2024-04-26 17:23:43 transreid INFO: Saving model in the path :log/bs_exp/ViT_Small_Market1501/512bs_lr0.0032_ep120_warm20_seed0
2024-04-26 17:23:43 transreid INFO: Loaded configuration file configs/market/vit_small.yml
2024-04-26 17:23:43 transreid INFO: Running with config:
DATALOADER:
  NUM_INSTANCE: 4
  NUM_WORKERS: 8
  REMOVE_TAIL: 0
  SAMPLER: softmax_triplet
DATASETS:
  NAMES: market1501
  ROOT_DIR: /home/ma-user/work/Datasets/ImageReID_Datasets/mixreid/
  ROOT_TRAIN_DIR: ../data
  ROOT_VAL_DIR: ../data
INPUT:
  PADDING: 10
  PIXEL_MEAN: [0.5, 0.5, 0.5]
  PIXEL_STD: [0.5, 0.5, 0.5]
  PROB: 0.5
  RE_PROB: 0.5
  SIZE_TEST: [256, 128]
  SIZE_TRAIN: [256, 128]
MODEL:
  ATT_DROP_RATE: 0.0
  COS_LAYER: False
  DEVICE: cuda
  DEVICE_ID: 1
  DEVIDE_LENGTH: 4
  DIST_TRAIN: False
  DROPOUT_RATE: 0.0
  DROP_OUT: 0.0
  DROP_PATH: 0.1
  FEAT_DIM: 512
  FEAT_FUSION: cat
  GEM_POOLING: False
  ID_LOSS_TYPE: softmax
  ID_LOSS_WEIGHT: 1.0
  IF_LABELSMOOTH: off
  IF_WITH_CENTER: no
  JPM: False
  LAST_STRIDE: 1
  METRIC_LOSS_TYPE: triplet
  MULTI_NECK: True
  NAME: vit_small
  NECK: bnneck
  NO_MARGIN: True
  PRETRAIN_CHOICE: self
  PRETRAIN_HW_RATIO: 2
  PRETRAIN_PATH: /home/ma-user/work/Projects/ReIDNets_Checkpoints_TransReID/ViT_Small_P16_2468_406080100_bs96_originaldino_noreid.pth
  REDUCE_FEAT_DIM: False
  RE_ARRANGE: True
  SHIFT_NUM: 5
  SHUFFLE_GROUP: 2
  SIE_CAMERA: False
  SIE_COE: 3.0
  SIE_VIEW: False
  STEM_CONV: True
  STRIDE_SIZE: [16, 16]
  TRANSFORMER_TYPE: None
  TRIPLET_LOSS_WEIGHT: 1.0
OUTPUT_DIR: log/bs_exp/ViT_Small_Market1501/512bs_lr0.0032_ep120_warm20_seed0
SOLVER:
  BASE_LR: 0.0032
  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: 512
  LARGE_FC_LR: False
  LOG_PERIOD: 5
  MARGIN: 0.3
  MAX_EPOCHS: 120
  MOMENTUM: 0.9
  OPTIMIZER_NAME: SGD
  SEED: 0
  STEPS: (40, 70)
  TRP_L2: False
  WARMUP_EPOCHS: 20
  WARMUP_FACTOR: 0.01
  WARMUP_METHOD: cosine
  WEIGHT_DECAY: 0.0001
  WEIGHT_DECAY_BIAS: 0.0001
TEST:
  DIST_MAT: dist_mat.npy
  EVAL: True
  FEAT_NORM: yes
  IMS_PER_BATCH: 256
  NECK_FEAT: before
  RE_RANKING: False
  WEIGHT: 
2024-04-26 17:23:43 transreid.check INFO: Dataset statistics:
2024-04-26 17:23:43 transreid.check INFO:   ----------------------------------------
2024-04-26 17:23:43 transreid.check INFO:   subset   | # ids | # images | # cameras
2024-04-26 17:23:43 transreid.check INFO:   ----------------------------------------
2024-04-26 17:23:43 transreid.check INFO:   train    |   751 |    12936 |         6
2024-04-26 17:23:43 transreid.check INFO:   query    |   750 |     3368 |         6
2024-04-26 17:23:43 transreid.check INFO:   gallery  |   751 |    15913 |         6
2024-04-26 17:23:43 transreid.check INFO:   ----------------------------------------
2024-04-26 17:23:48 transreid INFO: ===========using cosine learning rate=======
2024-04-26 17:23:48 transreid.train INFO: start training
2024-04-26 17:23:57 transreid.train INFO: Epoch[1] Iter[5/24] Loss: 22.298, Acc: 0.001, Base Lr: 1.90e-04
2024-04-26 17:24:00 transreid.train INFO: Epoch[1] Iter[10/24] Loss: 19.979, Acc: 0.002, Base Lr: 1.90e-04
2024-04-26 17:24:02 transreid.train INFO: Epoch[1] Iter[15/24] Loss: 18.103, Acc: 0.002, Base Lr: 1.90e-04
2024-04-26 17:24:05 transreid.train INFO: Epoch[1] Iter[20/24] Loss: 16.791, Acc: 0.002, Base Lr: 1.90e-04
2024-04-26 17:24:06 transreid.train INFO: Epoch 1 done. Time per epoch: 18.079[s] Speed: 594.7[samples/s]
2024-04-26 17:24:10 transreid.train INFO: Epoch[2] Iter[5/24] Loss: 11.197, Acc: 0.001, Base Lr: 3.49e-04
2024-04-26 17:24:13 transreid.train INFO: Epoch[2] Iter[10/24] Loss: 10.589, Acc: 0.001, Base Lr: 3.49e-04
2024-04-26 17:24:16 transreid.train INFO: Epoch[2] Iter[15/24] Loss: 10.033, Acc: 0.001, Base Lr: 3.49e-04
2024-04-26 17:24:19 transreid.train INFO: Epoch[2] Iter[20/24] Loss: 9.579, Acc: 0.002, Base Lr: 3.49e-04
2024-04-26 17:24:20 transreid.train INFO: Epoch 2 done. Time per epoch: 13.855[s] Speed: 776.0[samples/s]
2024-04-26 17:24:24 transreid.train INFO: Epoch[3] Iter[5/24] Loss: 7.747, Acc: 0.009, Base Lr: 5.07e-04
2024-04-26 17:24:27 transreid.train INFO: Epoch[3] Iter[10/24] Loss: 7.694, Acc: 0.017, Base Lr: 5.07e-04
2024-04-26 17:24:30 transreid.train INFO: Epoch[3] Iter[15/24] Loss: 7.633, Acc: 0.027, Base Lr: 5.07e-04
2024-04-26 17:24:33 transreid.train INFO: Epoch[3] Iter[20/24] Loss: 7.577, Acc: 0.047, Base Lr: 5.07e-04
2024-04-26 17:24:34 transreid.train INFO: Epoch 3 done. Time per epoch: 13.875[s] Speed: 774.9[samples/s]
2024-04-26 17:24:38 transreid.train INFO: Epoch[4] Iter[5/24] Loss: 7.332, Acc: 0.093, Base Lr: 6.66e-04
2024-04-26 17:24:41 transreid.train INFO: Epoch[4] Iter[10/24] Loss: 7.307, Acc: 0.132, Base Lr: 6.66e-04
2024-04-26 17:24:44 transreid.train INFO: Epoch[4] Iter[15/24] Loss: 7.301, Acc: 0.161, Base Lr: 6.66e-04
2024-04-26 17:24:47 transreid.train INFO: Epoch[4] Iter[20/24] Loss: 7.279, Acc: 0.211, Base Lr: 6.66e-04
2024-04-26 17:24:48 transreid.train INFO: Epoch 4 done. Time per epoch: 13.930[s] Speed: 771.8[samples/s]
2024-04-26 17:24:52 transreid.train INFO: Epoch[5] Iter[5/24] Loss: 7.200, Acc: 0.228, Base Lr: 8.24e-04
2024-04-26 17:24:55 transreid.train INFO: Epoch[5] Iter[10/24] Loss: 7.170, Acc: 0.278, Base Lr: 8.24e-04
2024-04-26 17:24:58 transreid.train INFO: Epoch[5] Iter[15/24] Loss: 7.148, Acc: 0.325, Base Lr: 8.24e-04
2024-04-26 17:25:01 transreid.train INFO: Epoch[5] Iter[20/24] Loss: 7.137, Acc: 0.373, Base Lr: 8.24e-04
2024-04-26 17:25:02 transreid.train INFO: Epoch 5 done. Time per epoch: 14.011[s] Speed: 767.4[samples/s]
2024-04-26 17:25:06 transreid.train INFO: Epoch[6] Iter[5/24] Loss: 7.152, Acc: 0.285, Base Lr: 9.82e-04
2024-04-26 17:25:09 transreid.train INFO: Epoch[6] Iter[10/24] Loss: 7.104, Acc: 0.320, Base Lr: 9.82e-04
2024-04-26 17:25:12 transreid.train INFO: Epoch[6] Iter[15/24] Loss: 7.063, Acc: 0.378, Base Lr: 9.82e-04
2024-04-26 17:25:15 transreid.train INFO: Epoch[6] Iter[20/24] Loss: 7.031, Acc: 0.435, Base Lr: 9.82e-04
2024-04-26 17:25:15 transreid.train INFO: Epoch 6 done. Time per epoch: 13.804[s] Speed: 778.9[samples/s]
2024-04-26 17:25:20 transreid.train INFO: Epoch[7] Iter[5/24] Loss: 7.037, Acc: 0.320, Base Lr: 1.14e-03
2024-04-26 17:25:23 transreid.train INFO: Epoch[7] Iter[10/24] Loss: 7.007, Acc: 0.360, Base Lr: 1.14e-03
2024-04-26 17:25:26 transreid.train INFO: Epoch[7] Iter[15/24] Loss: 6.948, Acc: 0.408, Base Lr: 1.14e-03
2024-04-26 17:25:28 transreid.train INFO: Epoch[7] Iter[20/24] Loss: 6.898, Acc: 0.477, Base Lr: 1.14e-03
2024-04-26 17:25:29 transreid.train INFO: Epoch 7 done. Time per epoch: 13.749[s] Speed: 782.0[samples/s]
2024-04-26 17:25:34 transreid.train INFO: Epoch[8] Iter[5/24] Loss: 6.905, Acc: 0.352, Base Lr: 1.30e-03
2024-04-26 17:25:37 transreid.train INFO: Epoch[8] Iter[10/24] Loss: 6.868, Acc: 0.386, Base Lr: 1.30e-03
2024-04-26 17:25:39 transreid.train INFO: Epoch[8] Iter[15/24] Loss: 6.829, Acc: 0.437, Base Lr: 1.30e-03
2024-04-26 17:25:42 transreid.train INFO: Epoch[8] Iter[20/24] Loss: 6.790, Acc: 0.488, Base Lr: 1.30e-03
2024-04-26 17:25:43 transreid.train INFO: Epoch 8 done. Time per epoch: 13.883[s] Speed: 774.5[samples/s]
2024-04-26 17:25:48 transreid.train INFO: Epoch[9] Iter[5/24] Loss: 6.769, Acc: 0.346, Base Lr: 1.46e-03
2024-04-26 17:25:50 transreid.train INFO: Epoch[9] Iter[10/24] Loss: 6.737, Acc: 0.393, Base Lr: 1.46e-03
2024-04-26 17:25:53 transreid.train INFO: Epoch[9] Iter[15/24] Loss: 6.687, Acc: 0.439, Base Lr: 1.46e-03
2024-04-26 17:25:56 transreid.train INFO: Epoch[9] Iter[20/24] Loss: 6.637, Acc: 0.500, Base Lr: 1.46e-03
2024-04-26 17:25:57 transreid.train INFO: Epoch 9 done. Time per epoch: 13.814[s] Speed: 778.3[samples/s]
2024-04-26 17:26:01 transreid.train INFO: Epoch[10] Iter[5/24] Loss: 6.684, Acc: 0.346, Base Lr: 1.62e-03
2024-04-26 17:26:04 transreid.train INFO: Epoch[10] Iter[10/24] Loss: 6.613, Acc: 0.380, Base Lr: 1.62e-03
2024-04-26 17:26:07 transreid.train INFO: Epoch[10] Iter[15/24] Loss: 6.549, Acc: 0.432, Base Lr: 1.62e-03
2024-04-26 17:26:10 transreid.train INFO: Epoch[10] Iter[20/24] Loss: 6.480, Acc: 0.500, Base Lr: 1.62e-03
2024-04-26 17:26:11 transreid.train INFO: Epoch 10 done. Time per epoch: 13.782[s] Speed: 780.2[samples/s]
2024-04-26 17:26:34 transreid.train INFO: Validation Results - Epoch: 10
2024-04-26 17:26:34 transreid.train INFO: mAP: 88.3%
2024-04-26 17:26:34 transreid.train INFO: CMC curve, Rank-1  :94.6%
2024-04-26 17:26:34 transreid.train INFO: CMC curve, Rank-5  :98.2%
2024-04-26 17:26:34 transreid.train INFO: CMC curve, Rank-10 :99.0%
2024-04-26 17:26:39 transreid.train INFO: Epoch[11] Iter[5/24] Loss: 6.508, Acc: 0.340, Base Lr: 1.77e-03
2024-04-26 17:26:42 transreid.train INFO: Epoch[11] Iter[10/24] Loss: 6.469, Acc: 0.395, Base Lr: 1.77e-03
2024-04-26 17:26:45 transreid.train INFO: Epoch[11] Iter[15/24] Loss: 6.396, Acc: 0.447, Base Lr: 1.77e-03
