8[samples/s]
2024-04-29 00:38:58 transreid.train INFO: Validation Results - Epoch: 80
2024-04-29 00:38:58 transreid.train INFO: mAP: 88.9%
2024-04-29 00:38:58 transreid.train INFO: CMC curve, Rank-1  :95.5%
2024-04-29 00:38:58 transreid.train INFO: CMC curve, Rank-5  :98.4%
2024-04-29 00:38:58 transreid.train INFO: CMC curve, Rank-10 :99.0%
2024-04-29 00:39:00 transreid.train INFO: Epoch[81] Iter[5/47] Loss: 1.276, Acc: 0.826, Base Lr: 3.84e-04
2024-04-29 00:39:01 transreid.train INFO: Epoch[81] Iter[10/47] Loss: 1.210, Acc: 0.841, Base Lr: 3.84e-04
2024-04-29 00:39:01 transreid.train INFO: Epoch[81] Iter[15/47] Loss: 1.124, Acc: 0.865, Base Lr: 3.84e-04
2024-04-29 00:39:02 transreid.train INFO: Epoch[81] Iter[20/47] Loss: 1.043, Acc: 0.886, Base Lr: 3.84e-04
2024-04-29 00:39:03 transreid.train INFO: Epoch[81] Iter[25/47] Loss: 0.973, Acc: 0.900, Base Lr: 3.84e-04
2024-04-29 00:39:03 transreid.train INFO: Epoch[81] Iter[30/47] Loss: 0.913, Acc: 0.909, Base Lr: 3.84e-04
2024-04-29 00:39:04 transreid.train INFO: Epoch[81] Iter[35/47] Loss: 0.862, Acc: 0.919, Base Lr: 3.84e-04
2024-04-29 00:39:05 transreid.train INFO: Epoch[81] Iter[40/47] Loss: 0.813, Acc: 0.927, Base Lr: 3.84e-04
2024-04-29 00:39:05 transreid.train INFO: Epoch 81 done. Time per epoch: 7.274[s] Speed: 1548.5[samples/s]
2024-04-29 00:39:07 transreid.train INFO: Epoch[82] Iter[5/47] Loss: 1.218, Acc: 0.830, Base Lr: 3.67e-04
2024-04-29 00:39:08 transreid.train INFO: Epoch[82] Iter[10/47] Loss: 1.151, Acc: 0.855, Base Lr: 3.67e-04
2024-04-29 00:39:08 transreid.train INFO: Epoch[82] Iter[15/47] Loss: 1.069, Acc: 0.873, Base Lr: 3.67e-04
2024-04-29 00:39:09 transreid.train INFO: Epoch[82] Iter[20/47] Loss: 1.011, Acc: 0.887, Base Lr: 3.67e-04
2024-04-29 00:39:10 transreid.train INFO: Epoch[82] Iter[25/47] Loss: 0.950, Acc: 0.902, Base Lr: 3.67e-04
2024-04-29 00:39:11 transreid.train INFO: Epoch[82] Iter[30/47] Loss: 0.893, Acc: 0.913, Base Lr: 3.67e-04
2024-04-29 00:39:11 transreid.train INFO: Epoch[82] Iter[35/47] Loss: 0.838, Acc: 0.922, Base Lr: 3.67e-04
2024-04-29 00:39:12 transreid.train INFO: Epoch[82] Iter[40/47] Loss: 0.795, Acc: 0.930, Base Lr: 3.67e-04
2024-04-29 00:39:13 transreid.train INFO: Epoch 82 done. Time per epoch: 7.313[s] Speed: 1540.2[samples/s]
2024-04-29 00:39:14 transreid.train INFO: Epoch[83] Iter[5/47] Loss: 1.325, Acc: 0.825, Base Lr: 3.49e-04
2024-04-29 00:39:15 transreid.train INFO: Epoch[83] Iter[10/47] Loss: 1.176, Acc: 0.855, Base Lr: 3.49e-04
2024-04-29 00:39:16 transreid.train INFO: Epoch[83] Iter[15/47] Loss: 1.085, Acc: 0.874, Base Lr: 3.49e-04
2024-04-29 00:39:16 transreid.train INFO: Epoch[83] Iter[20/47] Loss: 1.005, Acc: 0.892, Base Lr: 3.49e-04
2024-04-29 00:39:17 transreid.train INFO: Epoch[83] Iter[25/47] Loss: 0.950, Acc: 0.903, Base Lr: 3.49e-04
2024-04-29 00:39:18 transreid.train INFO: Epoch[83] Iter[30/47] Loss: 0.900, Acc: 0.914, Base Lr: 3.49e-04
2024-04-29 00:39:18 transreid.train INFO: Epoch[83] Iter[35/47] Loss: 0.847, Acc: 0.923, Base Lr: 3.49e-04
2024-04-29 00:39:19 transreid.train INFO: Epoch[83] Iter[40/47] Loss: 0.794, Acc: 0.931, Base Lr: 3.49e-04
2024-04-29 00:39:20 transreid.train INFO: Epoch 83 done. Time per epoch: 7.156[s] Speed: 1574.0[samples/s]
2024-04-29 00:39:22 transreid.train INFO: Epoch[84] Iter[5/47] Loss: 1.141, Acc: 0.840, Base Lr: 3.32e-04
2024-04-29 00:39:22 transreid.train INFO: Epoch[84] Iter[10/47] Loss: 1.110, Acc: 0.852, Base Lr: 3.32e-04
2024-04-29 00:39:23 transreid.train INFO: Epoch[84] Iter[15/47] Loss: 1.028, Acc: 0.875, Base Lr: 3.32e-04
2024-04-29 00:39:24 transreid.train INFO: Epoch[84] Iter[20/47] Loss: 0.975, Acc: 0.886, Base Lr: 3.32e-04
2024-04-29 00:39:24 transreid.train INFO: Epoch[84] Iter[25/47] Loss: 0.908, Acc: 0.902, Base Lr: 3.32e-04
2024-04-29 00:39:25 transreid.train INFO: Epoch[84] Iter[30/47] Loss: 0.865, Acc: 0.913, Base Lr: 3.32e-04
2024-04-29 00:39:26 transreid.train INFO: Epoch[84] Iter[35/47] Loss: 0.809, Acc: 0.923, Base Lr: 3.32e-04
2024-04-29 00:39:26 transreid.train INFO: Epoch[84] Iter[40/47] Loss: 0.761, Acc: 0.931, Base Lr: 3.32e-04
2024-04-29 00:39:27 transreid.train INFO: Epoch 84 done. Time per epoch: 7.254[s] Speed: 1552.8[samples/s]
2024-04-29 00:39:29 transreid.train INFO: Epoch[85] Iter[5/47] Loss: 1.251, Acc: 0.824, Base Lr: 3.16e-04
2024-04-29 00:39:30 transreid.train INFO: Epoch[85] Iter[10/47] Loss: 1.192, Acc: 0.843, Base Lr: 3.16e-04
2024-04-29 00:39:30 transreid.train INFO: Epoch[85] Iter[15/47] Loss: 1.063, Acc: 0.868, Base Lr: 3.16e-04
2024-04-29 00:39:31 transreid.train INFO: Epoch[85] Iter[20/47] Loss: 0.986, Acc: 0.887, Base Lr: 3.16e-04
2024-04-29 00:39:32 transreid.train INFO: Epoch[85] Iter[25/47] Loss: 0.903, Acc: 0.904, Base Lr: 3.16e-04
2024-04-29 00:39:32 transreid.train INFO: Epoch[85] Iter[30/47] Loss: 0.850, Acc: 0.915, Base Lr: 3.16e-04
2024-04-29 00:39:33 transreid.train INFO: Epoch[85] Iter[35/47] Loss: 0.804, Acc: 0.925, Base Lr: 3.16e-04
2024-04-29 00:39:33 transreid.train INFO: Epoch[85] Iter[40/47] Loss: 0.763, Acc: 0.933, Base Lr: 3.16e-04
