2024-04-28 19:33:46 transreid INFO: Saving model in the path :log/bs_exp/ResNet50_Market1501/512bs_lr0.0032_ep120_warm20_seed0
2024-04-28 19:33:46 transreid INFO: Loaded configuration file configs/market/resnet50.yml
2024-04-28 19:33:46 transreid INFO: Running with config:
DATALOADER:
  NUM_INSTANCE: 4
  NUM_WORKERS: 8
  REMOVE_TAIL: 0
  SAMPLER: softmax_triplet
DATASETS:
  NAMES: market1501
  ROOT_DIR: /home/ma-user/work/Datasets/ImageReID_Datasets/mixreid/
  ROOT_TRAIN_DIR: ../data
  ROOT_VAL_DIR: ../data
INPUT:
  PADDING: 10
  PIXEL_MEAN: [0.5, 0.5, 0.5]
  PIXEL_STD: [0.5, 0.5, 0.5]
  PROB: 0.5
  RE_PROB: 0.5
  SIZE_TEST: [256, 128]
  SIZE_TRAIN: [256, 128]
MODEL:
  ATT_DROP_RATE: 0.0
  COS_LAYER: False
  DEVICE: cuda
  DEVICE_ID: 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: resnet50
  NECK: bnneck
  NO_MARGIN: True
  PRETRAIN_CHOICE: self
  PRETRAIN_HW_RATIO: 2
  PRETRAIN_PATH: /home/ma-user/work/Projects/ReIDNets_Checkpoints_TransReID/ResNet50_ViTdefault_2468_406080100_bs120_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: False
  STRIDE_SIZE: [16, 16]
  TRANSFORMER_TYPE: None
  TRIPLET_LOSS_WEIGHT: 1.0
OUTPUT_DIR: log/bs_exp/ResNet50_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: 
2024-04-28 19:33:46 transreid.check INFO: Dataset statistics:
2024-04-28 19:33:46 transreid.check INFO:   ----------------------------------------
2024-04-28 19:33:46 transreid.check INFO:   subset   | # ids | # images | # cameras
2024-04-28 19:33:46 transreid.check INFO:   ----------------------------------------
2024-04-28 19:33:46 transreid.check INFO:   train    |   751 |    12936 |         6
2024-04-28 19:33:46 transreid.check INFO:   query    |   750 |     3368 |         6
2024-04-28 19:33:46 transreid.check INFO:   gallery  |   751 |    15913 |         6
2024-04-28 19:33:46 transreid.check INFO:   ----------------------------------------
2024-04-28 19:33:51 transreid INFO: ===========using cosine learning rate=======
2024-04-28 19:33:51 transreid.train INFO: start training
2024-04-28 19:34:06 transreid.train INFO: Epoch[1] Iter[5/24] Loss: 14.576, Acc: 0.001, Base Lr: 1.90e-04
2024-04-28 19:34:09 transreid.train INFO: Epoch[1] Iter[10/24] Loss: 14.531, Acc: 0.001, Base Lr: 1.90e-04
2024-04-28 19:34:12 transreid.train INFO: Epoch[1] Iter[15/24] Loss: 14.198, Acc: 0.001, Base Lr: 1.90e-04
2024-04-28 19:34:14 transreid.train INFO: Epoch[1] Iter[20/24] Loss: 13.767, Acc: 0.002, Base Lr: 1.90e-04
2024-04-28 19:34:15 transreid.train INFO: Epoch 1 done. Time per epoch: 23.388[s] Speed: 459.7[samples/s]
2024-04-28 19:34:19 transreid.train INFO: Epoch[2] Iter[5/24] Loss: 11.396, Acc: 0.002, Base Lr: 3.49e-04
2024-04-28 19:34:22 transreid.train INFO: Epoch[2] Iter[10/24] Loss: 10.970, Acc: 0.002, Base Lr: 3.49e-04
2024-04-28 19:34:25 transreid.train INFO: Epoch[2] Iter[15/24] Loss: 10.617, Acc: 0.003, Base Lr: 3.49e-04
2024-04-28 19:34:27 transreid.train INFO: Epoch[2] Iter[20/24] Loss: 10.323, Acc: 0.004, Base Lr: 3.49e-04
2024-04-28 19:34:28 transreid.train INFO: Epoch 2 done. Time per epoch: 13.128[s] Speed: 819.0[samples/s]
2024-04-28 19:34:32 transreid.train INFO: Epoch[3] Iter[5/24] Loss: 8.916, Acc: 0.013, Base Lr: 5.07e-04
2024-04-28 19:34:35 transreid.train INFO: Epoch[3] Iter[10/24] Loss: 8.856, Acc: 0.023, Base Lr: 5.07e-04
2024-04-28 19:34:38 transreid.train INFO: Epoch[3] Iter[15/24] Loss: 8.745, Acc: 0.040, Base Lr: 5.07e-04
2024-04-28 19:34:40 transreid.train INFO: Epoch[3] Iter[20/24] Loss: 8.669, Acc: 0.067, Base Lr: 5.07e-04
2024-04-28 19:34:41 transreid.train INFO: Epoch 3 done. Time per epoch: 13.118[s] Speed: 819.7[samples/s]
2024-04-28 19:34:46 transreid.train INFO: Epoch[4] Iter[5/24] Loss: 8.233, Acc: 0.146, Base Lr: 6.66e-04
2024-04-28 19:34:48 transreid.train INFO: Epoch[4] Iter[10/24] Loss: 8.159, Acc: 0.192, Base Lr: 6.66e-04
2024-04-28 19:34:51 transreid.train INFO: Epoch[4] Iter[15/24] Loss: 8.091, Acc: 0.233, Base Lr: 6.66e-04
2024-04-28 19:34:54 transreid.train INFO: Epoch[4] Iter[20/24] Loss: 8.023, Acc: 0.291, Base Lr: 6.66e-04
2024-04-28 19:34:54 transreid.train INFO: Epoch 4 done. Time per epoch: 13.256[s] Speed: 811.1[samples/s]
2024-04-28 19:34:59 transreid.train INFO: Epoch[5] Iter[5/24] Loss: 7.724, Acc: 0.334, Base Lr: 8.24e-04
2024-04-28 19:35:02 transreid.train INFO: Epoch[5] Iter[10/24] Loss: 7.673, Acc: 0.373, Base Lr: 8.24e-04
2024-04-28 19:35:04 transreid.train INFO: Epoch[5] Iter[15/24] Loss: 7.633, Acc: 0.423, Base Lr: 8.24e-04
2024-04-28 19:35:07 transreid.train INFO: Epoch[5] Iter[20/24] Loss: 7.588, Acc: 0.478, Base Lr: 8.24e-04
2024-04-28 19:35:08 transreid.train INFO: Epoch 5 done. Time per epoch: 13.269[s] Speed: 810.3[samples/s]
2024-04-28 19:35:12 transreid.train INFO: Epoch[6] Iter[5/24] Loss: 7.427, Acc: 0.392, Base Lr: 9.82e-04
2024-04-28 19:35:15 transreid.train INFO: Epoch[6] Iter[10/24] Loss: 7.354, Acc: 0.452, Base Lr: 9.82e-04
2024-04-28 19:35:18 transreid.train INFO: Epoch[6] Iter[15/24] Loss: 7.284, Acc: 0.505, Base Lr: 9.82e-04
2024-04-28 19:35:20 transreid.train INFO: Epoch[6] Iter[20/24] Loss: 7.213, Acc: 0.565, Base Lr: 9.82e-04
2024-04-28 19:35:21 transreid.train INFO: Epoch 6 done. Time per epoch: 13.320[s] Speed: 807.2[samples/s]
2024-04-28 19:35:25 transreid.train INFO: Epoch[7] Iter[5/24] Loss: 7.106, Acc: 0.432, Base Lr: 1.14e-03