2024-04-26 17:26:48 transreid.train INFO: Epoch[11] Iter[20/24] Loss: 6.307, Acc: 0.508, Base Lr: 1.77e-03
2024-04-26 17:26:48 transreid.train INFO: Epoch 11 done. Time per epoch: 13.494[s] Speed: 758.8[samples/s]
2024-04-26 17:26:53 transreid.train INFO: Epoch[12] Iter[5/24] Loss: 6.349, Acc: 0.356, Base Lr: 1.93e-03
2024-04-26 17:26:55 transreid.train INFO: Epoch[12] Iter[10/24] Loss: 6.282, Acc: 0.406, Base Lr: 1.93e-03
2024-04-26 17:26:58 transreid.train INFO: Epoch[12] Iter[15/24] Loss: 6.208, Acc: 0.450, Base Lr: 1.93e-03
2024-04-26 17:27:01 transreid.train INFO: Epoch[12] Iter[20/24] Loss: 6.131, Acc: 0.524, Base Lr: 1.93e-03
2024-04-26 17:27:02 transreid.train INFO: Epoch 12 done. Time per epoch: 14.011[s] Speed: 767.4[samples/s]
2024-04-26 17:27:06 transreid.train INFO: Epoch[13] Iter[5/24] Loss: 6.154, Acc: 0.349, Base Lr: 2.09e-03
2024-04-26 17:27:09 transreid.train INFO: Epoch[13] Iter[10/24] Loss: 6.140, Acc: 0.405, Base Lr: 2.09e-03
2024-04-26 17:27:12 transreid.train INFO: Epoch[13] Iter[15/24] Loss: 6.084, Acc: 0.448, Base Lr: 2.09e-03
2024-04-26 17:27:15 transreid.train INFO: Epoch[13] Iter[20/24] Loss: 5.951, Acc: 0.521, Base Lr: 2.09e-03
2024-04-26 17:27:15 transreid.train INFO: Epoch 13 done. Time per epoch: 13.356[s] Speed: 766.7[samples/s]
2024-04-26 17:27:20 transreid.train INFO: Epoch[14] Iter[5/24] Loss: 5.994, Acc: 0.386, Base Lr: 2.25e-03
2024-04-26 17:27:23 transreid.train INFO: Epoch[14] Iter[10/24] Loss: 5.961, Acc: 0.409, Base Lr: 2.25e-03
2024-04-26 17:27:26 transreid.train INFO: Epoch[14] Iter[15/24] Loss: 5.875, Acc: 0.453, Base Lr: 2.25e-03
2024-04-26 17:27:28 transreid.train INFO: Epoch[14] Iter[20/24] Loss: 5.747, Acc: 0.529, Base Lr: 2.25e-03
2024-04-26 17:27:29 transreid.train INFO: Epoch 14 done. Time per epoch: 13.372[s] Speed: 765.8[samples/s]
2024-04-26 17:27:33 transreid.train INFO: Epoch[15] Iter[5/24] Loss: 5.843, Acc: 0.411, Base Lr: 2.41e-03
2024-04-26 17:27:36 transreid.train INFO: Epoch[15] Iter[10/24] Loss: 5.769, Acc: 0.443, Base Lr: 2.41e-03
2024-04-26 17:27:39 transreid.train INFO: Epoch[15] Iter[15/24] Loss: 5.678, Acc: 0.480, Base Lr: 2.41e-03
2024-04-26 17:27:42 transreid.train INFO: Epoch[15] Iter[20/24] Loss: 5.557, Acc: 0.534, Base Lr: 2.41e-03
2024-04-26 17:27:43 transreid.train INFO: Epoch 15 done. Time per epoch: 13.918[s] Speed: 772.5[samples/s]
2024-04-26 17:27:47 transreid.train INFO: Epoch[16] Iter[5/24] Loss: 5.660, Acc: 0.377, Base Lr: 2.57e-03
2024-04-26 17:27:50 transreid.train INFO: Epoch[16] Iter[10/24] Loss: 5.578, Acc: 0.421, Base Lr: 2.57e-03
2024-04-26 17:27:53 transreid.train INFO: Epoch[16] Iter[15/24] Loss: 5.447, Acc: 0.477, Base Lr: 2.57e-03
2024-04-26 17:27:56 transreid.train INFO: Epoch[16] Iter[20/24] Loss: 5.310, Acc: 0.540, Base Lr: 2.57e-03
2024-04-26 17:27:57 transreid.train INFO: Epoch 16 done. Time per epoch: 14.159[s] Speed: 759.4[samples/s]
2024-04-26 17:28:02 transreid.train INFO: Epoch[17] Iter[5/24] Loss: 5.495, Acc: 0.369, Base Lr: 2.72e-03
2024-04-26 17:28:04 transreid.train INFO: Epoch[17] Iter[10/24] Loss: 5.386, Acc: 0.412, Base Lr: 2.72e-03
2024-04-26 17:28:07 transreid.train INFO: Epoch[17] Iter[15/24] Loss: 5.247, Acc: 0.470, Base Lr: 2.72e-03
2024-04-26 17:28:10 transreid.train INFO: Epoch[17] Iter[20/24] Loss: 5.068, Acc: 0.539, Base Lr: 2.72e-03
2024-04-26 17:28:11 transreid.train INFO: Epoch 17 done. Time per epoch: 14.183[s] Speed: 758.1[samples/s]
2024-04-26 17:28:16 transreid.train INFO: Epoch[18] Iter[5/24] Loss: 5.334, Acc: 0.392, Base Lr: 2.88e-03
2024-04-26 17:28:18 transreid.train INFO: Epoch[18] Iter[10/24] Loss: 5.165, Acc: 0.434, Base Lr: 2.88e-03
2024-04-26 17:28:21 transreid.train INFO: Epoch[18] Iter[15/24] Loss: 5.026, Acc: 0.480, Base Lr: 2.88e-03
2024-04-26 17:28:24 transreid.train INFO: Epoch[18] Iter[20/24] Loss: 4.844, Acc: 0.543, Base Lr: 2.88e-03
2024-04-26 17:28:25 transreid.train INFO: Epoch 18 done. Time per epoch: 13.950[s] Speed: 770.8[samples/s]
2024-04-26 17:28:30 transreid.train INFO: Epoch[19] Iter[5/24] Loss: 5.039, Acc: 0.394, Base Lr: 3.04e-03
2024-04-26 17:28:32 transreid.train INFO: Epoch[19] Iter[10/24] Loss: 4.915, Acc: 0.429, Base Lr: 3.04e-03
2024-04-26 17:28:35 transreid.train INFO: Epoch[19] Iter[15/24] Loss: 4.749, Acc: 0.489, Base Lr: 3.04e-03
2024-04-26 17:28:38 transreid.train INFO: Epoch[19] Iter[20/24] Loss: 4.550, Acc: 0.552, Base Lr: 3.04e-03
2024-04-26 17:28:39 transreid.train INFO: Epoch 19 done. Time per epoch: 14.074[s] Speed: 764.0[samples/s]
2024-04-26 17:28:44 transreid.train INFO: Epoch[20] Iter[5/24] Loss: 4.836, Acc: 0.381, Base Lr: 2.99e-03
2024-04-26 17:28:46 transreid.train INFO: Epoch[20] Iter[10/24] Loss: 4.704, Acc: 0.430, Base Lr: 2.99e-03
2024-04-26 17:28:49 transreid.train INFO: Epoch[20] Iter[15/24] Loss: 4.495, Acc: 0.495, Base Lr: 2.99e-03
2024-04-26 17:28:52 transreid.train INFO: Epoch[20] Iter[20/24] Loss: 4.301, Acc: 0.557, Base Lr: 2.99e-03
2024-04-26 17:28:53 transreid.train INFO: Epoch 20 done. Time per epoch: 13.946[s] Speed: 771.0[samples/s]
2024-04-26 17:29:16 transreid.train INFO: Validation Results - Epoch: 20
2024-04-26 17:29:16 transreid.train INFO: mAP: 88.9%
2024-04-26 17:29:16 transreid.train INFO: CMC curve, Rank-1  :94.9%
2024-04-26 17:29:16 transreid.train INFO: CMC curve, Rank-5  :97.9%
2024-04-26 17:29:16 transreid.train INFO: CMC curve, Rank-10 :98.6%
2024-04-26 17:29:20 transreid.train INFO: Epoch[21] Iter[5/24] Loss: 4.545, Acc: 0.394, Base Lr: 2.96e-03
2024-04-26 17:29:23 transreid.train INFO: Epoch[21] Iter[10/24] Loss: 4.480, Acc: 0.419, Base Lr: 2.96e-03
2024-04-26 17:29:26 transreid.train INFO: Epoch[21] Iter[15/24] Loss: 4.262, Acc: 0.492, Base Lr: 2.96e-03
2024-04-26 17:29:29 transreid.train INFO: Epoch[21] Iter[20/24] Loss: 4.046, Acc: 0.567, Base Lr: 2.96e-03
2024-04-26 17:29:30 transreid.train INFO: Epoch 21 done. Time per epoch: 14.025[s] Speed: 766.6[samples/s]
2024-04-26 17:29:34 transreid.train INFO: Epoch[22] Iter[5/24] Loss: 4.413, Acc: 0.416, Base Lr: 2.94e-03
2024-04-26 17:29:37 transreid.train INFO: Epoch[22] Iter[10/24] Loss: 4.264, Acc: 0.452, Base Lr: 2.94e-03
2024-04-26 17:29:40 transreid.train INFO: Epoch[22] Iter[15/24] Loss: 4.043, Acc: 0.512, Base Lr: 2.94e-03
2024-04-26 17:29:43 transreid.train INFO: Epoch[22] Iter[20/24] Loss: 3.801, Acc: 0.584, Base Lr: 2.94e-03
2024-04-26 17:29:44 transreid.train INFO: Epoch 22 done. Time per epoch: 13.907[s] Speed: 773.1[samples/s]
2024-04-26 17:29:48 transreid.train INFO: Epoch[23] Iter[5/24] Loss: 4.258, Acc: 0.429, Base Lr: 2.92e-03
2024-04-26 17:29:51 transreid.train INFO: Epoch[23] Iter[10/24] Loss: 4.070, Acc: 0.479, Base Lr: 2.92e-03
2024-04-26 17:29:54 transreid.train INFO: Epoch[23] Iter[15/24] Loss: 3.839, Acc: 0.538, Base Lr: 2.92e-03
2024-04-26 17:29:57 transreid.train INFO: Epoch[23] Iter[20/24] Loss: 3.591, Acc: 0.602, Base Lr: 2.92e-03
2024-04-26 17:29:57 transreid.train INFO: Epoch 23 done. Time per epoch: 13.937[s] Speed: 771.5[samples/s]
2024-04-26 17:30:02 transreid.train INFO: Epoch[24] Iter[5/24] Loss: 3.989, Acc: 0.443, Base Lr: 2.90e-03
2024-04-26 17:30:05 transreid.train INFO: Epoch[24] Iter[10/24] Loss: 3.822, Acc: 0.488, Base Lr: 2.90e-03
2024-04-26 17:30:08 transreid.train INFO: Epoch[24] Iter[15/24] Loss: 3.601, Acc: 0.554, Base Lr: 2.90e-03
2024-04-26 17:30:11 transreid.train INFO: Epoch[24] Iter[20/24] Loss: 3.349, Acc: 0.619, Base Lr: 2.90e-03
2024-04-26 17:30:12 transreid.train INFO: Epoch 24 done. Time per epoch: 14.159[s] Speed: 759.4[samples/s]
2024-04-26 17:30:16 transreid.train INFO: Epoch[25] Iter[5/24] Loss: 3.905, Acc: 0.441, Base Lr: 2.87e-03
2024-04-26 17:30:19 transreid.train INFO: Epoch[25] Iter[10/24] Loss: 3.667, Acc: 0.504, Base Lr: 2.87e-03
2024-04-26 17:30:22 transreid.train INFO: Epoch[25] Iter[15/24] Loss: 3.427, Acc: 0.565, Base Lr: 2.87e-03
2024-04-26 17:30:25 transreid.train INFO: Epoch[25] Iter[20/24] Loss: 3.157, Acc: 0.632, Base Lr: 2.87e-03
2024-04-26 17:30:26 transreid.train INFO: Epoch 25 done. Time per epoch: 13.900[s] Speed: 773.5[samples/s]
2024-04-26 17:30:30 transreid.train INFO: Epoch[26] Iter[5/24] Loss: 3.643, Acc: 0.470, Base Lr: 2.84e-03
2024-04-26 17:30:33 transreid.train INFO: Epoch[26] Iter[10/24] Loss: 3.432, Acc: 0.532, Base Lr: 2.84e-03
2024-04-26 17:30:36 transreid.train INFO: Epoch[26] Iter[15/24] Loss: 3.229, Acc: 0.583, Base Lr: 2.84e-03
2024-04-26 17:30:39 transreid.train INFO: Epoch[26] Iter[20/24] Loss: 2.971, Acc: 0.652, Base Lr: 2.84e-03
2024-04-26 17:30:39 transreid.train INFO: Epoch 26 done. Time per epoch: 13.907[s] Speed: 773.2[samples/s]
2024-04-26 17:30:44 transreid.train INFO: Epoch[27] Iter[5/24] Loss: 3.491, Acc: 0.501, Base Lr: 2.82e-03
2024-04-26 17:30:47 transreid.train INFO: Epoch[27] Iter[10/24] Loss: 3.289, Acc: 0.550, Base Lr: 2.82e-03
2024-04-26 17:30:50 transreid.train INFO: Epoch[27] Iter[15/24] Loss: 3.057, Acc: 0.608, Base Lr: 2.82e-03