2024-04-29 00:39:34 transreid.train INFO: Epoch 85 done. Time per epoch: 7.152[s] Speed: 1574.9[samples/s]
2024-04-29 00:39:36 transreid.train INFO: Epoch[86] Iter[5/47] Loss: 1.142, Acc: 0.866, Base Lr: 2.99e-04
2024-04-29 00:39:37 transreid.train INFO: Epoch[86] Iter[10/47] Loss: 1.158, Acc: 0.863, Base Lr: 2.99e-04
2024-04-29 00:39:37 transreid.train INFO: Epoch[86] Iter[15/47] Loss: 1.072, Acc: 0.876, Base Lr: 2.99e-04
2024-04-29 00:39:38 transreid.train INFO: Epoch[86] Iter[20/47] Loss: 1.000, Acc: 0.894, Base Lr: 2.99e-04
2024-04-29 00:39:39 transreid.train INFO: Epoch[86] Iter[25/47] Loss: 0.946, Acc: 0.903, Base Lr: 2.99e-04
2024-04-29 00:39:39 transreid.train INFO: Epoch[86] Iter[30/47] Loss: 0.882, Acc: 0.916, Base Lr: 2.99e-04
2024-04-29 00:39:40 transreid.train INFO: Epoch[86] Iter[35/47] Loss: 0.821, Acc: 0.926, Base Lr: 2.99e-04
2024-04-29 00:39:41 transreid.train INFO: Epoch[86] Iter[40/47] Loss: 0.773, Acc: 0.934, Base Lr: 2.99e-04
2024-04-29 00:39:41 transreid.train INFO: Epoch 86 done. Time per epoch: 7.150[s] Speed: 1575.3[samples/s]
2024-04-29 00:39:43 transreid.train INFO: Epoch[87] Iter[5/47] Loss: 1.125, Acc: 0.855, Base Lr: 2.83e-04
2024-04-29 00:39:44 transreid.train INFO: Epoch[87] Iter[10/47] Loss: 1.114, Acc: 0.863, Base Lr: 2.83e-04
2024-04-29 00:39:45 transreid.train INFO: Epoch[87] Iter[15/47] Loss: 1.021, Acc: 0.884, Base Lr: 2.83e-04
2024-04-29 00:39:45 transreid.train INFO: Epoch[87] Iter[20/47] Loss: 0.967, Acc: 0.896, Base Lr: 2.83e-04
2024-04-29 00:39:46 transreid.train INFO: Epoch[87] Iter[25/47] Loss: 0.907, Acc: 0.906, Base Lr: 2.83e-04
2024-04-29 00:39:47 transreid.train INFO: Epoch[87] Iter[30/47] Loss: 0.856, Acc: 0.917, Base Lr: 2.83e-04
2024-04-29 00:39:47 transreid.train INFO: Epoch[87] Iter[35/47] Loss: 0.810, Acc: 0.925, Base Lr: 2.83e-04
2024-04-29 00:39:48 transreid.train INFO: Epoch[87] Iter[40/47] Loss: 0.762, Acc: 0.933, Base Lr: 2.83e-04
2024-04-29 00:39:49 transreid.train INFO: Epoch 87 done. Time per epoch: 7.311[s] Speed: 1540.7[samples/s]
2024-04-29 00:39:50 transreid.train INFO: Epoch[88] Iter[5/47] Loss: 1.271, Acc: 0.809, Base Lr: 2.67e-04
2024-04-29 00:39:51 transreid.train INFO: Epoch[88] Iter[10/47] Loss: 1.102, Acc: 0.854, Base Lr: 2.67e-04
2024-04-29 00:39:52 transreid.train INFO: Epoch[88] Iter[15/47] Loss: 1.022, Acc: 0.878, Base Lr: 2.67e-04
2024-04-29 00:39:52 transreid.train INFO: Epoch[88] Iter[20/47] Loss: 0.961, Acc: 0.893, Base Lr: 2.67e-04
2024-04-29 00:39:53 transreid.train INFO: Epoch[88] Iter[25/47] Loss: 0.911, Acc: 0.906, Base Lr: 2.67e-04
2024-04-29 00:39:54 transreid.train INFO: Epoch[88] Iter[30/47] Loss: 0.849, Acc: 0.918, Base Lr: 2.67e-04
2024-04-29 00:39:54 transreid.train INFO: Epoch[88] Iter[35/47] Loss: 0.799, Acc: 0.927, Base Lr: 2.67e-04
2024-04-29 00:39:55 transreid.train INFO: Epoch[88] Iter[40/47] Loss: 0.752, Acc: 0.935, Base Lr: 2.67e-04
2024-04-29 00:39:56 transreid.train INFO: Epoch 88 done. Time per epoch: 7.166[s] Speed: 1571.9[samples/s]
2024-04-29 00:39:58 transreid.train INFO: Epoch[89] Iter[5/47] Loss: 0.997, Acc: 0.889, Base Lr: 2.52e-04
2024-04-29 00:39:58 transreid.train INFO: Epoch[89] Iter[10/47] Loss: 1.019, Acc: 0.885, Base Lr: 2.52e-04
2024-04-29 00:39:59 transreid.train INFO: Epoch[89] Iter[15/47] Loss: 1.019, Acc: 0.883, Base Lr: 2.52e-04
2024-04-29 00:40:00 transreid.train INFO: Epoch[89] Iter[20/47] Loss: 0.944, Acc: 0.897, Base Lr: 2.52e-04
2024-04-29 00:40:00 transreid.train INFO: Epoch[89] Iter[25/47] Loss: 0.880, Acc: 0.910, Base Lr: 2.52e-04
2024-04-29 00:40:01 transreid.train INFO: Epoch[89] Iter[30/47] Loss: 0.838, Acc: 0.919, Base Lr: 2.52e-04
2024-04-29 00:40:02 transreid.train INFO: Epoch[89] Iter[35/47] Loss: 0.789, Acc: 0.928, Base Lr: 2.52e-04
2024-04-29 00:40:02 transreid.train INFO: Epoch[89] Iter[40/47] Loss: 0.749, Acc: 0.935, Base Lr: 2.52e-04
2024-04-29 00:40:03 transreid.train INFO: Epoch 89 done. Time per epoch: 7.388[s] Speed: 1524.7[samples/s]
2024-04-29 00:40:05 transreid.train INFO: Epoch[90] Iter[5/47] Loss: 1.157, Acc: 0.841, Base Lr: 2.37e-04
2024-04-29 00:40:06 transreid.train INFO: Epoch[90] Iter[10/47] Loss: 1.087, Acc: 0.866, Base Lr: 2.37e-04
2024-04-29 00:40:06 transreid.train INFO: Epoch[90] Iter[15/47] Loss: 1.041, Acc: 0.880, Base Lr: 2.37e-04
2024-04-29 00:40:07 transreid.train INFO: Epoch[90] Iter[20/47] Loss: 0.966, Acc: 0.895, Base Lr: 2.37e-04
2024-04-29 00:40:08 transreid.train INFO: Epoch[90] Iter[25/47] Loss: 0.908, Acc: 0.908, Base Lr: 2.37e-04
2024-04-29 00:40:08 transreid.train INFO: Epoch[90] Iter[30/47] Loss: 0.857, Acc: 0.918, Base Lr: 2.37e-04
2024-04-29 00:40:09 transreid.train INFO: Epoch[90] Iter[35/47] Loss: 0.808, Acc: 0.928, Base Lr: 2.37e-04
2024-04-29 00:40:10 transreid.train INFO: Epoch[90] Iter[40/47] Loss: 0.760, Acc: 0.935, Base Lr: 2.37e-04
2024-04-29 00:40:10 transreid.train INFO: Epoch 90 done. Time per epoch: 7.182[s] Speed: 1568.4[samples/s]
2024-04-29 00:40:22 transreid.train INFO: Validation Results - Epoch: 90
2024-04-29 00:40:22 transreid.train INFO: mAP: 89.2%