2024-04-28 19:35:28 transreid.train INFO: Epoch[7] Iter[10/24] Loss: 7.045, Acc: 0.479, Base Lr: 1.14e-03
2024-04-28 19:35:31 transreid.train INFO: Epoch[7] Iter[15/24] Loss: 6.952, Acc: 0.532, Base Lr: 1.14e-03
2024-04-28 19:35:34 transreid.train INFO: Epoch[7] Iter[20/24] Loss: 6.860, Acc: 0.597, Base Lr: 1.14e-03
2024-04-28 19:35:34 transreid.train INFO: Epoch 7 done. Time per epoch: 13.289[s] Speed: 809.1[samples/s]
2024-04-28 19:35:39 transreid.train INFO: Epoch[8] Iter[5/24] Loss: 6.767, Acc: 0.459, Base Lr: 1.30e-03
2024-04-28 19:35:42 transreid.train INFO: Epoch[8] Iter[10/24] Loss: 6.665, Acc: 0.500, Base Lr: 1.30e-03
2024-04-28 19:35:44 transreid.train INFO: Epoch[8] Iter[15/24] Loss: 6.576, Acc: 0.555, Base Lr: 1.30e-03
2024-04-28 19:35:47 transreid.train INFO: Epoch[8] Iter[20/24] Loss: 6.484, Acc: 0.609, Base Lr: 1.30e-03
2024-04-28 19:35:48 transreid.train INFO: Epoch 8 done. Time per epoch: 13.479[s] Speed: 797.7[samples/s]
2024-04-28 19:35:52 transreid.train INFO: Epoch[9] Iter[5/24] Loss: 6.448, Acc: 0.455, Base Lr: 1.46e-03
2024-04-28 19:35:55 transreid.train INFO: Epoch[9] Iter[10/24] Loss: 6.325, Acc: 0.509, Base Lr: 1.46e-03
2024-04-28 19:35:58 transreid.train INFO: Epoch[9] Iter[15/24] Loss: 6.207, Acc: 0.563, Base Lr: 1.46e-03
2024-04-28 19:36:00 transreid.train INFO: Epoch[9] Iter[20/24] Loss: 6.079, Acc: 0.621, Base Lr: 1.46e-03
2024-04-28 19:36:01 transreid.train INFO: Epoch 9 done. Time per epoch: 13.287[s] Speed: 809.2[samples/s]
2024-04-28 19:36:06 transreid.train INFO: Epoch[10] Iter[5/24] Loss: 6.071, Acc: 0.460, Base Lr: 1.62e-03
2024-04-28 19:36:08 transreid.train INFO: Epoch[10] Iter[10/24] Loss: 5.917, Acc: 0.500, Base Lr: 1.62e-03
2024-04-28 19:36:11 transreid.train INFO: Epoch[10] Iter[15/24] Loss: 5.760, Acc: 0.558, Base Lr: 1.62e-03
2024-04-28 19:36:14 transreid.train INFO: Epoch[10] Iter[20/24] Loss: 5.599, Acc: 0.624, Base Lr: 1.62e-03
2024-04-28 19:36:14 transreid.train INFO: Epoch 10 done. Time per epoch: 13.296[s] Speed: 808.7[samples/s]
2024-04-28 19:36:38 transreid.train INFO: Validation Results - Epoch: 10
2024-04-28 19:36:38 transreid.train INFO: mAP: 69.8%
2024-04-28 19:36:38 transreid.train INFO: CMC curve, Rank-1  :86.7%
2024-04-28 19:36:38 transreid.train INFO: CMC curve, Rank-5  :95.4%
2024-04-28 19:36:38 transreid.train INFO: CMC curve, Rank-10 :97.0%
2024-04-28 19:36:42 transreid.train INFO: Epoch[11] Iter[5/24] Loss: 5.640, Acc: 0.455, Base Lr: 1.77e-03
2024-04-28 19:36:45 transreid.train INFO: Epoch[11] Iter[10/24] Loss: 5.483, Acc: 0.523, Base Lr: 1.77e-03
2024-04-28 19:36:48 transreid.train INFO: Epoch[11] Iter[15/24] Loss: 5.316, Acc: 0.577, Base Lr: 1.77e-03
2024-04-28 19:36:51 transreid.train INFO: Epoch[11] Iter[20/24] Loss: 5.105, Acc: 0.631, Base Lr: 1.77e-03
2024-04-28 19:36:51 transreid.train INFO: Epoch 11 done. Time per epoch: 12.867[s] Speed: 795.9[samples/s]
2024-04-28 19:36:55 transreid.train INFO: Epoch[12] Iter[5/24] Loss: 5.191, Acc: 0.464, Base Lr: 1.93e-03
2024-04-28 19:36:58 transreid.train INFO: Epoch[12] Iter[10/24] Loss: 4.994, Acc: 0.523, Base Lr: 1.93e-03
2024-04-28 19:37:01 transreid.train INFO: Epoch[12] Iter[15/24] Loss: 4.820, Acc: 0.575, Base Lr: 1.93e-03
2024-04-28 19:37:04 transreid.train INFO: Epoch[12] Iter[20/24] Loss: 4.564, Acc: 0.645, Base Lr: 1.93e-03
2024-04-28 19:37:04 transreid.train INFO: Epoch 12 done. Time per epoch: 13.558[s] Speed: 793.0[samples/s]
2024-04-28 19:37:09 transreid.train INFO: Epoch[13] Iter[5/24] Loss: 4.614, Acc: 0.483, Base Lr: 2.09e-03
2024-04-28 19:37:12 transreid.train INFO: Epoch[13] Iter[10/24] Loss: 4.472, Acc: 0.543, Base Lr: 2.09e-03
2024-04-28 19:37:14 transreid.train INFO: Epoch[13] Iter[15/24] Loss: 4.280, Acc: 0.593, Base Lr: 2.09e-03
2024-04-28 19:37:17 transreid.train INFO: Epoch[13] Iter[20/24] Loss: 4.000, Acc: 0.660, Base Lr: 2.09e-03
2024-04-28 19:37:17 transreid.train INFO: Epoch 13 done. Time per epoch: 12.795[s] Speed: 800.3[samples/s]
2024-04-28 19:37:22 transreid.train INFO: Epoch[14] Iter[5/24] Loss: 4.153, Acc: 0.518, Base Lr: 2.25e-03
2024-04-28 19:37:24 transreid.train INFO: Epoch[14] Iter[10/24] Loss: 4.015, Acc: 0.556, Base Lr: 2.25e-03
2024-04-28 19:37:27 transreid.train INFO: Epoch[14] Iter[15/24] Loss: 3.789, Acc: 0.617, Base Lr: 2.25e-03
2024-04-28 19:37:30 transreid.train INFO: Epoch[14] Iter[20/24] Loss: 3.502, Acc: 0.687, Base Lr: 2.25e-03
2024-04-28 19:37:30 transreid.train INFO: Epoch 14 done. Time per epoch: 12.985[s] Speed: 788.6[samples/s]
2024-04-28 19:37:35 transreid.train INFO: Epoch[15] Iter[5/24] Loss: 3.745, Acc: 0.570, Base Lr: 2.41e-03
2024-04-28 19:37:37 transreid.train INFO: Epoch[15] Iter[10/24] Loss: 3.584, Acc: 0.613, Base Lr: 2.41e-03
2024-04-28 19:37:40 transreid.train INFO: Epoch[15] Iter[15/24] Loss: 3.363, Acc: 0.662, Base Lr: 2.41e-03
2024-04-28 19:37:43 transreid.train INFO: Epoch[15] Iter[20/24] Loss: 3.098, Acc: 0.714, Base Lr: 2.41e-03
2024-04-28 19:37:44 transreid.train INFO: Epoch 15 done. Time per epoch: 13.442[s] Speed: 799.9[samples/s]
2024-04-28 19:37:48 transreid.train INFO: Epoch[16] Iter[5/24] Loss: 3.459, Acc: 0.576, Base Lr: 2.57e-03
2024-04-28 19:37:51 transreid.train INFO: Epoch[16] Iter[10/24] Loss: 3.221, Acc: 0.632, Base Lr: 2.57e-03