2024-04-26 17:30:53 transreid.train INFO: Epoch[27] Iter[20/24] Loss: 2.817, Acc: 0.667, Base Lr: 2.82e-03
2024-04-26 17:30:53 transreid.train INFO: Epoch 27 done. Time per epoch: 13.911[s] Speed: 772.9[samples/s]
2024-04-26 17:30:58 transreid.train INFO: Epoch[28] Iter[5/24] Loss: 3.357, Acc: 0.514, Base Lr: 2.79e-03
2024-04-26 17:31:01 transreid.train INFO: Epoch[28] Iter[10/24] Loss: 3.168, Acc: 0.562, Base Lr: 2.79e-03
2024-04-26 17:31:04 transreid.train INFO: Epoch[28] Iter[15/24] Loss: 2.939, Acc: 0.622, Base Lr: 2.79e-03
2024-04-26 17:31:07 transreid.train INFO: Epoch[28] Iter[20/24] Loss: 2.682, Acc: 0.684, Base Lr: 2.79e-03
2024-04-26 17:31:07 transreid.train INFO: Epoch 28 done. Time per epoch: 13.916[s] Speed: 772.6[samples/s]
2024-04-26 17:31:12 transreid.train INFO: Epoch[29] Iter[5/24] Loss: 3.242, Acc: 0.536, Base Lr: 2.76e-03
2024-04-26 17:31:15 transreid.train INFO: Epoch[29] Iter[10/24] Loss: 2.983, Acc: 0.594, Base Lr: 2.76e-03
2024-04-26 17:31:18 transreid.train INFO: Epoch[29] Iter[15/24] Loss: 2.752, Acc: 0.646, Base Lr: 2.76e-03
2024-04-26 17:31:21 transreid.train INFO: Epoch[29] Iter[20/24] Loss: 2.510, Acc: 0.702, Base Lr: 2.76e-03
2024-04-26 17:31:21 transreid.train INFO: Epoch 29 done. Time per epoch: 14.090[s] Speed: 763.1[samples/s]
2024-04-26 17:31:26 transreid.train INFO: Epoch[30] Iter[5/24] Loss: 3.113, Acc: 0.549, Base Lr: 2.73e-03
2024-04-26 17:31:29 transreid.train INFO: Epoch[30] Iter[10/24] Loss: 2.839, Acc: 0.612, Base Lr: 2.73e-03
2024-04-26 17:31:32 transreid.train INFO: Epoch[30] Iter[15/24] Loss: 2.643, Acc: 0.659, Base Lr: 2.73e-03
2024-04-26 17:31:35 transreid.train INFO: Epoch[30] Iter[20/24] Loss: 2.379, Acc: 0.718, Base Lr: 2.73e-03
2024-04-26 17:31:35 transreid.train INFO: Epoch 30 done. Time per epoch: 14.097[s] Speed: 762.7[samples/s]
2024-04-26 17:31:58 transreid.train INFO: Validation Results - Epoch: 30
2024-04-26 17:31:58 transreid.train INFO: mAP: 90.1%
2024-04-26 17:31:58 transreid.train INFO: CMC curve, Rank-1  :95.3%
2024-04-26 17:31:58 transreid.train INFO: CMC curve, Rank-5  :98.2%
2024-04-26 17:31:58 transreid.train INFO: CMC curve, Rank-10 :98.9%
2024-04-26 17:32:03 transreid.train INFO: Epoch[31] Iter[5/24] Loss: 2.918, Acc: 0.577, Base Lr: 2.70e-03
2024-04-26 17:32:06 transreid.train INFO: Epoch[31] Iter[10/24] Loss: 2.749, Acc: 0.616, Base Lr: 2.70e-03
2024-04-26 17:32:09 transreid.train INFO: Epoch[31] Iter[15/24] Loss: 2.541, Acc: 0.667, Base Lr: 2.70e-03
2024-04-26 17:32:12 transreid.train INFO: Epoch[31] Iter[20/24] Loss: 2.272, Acc: 0.728, Base Lr: 2.70e-03
2024-04-26 17:32:13 transreid.train INFO: Epoch 31 done. Time per epoch: 14.090[s] Speed: 763.1[samples/s]
2024-04-26 17:32:17 transreid.train INFO: Epoch[32] Iter[5/24] Loss: 2.957, Acc: 0.561, Base Lr: 2.67e-03
2024-04-26 17:32:20 transreid.train INFO: Epoch[32] Iter[10/24] Loss: 2.638, Acc: 0.628, Base Lr: 2.67e-03
2024-04-26 17:32:23 transreid.train INFO: Epoch[32] Iter[15/24] Loss: 2.414, Acc: 0.685, Base Lr: 2.67e-03
2024-04-26 17:32:26 transreid.train INFO: Epoch[32] Iter[20/24] Loss: 2.165, Acc: 0.741, Base Lr: 2.67e-03
2024-04-26 17:32:27 transreid.train INFO: Epoch 32 done. Time per epoch: 14.005[s] Speed: 767.7[samples/s]
2024-04-26 17:32:31 transreid.train INFO: Epoch[33] Iter[5/24] Loss: 2.809, Acc: 0.586, Base Lr: 2.64e-03
2024-04-26 17:32:34 transreid.train INFO: Epoch[33] Iter[10/24] Loss: 2.544, Acc: 0.643, Base Lr: 2.64e-03
2024-04-26 17:32:37 transreid.train INFO: Epoch[33] Iter[15/24] Loss: 2.311, Acc: 0.699, Base Lr: 2.64e-03
2024-04-26 17:32:40 transreid.train INFO: Epoch[33] Iter[20/24] Loss: 2.053, Acc: 0.757, Base Lr: 2.64e-03
2024-04-26 17:32:41 transreid.train INFO: Epoch 33 done. Time per epoch: 13.952[s] Speed: 770.6[samples/s]
2024-04-26 17:32:45 transreid.train INFO: Epoch[34] Iter[5/24] Loss: 2.599, Acc: 0.616, Base Lr: 2.61e-03
2024-04-26 17:32:48 transreid.train INFO: Epoch[34] Iter[10/24] Loss: 2.376, Acc: 0.668, Base Lr: 2.61e-03
2024-04-26 17:32:51 transreid.train INFO: Epoch[34] Iter[15/24] Loss: 2.173, Acc: 0.717, Base Lr: 2.61e-03
2024-04-26 17:32:54 transreid.train INFO: Epoch[34] Iter[20/24] Loss: 1.918, Acc: 0.772, Base Lr: 2.61e-03
2024-04-26 17:32:55 transreid.train INFO: Epoch 34 done. Time per epoch: 14.040[s] Speed: 765.8[samples/s]
2024-04-26 17:32:59 transreid.train INFO: Epoch[35] Iter[5/24] Loss: 2.534, Acc: 0.613, Base Lr: 2.58e-03
2024-04-26 17:33:02 transreid.train INFO: Epoch[35] Iter[10/24] Loss: 2.295, Acc: 0.682, Base Lr: 2.58e-03
2024-04-26 17:33:05 transreid.train INFO: Epoch[35] Iter[15/24] Loss: 2.063, Acc: 0.735, Base Lr: 2.58e-03
2024-04-26 17:33:08 transreid.train INFO: Epoch[35] Iter[20/24] Loss: 1.847, Acc: 0.782, Base Lr: 2.58e-03
2024-04-26 17:33:09 transreid.train INFO: Epoch 35 done. Time per epoch: 14.133[s] Speed: 760.8[samples/s]
2024-04-26 17:33:13 transreid.train INFO: Epoch[36] Iter[5/24] Loss: 2.457, Acc: 0.630, Base Lr: 2.54e-03
2024-04-26 17:33:16 transreid.train INFO: Epoch[36] Iter[10/24] Loss: 2.219, Acc: 0.688, Base Lr: 2.54e-03
2024-04-26 17:33:19 transreid.train INFO: Epoch[36] Iter[15/24] Loss: 1.991, Acc: 0.742, Base Lr: 2.54e-03
2024-04-26 17:33:22 transreid.train INFO: Epoch[36] Iter[20/24] Loss: 1.761, Acc: 0.793, Base Lr: 2.54e-03
2024-04-26 17:33:23 transreid.train INFO: Epoch 36 done. Time per epoch: 14.182[s] Speed: 758.2[samples/s]
2024-04-26 17:33:28 transreid.train INFO: Epoch[37] Iter[5/24] Loss: 2.431, Acc: 0.624, Base Lr: 2.51e-03
2024-04-26 17:33:30 transreid.train INFO: Epoch[37] Iter[10/24] Loss: 2.208, Acc: 0.677, Base Lr: 2.51e-03
2024-04-26 17:33:33 transreid.train INFO: Epoch[37] Iter[15/24] Loss: 1.917, Acc: 0.748, Base Lr: 2.51e-03
2024-04-26 17:33:36 transreid.train INFO: Epoch[37] Iter[20/24] Loss: 1.690, Acc: 0.799, Base Lr: 2.51e-03
2024-04-26 17:33:37 transreid.train INFO: Epoch 37 done. Time per epoch: 14.007[s] Speed: 767.6[samples/s]
2024-04-26 17:33:41 transreid.train INFO: Epoch[38] Iter[5/24] Loss: 2.389, Acc: 0.643, Base Lr: 2.47e-03
2024-04-26 17:33:44 transreid.train INFO: Epoch[38] Iter[10/24] Loss: 2.026, Acc: 0.720, Base Lr: 2.47e-03
2024-04-26 17:33:47 transreid.train INFO: Epoch[38] Iter[15/24] Loss: 1.809, Acc: 0.769, Base Lr: 2.47e-03
2024-04-26 17:33:50 transreid.train INFO: Epoch[38] Iter[20/24] Loss: 1.599, Acc: 0.812, Base Lr: 2.47e-03
2024-04-26 17:33:50 transreid.train INFO: Epoch 38 done. Time per epoch: 13.370[s] Speed: 765.9[samples/s]
2024-04-26 17:33:55 transreid.train INFO: Epoch[39] Iter[5/24] Loss: 2.115, Acc: 0.679, Base Lr: 2.44e-03
2024-04-26 17:33:58 transreid.train INFO: Epoch[39] Iter[10/24] Loss: 1.943, Acc: 0.726, Base Lr: 2.44e-03
2024-04-26 17:34:01 transreid.train INFO: Epoch[39] Iter[15/24] Loss: 1.750, Acc: 0.770, Base Lr: 2.44e-03
2024-04-26 17:34:04 transreid.train INFO: Epoch[39] Iter[20/24] Loss: 1.544, Acc: 0.817, Base Lr: 2.44e-03
2024-04-26 17:34:04 transreid.train INFO: Epoch 39 done. Time per epoch: 13.988[s] Speed: 768.7[samples/s]
2024-04-26 17:34:09 transreid.train INFO: Epoch[40] Iter[5/24] Loss: 2.108, Acc: 0.684, Base Lr: 2.40e-03
2024-04-26 17:34:12 transreid.train INFO: Epoch[40] Iter[10/24] Loss: 1.911, Acc: 0.733, Base Lr: 2.40e-03
2024-04-26 17:34:15 transreid.train INFO: Epoch[40] Iter[15/24] Loss: 1.675, Acc: 0.783, Base Lr: 2.40e-03
2024-04-26 17:34:17 transreid.train INFO: Epoch[40] Iter[20/24] Loss: 1.468, Acc: 0.825, Base Lr: 2.40e-03
2024-04-26 17:34:18 transreid.train INFO: Epoch 40 done. Time per epoch: 13.907[s] Speed: 773.2[samples/s]
2024-04-26 17:34:41 transreid.train INFO: Validation Results - Epoch: 40
2024-04-26 17:34:41 transreid.train INFO: mAP: 91.3%
2024-04-26 17:34:41 transreid.train INFO: CMC curve, Rank-1  :95.8%
2024-04-26 17:34:41 transreid.train INFO: CMC curve, Rank-5  :98.5%
2024-04-26 17:34:41 transreid.train INFO: CMC curve, Rank-10 :99.0%
2024-04-26 17:34:46 transreid.train INFO: Epoch[41] Iter[5/24] Loss: 2.049, Acc: 0.698, Base Lr: 2.37e-03
2024-04-26 17:34:49 transreid.train INFO: Epoch[41] Iter[10/24] Loss: 1.830, Acc: 0.747, Base Lr: 2.37e-03
2024-04-26 17:34:52 transreid.train INFO: Epoch[41] Iter[15/24] Loss: 1.595, Acc: 0.798, Base Lr: 2.37e-03
2024-04-26 17:34:55 transreid.train INFO: Epoch[41] Iter[20/24] Loss: 1.420, Acc: 0.834, Base Lr: 2.37e-03
2024-04-26 17:34:55 transreid.train INFO: Epoch 41 done. Time per epoch: 14.074[s] Speed: 763.9[samples/s]
2024-04-26 17:35:00 transreid.train INFO: Epoch[42] Iter[5/24] Loss: 1.981, Acc: 0.698, Base Lr: 2.33e-03
2024-04-26 17:35:03 transreid.train INFO: Epoch[42] Iter[10/24] Loss: 1.764, Acc: 0.748, Base Lr: 2.33e-03
2024-04-26 17:35:06 transreid.train INFO: Epoch[42] Iter[15/24] Loss: 1.564, Acc: 0.798, Base Lr: 2.33e-03
2024-04-26 17:35:09 transreid.train INFO: Epoch[42] Iter[20/24] Loss: 1.365, Acc: 0.839, Base Lr: 2.33e-03
2024-04-26 17:35:09 transreid.train INFO: Epoch 42 done. Time per epoch: 14.033[s] Speed: 766.2[samples/s]