2024-04-29 00:40:22 transreid.train INFO: CMC curve, Rank-1  :95.9%
2024-04-29 00:40:22 transreid.train INFO: CMC curve, Rank-5  :98.6%
2024-04-29 00:40:22 transreid.train INFO: CMC curve, Rank-10 :99.1%
2024-04-29 00:40:24 transreid.train INFO: Epoch[91] Iter[5/47] Loss: 1.068, Acc: 0.853, Base Lr: 2.22e-04
2024-04-29 00:40:24 transreid.train INFO: Epoch[91] Iter[10/47] Loss: 1.051, Acc: 0.867, Base Lr: 2.22e-04
2024-04-29 00:40:25 transreid.train INFO: Epoch[91] Iter[15/47] Loss: 0.985, Acc: 0.884, Base Lr: 2.22e-04
2024-04-29 00:40:26 transreid.train INFO: Epoch[91] Iter[20/47] Loss: 0.928, Acc: 0.897, Base Lr: 2.22e-04
2024-04-29 00:40:26 transreid.train INFO: Epoch[91] Iter[25/47] Loss: 0.874, Acc: 0.910, Base Lr: 2.22e-04
2024-04-29 00:40:27 transreid.train INFO: Epoch[91] Iter[30/47] Loss: 0.827, Acc: 0.918, Base Lr: 2.22e-04
2024-04-29 00:40:28 transreid.train INFO: Epoch[91] Iter[35/47] Loss: 0.787, Acc: 0.927, Base Lr: 2.22e-04
2024-04-29 00:40:28 transreid.train INFO: Epoch[91] Iter[40/47] Loss: 0.743, Acc: 0.934, Base Lr: 2.22e-04
2024-04-29 00:40:29 transreid.train INFO: Epoch 91 done. Time per epoch: 7.298[s] Speed: 1543.4[samples/s]
2024-04-29 00:40:31 transreid.train INFO: Epoch[92] Iter[5/47] Loss: 1.266, Acc: 0.832, Base Lr: 2.08e-04
2024-04-29 00:40:32 transreid.train INFO: Epoch[92] Iter[10/47] Loss: 1.110, Acc: 0.860, Base Lr: 2.08e-04
2024-04-29 00:40:32 transreid.train INFO: Epoch[92] Iter[15/47] Loss: 1.024, Acc: 0.879, Base Lr: 2.08e-04
2024-04-29 00:40:33 transreid.train INFO: Epoch[92] Iter[20/47] Loss: 0.933, Acc: 0.898, Base Lr: 2.08e-04
2024-04-29 00:40:34 transreid.train INFO: Epoch[92] Iter[25/47] Loss: 0.869, Acc: 0.911, Base Lr: 2.08e-04
2024-04-29 00:40:34 transreid.train INFO: Epoch[92] Iter[30/47] Loss: 0.828, Acc: 0.920, Base Lr: 2.08e-04
2024-04-29 00:40:35 transreid.train INFO: Epoch[92] Iter[35/47] Loss: 0.779, Acc: 0.928, Base Lr: 2.08e-04
2024-04-29 00:40:36 transreid.train INFO: Epoch[92] Iter[40/47] Loss: 0.738, Acc: 0.936, Base Lr: 2.08e-04
2024-04-29 00:40:36 transreid.train INFO: Epoch 92 done. Time per epoch: 7.162[s] Speed: 1572.7[samples/s]
2024-04-29 00:40:38 transreid.train INFO: Epoch[93] Iter[5/47] Loss: 1.151, Acc: 0.837, Base Lr: 1.94e-04
2024-04-29 00:40:39 transreid.train INFO: Epoch[93] Iter[10/47] Loss: 1.092, Acc: 0.857, Base Lr: 1.94e-04
2024-04-29 00:40:39 transreid.train INFO: Epoch[93] Iter[15/47] Loss: 1.000, Acc: 0.878, Base Lr: 1.94e-04
2024-04-29 00:40:40 transreid.train INFO: Epoch[93] Iter[20/47] Loss: 0.920, Acc: 0.897, Base Lr: 1.94e-04
2024-04-29 00:40:41 transreid.train INFO: Epoch[93] Iter[25/47] Loss: 0.866, Acc: 0.910, Base Lr: 1.94e-04
2024-04-29 00:40:41 transreid.train INFO: Epoch[93] Iter[30/47] Loss: 0.812, Acc: 0.921, Base Lr: 1.94e-04
2024-04-29 00:40:42 transreid.train INFO: Epoch[93] Iter[35/47] Loss: 0.774, Acc: 0.929, Base Lr: 1.94e-04
2024-04-29 00:40:43 transreid.train INFO: Epoch[93] Iter[40/47] Loss: 0.735, Acc: 0.937, Base Lr: 1.94e-04
2024-04-29 00:40:43 transreid.train INFO: Epoch 93 done. Time per epoch: 7.115[s] Speed: 1583.1[samples/s]
2024-04-29 00:40:45 transreid.train INFO: Epoch[94] Iter[5/47] Loss: 1.178, Acc: 0.857, Base Lr: 1.81e-04
2024-04-29 00:40:46 transreid.train INFO: Epoch[94] Iter[10/47] Loss: 1.122, Acc: 0.872, Base Lr: 1.81e-04
2024-04-29 00:40:47 transreid.train INFO: Epoch[94] Iter[15/47] Loss: 1.042, Acc: 0.885, Base Lr: 1.81e-04
2024-04-29 00:40:47 transreid.train INFO: Epoch[94] Iter[20/47] Loss: 0.973, Acc: 0.897, Base Lr: 1.81e-04
2024-04-29 00:40:48 transreid.train INFO: Epoch[94] Iter[25/47] Loss: 0.910, Acc: 0.909, Base Lr: 1.81e-04
2024-04-29 00:40:49 transreid.train INFO: Epoch[94] Iter[30/47] Loss: 0.853, Acc: 0.918, Base Lr: 1.81e-04
2024-04-29 00:40:49 transreid.train INFO: Epoch[94] Iter[35/47] Loss: 0.801, Acc: 0.927, Base Lr: 1.81e-04
2024-04-29 00:40:50 transreid.train INFO: Epoch[94] Iter[40/47] Loss: 0.746, Acc: 0.935, Base Lr: 1.81e-04
2024-04-29 00:40:50 transreid.train INFO: Epoch 94 done. Time per epoch: 7.058[s] Speed: 1595.9[samples/s]
2024-04-29 00:40:52 transreid.train INFO: Epoch[95] Iter[5/47] Loss: 1.098, Acc: 0.868, Base Lr: 1.68e-04
2024-04-29 00:40:53 transreid.train INFO: Epoch[95] Iter[10/47] Loss: 1.003, Acc: 0.885, Base Lr: 1.68e-04
2024-04-29 00:40:54 transreid.train INFO: Epoch[95] Iter[15/47] Loss: 0.970, Acc: 0.891, Base Lr: 1.68e-04
2024-04-29 00:40:54 transreid.train INFO: Epoch[95] Iter[20/47] Loss: 0.912, Acc: 0.904, Base Lr: 1.68e-04
2024-04-29 00:40:55 transreid.train INFO: Epoch[95] Iter[25/47] Loss: 0.879, Acc: 0.909, Base Lr: 1.68e-04
2024-04-29 00:40:56 transreid.train INFO: Epoch[95] Iter[30/47] Loss: 0.820, Acc: 0.920, Base Lr: 1.68e-04
2024-04-29 00:40:56 transreid.train INFO: Epoch[95] Iter[35/47] Loss: 0.768, Acc: 0.929, Base Lr: 1.68e-04
2024-04-29 00:40:57 transreid.train INFO: Epoch[95] Iter[40/47] Loss: 0.727, Acc: 0.937, Base Lr: 1.68e-04
2024-04-29 00:40:58 transreid.train INFO: Epoch 95 done. Time per epoch: 7.350[s] Speed: 1532.4[samples/s]