2024-04-28 19:37:53 transreid.train INFO: Epoch[16] Iter[15/24] Loss: 2.928, Acc: 0.695, Base Lr: 2.57e-03
2024-04-28 19:37:56 transreid.train INFO: Epoch[16] Iter[20/24] Loss: 2.667, Acc: 0.749, Base Lr: 2.57e-03
2024-04-28 19:37:57 transreid.train INFO: Epoch 16 done. Time per epoch: 13.236[s] Speed: 812.3[samples/s]
2024-04-28 19:38:01 transreid.train INFO: Epoch[17] Iter[5/24] Loss: 3.064, Acc: 0.616, Base Lr: 2.72e-03
2024-04-28 19:38:04 transreid.train INFO: Epoch[17] Iter[10/24] Loss: 2.839, Acc: 0.669, Base Lr: 2.72e-03
2024-04-28 19:38:07 transreid.train INFO: Epoch[17] Iter[15/24] Loss: 2.577, Acc: 0.722, Base Lr: 2.72e-03
2024-04-28 19:38:09 transreid.train INFO: Epoch[17] Iter[20/24] Loss: 2.295, Acc: 0.780, Base Lr: 2.72e-03
2024-04-28 19:38:10 transreid.train INFO: Epoch 17 done. Time per epoch: 13.336[s] Speed: 806.2[samples/s]
2024-04-28 19:38:15 transreid.train INFO: Epoch[18] Iter[5/24] Loss: 2.712, Acc: 0.655, Base Lr: 2.88e-03
2024-04-28 19:38:17 transreid.train INFO: Epoch[18] Iter[10/24] Loss: 2.438, Acc: 0.711, Base Lr: 2.88e-03
2024-04-28 19:38:20 transreid.train INFO: Epoch[18] Iter[15/24] Loss: 2.196, Acc: 0.763, Base Lr: 2.88e-03
2024-04-28 19:38:23 transreid.train INFO: Epoch[18] Iter[20/24] Loss: 1.983, Acc: 0.806, Base Lr: 2.88e-03
2024-04-28 19:38:23 transreid.train INFO: Epoch 18 done. Time per epoch: 13.351[s] Speed: 805.3[samples/s]
2024-04-28 19:38:28 transreid.train INFO: Epoch[19] Iter[5/24] Loss: 2.410, Acc: 0.693, Base Lr: 3.04e-03
2024-04-28 19:38:31 transreid.train INFO: Epoch[19] Iter[10/24] Loss: 2.192, Acc: 0.748, Base Lr: 3.04e-03
2024-04-28 19:38:33 transreid.train INFO: Epoch[19] Iter[15/24] Loss: 1.961, Acc: 0.796, Base Lr: 3.04e-03
2024-04-28 19:38:36 transreid.train INFO: Epoch[19] Iter[20/24] Loss: 1.752, Acc: 0.836, Base Lr: 3.04e-03
2024-04-28 19:38:37 transreid.train INFO: Epoch 19 done. Time per epoch: 13.260[s] Speed: 810.8[samples/s]
2024-04-28 19:38:41 transreid.train INFO: Epoch[20] Iter[5/24] Loss: 2.195, Acc: 0.719, Base Lr: 2.99e-03
2024-04-28 19:38:44 transreid.train INFO: Epoch[20] Iter[10/24] Loss: 1.931, Acc: 0.778, Base Lr: 2.99e-03
2024-04-28 19:38:47 transreid.train INFO: Epoch[20] Iter[15/24] Loss: 1.720, Acc: 0.821, Base Lr: 2.99e-03
2024-04-28 19:38:49 transreid.train INFO: Epoch[20] Iter[20/24] Loss: 1.539, Acc: 0.855, Base Lr: 2.99e-03
2024-04-28 19:38:50 transreid.train INFO: Epoch 20 done. Time per epoch: 13.417[s] Speed: 801.4[samples/s]
2024-04-28 19:39:11 transreid.train INFO: Validation Results - Epoch: 20
2024-04-28 19:39:11 transreid.train INFO: mAP: 79.9%
2024-04-28 19:39:11 transreid.train INFO: CMC curve, Rank-1  :90.9%
2024-04-28 19:39:11 transreid.train INFO: CMC curve, Rank-5  :96.7%
2024-04-28 19:39:11 transreid.train INFO: CMC curve, Rank-10 :97.6%
2024-04-28 19:39:16 transreid.train INFO: Epoch[21] Iter[5/24] Loss: 1.924, Acc: 0.755, Base Lr: 2.96e-03
2024-04-28 19:39:18 transreid.train INFO: Epoch[21] Iter[10/24] Loss: 1.731, Acc: 0.807, Base Lr: 2.96e-03
2024-04-28 19:39:21 transreid.train INFO: Epoch[21] Iter[15/24] Loss: 1.524, Acc: 0.846, Base Lr: 2.96e-03
2024-04-28 19:39:24 transreid.train INFO: Epoch[21] Iter[20/24] Loss: 1.363, Acc: 0.877, Base Lr: 2.96e-03
2024-04-28 19:39:24 transreid.train INFO: Epoch 21 done. Time per epoch: 13.266[s] Speed: 810.5[samples/s]
2024-04-28 19:39:29 transreid.train INFO: Epoch[22] Iter[5/24] Loss: 1.722, Acc: 0.802, Base Lr: 2.94e-03
2024-04-28 19:39:32 transreid.train INFO: Epoch[22] Iter[10/24] Loss: 1.565, Acc: 0.838, Base Lr: 2.94e-03
2024-04-28 19:39:35 transreid.train INFO: Epoch[22] Iter[15/24] Loss: 1.370, Acc: 0.874, Base Lr: 2.94e-03
2024-04-28 19:39:37 transreid.train INFO: Epoch[22] Iter[20/24] Loss: 1.225, Acc: 0.899, Base Lr: 2.94e-03
2024-04-28 19:39:38 transreid.train INFO: Epoch 22 done. Time per epoch: 13.644[s] Speed: 788.1[samples/s]
2024-04-28 19:39:43 transreid.train INFO: Epoch[23] Iter[5/24] Loss: 1.574, Acc: 0.818, Base Lr: 2.92e-03
2024-04-28 19:39:45 transreid.train INFO: Epoch[23] Iter[10/24] Loss: 1.388, Acc: 0.860, Base Lr: 2.92e-03
2024-04-28 19:39:48 transreid.train INFO: Epoch[23] Iter[15/24] Loss: 1.225, Acc: 0.890, Base Lr: 2.92e-03
2024-04-28 19:39:51 transreid.train INFO: Epoch[23] Iter[20/24] Loss: 1.088, Acc: 0.914, Base Lr: 2.92e-03
2024-04-28 19:39:51 transreid.train INFO: Epoch 23 done. Time per epoch: 13.309[s] Speed: 807.9[samples/s]
2024-04-28 19:39:56 transreid.train INFO: Epoch[24] Iter[5/24] Loss: 1.421, Acc: 0.839, Base Lr: 2.90e-03
2024-04-28 19:39:59 transreid.train INFO: Epoch[24] Iter[10/24] Loss: 1.230, Acc: 0.882, Base Lr: 2.90e-03
2024-04-28 19:40:01 transreid.train INFO: Epoch[24] Iter[15/24] Loss: 1.118, Acc: 0.906, Base Lr: 2.90e-03
2024-04-28 19:40:04 transreid.train INFO: Epoch[24] Iter[20/24] Loss: 0.988, Acc: 0.924, Base Lr: 2.90e-03
2024-04-28 19:40:05 transreid.train INFO: Epoch 24 done. Time per epoch: 13.431[s] Speed: 800.5[samples/s]
2024-04-28 19:40:09 transreid.train INFO: Epoch[25] Iter[5/24] Loss: 1.313, Acc: 0.843, Base Lr: 2.87e-03
2024-04-28 19:40:12 transreid.train INFO: Epoch[25] Iter[10/24] Loss: 1.143, Acc: 0.885, Base Lr: 2.87e-03
2024-04-28 19:40:15 transreid.train INFO: Epoch[25] Iter[15/24] Loss: 1.013, Acc: 0.913, Base Lr: 2.87e-03
2024-04-28 19:40:18 transreid.train INFO: Epoch[25] Iter[20/24] Loss: 0.905, Acc: 0.930, Base Lr: 2.87e-03