2024-04-26 17:35:14 transreid.train INFO: Epoch[43] Iter[5/24] Loss: 1.990, Acc: 0.688, Base Lr: 2.29e-03
2024-04-26 17:35:17 transreid.train INFO: Epoch[43] Iter[10/24] Loss: 1.733, Acc: 0.758, Base Lr: 2.29e-03
2024-04-26 17:35:20 transreid.train INFO: Epoch[43] Iter[15/24] Loss: 1.521, Acc: 0.807, Base Lr: 2.29e-03
2024-04-26 17:35:23 transreid.train INFO: Epoch[43] Iter[20/24] Loss: 1.311, Acc: 0.848, Base Lr: 2.29e-03
2024-04-26 17:35:23 transreid.train INFO: Epoch 43 done. Time per epoch: 13.928[s] Speed: 771.9[samples/s]
2024-04-26 17:35:28 transreid.train INFO: Epoch[44] Iter[5/24] Loss: 1.932, Acc: 0.711, Base Lr: 2.25e-03
2024-04-26 17:35:31 transreid.train INFO: Epoch[44] Iter[10/24] Loss: 1.672, Acc: 0.770, Base Lr: 2.25e-03
2024-04-26 17:35:34 transreid.train INFO: Epoch[44] Iter[15/24] Loss: 1.468, Acc: 0.812, Base Lr: 2.25e-03
2024-04-26 17:35:37 transreid.train INFO: Epoch[44] Iter[20/24] Loss: 1.277, Acc: 0.851, Base Lr: 2.25e-03
2024-04-26 17:35:37 transreid.train INFO: Epoch 44 done. Time per epoch: 14.008[s] Speed: 767.6[samples/s]
2024-04-26 17:35:42 transreid.train INFO: Epoch[45] Iter[5/24] Loss: 1.837, Acc: 0.725, Base Lr: 2.21e-03
2024-04-26 17:35:45 transreid.train INFO: Epoch[45] Iter[10/24] Loss: 1.617, Acc: 0.784, Base Lr: 2.21e-03
2024-04-26 17:35:48 transreid.train INFO: Epoch[45] Iter[15/24] Loss: 1.408, Acc: 0.826, Base Lr: 2.21e-03
2024-04-26 17:35:50 transreid.train INFO: Epoch[45] Iter[20/24] Loss: 1.231, Acc: 0.859, Base Lr: 2.21e-03
2024-04-26 17:35:51 transreid.train INFO: Epoch 45 done. Time per epoch: 13.899[s] Speed: 773.6[samples/s]
2024-04-26 17:35:56 transreid.train INFO: Epoch[46] Iter[5/24] Loss: 1.877, Acc: 0.718, Base Lr: 2.18e-03
2024-04-26 17:35:59 transreid.train INFO: Epoch[46] Iter[10/24] Loss: 1.549, Acc: 0.792, Base Lr: 2.18e-03
2024-04-26 17:36:02 transreid.train INFO: Epoch[46] Iter[15/24] Loss: 1.353, Acc: 0.832, Base Lr: 2.18e-03
2024-04-26 17:36:04 transreid.train INFO: Epoch[46] Iter[20/24] Loss: 1.169, Acc: 0.868, Base Lr: 2.18e-03
2024-04-26 17:36:05 transreid.train INFO: Epoch 46 done. Time per epoch: 13.914[s] Speed: 772.7[samples/s]
2024-04-26 17:36:10 transreid.train INFO: Epoch[47] Iter[5/24] Loss: 1.644, Acc: 0.781, Base Lr: 2.14e-03
2024-04-26 17:36:13 transreid.train INFO: Epoch[47] Iter[10/24] Loss: 1.465, Acc: 0.809, Base Lr: 2.14e-03
2024-04-26 17:36:16 transreid.train INFO: Epoch[47] Iter[15/24] Loss: 1.305, Acc: 0.841, Base Lr: 2.14e-03
2024-04-26 17:36:18 transreid.train INFO: Epoch[47] Iter[20/24] Loss: 1.139, Acc: 0.871, Base Lr: 2.14e-03
2024-04-26 17:36:19 transreid.train INFO: Epoch 47 done. Time per epoch: 14.059[s] Speed: 764.8[samples/s]
2024-04-26 17:36:24 transreid.train INFO: Epoch[48] Iter[5/24] Loss: 1.759, Acc: 0.738, Base Lr: 2.10e-03
2024-04-26 17:36:27 transreid.train INFO: Epoch[48] Iter[10/24] Loss: 1.432, Acc: 0.805, Base Lr: 2.10e-03
2024-04-26 17:36:30 transreid.train INFO: Epoch[48] Iter[15/24] Loss: 1.240, Acc: 0.848, Base Lr: 2.10e-03
2024-04-26 17:36:33 transreid.train INFO: Epoch[48] Iter[20/24] Loss: 1.075, Acc: 0.879, Base Lr: 2.10e-03
2024-04-26 17:36:33 transreid.train INFO: Epoch 48 done. Time per epoch: 14.077[s] Speed: 763.8[samples/s]
2024-04-26 17:36:38 transreid.train INFO: Epoch[49] Iter[5/24] Loss: 1.637, Acc: 0.764, Base Lr: 2.06e-03
2024-04-26 17:36:41 transreid.train INFO: Epoch[49] Iter[10/24] Loss: 1.393, Acc: 0.816, Base Lr: 2.06e-03
2024-04-26 17:36:44 transreid.train INFO: Epoch[49] Iter[15/24] Loss: 1.198, Acc: 0.855, Base Lr: 2.06e-03
2024-04-26 17:36:46 transreid.train INFO: Epoch[49] Iter[20/24] Loss: 1.039, Acc: 0.885, Base Lr: 2.06e-03
2024-04-26 17:36:47 transreid.train INFO: Epoch 49 done. Time per epoch: 13.946[s] Speed: 771.0[samples/s]
2024-04-26 17:36:52 transreid.train INFO: Epoch[50] Iter[5/24] Loss: 1.557, Acc: 0.772, Base Lr: 2.02e-03
2024-04-26 17:36:55 transreid.train INFO: Epoch[50] Iter[10/24] Loss: 1.323, Acc: 0.827, Base Lr: 2.02e-03
2024-04-26 17:36:58 transreid.train INFO: Epoch[50] Iter[15/24] Loss: 1.167, Acc: 0.861, Base Lr: 2.02e-03
2024-04-26 17:37:01 transreid.train INFO: Epoch[50] Iter[20/24] Loss: 1.018, Acc: 0.890, Base Lr: 2.02e-03
2024-04-26 17:37:01 transreid.train INFO: Epoch 50 done. Time per epoch: 14.289[s] Speed: 752.5[samples/s]
2024-04-26 17:37:25 transreid.train INFO: Validation Results - Epoch: 50
2024-04-26 17:37:25 transreid.train INFO: mAP: 92.1%
2024-04-26 17:37:25 transreid.train INFO: CMC curve, Rank-1  :96.5%
2024-04-26 17:37:25 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-04-26 17:37:25 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-04-26 17:37:29 transreid.train INFO: Epoch[51] Iter[5/24] Loss: 1.497, Acc: 0.788, Base Lr: 1.98e-03
2024-04-26 17:37:32 transreid.train INFO: Epoch[51] Iter[10/24] Loss: 1.308, Acc: 0.835, Base Lr: 1.98e-03
2024-04-26 17:37:35 transreid.train INFO: Epoch[51] Iter[15/24] Loss: 1.144, Acc: 0.869, Base Lr: 1.98e-03
2024-04-26 17:37:38 transreid.train INFO: Epoch[51] Iter[20/24] Loss: 0.984, Acc: 0.898, Base Lr: 1.98e-03
2024-04-26 17:37:39 transreid.train INFO: Epoch 51 done. Time per epoch: 13.941[s] Speed: 771.2[samples/s]
2024-04-26 17:37:43 transreid.train INFO: Epoch[52] Iter[5/24] Loss: 1.437, Acc: 0.803, Base Lr: 1.94e-03
2024-04-26 17:37:46 transreid.train INFO: Epoch[52] Iter[10/24] Loss: 1.268, Acc: 0.842, Base Lr: 1.94e-03
2024-04-26 17:37:49 transreid.train INFO: Epoch[52] Iter[15/24] Loss: 1.115, Acc: 0.873, Base Lr: 1.94e-03
2024-04-26 17:37:52 transreid.train INFO: Epoch[52] Iter[20/24] Loss: 0.956, Acc: 0.900, Base Lr: 1.94e-03
2024-04-26 17:37:53 transreid.train INFO: Epoch 52 done. Time per epoch: 13.983[s] Speed: 768.9[samples/s]
2024-04-26 17:37:57 transreid.train INFO: Epoch[53] Iter[5/24] Loss: 1.532, Acc: 0.785, Base Lr: 1.89e-03
2024-04-26 17:38:00 transreid.train INFO: Epoch[53] Iter[10/24] Loss: 1.283, Acc: 0.842, Base Lr: 1.89e-03
2024-04-26 17:38:03 transreid.train INFO: Epoch[53] Iter[15/24] Loss: 1.081, Acc: 0.879, Base Lr: 1.89e-03
2024-04-26 17:38:06 transreid.train INFO: Epoch[53] Iter[20/24] Loss: 0.933, Acc: 0.906, Base Lr: 1.89e-03
2024-04-26 17:38:07 transreid.train INFO: Epoch 53 done. Time per epoch: 13.933[s] Speed: 771.7[samples/s]
2024-04-26 17:38:11 transreid.train INFO: Epoch[54] Iter[5/24] Loss: 1.436, Acc: 0.818, Base Lr: 1.85e-03
2024-04-26 17:38:14 transreid.train INFO: Epoch[54] Iter[10/24] Loss: 1.207, Acc: 0.863, Base Lr: 1.85e-03
2024-04-26 17:38:17 transreid.train INFO: Epoch[54] Iter[15/24] Loss: 1.048, Acc: 0.889, Base Lr: 1.85e-03
2024-04-26 17:38:20 transreid.train INFO: Epoch[54] Iter[20/24] Loss: 0.909, Acc: 0.910, Base Lr: 1.85e-03
2024-04-26 17:38:20 transreid.train INFO: Epoch 54 done. Time per epoch: 13.582[s] Speed: 754.0[samples/s]
2024-04-26 17:38:25 transreid.train INFO: Epoch[55] Iter[5/24] Loss: 1.443, Acc: 0.795, Base Lr: 1.81e-03
2024-04-26 17:38:28 transreid.train INFO: Epoch[55] Iter[10/24] Loss: 1.211, Acc: 0.852, Base Lr: 1.81e-03
2024-04-26 17:38:31 transreid.train INFO: Epoch[55] Iter[15/24] Loss: 1.032, Acc: 0.886, Base Lr: 1.81e-03
2024-04-26 17:38:34 transreid.train INFO: Epoch[55] Iter[20/24] Loss: 0.880, Acc: 0.911, Base Lr: 1.81e-03
2024-04-26 17:38:34 transreid.train INFO: Epoch 55 done. Time per epoch: 14.187[s] Speed: 757.9[samples/s]
2024-04-26 17:38:39 transreid.train INFO: Epoch[56] Iter[5/24] Loss: 1.330, Acc: 0.830, Base Lr: 1.77e-03
2024-04-26 17:38:42 transreid.train INFO: Epoch[56] Iter[10/24] Loss: 1.183, Acc: 0.863, Base Lr: 1.77e-03
2024-04-26 17:38:45 transreid.train INFO: Epoch[56] Iter[15/24] Loss: 1.011, Acc: 0.893, Base Lr: 1.77e-03
2024-04-26 17:38:48 transreid.train INFO: Epoch[56] Iter[20/24] Loss: 0.861, Acc: 0.917, Base Lr: 1.77e-03
2024-04-26 17:38:48 transreid.train INFO: Epoch 56 done. Time per epoch: 14.119[s] Speed: 761.5[samples/s]
2024-04-26 17:38:53 transreid.train INFO: Epoch[57] Iter[5/24] Loss: 1.397, Acc: 0.801, Base Lr: 1.73e-03
2024-04-26 17:38:56 transreid.train INFO: Epoch[57] Iter[10/24] Loss: 1.151, Acc: 0.861, Base Lr: 1.73e-03
2024-04-26 17:38:59 transreid.train INFO: Epoch[57] Iter[15/24] Loss: 0.989, Acc: 0.895, Base Lr: 1.73e-03
2024-04-26 17:39:02 transreid.train INFO: Epoch[57] Iter[20/24] Loss: 0.843, Acc: 0.919, Base Lr: 1.73e-03
2024-04-26 17:39:03 transreid.train INFO: Epoch 57 done. Time per epoch: 14.110[s] Speed: 762.0[samples/s]
2024-04-26 17:39:07 transreid.train INFO: Epoch[58] Iter[5/24] Loss: 1.313, Acc: 0.831, Base Lr: 1.69e-03
2024-04-26 17:39:10 transreid.train INFO: Epoch[58] Iter[10/24] Loss: 1.111, Acc: 0.875, Base Lr: 1.69e-03
2024-04-26 17:39:13 transreid.train INFO: Epoch[58] Iter[15/24] Loss: 0.946, Acc: 0.904, Base Lr: 1.69e-03
2024-04-26 17:39:16 transreid.train INFO: Epoch[58] Iter[20/24] Loss: 0.816, Acc: 0.926, Base Lr: 1.69e-03
2024-04-26 17:39:16 transreid.train INFO: Epoch 58 done. Time per epoch: 13.527[s] Speed: 757.0[samples/s]