2024-04-29 00:41:00 transreid.train INFO: Epoch[96] Iter[5/47] Loss: 1.139, Acc: 0.855, Base Lr: 1.56e-04
2024-04-29 00:41:01 transreid.train INFO: Epoch[96] Iter[10/47] Loss: 1.079, Acc: 0.865, Base Lr: 1.56e-04
2024-04-29 00:41:01 transreid.train INFO: Epoch[96] Iter[15/47] Loss: 0.980, Acc: 0.885, Base Lr: 1.56e-04
2024-04-29 00:41:02 transreid.train INFO: Epoch[96] Iter[20/47] Loss: 0.926, Acc: 0.896, Base Lr: 1.56e-04
2024-04-29 00:41:03 transreid.train INFO: Epoch[96] Iter[25/47] Loss: 0.862, Acc: 0.909, Base Lr: 1.56e-04
2024-04-29 00:41:03 transreid.train INFO: Epoch[96] Iter[30/47] Loss: 0.805, Acc: 0.922, Base Lr: 1.56e-04
2024-04-29 00:41:04 transreid.train INFO: Epoch[96] Iter[35/47] Loss: 0.759, Acc: 0.931, Base Lr: 1.56e-04
2024-04-29 00:41:05 transreid.train INFO: Epoch[96] Iter[40/47] Loss: 0.719, Acc: 0.938, Base Lr: 1.56e-04
2024-04-29 00:41:05 transreid.train INFO: Epoch 96 done. Time per epoch: 7.422[s] Speed: 1517.7[samples/s]
2024-04-29 00:41:07 transreid.train INFO: Epoch[97] Iter[5/47] Loss: 1.142, Acc: 0.841, Base Lr: 1.44e-04
2024-04-29 00:41:08 transreid.train INFO: Epoch[97] Iter[10/47] Loss: 1.080, Acc: 0.859, Base Lr: 1.44e-04
2024-04-29 00:41:08 transreid.train INFO: Epoch[97] Iter[15/47] Loss: 0.961, Acc: 0.888, Base Lr: 1.44e-04
2024-04-29 00:41:09 transreid.train INFO: Epoch[97] Iter[20/47] Loss: 0.886, Acc: 0.904, Base Lr: 1.44e-04
2024-04-29 00:41:10 transreid.train INFO: Epoch[97] Iter[25/47] Loss: 0.853, Acc: 0.913, Base Lr: 1.44e-04
2024-04-29 00:41:10 transreid.train INFO: Epoch[97] Iter[30/47] Loss: 0.810, Acc: 0.922, Base Lr: 1.44e-04
2024-04-29 00:41:11 transreid.train INFO: Epoch[97] Iter[35/47] Loss: 0.760, Acc: 0.931, Base Lr: 1.44e-04
2024-04-29 00:41:12 transreid.train INFO: Epoch[97] Iter[40/47] Loss: 0.721, Acc: 0.938, Base Lr: 1.44e-04
2024-04-29 00:41:12 transreid.train INFO: Epoch 97 done. Time per epoch: 7.068[s] Speed: 1593.7[samples/s]
2024-04-29 00:41:14 transreid.train INFO: Epoch[98] Iter[5/47] Loss: 1.297, Acc: 0.811, Base Lr: 1.32e-04
2024-04-29 00:41:15 transreid.train INFO: Epoch[98] Iter[10/47] Loss: 1.149, Acc: 0.850, Base Lr: 1.32e-04
2024-04-29 00:41:15 transreid.train INFO: Epoch[98] Iter[15/47] Loss: 1.032, Acc: 0.877, Base Lr: 1.32e-04
2024-04-29 00:41:16 transreid.train INFO: Epoch[98] Iter[20/47] Loss: 0.940, Acc: 0.897, Base Lr: 1.32e-04
2024-04-29 00:41:17 transreid.train INFO: Epoch[98] Iter[25/47] Loss: 0.884, Acc: 0.909, Base Lr: 1.32e-04
2024-04-29 00:41:17 transreid.train INFO: Epoch[98] Iter[30/47] Loss: 0.820, Acc: 0.921, Base Lr: 1.32e-04
2024-04-29 00:41:18 transreid.train INFO: Epoch[98] Iter[35/47] Loss: 0.765, Acc: 0.930, Base Lr: 1.32e-04
2024-04-29 00:41:19 transreid.train INFO: Epoch[98] Iter[40/47] Loss: 0.721, Acc: 0.937, Base Lr: 1.32e-04
2024-04-29 00:41:19 transreid.train INFO: Epoch 98 done. Time per epoch: 7.146[s] Speed: 1576.2[samples/s]
2024-04-29 00:41:21 transreid.train INFO: Epoch[99] Iter[5/47] Loss: 1.080, Acc: 0.848, Base Lr: 1.21e-04
2024-04-29 00:41:22 transreid.train INFO: Epoch[99] Iter[10/47] Loss: 1.051, Acc: 0.865, Base Lr: 1.21e-04
2024-04-29 00:41:23 transreid.train INFO: Epoch[99] Iter[15/47] Loss: 0.987, Acc: 0.884, Base Lr: 1.21e-04
2024-04-29 00:41:23 transreid.train INFO: Epoch[99] Iter[20/47] Loss: 0.928, Acc: 0.897, Base Lr: 1.21e-04
2024-04-29 00:41:24 transreid.train INFO: Epoch[99] Iter[25/47] Loss: 0.868, Acc: 0.910, Base Lr: 1.21e-04
2024-04-29 00:41:25 transreid.train INFO: Epoch[99] Iter[30/47] Loss: 0.810, Acc: 0.920, Base Lr: 1.21e-04
2024-04-29 00:41:25 transreid.train INFO: Epoch[99] Iter[35/47] Loss: 0.760, Acc: 0.929, Base Lr: 1.21e-04
2024-04-29 00:41:26 transreid.train INFO: Epoch[99] Iter[40/47] Loss: 0.714, Acc: 0.937, Base Lr: 1.21e-04
2024-04-29 00:41:27 transreid.train INFO: Epoch 99 done. Time per epoch: 7.111[s] Speed: 1584.1[samples/s]
2024-04-29 00:41:28 transreid.train INFO: Epoch[100] Iter[5/47] Loss: 1.035, Acc: 0.862, Base Lr: 1.10e-04
2024-04-29 00:41:29 transreid.train INFO: Epoch[100] Iter[10/47] Loss: 1.021, Acc: 0.869, Base Lr: 1.10e-04
2024-04-29 00:41:30 transreid.train INFO: Epoch[100] Iter[15/47] Loss: 0.959, Acc: 0.884, Base Lr: 1.10e-04
2024-04-29 00:41:30 transreid.train INFO: Epoch[100] Iter[20/47] Loss: 0.889, Acc: 0.899, Base Lr: 1.10e-04
2024-04-29 00:41:31 transreid.train INFO: Epoch[100] Iter[25/47] Loss: 0.848, Acc: 0.911, Base Lr: 1.10e-04
2024-04-29 00:41:32 transreid.train INFO: Epoch[100] Iter[30/47] Loss: 0.805, Acc: 0.921, Base Lr: 1.10e-04
2024-04-29 00:41:32 transreid.train INFO: Epoch[100] Iter[35/47] Loss: 0.758, Acc: 0.930, Base Lr: 1.10e-04
2024-04-29 00:41:33 transreid.train INFO: Epoch[100] Iter[40/47] Loss: 0.710, Acc: 0.938, Base Lr: 1.10e-04
2024-04-29 00:41:34 transreid.train INFO: Epoch 100 done. Time per epoch: 7.294[s] Speed: 1544.2[samples/s]
2024-04-29 00:41:45 transreid.train INFO: Validation Results - Epoch: 100
2024-04-29 00:41:45 transreid.train INFO: mAP: 89.2%
2024-04-29 00:41:45 transreid.train INFO: CMC curve, Rank-1  :95.5%
2024-04-29 00:41:45 transreid.train INFO: CMC curve, Rank-5  :98.6%