2024-04-28 19:40:18 transreid.train INFO: Epoch 25 done. Time per epoch: 13.411[s] Speed: 801.7[samples/s]
2024-04-28 19:40:23 transreid.train INFO: Epoch[26] Iter[5/24] Loss: 1.201, Acc: 0.864, Base Lr: 2.84e-03
2024-04-28 19:40:25 transreid.train INFO: Epoch[26] Iter[10/24] Loss: 1.037, Acc: 0.903, Base Lr: 2.84e-03
2024-04-28 19:40:28 transreid.train INFO: Epoch[26] Iter[15/24] Loss: 0.931, Acc: 0.926, Base Lr: 2.84e-03
2024-04-28 19:40:31 transreid.train INFO: Epoch[26] Iter[20/24] Loss: 0.834, Acc: 0.939, Base Lr: 2.84e-03
2024-04-28 19:40:32 transreid.train INFO: Epoch 26 done. Time per epoch: 13.326[s] Speed: 806.8[samples/s]
2024-04-28 19:40:36 transreid.train INFO: Epoch[27] Iter[5/24] Loss: 1.134, Acc: 0.879, Base Lr: 2.82e-03
2024-04-28 19:40:39 transreid.train INFO: Epoch[27] Iter[10/24] Loss: 0.958, Acc: 0.911, Base Lr: 2.82e-03
2024-04-28 19:40:42 transreid.train INFO: Epoch[27] Iter[15/24] Loss: 0.865, Acc: 0.929, Base Lr: 2.82e-03
2024-04-28 19:40:44 transreid.train INFO: Epoch[27] Iter[20/24] Loss: 0.785, Acc: 0.943, Base Lr: 2.82e-03
2024-04-28 19:40:45 transreid.train INFO: Epoch 27 done. Time per epoch: 13.361[s] Speed: 804.7[samples/s]
2024-04-28 19:40:49 transreid.train INFO: Epoch[28] Iter[5/24] Loss: 0.994, Acc: 0.891, Base Lr: 2.79e-03
2024-04-28 19:40:52 transreid.train INFO: Epoch[28] Iter[10/24] Loss: 0.891, Acc: 0.920, Base Lr: 2.79e-03
2024-04-28 19:40:55 transreid.train INFO: Epoch[28] Iter[15/24] Loss: 0.798, Acc: 0.936, Base Lr: 2.79e-03
2024-04-28 19:40:58 transreid.train INFO: Epoch[28] Iter[20/24] Loss: 0.718, Acc: 0.949, Base Lr: 2.79e-03
2024-04-28 19:40:58 transreid.train INFO: Epoch 28 done. Time per epoch: 13.305[s] Speed: 808.1[samples/s]
2024-04-28 19:41:03 transreid.train INFO: Epoch[29] Iter[5/24] Loss: 0.976, Acc: 0.907, Base Lr: 2.76e-03
2024-04-28 19:41:06 transreid.train INFO: Epoch[29] Iter[10/24] Loss: 0.853, Acc: 0.923, Base Lr: 2.76e-03
2024-04-28 19:41:08 transreid.train INFO: Epoch[29] Iter[15/24] Loss: 0.744, Acc: 0.939, Base Lr: 2.76e-03
2024-04-28 19:41:11 transreid.train INFO: Epoch[29] Iter[20/24] Loss: 0.665, Acc: 0.952, Base Lr: 2.76e-03
2024-04-28 19:41:12 transreid.train INFO: Epoch 29 done. Time per epoch: 13.465[s] Speed: 798.5[samples/s]
2024-04-28 19:41:16 transreid.train INFO: Epoch[30] Iter[5/24] Loss: 0.905, Acc: 0.905, Base Lr: 2.73e-03
2024-04-28 19:41:19 transreid.train INFO: Epoch[30] Iter[10/24] Loss: 0.774, Acc: 0.933, Base Lr: 2.73e-03
2024-04-28 19:41:22 transreid.train INFO: Epoch[30] Iter[15/24] Loss: 0.699, Acc: 0.947, Base Lr: 2.73e-03
2024-04-28 19:41:24 transreid.train INFO: Epoch[30] Iter[20/24] Loss: 0.626, Acc: 0.958, Base Lr: 2.73e-03
2024-04-28 19:41:25 transreid.train INFO: Epoch 30 done. Time per epoch: 13.460[s] Speed: 798.8[samples/s]
2024-04-28 19:41:47 transreid.train INFO: Validation Results - Epoch: 30
2024-04-28 19:41:47 transreid.train INFO: mAP: 89.1%
2024-04-28 19:41:47 transreid.train INFO: CMC curve, Rank-1  :95.5%
2024-04-28 19:41:47 transreid.train INFO: CMC curve, Rank-5  :98.6%
2024-04-28 19:41:47 transreid.train INFO: CMC curve, Rank-10 :99.4%
2024-04-28 19:41:51 transreid.train INFO: Epoch[31] Iter[5/24] Loss: 0.859, Acc: 0.919, Base Lr: 2.70e-03
2024-04-28 19:41:54 transreid.train INFO: Epoch[31] Iter[10/24] Loss: 0.753, Acc: 0.940, Base Lr: 2.70e-03
2024-04-28 19:41:57 transreid.train INFO: Epoch[31] Iter[15/24] Loss: 0.650, Acc: 0.954, Base Lr: 2.70e-03
2024-04-28 19:41:59 transreid.train INFO: Epoch[31] Iter[20/24] Loss: 0.586, Acc: 0.964, Base Lr: 2.70e-03
2024-04-28 19:42:00 transreid.train INFO: Epoch 31 done. Time per epoch: 13.500[s] Speed: 796.4[samples/s]
2024-04-28 19:42:05 transreid.train INFO: Epoch[32] Iter[5/24] Loss: 0.835, Acc: 0.916, Base Lr: 2.67e-03
2024-04-28 19:42:07 transreid.train INFO: Epoch[32] Iter[10/24] Loss: 0.685, Acc: 0.945, Base Lr: 2.67e-03
2024-04-28 19:42:10 transreid.train INFO: Epoch[32] Iter[15/24] Loss: 0.609, Acc: 0.955, Base Lr: 2.67e-03
2024-04-28 19:42:13 transreid.train INFO: Epoch[32] Iter[20/24] Loss: 0.557, Acc: 0.964, Base Lr: 2.67e-03
2024-04-28 19:42:14 transreid.train INFO: Epoch 32 done. Time per epoch: 13.476[s] Speed: 797.8[samples/s]
2024-04-28 19:42:18 transreid.train INFO: Epoch[33] Iter[5/24] Loss: 0.761, Acc: 0.939, Base Lr: 2.64e-03
2024-04-28 19:42:21 transreid.train INFO: Epoch[33] Iter[10/24] Loss: 0.683, Acc: 0.952, Base Lr: 2.64e-03
2024-04-28 19:42:23 transreid.train INFO: Epoch[33] Iter[15/24] Loss: 0.613, Acc: 0.962, Base Lr: 2.64e-03
2024-04-28 19:42:26 transreid.train INFO: Epoch[33] Iter[20/24] Loss: 0.545, Acc: 0.970, Base Lr: 2.64e-03
2024-04-28 19:42:27 transreid.train INFO: Epoch 33 done. Time per epoch: 13.286[s] Speed: 809.3[samples/s]
2024-04-28 19:42:31 transreid.train INFO: Epoch[34] Iter[5/24] Loss: 0.711, Acc: 0.942, Base Lr: 2.61e-03
2024-04-28 19:42:34 transreid.train INFO: Epoch[34] Iter[10/24] Loss: 0.603, Acc: 0.958, Base Lr: 2.61e-03
2024-04-28 19:42:37 transreid.train INFO: Epoch[34] Iter[15/24] Loss: 0.567, Acc: 0.965, Base Lr: 2.61e-03
2024-04-28 19:42:39 transreid.train INFO: Epoch[34] Iter[20/24] Loss: 0.508, Acc: 0.972, Base Lr: 2.61e-03
2024-04-28 19:42:40 transreid.train INFO: Epoch 34 done. Time per epoch: 13.298[s] Speed: 808.5[samples/s]