2024-04-26 17:39:21 transreid.train INFO: Epoch[59] Iter[5/24] Loss: 1.146, Acc: 0.854, Base Lr: 1.64e-03
2024-04-26 17:39:24 transreid.train INFO: Epoch[59] Iter[10/24] Loss: 1.025, Acc: 0.884, Base Lr: 1.64e-03
2024-04-26 17:39:27 transreid.train INFO: Epoch[59] Iter[15/24] Loss: 0.904, Acc: 0.905, Base Lr: 1.64e-03
2024-04-26 17:39:29 transreid.train INFO: Epoch[59] Iter[20/24] Loss: 0.784, Acc: 0.925, Base Lr: 1.64e-03
2024-04-26 17:39:30 transreid.train INFO: Epoch 59 done. Time per epoch: 14.024[s] Speed: 766.7[samples/s]
2024-04-26 17:39:35 transreid.train INFO: Epoch[60] Iter[5/24] Loss: 1.216, Acc: 0.848, Base Lr: 1.60e-03
2024-04-26 17:39:38 transreid.train INFO: Epoch[60] Iter[10/24] Loss: 1.059, Acc: 0.877, Base Lr: 1.60e-03
2024-04-26 17:39:41 transreid.train INFO: Epoch[60] Iter[15/24] Loss: 0.887, Acc: 0.910, Base Lr: 1.60e-03
2024-04-26 17:39:44 transreid.train INFO: Epoch[60] Iter[20/24] Loss: 0.764, Acc: 0.930, Base Lr: 1.60e-03
2024-04-26 17:39:44 transreid.train INFO: Epoch 60 done. Time per epoch: 14.118[s] Speed: 761.6[samples/s]
2024-04-26 17:40:07 transreid.train INFO: Validation Results - Epoch: 60
2024-04-26 17:40:07 transreid.train INFO: mAP: 92.1%
2024-04-26 17:40:07 transreid.train INFO: CMC curve, Rank-1  :96.3%
2024-04-26 17:40:07 transreid.train INFO: CMC curve, Rank-5  :98.7%
2024-04-26 17:40:07 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-04-26 17:40:12 transreid.train INFO: Epoch[61] Iter[5/24] Loss: 1.204, Acc: 0.852, Base Lr: 1.56e-03
2024-04-26 17:40:15 transreid.train INFO: Epoch[61] Iter[10/24] Loss: 1.008, Acc: 0.892, Base Lr: 1.56e-03
2024-04-26 17:40:18 transreid.train INFO: Epoch[61] Iter[15/24] Loss: 0.873, Acc: 0.915, Base Lr: 1.56e-03
2024-04-26 17:40:21 transreid.train INFO: Epoch[61] Iter[20/24] Loss: 0.756, Acc: 0.933, Base Lr: 1.56e-03
2024-04-26 17:40:21 transreid.train INFO: Epoch 61 done. Time per epoch: 14.188[s] Speed: 757.8[samples/s]
2024-04-26 17:40:26 transreid.train INFO: Epoch[62] Iter[5/24] Loss: 1.138, Acc: 0.868, Base Lr: 1.52e-03
2024-04-26 17:40:29 transreid.train INFO: Epoch[62] Iter[10/24] Loss: 1.037, Acc: 0.887, Base Lr: 1.52e-03
2024-04-26 17:40:32 transreid.train INFO: Epoch[62] Iter[15/24] Loss: 0.884, Acc: 0.914, Base Lr: 1.52e-03
2024-04-26 17:40:35 transreid.train INFO: Epoch[62] Iter[20/24] Loss: 0.754, Acc: 0.932, Base Lr: 1.52e-03
2024-04-26 17:40:36 transreid.train INFO: Epoch 62 done. Time per epoch: 14.107[s] Speed: 762.2[samples/s]
2024-04-26 17:40:40 transreid.train INFO: Epoch[63] Iter[5/24] Loss: 1.084, Acc: 0.870, Base Lr: 1.48e-03
2024-04-26 17:40:43 transreid.train INFO: Epoch[63] Iter[10/24] Loss: 0.949, Acc: 0.898, Base Lr: 1.48e-03
2024-04-26 17:40:46 transreid.train INFO: Epoch[63] Iter[15/24] Loss: 0.823, Acc: 0.920, Base Lr: 1.48e-03
2024-04-26 17:40:49 transreid.train INFO: Epoch[63] Iter[20/24] Loss: 0.708, Acc: 0.935, Base Lr: 1.48e-03
2024-04-26 17:40:50 transreid.train INFO: Epoch 63 done. Time per epoch: 13.932[s] Speed: 771.7[samples/s]
2024-04-26 17:40:54 transreid.train INFO: Epoch[64] Iter[5/24] Loss: 1.160, Acc: 0.851, Base Lr: 1.44e-03
2024-04-26 17:40:57 transreid.train INFO: Epoch[64] Iter[10/24] Loss: 0.960, Acc: 0.893, Base Lr: 1.44e-03
2024-04-26 17:41:00 transreid.train INFO: Epoch[64] Iter[15/24] Loss: 0.796, Acc: 0.921, Base Lr: 1.44e-03
2024-04-26 17:41:03 transreid.train INFO: Epoch[64] Iter[20/24] Loss: 0.689, Acc: 0.937, Base Lr: 1.44e-03
2024-04-26 17:41:04 transreid.train INFO: Epoch 64 done. Time per epoch: 14.200[s] Speed: 757.2[samples/s]
2024-04-26 17:41:08 transreid.train INFO: Epoch[65] Iter[5/24] Loss: 1.125, Acc: 0.858, Base Lr: 1.39e-03
2024-04-26 17:41:11 transreid.train INFO: Epoch[65] Iter[10/24] Loss: 0.950, Acc: 0.892, Base Lr: 1.39e-03
2024-04-26 17:41:14 transreid.train INFO: Epoch[65] Iter[15/24] Loss: 0.810, Acc: 0.920, Base Lr: 1.39e-03
2024-04-26 17:41:17 transreid.train INFO: Epoch[65] Iter[20/24] Loss: 0.700, Acc: 0.938, Base Lr: 1.39e-03
2024-04-26 17:41:18 transreid.train INFO: Epoch 65 done. Time per epoch: 13.988[s] Speed: 768.7[samples/s]
2024-04-26 17:41:22 transreid.train INFO: Epoch[66] Iter[5/24] Loss: 1.089, Acc: 0.863, Base Lr: 1.35e-03
2024-04-26 17:41:25 transreid.train INFO: Epoch[66] Iter[10/24] Loss: 0.921, Acc: 0.898, Base Lr: 1.35e-03
2024-04-26 17:41:28 transreid.train INFO: Epoch[66] Iter[15/24] Loss: 0.797, Acc: 0.922, Base Lr: 1.35e-03
2024-04-26 17:41:31 transreid.train INFO: Epoch[66] Iter[20/24] Loss: 0.677, Acc: 0.939, Base Lr: 1.35e-03
2024-04-26 17:41:32 transreid.train INFO: Epoch 66 done. Time per epoch: 13.983[s] Speed: 769.0[samples/s]
2024-04-26 17:41:36 transreid.train INFO: Epoch[67] Iter[5/24] Loss: 1.066, Acc: 0.858, Base Lr: 1.31e-03
2024-04-26 17:41:39 transreid.train INFO: Epoch[67] Iter[10/24] Loss: 0.896, Acc: 0.897, Base Lr: 1.31e-03
2024-04-26 17:41:42 transreid.train INFO: Epoch[67] Iter[15/24] Loss: 0.758, Acc: 0.923, Base Lr: 1.31e-03
2024-04-26 17:41:45 transreid.train INFO: Epoch[67] Iter[20/24] Loss: 0.652, Acc: 0.940, Base Lr: 1.31e-03
2024-04-26 17:41:46 transreid.train INFO: Epoch 67 done. Time per epoch: 13.967[s] Speed: 769.8[samples/s]
2024-04-26 17:41:50 transreid.train INFO: Epoch[68] Iter[5/24] Loss: 1.082, Acc: 0.857, Base Lr: 1.27e-03
2024-04-26 17:41:53 transreid.train INFO: Epoch[68] Iter[10/24] Loss: 0.885, Acc: 0.901, Base Lr: 1.27e-03
2024-04-26 17:41:56 transreid.train INFO: Epoch[68] Iter[15/24] Loss: 0.756, Acc: 0.925, Base Lr: 1.27e-03
2024-04-26 17:41:59 transreid.train INFO: Epoch[68] Iter[20/24] Loss: 0.653, Acc: 0.941, Base Lr: 1.27e-03
2024-04-26 17:42:00 transreid.train INFO: Epoch 68 done. Time per epoch: 13.941[s] Speed: 771.3[samples/s]
2024-04-26 17:42:04 transreid.train INFO: Epoch[69] Iter[5/24] Loss: 0.995, Acc: 0.885, Base Lr: 1.23e-03
2024-04-26 17:42:07 transreid.train INFO: Epoch[69] Iter[10/24] Loss: 0.887, Acc: 0.902, Base Lr: 1.23e-03
2024-04-26 17:42:10 transreid.train INFO: Epoch[69] Iter[15/24] Loss: 0.747, Acc: 0.927, Base Lr: 1.23e-03
2024-04-26 17:42:13 transreid.train INFO: Epoch[69] Iter[20/24] Loss: 0.635, Acc: 0.943, Base Lr: 1.23e-03
2024-04-26 17:42:14 transreid.train INFO: Epoch 69 done. Time per epoch: 13.931[s] Speed: 771.8[samples/s]
2024-04-26 17:42:18 transreid.train INFO: Epoch[70] Iter[5/24] Loss: 1.041, Acc: 0.870, Base Lr: 1.19e-03
2024-04-26 17:42:21 transreid.train INFO: Epoch[70] Iter[10/24] Loss: 0.852, Acc: 0.905, Base Lr: 1.19e-03
2024-04-26 17:42:24 transreid.train INFO: Epoch[70] Iter[15/24] Loss: 0.732, Acc: 0.926, Base Lr: 1.19e-03
2024-04-26 17:42:27 transreid.train INFO: Epoch[70] Iter[20/24] Loss: 0.625, Acc: 0.943, Base Lr: 1.19e-03
2024-04-26 17:42:27 transreid.train INFO: Epoch 70 done. Time per epoch: 13.914[s] Speed: 772.7[samples/s]
2024-04-26 17:42:50 transreid.train INFO: Validation Results - Epoch: 70
2024-04-26 17:42:50 transreid.train INFO: mAP: 92.3%
2024-04-26 17:42:50 transreid.train INFO: CMC curve, Rank-1  :96.5%
2024-04-26 17:42:50 transreid.train INFO: CMC curve, Rank-5  :98.6%
2024-04-26 17:42:50 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-04-26 17:42:55 transreid.train INFO: Epoch[71] Iter[5/24] Loss: 0.979, Acc: 0.875, Base Lr: 1.15e-03
2024-04-26 17:42:58 transreid.train INFO: Epoch[71] Iter[10/24] Loss: 0.842, Acc: 0.900, Base Lr: 1.15e-03
2024-04-26 17:43:01 transreid.train INFO: Epoch[71] Iter[15/24] Loss: 0.713, Acc: 0.927, Base Lr: 1.15e-03
2024-04-26 17:43:03 transreid.train INFO: Epoch[71] Iter[20/24] Loss: 0.613, Acc: 0.944, Base Lr: 1.15e-03
2024-04-26 17:43:04 transreid.train INFO: Epoch 71 done. Time per epoch: 13.956[s] Speed: 770.4[samples/s]
2024-04-26 17:43:09 transreid.train INFO: Epoch[72] Iter[5/24] Loss: 1.022, Acc: 0.861, Base Lr: 1.11e-03
2024-04-26 17:43:12 transreid.train INFO: Epoch[72] Iter[10/24] Loss: 0.833, Acc: 0.903, Base Lr: 1.11e-03
2024-04-26 17:43:15 transreid.train INFO: Epoch[72] Iter[15/24] Loss: 0.707, Acc: 0.926, Base Lr: 1.11e-03
2024-04-26 17:43:17 transreid.train INFO: Epoch[72] Iter[20/24] Loss: 0.603, Acc: 0.943, Base Lr: 1.11e-03
2024-04-26 17:43:18 transreid.train INFO: Epoch 72 done. Time per epoch: 14.128[s] Speed: 761.0[samples/s]
2024-04-26 17:43:23 transreid.train INFO: Epoch[73] Iter[5/24] Loss: 0.979, Acc: 0.869, Base Lr: 1.07e-03
2024-04-26 17:43:26 transreid.train INFO: Epoch[73] Iter[10/24] Loss: 0.832, Acc: 0.902, Base Lr: 1.07e-03
2024-04-26 17:43:29 transreid.train INFO: Epoch[73] Iter[15/24] Loss: 0.683, Acc: 0.929, Base Lr: 1.07e-03
2024-04-26 17:43:31 transreid.train INFO: Epoch[73] Iter[20/24] Loss: 0.582, Acc: 0.946, Base Lr: 1.07e-03
2024-04-26 17:43:32 transreid.train INFO: Epoch 73 done. Time per epoch: 13.967[s] Speed: 769.8[samples/s]
2024-04-26 17:43:37 transreid.train INFO: Epoch[74] Iter[5/24] Loss: 0.966, Acc: 0.868, Base Lr: 1.03e-03
2024-04-26 17:43:40 transreid.train INFO: Epoch[74] Iter[10/24] Loss: 0.781, Acc: 0.907, Base Lr: 1.03e-03