2024-04-29 00:41:45 transreid.train INFO: CMC curve, Rank-10 :99.0%
2024-04-29 00:41:47 transreid.train INFO: Epoch[101] Iter[5/47] Loss: 1.202, Acc: 0.845, Base Lr: 1.00e-04
2024-04-29 00:41:48 transreid.train INFO: Epoch[101] Iter[10/47] Loss: 1.035, Acc: 0.875, Base Lr: 1.00e-04
2024-04-29 00:41:49 transreid.train INFO: Epoch[101] Iter[15/47] Loss: 0.995, Acc: 0.887, Base Lr: 1.00e-04
2024-04-29 00:41:49 transreid.train INFO: Epoch[101] Iter[20/47] Loss: 0.934, Acc: 0.899, Base Lr: 1.00e-04
2024-04-29 00:41:50 transreid.train INFO: Epoch[101] Iter[25/47] Loss: 0.864, Acc: 0.912, Base Lr: 1.00e-04
2024-04-29 00:41:51 transreid.train INFO: Epoch[101] Iter[30/47] Loss: 0.813, Acc: 0.921, Base Lr: 1.00e-04
2024-04-29 00:41:51 transreid.train INFO: Epoch[101] Iter[35/47] Loss: 0.761, Acc: 0.930, Base Lr: 1.00e-04
2024-04-29 00:41:52 transreid.train INFO: Epoch[101] Iter[40/47] Loss: 0.715, Acc: 0.938, Base Lr: 1.00e-04
2024-04-29 00:41:53 transreid.train INFO: Epoch 101 done. Time per epoch: 7.331[s] Speed: 1536.6[samples/s]
2024-04-29 00:41:55 transreid.train INFO: Epoch[102] Iter[5/47] Loss: 1.126, Acc: 0.852, Base Lr: 9.02e-05
2024-04-29 00:41:55 transreid.train INFO: Epoch[102] Iter[10/47] Loss: 1.041, Acc: 0.869, Base Lr: 9.02e-05
2024-04-29 00:41:56 transreid.train INFO: Epoch[102] Iter[15/47] Loss: 0.940, Acc: 0.890, Base Lr: 9.02e-05
2024-04-29 00:41:57 transreid.train INFO: Epoch[102] Iter[20/47] Loss: 0.890, Acc: 0.901, Base Lr: 9.02e-05
2024-04-29 00:41:58 transreid.train INFO: Epoch[102] Iter[25/47] Loss: 0.829, Acc: 0.915, Base Lr: 9.02e-05
2024-04-29 00:41:58 transreid.train INFO: Epoch[102] Iter[30/47] Loss: 0.790, Acc: 0.923, Base Lr: 9.02e-05
2024-04-29 00:41:59 transreid.train INFO: Epoch[102] Iter[35/47] Loss: 0.745, Acc: 0.932, Base Lr: 9.02e-05
2024-04-29 00:41:59 transreid.train INFO: Epoch[102] Iter[40/47] Loss: 0.711, Acc: 0.939, Base Lr: 9.02e-05
2024-04-29 00:42:00 transreid.train INFO: Epoch 102 done. Time per epoch: 7.389[s] Speed: 1524.4[samples/s]
2024-04-29 00:42:02 transreid.train INFO: Epoch[103] Iter[5/47] Loss: 1.145, Acc: 0.836, Base Lr: 8.10e-05
2024-04-29 00:42:03 transreid.train INFO: Epoch[103] Iter[10/47] Loss: 1.084, Acc: 0.856, Base Lr: 8.10e-05
2024-04-29 00:42:03 transreid.train INFO: Epoch[103] Iter[15/47] Loss: 0.974, Acc: 0.881, Base Lr: 8.10e-05
2024-04-29 00:42:04 transreid.train INFO: Epoch[103] Iter[20/47] Loss: 0.897, Acc: 0.898, Base Lr: 8.10e-05
2024-04-29 00:42:05 transreid.train INFO: Epoch[103] Iter[25/47] Loss: 0.834, Acc: 0.912, Base Lr: 8.10e-05
2024-04-29 00:42:05 transreid.train INFO: Epoch[103] Iter[30/47] Loss: 0.786, Acc: 0.920, Base Lr: 8.10e-05
2024-04-29 00:42:06 transreid.train INFO: Epoch[103] Iter[35/47] Loss: 0.734, Acc: 0.929, Base Lr: 8.10e-05
2024-04-29 00:42:07 transreid.train INFO: Epoch[103] Iter[40/47] Loss: 0.695, Acc: 0.937, Base Lr: 8.10e-05
2024-04-29 00:42:07 transreid.train INFO: Epoch 103 done. Time per epoch: 7.213[s] Speed: 1561.7[samples/s]
2024-04-29 00:42:09 transreid.train INFO: Epoch[104] Iter[5/47] Loss: 0.987, Acc: 0.879, Base Lr: 7.22e-05
2024-04-29 00:42:10 transreid.train INFO: Epoch[104] Iter[10/47] Loss: 0.981, Acc: 0.884, Base Lr: 7.22e-05
2024-04-29 00:42:11 transreid.train INFO: Epoch[104] Iter[15/47] Loss: 0.922, Acc: 0.895, Base Lr: 7.22e-05
2024-04-29 00:42:11 transreid.train INFO: Epoch[104] Iter[20/47] Loss: 0.881, Acc: 0.905, Base Lr: 7.22e-05
2024-04-29 00:42:12 transreid.train INFO: Epoch[104] Iter[25/47] Loss: 0.845, Acc: 0.913, Base Lr: 7.22e-05
2024-04-29 00:42:13 transreid.train INFO: Epoch[104] Iter[30/47] Loss: 0.792, Acc: 0.923, Base Lr: 7.22e-05
2024-04-29 00:42:13 transreid.train INFO: Epoch[104] Iter[35/47] Loss: 0.747, Acc: 0.931, Base Lr: 7.22e-05
2024-04-29 00:42:14 transreid.train INFO: Epoch[104] Iter[40/47] Loss: 0.706, Acc: 0.938, Base Lr: 7.22e-05
2024-04-29 00:42:15 transreid.train INFO: Epoch 104 done. Time per epoch: 7.352[s] Speed: 1532.1[samples/s]
2024-04-29 00:42:17 transreid.train INFO: Epoch[105] Iter[5/47] Loss: 1.070, Acc: 0.859, Base Lr: 6.40e-05
2024-04-29 00:42:17 transreid.train INFO: Epoch[105] Iter[10/47] Loss: 0.979, Acc: 0.882, Base Lr: 6.40e-05
2024-04-29 00:42:18 transreid.train INFO: Epoch[105] Iter[15/47] Loss: 0.922, Acc: 0.896, Base Lr: 6.40e-05
2024-04-29 00:42:19 transreid.train INFO: Epoch[105] Iter[20/47] Loss: 0.880, Acc: 0.907, Base Lr: 6.40e-05
2024-04-29 00:42:19 transreid.train INFO: Epoch[105] Iter[25/47] Loss: 0.840, Acc: 0.915, Base Lr: 6.40e-05
2024-04-29 00:42:20 transreid.train INFO: Epoch[105] Iter[30/47] Loss: 0.793, Acc: 0.924, Base Lr: 6.40e-05
2024-04-29 00:42:21 transreid.train INFO: Epoch[105] Iter[35/47] Loss: 0.750, Acc: 0.932, Base Lr: 6.40e-05
2024-04-29 00:42:21 transreid.train INFO: Epoch[105] Iter[40/47] Loss: 0.710, Acc: 0.938, Base Lr: 6.40e-05
2024-04-29 00:42:22 transreid.train INFO: Epoch 105 done. Time per epoch: 7.129[s] Speed: 1580.0[samples/s]
2024-04-29 00:42:24 transreid.train INFO: Epoch[106] Iter[5/47] Loss: 1.245, Acc: 0.827, Base Lr: 5.62e-05