2024-04-28 19:42:45 transreid.train INFO: Epoch[35] Iter[5/24] Loss: 0.650, Acc: 0.953, Base Lr: 2.58e-03
2024-04-28 19:42:48 transreid.train INFO: Epoch[35] Iter[10/24] Loss: 0.599, Acc: 0.962, Base Lr: 2.58e-03
2024-04-28 19:42:50 transreid.train INFO: Epoch[35] Iter[15/24] Loss: 0.524, Acc: 0.971, Base Lr: 2.58e-03
2024-04-28 19:42:53 transreid.train INFO: Epoch[35] Iter[20/24] Loss: 0.482, Acc: 0.975, Base Lr: 2.58e-03
2024-04-28 19:42:54 transreid.train INFO: Epoch 35 done. Time per epoch: 13.541[s] Speed: 794.1[samples/s]
2024-04-28 19:42:58 transreid.train INFO: Epoch[36] Iter[5/24] Loss: 0.592, Acc: 0.963, Base Lr: 2.54e-03
2024-04-28 19:43:01 transreid.train INFO: Epoch[36] Iter[10/24] Loss: 0.523, Acc: 0.971, Base Lr: 2.54e-03
2024-04-28 19:43:04 transreid.train INFO: Epoch[36] Iter[15/24] Loss: 0.457, Acc: 0.978, Base Lr: 2.54e-03
2024-04-28 19:43:06 transreid.train INFO: Epoch[36] Iter[20/24] Loss: 0.421, Acc: 0.981, Base Lr: 2.54e-03
2024-04-28 19:43:07 transreid.train INFO: Epoch 36 done. Time per epoch: 13.265[s] Speed: 810.5[samples/s]
2024-04-28 19:43:11 transreid.train INFO: Epoch[37] Iter[5/24] Loss: 0.580, Acc: 0.972, Base Lr: 2.51e-03
2024-04-28 19:43:14 transreid.train INFO: Epoch[37] Iter[10/24] Loss: 0.541, Acc: 0.969, Base Lr: 2.51e-03
2024-04-28 19:43:17 transreid.train INFO: Epoch[37] Iter[15/24] Loss: 0.480, Acc: 0.978, Base Lr: 2.51e-03
2024-04-28 19:43:20 transreid.train INFO: Epoch[37] Iter[20/24] Loss: 0.430, Acc: 0.982, Base Lr: 2.51e-03
2024-04-28 19:43:20 transreid.train INFO: Epoch 37 done. Time per epoch: 13.463[s] Speed: 798.6[samples/s]
2024-04-28 19:43:25 transreid.train INFO: Epoch[38] Iter[5/24] Loss: 0.620, Acc: 0.965, Base Lr: 2.47e-03
2024-04-28 19:43:28 transreid.train INFO: Epoch[38] Iter[10/24] Loss: 0.509, Acc: 0.977, Base Lr: 2.47e-03
2024-04-28 19:43:31 transreid.train INFO: Epoch[38] Iter[15/24] Loss: 0.451, Acc: 0.981, Base Lr: 2.47e-03
2024-04-28 19:43:33 transreid.train INFO: Epoch[38] Iter[20/24] Loss: 0.416, Acc: 0.983, Base Lr: 2.47e-03
2024-04-28 19:43:33 transreid.train INFO: Epoch 38 done. Time per epoch: 12.981[s] Speed: 788.8[samples/s]
2024-04-28 19:43:38 transreid.train INFO: Epoch[39] Iter[5/24] Loss: 0.521, Acc: 0.976, Base Lr: 2.44e-03
2024-04-28 19:43:41 transreid.train INFO: Epoch[39] Iter[10/24] Loss: 0.462, Acc: 0.981, Base Lr: 2.44e-03
2024-04-28 19:43:43 transreid.train INFO: Epoch[39] Iter[15/24] Loss: 0.406, Acc: 0.984, Base Lr: 2.44e-03
2024-04-28 19:43:46 transreid.train INFO: Epoch[39] Iter[20/24] Loss: 0.377, Acc: 0.986, Base Lr: 2.44e-03
2024-04-28 19:43:47 transreid.train INFO: Epoch 39 done. Time per epoch: 13.340[s] Speed: 806.0[samples/s]
2024-04-28 19:43:51 transreid.train INFO: Epoch[40] Iter[5/24] Loss: 0.470, Acc: 0.975, Base Lr: 2.40e-03
2024-04-28 19:43:54 transreid.train INFO: Epoch[40] Iter[10/24] Loss: 0.424, Acc: 0.981, Base Lr: 2.40e-03
2024-04-28 19:43:57 transreid.train INFO: Epoch[40] Iter[15/24] Loss: 0.385, Acc: 0.986, Base Lr: 2.40e-03
2024-04-28 19:44:00 transreid.train INFO: Epoch[40] Iter[20/24] Loss: 0.361, Acc: 0.987, Base Lr: 2.40e-03
2024-04-28 19:44:00 transreid.train INFO: Epoch 40 done. Time per epoch: 13.474[s] Speed: 798.0[samples/s]
2024-04-28 19:44:21 transreid.train INFO: Validation Results - Epoch: 40
2024-04-28 19:44:21 transreid.train INFO: mAP: 90.9%
2024-04-28 19:44:21 transreid.train INFO: CMC curve, Rank-1  :96.6%
2024-04-28 19:44:21 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-04-28 19:44:21 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-04-28 19:44:26 transreid.train INFO: Epoch[41] Iter[5/24] Loss: 0.436, Acc: 0.980, Base Lr: 2.37e-03
2024-04-28 19:44:29 transreid.train INFO: Epoch[41] Iter[10/24] Loss: 0.405, Acc: 0.984, Base Lr: 2.37e-03
2024-04-28 19:44:32 transreid.train INFO: Epoch[41] Iter[15/24] Loss: 0.363, Acc: 0.987, Base Lr: 2.37e-03
2024-04-28 19:44:34 transreid.train INFO: Epoch[41] Iter[20/24] Loss: 0.342, Acc: 0.989, Base Lr: 2.37e-03
2024-04-28 19:44:35 transreid.train INFO: Epoch 41 done. Time per epoch: 13.707[s] Speed: 784.4[samples/s]
2024-04-28 19:44:40 transreid.train INFO: Epoch[42] Iter[5/24] Loss: 0.423, Acc: 0.983, Base Lr: 2.33e-03
2024-04-28 19:44:42 transreid.train INFO: Epoch[42] Iter[10/24] Loss: 0.375, Acc: 0.985, Base Lr: 2.33e-03
2024-04-28 19:44:45 transreid.train INFO: Epoch[42] Iter[15/24] Loss: 0.354, Acc: 0.987, Base Lr: 2.33e-03
2024-04-28 19:44:48 transreid.train INFO: Epoch[42] Iter[20/24] Loss: 0.325, Acc: 0.989, Base Lr: 2.33e-03
2024-04-28 19:44:48 transreid.train INFO: Epoch 42 done. Time per epoch: 13.286[s] Speed: 809.3[samples/s]
2024-04-28 19:44:53 transreid.train INFO: Epoch[43] Iter[5/24] Loss: 0.432, Acc: 0.986, Base Lr: 2.29e-03
2024-04-28 19:44:56 transreid.train INFO: Epoch[43] Iter[10/24] Loss: 0.393, Acc: 0.988, Base Lr: 2.29e-03
2024-04-28 19:44:58 transreid.train INFO: Epoch[43] Iter[15/24] Loss: 0.361, Acc: 0.990, Base Lr: 2.29e-03
2024-04-28 19:45:01 transreid.train INFO: Epoch[43] Iter[20/24] Loss: 0.334, Acc: 0.991, Base Lr: 2.29e-03
2024-04-28 19:45:02 transreid.train INFO: Epoch 43 done. Time per epoch: 13.313[s] Speed: 807.6[samples/s]
2024-04-28 19:45:06 transreid.train INFO: Epoch[44] Iter[5/24] Loss: 0.429, Acc: 0.983, Base Lr: 2.25e-03