2024-04-26 17:43:43 transreid.train INFO: Epoch[74] Iter[15/24] Loss: 0.668, Acc: 0.929, Base Lr: 1.03e-03
2024-04-26 17:43:45 transreid.train INFO: Epoch[74] Iter[20/24] Loss: 0.575, Acc: 0.944, Base Lr: 1.03e-03
2024-04-26 17:43:46 transreid.train INFO: Epoch 74 done. Time per epoch: 13.992[s] Speed: 768.5[samples/s]
2024-04-26 17:43:51 transreid.train INFO: Epoch[75] Iter[5/24] Loss: 1.014, Acc: 0.849, Base Lr: 9.92e-04
2024-04-26 17:43:54 transreid.train INFO: Epoch[75] Iter[10/24] Loss: 0.785, Acc: 0.902, Base Lr: 9.92e-04
2024-04-26 17:43:57 transreid.train INFO: Epoch[75] Iter[15/24] Loss: 0.659, Acc: 0.929, Base Lr: 9.92e-04
2024-04-26 17:43:59 transreid.train INFO: Epoch[75] Iter[20/24] Loss: 0.563, Acc: 0.945, Base Lr: 9.92e-04
2024-04-26 17:44:00 transreid.train INFO: Epoch 75 done. Time per epoch: 13.926[s] Speed: 772.1[samples/s]
2024-04-26 17:44:05 transreid.train INFO: Epoch[76] Iter[5/24] Loss: 0.969, Acc: 0.866, Base Lr: 9.54e-04
2024-04-26 17:44:08 transreid.train INFO: Epoch[76] Iter[10/24] Loss: 0.794, Acc: 0.904, Base Lr: 9.54e-04
2024-04-26 17:44:11 transreid.train INFO: Epoch[76] Iter[15/24] Loss: 0.667, Acc: 0.930, Base Lr: 9.54e-04
2024-04-26 17:44:13 transreid.train INFO: Epoch[76] Iter[20/24] Loss: 0.567, Acc: 0.946, Base Lr: 9.54e-04
2024-04-26 17:44:14 transreid.train INFO: Epoch 76 done. Time per epoch: 14.056[s] Speed: 764.9[samples/s]
2024-04-26 17:44:19 transreid.train INFO: Epoch[77] Iter[5/24] Loss: 0.917, Acc: 0.873, Base Lr: 9.16e-04
2024-04-26 17:44:22 transreid.train INFO: Epoch[77] Iter[10/24] Loss: 0.748, Acc: 0.910, Base Lr: 9.16e-04
2024-04-26 17:44:25 transreid.train INFO: Epoch[77] Iter[15/24] Loss: 0.637, Acc: 0.931, Base Lr: 9.16e-04
2024-04-26 17:44:27 transreid.train INFO: Epoch[77] Iter[20/24] Loss: 0.543, Acc: 0.946, Base Lr: 9.16e-04
2024-04-26 17:44:28 transreid.train INFO: Epoch 77 done. Time per epoch: 13.969[s] Speed: 769.7[samples/s]
2024-04-26 17:44:33 transreid.train INFO: Epoch[78] Iter[5/24] Loss: 0.951, Acc: 0.865, Base Lr: 8.78e-04
2024-04-26 17:44:36 transreid.train INFO: Epoch[78] Iter[10/24] Loss: 0.771, Acc: 0.907, Base Lr: 8.78e-04
2024-04-26 17:44:39 transreid.train INFO: Epoch[78] Iter[15/24] Loss: 0.647, Acc: 0.931, Base Lr: 8.78e-04
2024-04-26 17:44:41 transreid.train INFO: Epoch[78] Iter[20/24] Loss: 0.547, Acc: 0.946, Base Lr: 8.78e-04
2024-04-26 17:44:42 transreid.train INFO: Epoch 78 done. Time per epoch: 14.079[s] Speed: 763.7[samples/s]
2024-04-26 17:44:47 transreid.train INFO: Epoch[79] Iter[5/24] Loss: 0.907, Acc: 0.880, Base Lr: 8.41e-04
2024-04-26 17:44:50 transreid.train INFO: Epoch[79] Iter[10/24] Loss: 0.762, Acc: 0.907, Base Lr: 8.41e-04
2024-04-26 17:44:53 transreid.train INFO: Epoch[79] Iter[15/24] Loss: 0.647, Acc: 0.931, Base Lr: 8.41e-04
2024-04-26 17:44:55 transreid.train INFO: Epoch[79] Iter[20/24] Loss: 0.550, Acc: 0.947, Base Lr: 8.41e-04
2024-04-26 17:44:56 transreid.train INFO: Epoch 79 done. Time per epoch: 13.918[s] Speed: 772.5[samples/s]
2024-04-26 17:45:01 transreid.train INFO: Epoch[80] Iter[5/24] Loss: 0.831, Acc: 0.895, Base Lr: 8.05e-04
2024-04-26 17:45:04 transreid.train INFO: Epoch[80] Iter[10/24] Loss: 0.732, Acc: 0.912, Base Lr: 8.05e-04
2024-04-26 17:45:07 transreid.train INFO: Epoch[80] Iter[15/24] Loss: 0.628, Acc: 0.932, Base Lr: 8.05e-04
2024-04-26 17:45:09 transreid.train INFO: Epoch[80] Iter[20/24] Loss: 0.540, Acc: 0.946, Base Lr: 8.05e-04
2024-04-26 17:45:10 transreid.train INFO: Epoch 80 done. Time per epoch: 13.929[s] Speed: 771.9[samples/s]
2024-04-26 17:45:33 transreid.train INFO: Validation Results - Epoch: 80
2024-04-26 17:45:33 transreid.train INFO: mAP: 92.4%
2024-04-26 17:45:33 transreid.train INFO: CMC curve, Rank-1  :96.5%
2024-04-26 17:45:33 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-04-26 17:45:33 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-04-26 17:45:38 transreid.train INFO: Epoch[81] Iter[5/24] Loss: 0.870, Acc: 0.875, Base Lr: 7.69e-04
2024-04-26 17:45:41 transreid.train INFO: Epoch[81] Iter[10/24] Loss: 0.732, Acc: 0.908, Base Lr: 7.69e-04
2024-04-26 17:45:44 transreid.train INFO: Epoch[81] Iter[15/24] Loss: 0.617, Acc: 0.931, Base Lr: 7.69e-04
2024-04-26 17:45:47 transreid.train INFO: Epoch[81] Iter[20/24] Loss: 0.524, Acc: 0.947, Base Lr: 7.69e-04
2024-04-26 17:45:47 transreid.train INFO: Epoch 81 done. Time per epoch: 14.172[s] Speed: 758.7[samples/s]
2024-04-26 17:45:52 transreid.train INFO: Epoch[82] Iter[5/24] Loss: 0.928, Acc: 0.864, Base Lr: 7.34e-04
2024-04-26 17:45:55 transreid.train INFO: Epoch[82] Iter[10/24] Loss: 0.748, Acc: 0.903, Base Lr: 7.34e-04
2024-04-26 17:45:58 transreid.train INFO: Epoch[82] Iter[15/24] Loss: 0.616, Acc: 0.931, Base Lr: 7.34e-04
2024-04-26 17:46:01 transreid.train INFO: Epoch[82] Iter[20/24] Loss: 0.520, Acc: 0.947, Base Lr: 7.34e-04
2024-04-26 17:46:01 transreid.train INFO: Epoch 82 done. Time per epoch: 14.001[s] Speed: 768.0[samples/s]
2024-04-26 17:46:06 transreid.train INFO: Epoch[83] Iter[5/24] Loss: 0.827, Acc: 0.890, Base Lr: 6.99e-04
2024-04-26 17:46:09 transreid.train INFO: Epoch[83] Iter[10/24] Loss: 0.714, Acc: 0.914, Base Lr: 6.99e-04
2024-04-26 17:46:12 transreid.train INFO: Epoch[83] Iter[15/24] Loss: 0.606, Acc: 0.934, Base Lr: 6.99e-04
2024-04-26 17:46:15 transreid.train INFO: Epoch[83] Iter[20/24] Loss: 0.516, Acc: 0.948, Base Lr: 6.99e-04
2024-04-26 17:46:15 transreid.train INFO: Epoch 83 done. Time per epoch: 14.093[s] Speed: 762.9[samples/s]
2024-04-26 17:46:20 transreid.train INFO: Epoch[84] Iter[5/24] Loss: 0.846, Acc: 0.888, Base Lr: 6.65e-04
2024-04-26 17:46:23 transreid.train INFO: Epoch[84] Iter[10/24] Loss: 0.731, Acc: 0.910, Base Lr: 6.65e-04
2024-04-26 17:46:26 transreid.train INFO: Epoch[84] Iter[15/24] Loss: 0.612, Acc: 0.932, Base Lr: 6.65e-04
2024-04-26 17:46:29 transreid.train INFO: Epoch[84] Iter[20/24] Loss: 0.512, Acc: 0.948, Base Lr: 6.65e-04
2024-04-26 17:46:30 transreid.train INFO: Epoch 84 done. Time per epoch: 14.167[s] Speed: 759.0[samples/s]
2024-04-26 17:46:34 transreid.train INFO: Epoch[85] Iter[5/24] Loss: 0.823, Acc: 0.881, Base Lr: 6.31e-04
2024-04-26 17:46:37 transreid.train INFO: Epoch[85] Iter[10/24] Loss: 0.679, Acc: 0.913, Base Lr: 6.31e-04
2024-04-26 17:46:40 transreid.train INFO: Epoch[85] Iter[15/24] Loss: 0.586, Acc: 0.934, Base Lr: 6.31e-04
2024-04-26 17:46:43 transreid.train INFO: Epoch[85] Iter[20/24] Loss: 0.506, Acc: 0.948, Base Lr: 6.31e-04
2024-04-26 17:46:44 transreid.train INFO: Epoch 85 done. Time per epoch: 13.994[s] Speed: 768.4[samples/s]
2024-04-26 17:46:48 transreid.train INFO: Epoch[86] Iter[5/24] Loss: 0.896, Acc: 0.865, Base Lr: 5.98e-04
2024-04-26 17:46:51 transreid.train INFO: Epoch[86] Iter[10/24] Loss: 0.720, Acc: 0.908, Base Lr: 5.98e-04
2024-04-26 17:46:54 transreid.train INFO: Epoch[86] Iter[15/24] Loss: 0.597, Acc: 0.931, Base Lr: 5.98e-04
2024-04-26 17:46:57 transreid.train INFO: Epoch[86] Iter[20/24] Loss: 0.498, Acc: 0.948, Base Lr: 5.98e-04
2024-04-26 17:46:58 transreid.train INFO: Epoch 86 done. Time per epoch: 14.042[s] Speed: 765.7[samples/s]
2024-04-26 17:47:02 transreid.train INFO: Epoch[87] Iter[5/24] Loss: 0.836, Acc: 0.877, Base Lr: 5.66e-04
2024-04-26 17:47:05 transreid.train INFO: Epoch[87] Iter[10/24] Loss: 0.687, Acc: 0.913, Base Lr: 5.66e-04
2024-04-26 17:47:08 transreid.train INFO: Epoch[87] Iter[15/24] Loss: 0.590, Acc: 0.932, Base Lr: 5.66e-04
2024-04-26 17:47:11 transreid.train INFO: Epoch[87] Iter[20/24] Loss: 0.502, Acc: 0.947, Base Lr: 5.66e-04
2024-04-26 17:47:12 transreid.train INFO: Epoch 87 done. Time per epoch: 13.938[s] Speed: 771.4[samples/s]
2024-04-26 17:47:16 transreid.train INFO: Epoch[88] Iter[5/24] Loss: 0.842, Acc: 0.874, Base Lr: 5.35e-04
2024-04-26 17:47:19 transreid.train INFO: Epoch[88] Iter[10/24] Loss: 0.710, Acc: 0.911, Base Lr: 5.35e-04
2024-04-26 17:47:22 transreid.train INFO: Epoch[88] Iter[15/24] Loss: 0.594, Acc: 0.933, Base Lr: 5.35e-04
2024-04-26 17:47:25 transreid.train INFO: Epoch[88] Iter[20/24] Loss: 0.502, Acc: 0.948, Base Lr: 5.35e-04
2024-04-26 17:47:26 transreid.train INFO: Epoch 88 done. Time per epoch: 14.041[s] Speed: 765.7[samples/s]
2024-04-26 17:47:31 transreid.train INFO: Epoch[89] Iter[5/24] Loss: 0.819, Acc: 0.878, Base Lr: 5.04e-04
2024-04-26 17:47:33 transreid.train INFO: Epoch[89] Iter[10/24] Loss: 0.687, Acc: 0.912, Base Lr: 5.04e-04
2024-04-26 17:47:36 transreid.train INFO: Epoch[89] Iter[15/24] Loss: 0.580, Acc: 0.933, Base Lr: 5.04e-04
2024-04-26 17:47:39 transreid.train INFO: Epoch[89] Iter[20/24] Loss: 0.491, Acc: 0.949, Base Lr: 5.04e-04
2024-04-26 17:47:40 transreid.train INFO: Epoch 89 done. Time per epoch: 14.305[s] Speed: 751.6[samples/s]
2024-04-26 17:47:45 transreid.train INFO: Epoch[90] Iter[5/24] Loss: 0.879, Acc: 0.867, Base Lr: 4.74e-04
2024-04-26 17:47:48 transreid.train INFO: Epoch[90] Iter[10/24] Loss: 0.693, Acc: 0.912, Base Lr: 4.74e-04