2024-04-29 00:42:24 transreid.train INFO: Epoch[106] Iter[10/47] Loss: 1.072, Acc: 0.868, Base Lr: 5.62e-05
2024-04-29 00:42:25 transreid.train INFO: Epoch[106] Iter[15/47] Loss: 1.039, Acc: 0.873, Base Lr: 5.62e-05
2024-04-29 00:42:26 transreid.train INFO: Epoch[106] Iter[20/47] Loss: 0.933, Acc: 0.895, Base Lr: 5.62e-05
2024-04-29 00:42:27 transreid.train INFO: Epoch[106] Iter[25/47] Loss: 0.865, Acc: 0.910, Base Lr: 5.62e-05
2024-04-29 00:42:27 transreid.train INFO: Epoch[106] Iter[30/47] Loss: 0.803, Acc: 0.922, Base Lr: 5.62e-05
2024-04-29 00:42:28 transreid.train INFO: Epoch[106] Iter[35/47] Loss: 0.757, Acc: 0.931, Base Lr: 5.62e-05
2024-04-29 00:42:28 transreid.train INFO: Epoch[106] Iter[40/47] Loss: 0.721, Acc: 0.938, Base Lr: 5.62e-05
2024-04-29 00:42:29 transreid.train INFO: Epoch 106 done. Time per epoch: 7.322[s] Speed: 1538.5[samples/s]
2024-04-29 00:42:31 transreid.train INFO: Epoch[107] Iter[5/47] Loss: 1.106, Acc: 0.859, Base Lr: 4.90e-05
2024-04-29 00:42:32 transreid.train INFO: Epoch[107] Iter[10/47] Loss: 1.029, Acc: 0.874, Base Lr: 4.90e-05
2024-04-29 00:42:32 transreid.train INFO: Epoch[107] Iter[15/47] Loss: 0.997, Acc: 0.886, Base Lr: 4.90e-05
2024-04-29 00:42:33 transreid.train INFO: Epoch[107] Iter[20/47] Loss: 0.916, Acc: 0.901, Base Lr: 4.90e-05
2024-04-29 00:42:34 transreid.train INFO: Epoch[107] Iter[25/47] Loss: 0.845, Acc: 0.915, Base Lr: 4.90e-05
2024-04-29 00:42:34 transreid.train INFO: Epoch[107] Iter[30/47] Loss: 0.789, Acc: 0.926, Base Lr: 4.90e-05
2024-04-29 00:42:35 transreid.train INFO: Epoch[107] Iter[35/47] Loss: 0.742, Acc: 0.933, Base Lr: 4.90e-05
2024-04-29 00:42:36 transreid.train INFO: Epoch[107] Iter[40/47] Loss: 0.711, Acc: 0.939, Base Lr: 4.90e-05
2024-04-29 00:42:36 transreid.train INFO: Epoch 107 done. Time per epoch: 7.291[s] Speed: 1544.9[samples/s]
2024-04-29 00:42:38 transreid.train INFO: Epoch[108] Iter[5/47] Loss: 1.083, Acc: 0.849, Base Lr: 4.23e-05
2024-04-29 00:42:39 transreid.train INFO: Epoch[108] Iter[10/47] Loss: 1.013, Acc: 0.873, Base Lr: 4.23e-05
2024-04-29 00:42:40 transreid.train INFO: Epoch[108] Iter[15/47] Loss: 0.951, Acc: 0.886, Base Lr: 4.23e-05
2024-04-29 00:42:40 transreid.train INFO: Epoch[108] Iter[20/47] Loss: 0.881, Acc: 0.900, Base Lr: 4.23e-05
2024-04-29 00:42:41 transreid.train INFO: Epoch[108] Iter[25/47] Loss: 0.843, Acc: 0.912, Base Lr: 4.23e-05
2024-04-29 00:42:42 transreid.train INFO: Epoch[108] Iter[30/47] Loss: 0.790, Acc: 0.923, Base Lr: 4.23e-05
2024-04-29 00:42:42 transreid.train INFO: Epoch[108] Iter[35/47] Loss: 0.750, Acc: 0.931, Base Lr: 4.23e-05
2024-04-29 00:42:43 transreid.train INFO: Epoch[108] Iter[40/47] Loss: 0.719, Acc: 0.938, Base Lr: 4.23e-05
2024-04-29 00:42:43 transreid.train INFO: Epoch 108 done. Time per epoch: 7.045[s] Speed: 1598.8[samples/s]
2024-04-29 00:42:45 transreid.train INFO: Epoch[109] Iter[5/47] Loss: 1.143, Acc: 0.847, Base Lr: 3.61e-05
2024-04-29 00:42:46 transreid.train INFO: Epoch[109] Iter[10/47] Loss: 1.021, Acc: 0.866, Base Lr: 3.61e-05
2024-04-29 00:42:47 transreid.train INFO: Epoch[109] Iter[15/47] Loss: 0.968, Acc: 0.879, Base Lr: 3.61e-05
2024-04-29 00:42:47 transreid.train INFO: Epoch[109] Iter[20/47] Loss: 0.894, Acc: 0.898, Base Lr: 3.61e-05
2024-04-29 00:42:48 transreid.train INFO: Epoch[109] Iter[25/47] Loss: 0.836, Acc: 0.911, Base Lr: 3.61e-05
2024-04-29 00:42:49 transreid.train INFO: Epoch[109] Iter[30/47] Loss: 0.775, Acc: 0.923, Base Lr: 3.61e-05
2024-04-29 00:42:49 transreid.train INFO: Epoch[109] Iter[35/47] Loss: 0.732, Acc: 0.932, Base Lr: 3.61e-05
2024-04-29 00:42:50 transreid.train INFO: Epoch[109] Iter[40/47] Loss: 0.687, Acc: 0.939, Base Lr: 3.61e-05
2024-04-29 00:42:51 transreid.train INFO: Epoch 109 done. Time per epoch: 7.289[s] Speed: 1545.4[samples/s]
2024-04-29 00:42:53 transreid.train INFO: Epoch[110] Iter[5/47] Loss: 1.277, Acc: 0.830, Base Lr: 3.04e-05
2024-04-29 00:42:53 transreid.train INFO: Epoch[110] Iter[10/47] Loss: 1.105, Acc: 0.871, Base Lr: 3.04e-05
2024-04-29 00:42:54 transreid.train INFO: Epoch[110] Iter[15/47] Loss: 0.983, Acc: 0.890, Base Lr: 3.04e-05
2024-04-29 00:42:55 transreid.train INFO: Epoch[110] Iter[20/47] Loss: 0.910, Acc: 0.904, Base Lr: 3.04e-05
2024-04-29 00:42:55 transreid.train INFO: Epoch[110] Iter[25/47] Loss: 0.846, Acc: 0.916, Base Lr: 3.04e-05
2024-04-29 00:42:56 transreid.train INFO: Epoch[110] Iter[30/47] Loss: 0.788, Acc: 0.926, Base Lr: 3.04e-05
2024-04-29 00:42:57 transreid.train INFO: Epoch[110] Iter[35/47] Loss: 0.746, Acc: 0.934, Base Lr: 3.04e-05
2024-04-29 00:42:57 transreid.train INFO: Epoch[110] Iter[40/47] Loss: 0.708, Acc: 0.940, Base Lr: 3.04e-05
2024-04-29 00:42:58 transreid.train INFO: Epoch 110 done. Time per epoch: 7.396[s] Speed: 1523.0[samples/s]
2024-04-29 00:43:10 transreid.train INFO: Validation Results - Epoch: 110
2024-04-29 00:43:10 transreid.train INFO: mAP: 89.3%
2024-04-29 00:43:10 transreid.train INFO: CMC curve, Rank-1  :95.8%
2024-04-29 00:43:10 transreid.train INFO: CMC curve, Rank-5  :98.6%