2024-04-28 19:45:09 transreid.train INFO: Epoch[44] Iter[10/24] Loss: 0.398, Acc: 0.987, Base Lr: 2.25e-03
2024-04-28 19:45:12 transreid.train INFO: Epoch[44] Iter[15/24] Loss: 0.362, Acc: 0.989, Base Lr: 2.25e-03
2024-04-28 19:45:14 transreid.train INFO: Epoch[44] Iter[20/24] Loss: 0.333, Acc: 0.991, Base Lr: 2.25e-03
2024-04-28 19:45:15 transreid.train INFO: Epoch 44 done. Time per epoch: 13.334[s] Speed: 806.4[samples/s]
2024-04-28 19:45:20 transreid.train INFO: Epoch[45] Iter[5/24] Loss: 0.411, Acc: 0.988, Base Lr: 2.21e-03
2024-04-28 19:45:22 transreid.train INFO: Epoch[45] Iter[10/24] Loss: 0.376, Acc: 0.988, Base Lr: 2.21e-03
2024-04-28 19:45:25 transreid.train INFO: Epoch[45] Iter[15/24] Loss: 0.338, Acc: 0.990, Base Lr: 2.21e-03
2024-04-28 19:45:28 transreid.train INFO: Epoch[45] Iter[20/24] Loss: 0.317, Acc: 0.991, Base Lr: 2.21e-03
2024-04-28 19:45:28 transreid.train INFO: Epoch 45 done. Time per epoch: 13.432[s] Speed: 800.5[samples/s]
2024-04-28 19:45:33 transreid.train INFO: Epoch[46] Iter[5/24] Loss: 0.390, Acc: 0.987, Base Lr: 2.18e-03
2024-04-28 19:45:36 transreid.train INFO: Epoch[46] Iter[10/24] Loss: 0.318, Acc: 0.991, Base Lr: 2.18e-03
2024-04-28 19:45:38 transreid.train INFO: Epoch[46] Iter[15/24] Loss: 0.293, Acc: 0.992, Base Lr: 2.18e-03
2024-04-28 19:45:41 transreid.train INFO: Epoch[46] Iter[20/24] Loss: 0.275, Acc: 0.993, Base Lr: 2.18e-03
2024-04-28 19:45:42 transreid.train INFO: Epoch 46 done. Time per epoch: 13.350[s] Speed: 805.4[samples/s]
2024-04-28 19:45:46 transreid.train INFO: Epoch[47] Iter[5/24] Loss: 0.323, Acc: 0.991, Base Lr: 2.14e-03
2024-04-28 19:45:49 transreid.train INFO: Epoch[47] Iter[10/24] Loss: 0.312, Acc: 0.991, Base Lr: 2.14e-03
2024-04-28 19:45:52 transreid.train INFO: Epoch[47] Iter[15/24] Loss: 0.291, Acc: 0.992, Base Lr: 2.14e-03
2024-04-28 19:45:55 transreid.train INFO: Epoch[47] Iter[20/24] Loss: 0.275, Acc: 0.993, Base Lr: 2.14e-03
2024-04-28 19:45:55 transreid.train INFO: Epoch 47 done. Time per epoch: 13.425[s] Speed: 800.9[samples/s]
2024-04-28 19:46:00 transreid.train INFO: Epoch[48] Iter[5/24] Loss: 0.368, Acc: 0.989, Base Lr: 2.10e-03
2024-04-28 19:46:03 transreid.train INFO: Epoch[48] Iter[10/24] Loss: 0.318, Acc: 0.991, Base Lr: 2.10e-03
2024-04-28 19:46:05 transreid.train INFO: Epoch[48] Iter[15/24] Loss: 0.302, Acc: 0.991, Base Lr: 2.10e-03
2024-04-28 19:46:08 transreid.train INFO: Epoch[48] Iter[20/24] Loss: 0.282, Acc: 0.992, Base Lr: 2.10e-03
2024-04-28 19:46:09 transreid.train INFO: Epoch 48 done. Time per epoch: 13.457[s] Speed: 799.0[samples/s]
2024-04-28 19:46:13 transreid.train INFO: Epoch[49] Iter[5/24] Loss: 0.323, Acc: 0.988, Base Lr: 2.06e-03
2024-04-28 19:46:16 transreid.train INFO: Epoch[49] Iter[10/24] Loss: 0.303, Acc: 0.991, Base Lr: 2.06e-03
2024-04-28 19:46:19 transreid.train INFO: Epoch[49] Iter[15/24] Loss: 0.277, Acc: 0.993, Base Lr: 2.06e-03
2024-04-28 19:46:21 transreid.train INFO: Epoch[49] Iter[20/24] Loss: 0.263, Acc: 0.994, Base Lr: 2.06e-03
2024-04-28 19:46:22 transreid.train INFO: Epoch 49 done. Time per epoch: 13.249[s] Speed: 811.6[samples/s]
2024-04-28 19:46:27 transreid.train INFO: Epoch[50] Iter[5/24] Loss: 0.352, Acc: 0.989, Base Lr: 2.02e-03
2024-04-28 19:46:29 transreid.train INFO: Epoch[50] Iter[10/24] Loss: 0.308, Acc: 0.992, Base Lr: 2.02e-03
2024-04-28 19:46:32 transreid.train INFO: Epoch[50] Iter[15/24] Loss: 0.287, Acc: 0.992, Base Lr: 2.02e-03
2024-04-28 19:46:35 transreid.train INFO: Epoch[50] Iter[20/24] Loss: 0.269, Acc: 0.994, Base Lr: 2.02e-03
2024-04-28 19:46:35 transreid.train INFO: Epoch 50 done. Time per epoch: 13.493[s] Speed: 796.9[samples/s]
2024-04-28 19:46:57 transreid.train INFO: Validation Results - Epoch: 50
2024-04-28 19:46:57 transreid.train INFO: mAP: 91.4%
2024-04-28 19:46:57 transreid.train INFO: CMC curve, Rank-1  :96.3%
2024-04-28 19:46:57 transreid.train INFO: CMC curve, Rank-5  :98.9%
2024-04-28 19:46:57 transreid.train INFO: CMC curve, Rank-10 :99.6%
2024-04-28 19:47:01 transreid.train INFO: Epoch[51] Iter[5/24] Loss: 0.337, Acc: 0.989, Base Lr: 1.98e-03
2024-04-28 19:47:04 transreid.train INFO: Epoch[51] Iter[10/24] Loss: 0.302, Acc: 0.992, Base Lr: 1.98e-03
2024-04-28 19:47:07 transreid.train INFO: Epoch[51] Iter[15/24] Loss: 0.283, Acc: 0.993, Base Lr: 1.98e-03
2024-04-28 19:47:10 transreid.train INFO: Epoch[51] Iter[20/24] Loss: 0.264, Acc: 0.994, Base Lr: 1.98e-03
2024-04-28 19:47:10 transreid.train INFO: Epoch 51 done. Time per epoch: 13.409[s] Speed: 801.8[samples/s]
2024-04-28 19:47:15 transreid.train INFO: Epoch[52] Iter[5/24] Loss: 0.272, Acc: 0.993, Base Lr: 1.94e-03
2024-04-28 19:47:18 transreid.train INFO: Epoch[52] Iter[10/24] Loss: 0.258, Acc: 0.994, Base Lr: 1.94e-03
2024-04-28 19:47:20 transreid.train INFO: Epoch[52] Iter[15/24] Loss: 0.251, Acc: 0.994, Base Lr: 1.94e-03
2024-04-28 19:47:23 transreid.train INFO: Epoch[52] Iter[20/24] Loss: 0.241, Acc: 0.994, Base Lr: 1.94e-03
2024-04-28 19:47:24 transreid.train INFO: Epoch 52 done. Time per epoch: 13.638[s] Speed: 788.4[samples/s]
2024-04-28 19:47:28 transreid.train INFO: Epoch[53] Iter[5/24] Loss: 0.340, Acc: 0.988, Base Lr: 1.89e-03
2024-04-28 19:47:31 transreid.train INFO: Epoch[53] Iter[10/24] Loss: 0.306, Acc: 0.990, Base Lr: 1.89e-03
2024-04-28 19:47:34 transreid.train INFO: Epoch[53] Iter[15/24] Loss: 0.273, Acc: 0.992, Base Lr: 1.89e-03