2024-04-26 17:47:51 transreid.train INFO: Epoch[90] Iter[15/24] Loss: 0.577, Acc: 0.934, Base Lr: 4.74e-04
2024-04-26 17:47:53 transreid.train INFO: Epoch[90] Iter[20/24] Loss: 0.491, Acc: 0.949, Base Lr: 4.74e-04
2024-04-26 17:47:54 transreid.train INFO: Epoch 90 done. Time per epoch: 14.137[s] Speed: 760.5[samples/s]
2024-04-26 17:48:17 transreid.train INFO: Validation Results - Epoch: 90
2024-04-26 17:48:17 transreid.train INFO: mAP: 92.7%
2024-04-26 17:48:17 transreid.train INFO: CMC curve, Rank-1  :96.4%
2024-04-26 17:48:17 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-04-26 17:48:17 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-04-26 17:48:21 transreid.train INFO: Epoch[91] Iter[5/24] Loss: 0.865, Acc: 0.866, Base Lr: 4.45e-04
2024-04-26 17:48:24 transreid.train INFO: Epoch[91] Iter[10/24] Loss: 0.709, Acc: 0.905, Base Lr: 4.45e-04
2024-04-26 17:48:27 transreid.train INFO: Epoch[91] Iter[15/24] Loss: 0.575, Acc: 0.932, Base Lr: 4.45e-04
2024-04-26 17:48:30 transreid.train INFO: Epoch[91] Iter[20/24] Loss: 0.491, Acc: 0.948, Base Lr: 4.45e-04
2024-04-26 17:48:31 transreid.train INFO: Epoch 91 done. Time per epoch: 14.119[s] Speed: 761.5[samples/s]
2024-04-26 17:48:35 transreid.train INFO: Epoch[92] Iter[5/24] Loss: 0.849, Acc: 0.874, Base Lr: 4.17e-04
2024-04-26 17:48:38 transreid.train INFO: Epoch[92] Iter[10/24] Loss: 0.658, Acc: 0.916, Base Lr: 4.17e-04
2024-04-26 17:48:41 transreid.train INFO: Epoch[92] Iter[15/24] Loss: 0.556, Acc: 0.936, Base Lr: 4.17e-04
2024-04-26 17:48:44 transreid.train INFO: Epoch[92] Iter[20/24] Loss: 0.478, Acc: 0.950, Base Lr: 4.17e-04
2024-04-26 17:48:44 transreid.train INFO: Epoch 92 done. Time per epoch: 13.339[s] Speed: 767.7[samples/s]
2024-04-26 17:48:49 transreid.train INFO: Epoch[93] Iter[5/24] Loss: 0.819, Acc: 0.879, Base Lr: 3.89e-04
2024-04-26 17:48:52 transreid.train INFO: Epoch[93] Iter[10/24] Loss: 0.684, Acc: 0.909, Base Lr: 3.89e-04
2024-04-26 17:48:54 transreid.train INFO: Epoch[93] Iter[15/24] Loss: 0.563, Acc: 0.935, Base Lr: 3.89e-04
2024-04-26 17:48:57 transreid.train INFO: Epoch[93] Iter[20/24] Loss: 0.474, Acc: 0.950, Base Lr: 3.89e-04
2024-04-26 17:48:58 transreid.train INFO: Epoch 93 done. Time per epoch: 14.017[s] Speed: 767.1[samples/s]
2024-04-26 17:49:03 transreid.train INFO: Epoch[94] Iter[5/24] Loss: 0.824, Acc: 0.875, Base Lr: 3.62e-04
2024-04-26 17:49:06 transreid.train INFO: Epoch[94] Iter[10/24] Loss: 0.671, Acc: 0.911, Base Lr: 3.62e-04
2024-04-26 17:49:09 transreid.train INFO: Epoch[94] Iter[15/24] Loss: 0.567, Acc: 0.934, Base Lr: 3.62e-04
2024-04-26 17:49:11 transreid.train INFO: Epoch[94] Iter[20/24] Loss: 0.486, Acc: 0.949, Base Lr: 3.62e-04
2024-04-26 17:49:12 transreid.train INFO: Epoch 94 done. Time per epoch: 14.173[s] Speed: 758.6[samples/s]
2024-04-26 17:49:17 transreid.train INFO: Epoch[95] Iter[5/24] Loss: 0.828, Acc: 0.881, Base Lr: 3.36e-04
2024-04-26 17:49:20 transreid.train INFO: Epoch[95] Iter[10/24] Loss: 0.676, Acc: 0.914, Base Lr: 3.36e-04
2024-04-26 17:49:23 transreid.train INFO: Epoch[95] Iter[15/24] Loss: 0.568, Acc: 0.935, Base Lr: 3.36e-04
2024-04-26 17:49:26 transreid.train INFO: Epoch[95] Iter[20/24] Loss: 0.477, Acc: 0.950, Base Lr: 3.36e-04
2024-04-26 17:49:26 transreid.train INFO: Epoch 95 done. Time per epoch: 14.090[s] Speed: 763.1[samples/s]
2024-04-26 17:49:31 transreid.train INFO: Epoch[96] Iter[5/24] Loss: 0.828, Acc: 0.868, Base Lr: 3.11e-04
2024-04-26 17:49:34 transreid.train INFO: Epoch[96] Iter[10/24] Loss: 0.678, Acc: 0.909, Base Lr: 3.11e-04
2024-04-26 17:49:37 transreid.train INFO: Epoch[96] Iter[15/24] Loss: 0.557, Acc: 0.933, Base Lr: 3.11e-04
2024-04-26 17:49:40 transreid.train INFO: Epoch[96] Iter[20/24] Loss: 0.470, Acc: 0.949, Base Lr: 3.11e-04
2024-04-26 17:49:40 transreid.train INFO: Epoch 96 done. Time per epoch: 14.063[s] Speed: 764.6[samples/s]
2024-04-26 17:49:45 transreid.train INFO: Epoch[97] Iter[5/24] Loss: 0.826, Acc: 0.879, Base Lr: 2.87e-04
2024-04-26 17:49:48 transreid.train INFO: Epoch[97] Iter[10/24] Loss: 0.666, Acc: 0.913, Base Lr: 2.87e-04
2024-04-26 17:49:51 transreid.train INFO: Epoch[97] Iter[15/24] Loss: 0.560, Acc: 0.934, Base Lr: 2.87e-04
2024-04-26 17:49:54 transreid.train INFO: Epoch[97] Iter[20/24] Loss: 0.471, Acc: 0.950, Base Lr: 2.87e-04
2024-04-26 17:49:54 transreid.train INFO: Epoch 97 done. Time per epoch: 13.912[s] Speed: 772.9[samples/s]
2024-04-26 17:49:59 transreid.train INFO: Epoch[98] Iter[5/24] Loss: 0.818, Acc: 0.877, Base Lr: 2.64e-04
2024-04-26 17:50:02 transreid.train INFO: Epoch[98] Iter[10/24] Loss: 0.669, Acc: 0.910, Base Lr: 2.64e-04
2024-04-26 17:50:05 transreid.train INFO: Epoch[98] Iter[15/24] Loss: 0.559, Acc: 0.933, Base Lr: 2.64e-04
2024-04-26 17:50:08 transreid.train INFO: Epoch[98] Iter[20/24] Loss: 0.470, Acc: 0.949, Base Lr: 2.64e-04
2024-04-26 17:50:08 transreid.train INFO: Epoch 98 done. Time per epoch: 13.990[s] Speed: 768.6[samples/s]
2024-04-26 17:50:13 transreid.train INFO: Epoch[99] Iter[5/24] Loss: 0.818, Acc: 0.877, Base Lr: 2.42e-04
2024-04-26 17:50:16 transreid.train INFO: Epoch[99] Iter[10/24] Loss: 0.668, Acc: 0.913, Base Lr: 2.42e-04
2024-04-26 17:50:19 transreid.train INFO: Epoch[99] Iter[15/24] Loss: 0.557, Acc: 0.934, Base Lr: 2.42e-04
2024-04-26 17:50:22 transreid.train INFO: Epoch[99] Iter[20/24] Loss: 0.466, Acc: 0.950, Base Lr: 2.42e-04
2024-04-26 17:50:22 transreid.train INFO: Epoch 99 done. Time per epoch: 14.160[s] Speed: 759.3[samples/s]
2024-04-26 17:50:27 transreid.train INFO: Epoch[100] Iter[5/24] Loss: 0.825, Acc: 0.870, Base Lr: 2.20e-04
2024-04-26 17:50:30 transreid.train INFO: Epoch[100] Iter[10/24] Loss: 0.653, Acc: 0.912, Base Lr: 2.20e-04
2024-04-26 17:50:33 transreid.train INFO: Epoch[100] Iter[15/24] Loss: 0.547, Acc: 0.934, Base Lr: 2.20e-04
2024-04-26 17:50:36 transreid.train INFO: Epoch[100] Iter[20/24] Loss: 0.461, Acc: 0.950, Base Lr: 2.20e-04
2024-04-26 17:50:36 transreid.train INFO: Epoch 100 done. Time per epoch: 13.894[s] Speed: 773.9[samples/s]
2024-04-26 17:50:59 transreid.train INFO: Validation Results - Epoch: 100
2024-04-26 17:50:59 transreid.train INFO: mAP: 92.7%
2024-04-26 17:50:59 transreid.train INFO: CMC curve, Rank-1  :96.5%
2024-04-26 17:50:59 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-04-26 17:50:59 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-04-26 17:51:04 transreid.train INFO: Epoch[101] Iter[5/24] Loss: 0.810, Acc: 0.876, Base Lr: 2.00e-04
2024-04-26 17:51:07 transreid.train INFO: Epoch[101] Iter[10/24] Loss: 0.640, Acc: 0.914, Base Lr: 2.00e-04
2024-04-26 17:51:10 transreid.train INFO: Epoch[101] Iter[15/24] Loss: 0.543, Acc: 0.935, Base Lr: 2.00e-04
2024-04-26 17:51:13 transreid.train INFO: Epoch[101] Iter[20/24] Loss: 0.459, Acc: 0.950, Base Lr: 2.00e-04
2024-04-26 17:51:13 transreid.train INFO: Epoch 101 done. Time per epoch: 14.018[s] Speed: 767.0[samples/s]
2024-04-26 17:51:18 transreid.train INFO: Epoch[102] Iter[5/24] Loss: 0.743, Acc: 0.893, Base Lr: 1.80e-04
2024-04-26 17:51:21 transreid.train INFO: Epoch[102] Iter[10/24] Loss: 0.649, Acc: 0.913, Base Lr: 1.80e-04
2024-04-26 17:51:24 transreid.train INFO: Epoch[102] Iter[15/24] Loss: 0.540, Acc: 0.936, Base Lr: 1.80e-04
2024-04-26 17:51:27 transreid.train INFO: Epoch[102] Iter[20/24] Loss: 0.462, Acc: 0.949, Base Lr: 1.80e-04
2024-04-26 17:51:27 transreid.train INFO: Epoch 102 done. Time per epoch: 13.997[s] Speed: 768.2[samples/s]
2024-04-26 17:51:32 transreid.train INFO: Epoch[103] Iter[5/24] Loss: 0.794, Acc: 0.882, Base Lr: 1.62e-04
2024-04-26 17:51:35 transreid.train INFO: Epoch[103] Iter[10/24] Loss: 0.659, Acc: 0.914, Base Lr: 1.62e-04
2024-04-26 17:51:38 transreid.train INFO: Epoch[103] Iter[15/24] Loss: 0.555, Acc: 0.934, Base Lr: 1.62e-04
2024-04-26 17:51:41 transreid.train INFO: Epoch[103] Iter[20/24] Loss: 0.466, Acc: 0.950, Base Lr: 1.62e-04
2024-04-26 17:51:41 transreid.train INFO: Epoch 103 done. Time per epoch: 13.297[s] Speed: 770.1[samples/s]
2024-04-26 17:51:45 transreid.train INFO: Epoch[104] Iter[5/24] Loss: 0.792, Acc: 0.879, Base Lr: 1.44e-04
2024-04-26 17:51:48 transreid.train INFO: Epoch[104] Iter[10/24] Loss: 0.650, Acc: 0.912, Base Lr: 1.44e-04
2024-04-26 17:51:51 transreid.train INFO: Epoch[104] Iter[15/24] Loss: 0.543, Acc: 0.935, Base Lr: 1.44e-04
2024-04-26 17:51:54 transreid.train INFO: Epoch[104] Iter[20/24] Loss: 0.463, Acc: 0.949, Base Lr: 1.44e-04
2024-04-26 17:51:54 transreid.train INFO: Epoch 104 done. Time per epoch: 13.345[s] Speed: 767.3[samples/s]
2024-04-26 17:51:59 transreid.train INFO: Epoch[105] Iter[5/24] Loss: 0.758, Acc: 0.886, Base Lr: 1.28e-04
2024-04-26 17:52:02 transreid.train INFO: Epoch[105] Iter[10/24] Loss: 0.630, Acc: 0.915, Base Lr: 1.28e-04
2024-04-26 17:52:05 transreid.train INFO: Epoch[105] Iter[15/24] Loss: 0.531, Acc: 0.937, Base Lr: 1.28e-04
2024-04-26 17:52:08 transreid.train INFO: Epoch[105] Iter[20/24] Loss: 0.453, Acc: 0.951, Base Lr: 1.28e-04