2024-04-29 00:43:10 transreid.train INFO: CMC curve, Rank-10 :99.0%
2024-04-29 00:43:12 transreid.train INFO: Epoch[111] Iter[5/47] Loss: 1.145, Acc: 0.855, Base Lr: 2.53e-05
2024-04-29 00:43:12 transreid.train INFO: Epoch[111] Iter[10/47] Loss: 1.022, Acc: 0.876, Base Lr: 2.53e-05
2024-04-29 00:43:13 transreid.train INFO: Epoch[111] Iter[15/47] Loss: 0.973, Acc: 0.889, Base Lr: 2.53e-05
2024-04-29 00:43:14 transreid.train INFO: Epoch[111] Iter[20/47] Loss: 0.910, Acc: 0.901, Base Lr: 2.53e-05
2024-04-29 00:43:14 transreid.train INFO: Epoch[111] Iter[25/47] Loss: 0.855, Acc: 0.914, Base Lr: 2.53e-05
2024-04-29 00:43:15 transreid.train INFO: Epoch[111] Iter[30/47] Loss: 0.800, Acc: 0.924, Base Lr: 2.53e-05
2024-04-29 00:43:16 transreid.train INFO: Epoch[111] Iter[35/47] Loss: 0.752, Acc: 0.931, Base Lr: 2.53e-05
2024-04-29 00:43:16 transreid.train INFO: Epoch[111] Iter[40/47] Loss: 0.706, Acc: 0.938, Base Lr: 2.53e-05
2024-04-29 00:43:17 transreid.train INFO: Epoch 111 done. Time per epoch: 7.250[s] Speed: 1553.6[samples/s]
2024-04-29 00:43:19 transreid.train INFO: Epoch[112] Iter[5/47] Loss: 1.165, Acc: 0.834, Base Lr: 2.06e-05
2024-04-29 00:43:20 transreid.train INFO: Epoch[112] Iter[10/47] Loss: 1.041, Acc: 0.866, Base Lr: 2.06e-05
2024-04-29 00:43:20 transreid.train INFO: Epoch[112] Iter[15/47] Loss: 0.949, Acc: 0.887, Base Lr: 2.06e-05
2024-04-29 00:43:21 transreid.train INFO: Epoch[112] Iter[20/47] Loss: 0.891, Acc: 0.898, Base Lr: 2.06e-05
2024-04-29 00:43:22 transreid.train INFO: Epoch[112] Iter[25/47] Loss: 0.838, Acc: 0.910, Base Lr: 2.06e-05
2024-04-29 00:43:22 transreid.train INFO: Epoch[112] Iter[30/47] Loss: 0.773, Acc: 0.923, Base Lr: 2.06e-05
2024-04-29 00:43:23 transreid.train INFO: Epoch[112] Iter[35/47] Loss: 0.728, Acc: 0.932, Base Lr: 2.06e-05
2024-04-29 00:43:24 transreid.train INFO: Epoch[112] Iter[40/47] Loss: 0.686, Acc: 0.940, Base Lr: 2.06e-05
2024-04-29 00:43:24 transreid.train INFO: Epoch 112 done. Time per epoch: 7.322[s] Speed: 1538.3[samples/s]
2024-04-29 00:43:26 transreid.train INFO: Epoch[113] Iter[5/47] Loss: 1.155, Acc: 0.843, Base Lr: 1.66e-05
2024-04-29 00:43:27 transreid.train INFO: Epoch[113] Iter[10/47] Loss: 1.061, Acc: 0.873, Base Lr: 1.66e-05
2024-04-29 00:43:28 transreid.train INFO: Epoch[113] Iter[15/47] Loss: 1.002, Acc: 0.885, Base Lr: 1.66e-05
2024-04-29 00:43:28 transreid.train INFO: Epoch[113] Iter[20/47] Loss: 0.927, Acc: 0.900, Base Lr: 1.66e-05
2024-04-29 00:43:29 transreid.train INFO: Epoch[113] Iter[25/47] Loss: 0.848, Acc: 0.915, Base Lr: 1.66e-05
2024-04-29 00:43:30 transreid.train INFO: Epoch[113] Iter[30/47] Loss: 0.804, Acc: 0.923, Base Lr: 1.66e-05
2024-04-29 00:43:30 transreid.train INFO: Epoch[113] Iter[35/47] Loss: 0.750, Acc: 0.932, Base Lr: 1.66e-05
2024-04-29 00:43:31 transreid.train INFO: Epoch[113] Iter[40/47] Loss: 0.710, Acc: 0.939, Base Lr: 1.66e-05
2024-04-29 00:43:32 transreid.train INFO: Epoch 113 done. Time per epoch: 7.311[s] Speed: 1540.6[samples/s]
2024-04-29 00:43:34 transreid.train INFO: Epoch[114] Iter[5/47] Loss: 1.093, Acc: 0.860, Base Lr: 1.30e-05
2024-04-29 00:43:34 transreid.train INFO: Epoch[114] Iter[10/47] Loss: 1.031, Acc: 0.872, Base Lr: 1.30e-05
2024-04-29 00:43:35 transreid.train INFO: Epoch[114] Iter[15/47] Loss: 0.977, Acc: 0.886, Base Lr: 1.30e-05
2024-04-29 00:43:36 transreid.train INFO: Epoch[114] Iter[20/47] Loss: 0.890, Acc: 0.904, Base Lr: 1.30e-05
2024-04-29 00:43:36 transreid.train INFO: Epoch[114] Iter[25/47] Loss: 0.833, Acc: 0.918, Base Lr: 1.30e-05
2024-04-29 00:43:37 transreid.train INFO: Epoch[114] Iter[30/47] Loss: 0.782, Acc: 0.928, Base Lr: 1.30e-05
2024-04-29 00:43:38 transreid.train INFO: Epoch[114] Iter[35/47] Loss: 0.742, Acc: 0.934, Base Lr: 1.30e-05
2024-04-29 00:43:38 transreid.train INFO: Epoch[114] Iter[40/47] Loss: 0.701, Acc: 0.940, Base Lr: 1.30e-05
2024-04-29 00:43:39 transreid.train INFO: Epoch 114 done. Time per epoch: 7.135[s] Speed: 1578.7[samples/s]
2024-04-29 00:43:41 transreid.train INFO: Epoch[115] Iter[5/47] Loss: 1.141, Acc: 0.839, Base Lr: 1.00e-05
2024-04-29 00:43:41 transreid.train INFO: Epoch[115] Iter[10/47] Loss: 1.049, Acc: 0.859, Base Lr: 1.00e-05
2024-04-29 00:43:42 transreid.train INFO: Epoch[115] Iter[15/47] Loss: 0.966, Acc: 0.886, Base Lr: 1.00e-05
2024-04-29 00:43:43 transreid.train INFO: Epoch[115] Iter[20/47] Loss: 0.877, Acc: 0.906, Base Lr: 1.00e-05
2024-04-29 00:43:43 transreid.train INFO: Epoch[115] Iter[25/47] Loss: 0.822, Acc: 0.918, Base Lr: 1.00e-05
2024-04-29 00:43:44 transreid.train INFO: Epoch[115] Iter[30/47] Loss: 0.781, Acc: 0.925, Base Lr: 1.00e-05
2024-04-29 00:43:45 transreid.train INFO: Epoch[115] Iter[35/47] Loss: 0.737, Acc: 0.933, Base Lr: 1.00e-05
2024-04-29 00:43:45 transreid.train INFO: Epoch[115] Iter[40/47] Loss: 0.698, Acc: 0.939, Base Lr: 1.00e-05
2024-04-29 00:43:46 transreid.train INFO: Epoch 115 done. Time per epoch: 7.128[s] Speed: 1580.2[samples/s]
2024-04-29 00:43:48 transreid.train INFO: Epoch[116] Iter[5/47] Loss: 1.175, Acc: 0.830, Base Lr: 7.57e-06