2024-04-28 19:47:37 transreid.train INFO: Epoch[53] Iter[20/24] Loss: 0.250, Acc: 0.993, Base Lr: 1.89e-03
2024-04-28 19:47:37 transreid.train INFO: Epoch 53 done. Time per epoch: 13.518[s] Speed: 795.4[samples/s]
2024-04-28 19:47:42 transreid.train INFO: Epoch[54] Iter[5/24] Loss: 0.279, Acc: 0.994, Base Lr: 1.85e-03
2024-04-28 19:47:45 transreid.train INFO: Epoch[54] Iter[10/24] Loss: 0.269, Acc: 0.993, Base Lr: 1.85e-03
2024-04-28 19:47:47 transreid.train INFO: Epoch[54] Iter[15/24] Loss: 0.243, Acc: 0.994, Base Lr: 1.85e-03
2024-04-28 19:47:50 transreid.train INFO: Epoch[54] Iter[20/24] Loss: 0.233, Acc: 0.995, Base Lr: 1.85e-03
2024-04-28 19:47:50 transreid.train INFO: Epoch 54 done. Time per epoch: 12.832[s] Speed: 798.0[samples/s]
2024-04-28 19:47:55 transreid.train INFO: Epoch[55] Iter[5/24] Loss: 0.267, Acc: 0.991, Base Lr: 1.81e-03
2024-04-28 19:47:57 transreid.train INFO: Epoch[55] Iter[10/24] Loss: 0.253, Acc: 0.993, Base Lr: 1.81e-03
2024-04-28 19:48:00 transreid.train INFO: Epoch[55] Iter[15/24] Loss: 0.232, Acc: 0.995, Base Lr: 1.81e-03
2024-04-28 19:48:03 transreid.train INFO: Epoch[55] Iter[20/24] Loss: 0.221, Acc: 0.995, Base Lr: 1.81e-03
2024-04-28 19:48:04 transreid.train INFO: Epoch 55 done. Time per epoch: 13.451[s] Speed: 799.4[samples/s]
2024-04-28 19:48:08 transreid.train INFO: Epoch[56] Iter[5/24] Loss: 0.297, Acc: 0.993, Base Lr: 1.77e-03
2024-04-28 19:48:11 transreid.train INFO: Epoch[56] Iter[10/24] Loss: 0.268, Acc: 0.993, Base Lr: 1.77e-03
2024-04-28 19:48:14 transreid.train INFO: Epoch[56] Iter[15/24] Loss: 0.246, Acc: 0.994, Base Lr: 1.77e-03
2024-04-28 19:48:16 transreid.train INFO: Epoch[56] Iter[20/24] Loss: 0.235, Acc: 0.994, Base Lr: 1.77e-03
2024-04-28 19:48:17 transreid.train INFO: Epoch 56 done. Time per epoch: 13.401[s] Speed: 802.3[samples/s]
2024-04-28 19:48:22 transreid.train INFO: Epoch[57] Iter[5/24] Loss: 0.305, Acc: 0.991, Base Lr: 1.73e-03
2024-04-28 19:48:24 transreid.train INFO: Epoch[57] Iter[10/24] Loss: 0.289, Acc: 0.991, Base Lr: 1.73e-03
2024-04-28 19:48:27 transreid.train INFO: Epoch[57] Iter[15/24] Loss: 0.261, Acc: 0.992, Base Lr: 1.73e-03
2024-04-28 19:48:30 transreid.train INFO: Epoch[57] Iter[20/24] Loss: 0.241, Acc: 0.994, Base Lr: 1.73e-03
2024-04-28 19:48:30 transreid.train INFO: Epoch 57 done. Time per epoch: 13.419[s] Speed: 801.2[samples/s]
2024-04-28 19:48:35 transreid.train INFO: Epoch[58] Iter[5/24] Loss: 0.257, Acc: 0.993, Base Lr: 1.69e-03
2024-04-28 19:48:38 transreid.train INFO: Epoch[58] Iter[10/24] Loss: 0.235, Acc: 0.994, Base Lr: 1.69e-03
2024-04-28 19:48:40 transreid.train INFO: Epoch[58] Iter[15/24] Loss: 0.218, Acc: 0.995, Base Lr: 1.69e-03
2024-04-28 19:48:43 transreid.train INFO: Epoch[58] Iter[20/24] Loss: 0.215, Acc: 0.996, Base Lr: 1.69e-03
2024-04-28 19:48:43 transreid.train INFO: Epoch 58 done. Time per epoch: 12.791[s] Speed: 800.6[samples/s]
2024-04-28 19:48:48 transreid.train INFO: Epoch[59] Iter[5/24] Loss: 0.215, Acc: 0.994, Base Lr: 1.64e-03
2024-04-28 19:48:50 transreid.train INFO: Epoch[59] Iter[10/24] Loss: 0.214, Acc: 0.994, Base Lr: 1.64e-03
2024-04-28 19:48:53 transreid.train INFO: Epoch[59] Iter[15/24] Loss: 0.208, Acc: 0.995, Base Lr: 1.64e-03
2024-04-28 19:48:56 transreid.train INFO: Epoch[59] Iter[20/24] Loss: 0.200, Acc: 0.996, Base Lr: 1.64e-03
2024-04-28 19:48:57 transreid.train INFO: Epoch 59 done. Time per epoch: 13.333[s] Speed: 806.4[samples/s]
2024-04-28 19:49:01 transreid.train INFO: Epoch[60] Iter[5/24] Loss: 0.252, Acc: 0.995, Base Lr: 1.60e-03
2024-04-28 19:49:04 transreid.train INFO: Epoch[60] Iter[10/24] Loss: 0.235, Acc: 0.995, Base Lr: 1.60e-03
2024-04-28 19:49:07 transreid.train INFO: Epoch[60] Iter[15/24] Loss: 0.218, Acc: 0.995, Base Lr: 1.60e-03
2024-04-28 19:49:09 transreid.train INFO: Epoch[60] Iter[20/24] Loss: 0.203, Acc: 0.996, Base Lr: 1.60e-03
2024-04-28 19:49:10 transreid.train INFO: Epoch 60 done. Time per epoch: 13.364[s] Speed: 804.5[samples/s]
2024-04-28 19:49:31 transreid.train INFO: Validation Results - Epoch: 60
2024-04-28 19:49:31 transreid.train INFO: mAP: 92.1%
2024-04-28 19:49:31 transreid.train INFO: CMC curve, Rank-1  :96.5%
2024-04-28 19:49:31 transreid.train INFO: CMC curve, Rank-5  :99.0%
2024-04-28 19:49:31 transreid.train INFO: CMC curve, Rank-10 :99.4%
2024-04-28 19:49:36 transreid.train INFO: Epoch[61] Iter[5/24] Loss: 0.262, Acc: 0.997, Base Lr: 1.56e-03
2024-04-28 19:49:38 transreid.train INFO: Epoch[61] Iter[10/24] Loss: 0.230, Acc: 0.997, Base Lr: 1.56e-03
2024-04-28 19:49:41 transreid.train INFO: Epoch[61] Iter[15/24] Loss: 0.209, Acc: 0.997, Base Lr: 1.56e-03
2024-04-28 19:49:44 transreid.train INFO: Epoch[61] Iter[20/24] Loss: 0.202, Acc: 0.997, Base Lr: 1.56e-03
2024-04-28 19:49:45 transreid.train INFO: Epoch 61 done. Time per epoch: 13.631[s] Speed: 788.8[samples/s]
2024-04-28 19:49:49 transreid.train INFO: Epoch[62] Iter[5/24] Loss: 0.260, Acc: 0.995, Base Lr: 1.52e-03
2024-04-28 19:49:52 transreid.train INFO: Epoch[62] Iter[10/24] Loss: 0.242, Acc: 0.995, Base Lr: 1.52e-03
2024-04-28 19:49:55 transreid.train INFO: Epoch[62] Iter[15/24] Loss: 0.215, Acc: 0.996, Base Lr: 1.52e-03
2024-04-28 19:49:57 transreid.train INFO: Epoch[62] Iter[20/24] Loss: 0.199, Acc: 0.996, Base Lr: 1.52e-03