2024-04-26 17:52:08 transreid.train INFO: Epoch 105 done. Time per epoch: 14.145[s] Speed: 760.1[samples/s]
2024-04-26 17:52:13 transreid.train INFO: Epoch[106] Iter[5/24] Loss: 0.832, Acc: 0.869, Base Lr: 1.12e-04
2024-04-26 17:52:16 transreid.train INFO: Epoch[106] Iter[10/24] Loss: 0.657, Acc: 0.913, Base Lr: 1.12e-04
2024-04-26 17:52:19 transreid.train INFO: Epoch[106] Iter[15/24] Loss: 0.536, Acc: 0.937, Base Lr: 1.12e-04
2024-04-26 17:52:22 transreid.train INFO: Epoch[106] Iter[20/24] Loss: 0.457, Acc: 0.951, Base Lr: 1.12e-04
2024-04-26 17:52:22 transreid.train INFO: Epoch 106 done. Time per epoch: 14.123[s] Speed: 761.3[samples/s]
2024-04-26 17:52:27 transreid.train INFO: Epoch[107] Iter[5/24] Loss: 0.813, Acc: 0.877, Base Lr: 9.80e-05
2024-04-26 17:52:30 transreid.train INFO: Epoch[107] Iter[10/24] Loss: 0.655, Acc: 0.909, Base Lr: 9.80e-05
2024-04-26 17:52:33 transreid.train INFO: Epoch[107] Iter[15/24] Loss: 0.542, Acc: 0.935, Base Lr: 9.80e-05
2024-04-26 17:52:36 transreid.train INFO: Epoch[107] Iter[20/24] Loss: 0.452, Acc: 0.950, Base Lr: 9.80e-05
2024-04-26 17:52:36 transreid.train INFO: Epoch 107 done. Time per epoch: 13.903[s] Speed: 773.3[samples/s]
2024-04-26 17:52:41 transreid.train INFO: Epoch[108] Iter[5/24] Loss: 0.778, Acc: 0.882, Base Lr: 8.46e-05
2024-04-26 17:52:44 transreid.train INFO: Epoch[108] Iter[10/24] Loss: 0.656, Acc: 0.913, Base Lr: 8.46e-05
2024-04-26 17:52:47 transreid.train INFO: Epoch[108] Iter[15/24] Loss: 0.540, Acc: 0.937, Base Lr: 8.46e-05
2024-04-26 17:52:50 transreid.train INFO: Epoch[108] Iter[20/24] Loss: 0.463, Acc: 0.951, Base Lr: 8.46e-05
2024-04-26 17:52:50 transreid.train INFO: Epoch 108 done. Time per epoch: 13.480[s] Speed: 759.7[samples/s]
2024-04-26 17:52:54 transreid.train INFO: Epoch[109] Iter[5/24] Loss: 0.737, Acc: 0.886, Base Lr: 7.22e-05
2024-04-26 17:52:57 transreid.train INFO: Epoch[109] Iter[10/24] Loss: 0.642, Acc: 0.911, Base Lr: 7.22e-05
2024-04-26 17:53:00 transreid.train INFO: Epoch[109] Iter[15/24] Loss: 0.534, Acc: 0.935, Base Lr: 7.22e-05
2024-04-26 17:53:03 transreid.train INFO: Epoch[109] Iter[20/24] Loss: 0.455, Acc: 0.950, Base Lr: 7.22e-05
2024-04-26 17:53:04 transreid.train INFO: Epoch 109 done. Time per epoch: 13.991[s] Speed: 768.5[samples/s]
2024-04-26 17:53:09 transreid.train INFO: Epoch[110] Iter[5/24] Loss: 0.813, Acc: 0.871, Base Lr: 6.08e-05
2024-04-26 17:53:11 transreid.train INFO: Epoch[110] Iter[10/24] Loss: 0.661, Acc: 0.911, Base Lr: 6.08e-05
2024-04-26 17:53:14 transreid.train INFO: Epoch[110] Iter[15/24] Loss: 0.532, Acc: 0.937, Base Lr: 6.08e-05
2024-04-26 17:53:17 transreid.train INFO: Epoch[110] Iter[20/24] Loss: 0.451, Acc: 0.951, Base Lr: 6.08e-05
2024-04-26 17:53:18 transreid.train INFO: Epoch 110 done. Time per epoch: 14.094[s] Speed: 762.9[samples/s]
2024-04-26 17:53:41 transreid.train INFO: Validation Results - Epoch: 110
2024-04-26 17:53:41 transreid.train INFO: mAP: 92.7%
2024-04-26 17:53:41 transreid.train INFO: CMC curve, Rank-1  :96.4%
2024-04-26 17:53:41 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-04-26 17:53:41 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-04-26 17:53:45 transreid.train INFO: Epoch[111] Iter[5/24] Loss: 0.794, Acc: 0.871, Base Lr: 5.05e-05
2024-04-26 17:53:48 transreid.train INFO: Epoch[111] Iter[10/24] Loss: 0.640, Acc: 0.912, Base Lr: 5.05e-05
2024-04-26 17:53:51 transreid.train INFO: Epoch[111] Iter[15/24] Loss: 0.532, Acc: 0.936, Base Lr: 5.05e-05
2024-04-26 17:53:54 transreid.train INFO: Epoch[111] Iter[20/24] Loss: 0.454, Acc: 0.950, Base Lr: 5.05e-05
2024-04-26 17:53:55 transreid.train INFO: Epoch 111 done. Time per epoch: 14.041[s] Speed: 765.7[samples/s]
2024-04-26 17:53:59 transreid.train INFO: Epoch[112] Iter[5/24] Loss: 0.767, Acc: 0.884, Base Lr: 4.13e-05
2024-04-26 17:54:02 transreid.train INFO: Epoch[112] Iter[10/24] Loss: 0.617, Acc: 0.919, Base Lr: 4.13e-05
2024-04-26 17:54:05 transreid.train INFO: Epoch[112] Iter[15/24] Loss: 0.521, Acc: 0.939, Base Lr: 4.13e-05
2024-04-26 17:54:08 transreid.train INFO: Epoch[112] Iter[20/24] Loss: 0.448, Acc: 0.951, Base Lr: 4.13e-05
2024-04-26 17:54:09 transreid.train INFO: Epoch 112 done. Time per epoch: 14.025[s] Speed: 766.6[samples/s]
2024-04-26 17:54:14 transreid.train INFO: Epoch[113] Iter[5/24] Loss: 0.808, Acc: 0.872, Base Lr: 3.31e-05
2024-04-26 17:54:16 transreid.train INFO: Epoch[113] Iter[10/24] Loss: 0.642, Acc: 0.914, Base Lr: 3.31e-05
2024-04-26 17:54:19 transreid.train INFO: Epoch[113] Iter[15/24] Loss: 0.534, Acc: 0.937, Base Lr: 3.31e-05
2024-04-26 17:54:22 transreid.train INFO: Epoch[113] Iter[20/24] Loss: 0.456, Acc: 0.951, Base Lr: 3.31e-05
2024-04-26 17:54:23 transreid.train INFO: Epoch 113 done. Time per epoch: 13.981[s] Speed: 769.1[samples/s]
2024-04-26 17:54:27 transreid.train INFO: Epoch[114] Iter[5/24] Loss: 0.741, Acc: 0.887, Base Lr: 2.61e-05
2024-04-26 17:54:30 transreid.train INFO: Epoch[114] Iter[10/24] Loss: 0.637, Acc: 0.911, Base Lr: 2.61e-05
2024-04-26 17:54:33 transreid.train INFO: Epoch[114] Iter[15/24] Loss: 0.532, Acc: 0.934, Base Lr: 2.61e-05
2024-04-26 17:54:36 transreid.train INFO: Epoch[114] Iter[20/24] Loss: 0.451, Acc: 0.950, Base Lr: 2.61e-05
2024-04-26 17:54:37 transreid.train INFO: Epoch 114 done. Time per epoch: 13.868[s] Speed: 775.3[samples/s]
2024-04-26 17:54:41 transreid.train INFO: Epoch[115] Iter[5/24] Loss: 0.789, Acc: 0.875, Base Lr: 2.01e-05
2024-04-26 17:54:44 transreid.train INFO: Epoch[115] Iter[10/24] Loss: 0.628, Acc: 0.915, Base Lr: 2.01e-05
2024-04-26 17:54:47 transreid.train INFO: Epoch[115] Iter[15/24] Loss: 0.533, Acc: 0.936, Base Lr: 2.01e-05
2024-04-26 17:54:50 transreid.train INFO: Epoch[115] Iter[20/24] Loss: 0.453, Acc: 0.950, Base Lr: 2.01e-05
2024-04-26 17:54:51 transreid.train INFO: Epoch 115 done. Time per epoch: 14.001[s] Speed: 767.9[samples/s]
2024-04-26 17:54:55 transreid.train INFO: Epoch[116] Iter[5/24] Loss: 0.775, Acc: 0.880, Base Lr: 1.51e-05
2024-04-26 17:54:58 transreid.train INFO: Epoch[116] Iter[10/24] Loss: 0.653, Acc: 0.912, Base Lr: 1.51e-05
2024-04-26 17:55:01 transreid.train INFO: Epoch[116] Iter[15/24] Loss: 0.544, Acc: 0.936, Base Lr: 1.51e-05
2024-04-26 17:55:04 transreid.train INFO: Epoch[116] Iter[20/24] Loss: 0.455, Acc: 0.951, Base Lr: 1.51e-05
2024-04-26 17:55:05 transreid.train INFO: Epoch 116 done. Time per epoch: 14.166[s] Speed: 759.0[samples/s]
2024-04-26 17:55:10 transreid.train INFO: Epoch[117] Iter[5/24] Loss: 0.812, Acc: 0.875, Base Lr: 1.13e-05
2024-04-26 17:55:12 transreid.train INFO: Epoch[117] Iter[10/24] Loss: 0.652, Acc: 0.911, Base Lr: 1.13e-05
2024-04-26 17:55:15 transreid.train INFO: Epoch[117] Iter[15/24] Loss: 0.537, Acc: 0.935, Base Lr: 1.13e-05
2024-04-26 17:55:18 transreid.train INFO: Epoch[117] Iter[20/24] Loss: 0.454, Acc: 0.950, Base Lr: 1.13e-05
2024-04-26 17:55:19 transreid.train INFO: Epoch 117 done. Time per epoch: 14.109[s] Speed: 762.1[samples/s]
2024-04-26 17:55:24 transreid.train INFO: Epoch[118] Iter[5/24] Loss: 0.794, Acc: 0.876, Base Lr: 8.59e-06
2024-04-26 17:55:27 transreid.train INFO: Epoch[118] Iter[10/24] Loss: 0.634, Acc: 0.913, Base Lr: 8.59e-06
2024-04-26 17:55:29 transreid.train INFO: Epoch[118] Iter[15/24] Loss: 0.526, Acc: 0.937, Base Lr: 8.59e-06
2024-04-26 17:55:32 transreid.train INFO: Epoch[118] Iter[20/24] Loss: 0.459, Acc: 0.950, Base Lr: 8.59e-06
2024-04-26 17:55:32 transreid.train INFO: Epoch 118 done. Time per epoch: 13.416[s] Speed: 763.3[samples/s]
2024-04-26 17:55:37 transreid.train INFO: Epoch[119] Iter[5/24] Loss: 0.762, Acc: 0.886, Base Lr: 6.95e-06
2024-04-26 17:55:40 transreid.train INFO: Epoch[119] Iter[10/24] Loss: 0.629, Acc: 0.912, Base Lr: 6.95e-06
2024-04-26 17:55:43 transreid.train INFO: Epoch[119] Iter[15/24] Loss: 0.529, Acc: 0.935, Base Lr: 6.95e-06
2024-04-26 17:55:46 transreid.train INFO: Epoch[119] Iter[20/24] Loss: 0.452, Acc: 0.950, Base Lr: 6.95e-06
2024-04-26 17:55:46 transreid.train INFO: Epoch 119 done. Time per epoch: 13.986[s] Speed: 768.8[samples/s]
2024-04-26 17:55:51 transreid.train INFO: Epoch[120] Iter[5/24] Loss: 0.817, Acc: 0.882, Base Lr: 6.40e-06
2024-04-26 17:55:54 transreid.train INFO: Epoch[120] Iter[10/24] Loss: 0.648, Acc: 0.915, Base Lr: 6.40e-06
2024-04-26 17:55:57 transreid.train INFO: Epoch[120] Iter[15/24] Loss: 0.533, Acc: 0.938, Base Lr: 6.40e-06
2024-04-26 17:56:00 transreid.train INFO: Epoch[120] Iter[20/24] Loss: 0.455, Acc: 0.952, Base Lr: 6.40e-06
2024-04-26 17:56:01 transreid.train INFO: Epoch 120 done. Time per epoch: 14.176[s] Speed: 758.5[samples/s]
2024-04-26 17:56:24 transreid.train INFO: Validation Results - Epoch: 120
2024-04-26 17:56:24 transreid.train INFO: mAP: 92.8%
2024-04-26 17:56:24 transreid.train INFO: CMC curve, Rank-1  :96.5%
2024-04-26 17:56:24 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-04-26 17:56:24 transreid.train INFO: CMC curve, Rank-10 :99.3%