2024-04-29 00:43:49 transreid.train INFO: Epoch[116] Iter[10/47] Loss: 1.035, Acc: 0.866, Base Lr: 7.57e-06
2024-04-29 00:43:49 transreid.train INFO: Epoch[116] Iter[15/47] Loss: 0.926, Acc: 0.891, Base Lr: 7.57e-06
2024-04-29 00:43:50 transreid.train INFO: Epoch[116] Iter[20/47] Loss: 0.871, Acc: 0.902, Base Lr: 7.57e-06
2024-04-29 00:43:51 transreid.train INFO: Epoch[116] Iter[25/47] Loss: 0.809, Acc: 0.915, Base Lr: 7.57e-06
2024-04-29 00:43:51 transreid.train INFO: Epoch[116] Iter[30/47] Loss: 0.773, Acc: 0.924, Base Lr: 7.57e-06
2024-04-29 00:43:52 transreid.train INFO: Epoch[116] Iter[35/47] Loss: 0.731, Acc: 0.933, Base Lr: 7.57e-06
2024-04-29 00:43:53 transreid.train INFO: Epoch[116] Iter[40/47] Loss: 0.696, Acc: 0.939, Base Lr: 7.57e-06
2024-04-29 00:43:53 transreid.train INFO: Epoch 116 done. Time per epoch: 7.266[s] Speed: 1550.2[samples/s]
2024-04-29 00:43:55 transreid.train INFO: Epoch[117] Iter[5/47] Loss: 1.045, Acc: 0.873, Base Lr: 5.66e-06
2024-04-29 00:43:56 transreid.train INFO: Epoch[117] Iter[10/47] Loss: 1.006, Acc: 0.876, Base Lr: 5.66e-06
2024-04-29 00:43:56 transreid.train INFO: Epoch[117] Iter[15/47] Loss: 0.934, Acc: 0.898, Base Lr: 5.66e-06
2024-04-29 00:43:57 transreid.train INFO: Epoch[117] Iter[20/47] Loss: 0.886, Acc: 0.906, Base Lr: 5.66e-06
2024-04-29 00:43:58 transreid.train INFO: Epoch[117] Iter[25/47] Loss: 0.833, Acc: 0.917, Base Lr: 5.66e-06
2024-04-29 00:43:58 transreid.train INFO: Epoch[117] Iter[30/47] Loss: 0.788, Acc: 0.925, Base Lr: 5.66e-06
2024-04-29 00:43:59 transreid.train INFO: Epoch[117] Iter[35/47] Loss: 0.733, Acc: 0.934, Base Lr: 5.66e-06
2024-04-29 00:44:00 transreid.train INFO: Epoch[117] Iter[40/47] Loss: 0.694, Acc: 0.941, Base Lr: 5.66e-06
2024-04-29 00:44:00 transreid.train INFO: Epoch 117 done. Time per epoch: 6.955[s] Speed: 1582.6[samples/s]
2024-04-29 00:44:02 transreid.train INFO: Epoch[118] Iter[5/47] Loss: 1.111, Acc: 0.852, Base Lr: 4.29e-06
2024-04-29 00:44:03 transreid.train INFO: Epoch[118] Iter[10/47] Loss: 1.070, Acc: 0.869, Base Lr: 4.29e-06
2024-04-29 00:44:03 transreid.train INFO: Epoch[118] Iter[15/47] Loss: 0.996, Acc: 0.881, Base Lr: 4.29e-06
2024-04-29 00:44:04 transreid.train INFO: Epoch[118] Iter[20/47] Loss: 0.909, Acc: 0.899, Base Lr: 4.29e-06
2024-04-29 00:44:05 transreid.train INFO: Epoch[118] Iter[25/47] Loss: 0.846, Acc: 0.911, Base Lr: 4.29e-06
2024-04-29 00:44:05 transreid.train INFO: Epoch[118] Iter[30/47] Loss: 0.784, Acc: 0.924, Base Lr: 4.29e-06
2024-04-29 00:44:06 transreid.train INFO: Epoch[118] Iter[35/47] Loss: 0.740, Acc: 0.931, Base Lr: 4.29e-06
2024-04-29 00:44:07 transreid.train INFO: Epoch[118] Iter[40/47] Loss: 0.702, Acc: 0.939, Base Lr: 4.29e-06
2024-04-29 00:44:07 transreid.train INFO: Epoch 118 done. Time per epoch: 7.231[s] Speed: 1557.8[samples/s]
2024-04-29 00:44:09 transreid.train INFO: Epoch[119] Iter[5/47] Loss: 1.077, Acc: 0.855, Base Lr: 3.47e-06
2024-04-29 00:44:10 transreid.train INFO: Epoch[119] Iter[10/47] Loss: 0.992, Acc: 0.873, Base Lr: 3.47e-06
2024-04-29 00:44:11 transreid.train INFO: Epoch[119] Iter[15/47] Loss: 0.928, Acc: 0.893, Base Lr: 3.47e-06
2024-04-29 00:44:11 transreid.train INFO: Epoch[119] Iter[20/47] Loss: 0.866, Acc: 0.908, Base Lr: 3.47e-06
2024-04-29 00:44:12 transreid.train INFO: Epoch[119] Iter[25/47] Loss: 0.814, Acc: 0.918, Base Lr: 3.47e-06
2024-04-29 00:44:13 transreid.train INFO: Epoch[119] Iter[30/47] Loss: 0.771, Acc: 0.925, Base Lr: 3.47e-06
2024-04-29 00:44:13 transreid.train INFO: Epoch[119] Iter[35/47] Loss: 0.732, Acc: 0.933, Base Lr: 3.47e-06
2024-04-29 00:44:14 transreid.train INFO: Epoch[119] Iter[40/47] Loss: 0.689, Acc: 0.940, Base Lr: 3.47e-06
2024-04-29 00:44:15 transreid.train INFO: Epoch 119 done. Time per epoch: 7.303[s] Speed: 1542.5[samples/s]
2024-04-29 00:44:17 transreid.train INFO: Epoch[120] Iter[5/47] Loss: 1.008, Acc: 0.857, Base Lr: 3.20e-06
2024-04-29 00:44:17 transreid.train INFO: Epoch[120] Iter[10/47] Loss: 1.005, Acc: 0.875, Base Lr: 3.20e-06
2024-04-29 00:44:18 transreid.train INFO: Epoch[120] Iter[15/47] Loss: 0.938, Acc: 0.891, Base Lr: 3.20e-06
2024-04-29 00:44:19 transreid.train INFO: Epoch[120] Iter[20/47] Loss: 0.880, Acc: 0.905, Base Lr: 3.20e-06
2024-04-29 00:44:19 transreid.train INFO: Epoch[120] Iter[25/47] Loss: 0.823, Acc: 0.916, Base Lr: 3.20e-06
2024-04-29 00:44:20 transreid.train INFO: Epoch[120] Iter[30/47] Loss: 0.782, Acc: 0.924, Base Lr: 3.20e-06
2024-04-29 00:44:21 transreid.train INFO: Epoch[120] Iter[35/47] Loss: 0.741, Acc: 0.931, Base Lr: 3.20e-06
2024-04-29 00:44:21 transreid.train INFO: Epoch[120] Iter[40/47] Loss: 0.696, Acc: 0.938, Base Lr: 3.20e-06
2024-04-29 00:44:22 transreid.train INFO: Epoch 120 done. Time per epoch: 7.261[s] Speed: 1551.3[samples/s]
2024-04-29 00:44:33 transreid.train INFO: Validation Results - Epoch: 120
2024-04-29 00:44:33 transreid.train INFO: mAP: 89.3%
2024-04-29 00:44:33 transreid.train INFO: CMC curve, Rank-1  :95.6%
2024-04-29 00:44:33 transreid.train INFO: CMC curve, Rank-5  :98.5%
2024-04-29 00:44:33 transreid.train INFO: CMC curve, Rank-10 :99.1%