2024-04-28 19:49:58 transreid.train INFO: Epoch 62 done. Time per epoch: 13.319[s] Speed: 807.3[samples/s]
2024-04-28 19:50:02 transreid.train INFO: Epoch[63] Iter[5/24] Loss: 0.235, Acc: 0.994, Base Lr: 1.48e-03
2024-04-28 19:50:05 transreid.train INFO: Epoch[63] Iter[10/24] Loss: 0.219, Acc: 0.995, Base Lr: 1.48e-03
2024-04-28 19:50:08 transreid.train INFO: Epoch[63] Iter[15/24] Loss: 0.209, Acc: 0.995, Base Lr: 1.48e-03
2024-04-28 19:50:11 transreid.train INFO: Epoch[63] Iter[20/24] Loss: 0.197, Acc: 0.996, Base Lr: 1.48e-03
2024-04-28 19:50:11 transreid.train INFO: Epoch 63 done. Time per epoch: 13.416[s] Speed: 801.4[samples/s]
2024-04-28 19:50:16 transreid.train INFO: Epoch[64] Iter[5/24] Loss: 0.214, Acc: 0.998, Base Lr: 1.44e-03
2024-04-28 19:50:19 transreid.train INFO: Epoch[64] Iter[10/24] Loss: 0.204, Acc: 0.996, Base Lr: 1.44e-03
2024-04-28 19:50:21 transreid.train INFO: Epoch[64] Iter[15/24] Loss: 0.190, Acc: 0.996, Base Lr: 1.44e-03
2024-04-28 19:50:24 transreid.train INFO: Epoch[64] Iter[20/24] Loss: 0.184, Acc: 0.997, Base Lr: 1.44e-03
2024-04-28 19:50:25 transreid.train INFO: Epoch 64 done. Time per epoch: 13.397[s] Speed: 802.6[samples/s]
2024-04-28 19:50:29 transreid.train INFO: Epoch[65] Iter[5/24] Loss: 0.277, Acc: 0.994, Base Lr: 1.39e-03
2024-04-28 19:50:32 transreid.train INFO: Epoch[65] Iter[10/24] Loss: 0.237, Acc: 0.995, Base Lr: 1.39e-03
2024-04-28 19:50:35 transreid.train INFO: Epoch[65] Iter[15/24] Loss: 0.215, Acc: 0.995, Base Lr: 1.39e-03
2024-04-28 19:50:37 transreid.train INFO: Epoch[65] Iter[20/24] Loss: 0.208, Acc: 0.996, Base Lr: 1.39e-03
2024-04-28 19:50:38 transreid.train INFO: Epoch 65 done. Time per epoch: 13.248[s] Speed: 811.6[samples/s]
2024-04-28 19:50:43 transreid.train INFO: Epoch[66] Iter[5/24] Loss: 0.227, Acc: 0.993, Base Lr: 1.35e-03
2024-04-28 19:50:45 transreid.train INFO: Epoch[66] Iter[10/24] Loss: 0.197, Acc: 0.995, Base Lr: 1.35e-03
2024-04-28 19:50:48 transreid.train INFO: Epoch[66] Iter[15/24] Loss: 0.192, Acc: 0.995, Base Lr: 1.35e-03
2024-04-28 19:50:51 transreid.train INFO: Epoch[66] Iter[20/24] Loss: 0.183, Acc: 0.996, Base Lr: 1.35e-03
2024-04-28 19:50:51 transreid.train INFO: Epoch 66 done. Time per epoch: 13.406[s] Speed: 802.0[samples/s]
2024-04-28 19:50:56 transreid.train INFO: Epoch[67] Iter[5/24] Loss: 0.233, Acc: 0.995, Base Lr: 1.31e-03
2024-04-28 19:50:59 transreid.train INFO: Epoch[67] Iter[10/24] Loss: 0.213, Acc: 0.996, Base Lr: 1.31e-03
2024-04-28 19:51:01 transreid.train INFO: Epoch[67] Iter[15/24] Loss: 0.191, Acc: 0.996, Base Lr: 1.31e-03
2024-04-28 19:51:04 transreid.train INFO: Epoch[67] Iter[20/24] Loss: 0.179, Acc: 0.997, Base Lr: 1.31e-03
2024-04-28 19:51:05 transreid.train INFO: Epoch 67 done. Time per epoch: 13.294[s] Speed: 808.8[samples/s]
2024-04-28 19:51:09 transreid.train INFO: Epoch[68] Iter[5/24] Loss: 0.239, Acc: 0.995, Base Lr: 1.27e-03
2024-04-28 19:51:12 transreid.train INFO: Epoch[68] Iter[10/24] Loss: 0.222, Acc: 0.996, Base Lr: 1.27e-03
2024-04-28 19:51:15 transreid.train INFO: Epoch[68] Iter[15/24] Loss: 0.197, Acc: 0.996, Base Lr: 1.27e-03
2024-04-28 19:51:18 transreid.train INFO: Epoch[68] Iter[20/24] Loss: 0.184, Acc: 0.997, Base Lr: 1.27e-03
2024-04-28 19:51:18 transreid.train INFO: Epoch 68 done. Time per epoch: 13.613[s] Speed: 789.8[samples/s]
2024-04-28 19:51:23 transreid.train INFO: Epoch[69] Iter[5/24] Loss: 0.191, Acc: 0.999, Base Lr: 1.23e-03
2024-04-28 19:51:25 transreid.train INFO: Epoch[69] Iter[10/24] Loss: 0.192, Acc: 0.998, Base Lr: 1.23e-03
2024-04-28 19:51:28 transreid.train INFO: Epoch[69] Iter[15/24] Loss: 0.188, Acc: 0.998, Base Lr: 1.23e-03
2024-04-28 19:51:31 transreid.train INFO: Epoch[69] Iter[20/24] Loss: 0.178, Acc: 0.998, Base Lr: 1.23e-03
2024-04-28 19:51:32 transreid.train INFO: Epoch 69 done. Time per epoch: 13.288[s] Speed: 809.2[samples/s]
2024-04-28 19:51:36 transreid.train INFO: Epoch[70] Iter[5/24] Loss: 0.230, Acc: 0.992, Base Lr: 1.19e-03
2024-04-28 19:51:39 transreid.train INFO: Epoch[70] Iter[10/24] Loss: 0.203, Acc: 0.995, Base Lr: 1.19e-03
2024-04-28 19:51:42 transreid.train INFO: Epoch[70] Iter[15/24] Loss: 0.184, Acc: 0.996, Base Lr: 1.19e-03
2024-04-28 19:51:44 transreid.train INFO: Epoch[70] Iter[20/24] Loss: 0.176, Acc: 0.996, Base Lr: 1.19e-03
2024-04-28 19:51:45 transreid.train INFO: Epoch 70 done. Time per epoch: 13.346[s] Speed: 805.6[samples/s]
2024-04-28 19:52:06 transreid.train INFO: Validation Results - Epoch: 70
2024-04-28 19:52:06 transreid.train INFO: mAP: 92.0%
2024-04-28 19:52:06 transreid.train INFO: CMC curve, Rank-1  :96.4%
2024-04-28 19:52:06 transreid.train INFO: CMC curve, Rank-5  :98.9%
2024-04-28 19:52:06 transreid.train INFO: CMC curve, Rank-10 :99.5%
2024-04-28 19:52:11 transreid.train INFO: Epoch[71] Iter[5/24] Loss: 0.196, Acc: 0.995, Base Lr: 1.15e-03
2024-04-28 19:52:14 transreid.train INFO: Epoch[71] Iter[10/24] Loss: 0.181, Acc: 0.997, Base Lr: 1.15e-03
2024-04-28 19:52:17 transreid.train INFO: Epoch[71] Iter[15/24] Loss: 0.168, Acc: 0.997, Base Lr: 1.15e-03
2024-04-28 19:52:19 transreid.train INFO: Epoch[71] Iter[20/24] Loss: 0.160, Acc: 0.998, Base Lr: 1.15e-03
2024-04-28 19:52:20 transreid.train INFO: Epoch 71 done. Time per epoch: 13.805[s] Speed: 778.9[samples/s]
2024-04-28 19:52:25 transreid.train INFO: Epoch[72] Iter[5/24] Loss: 0.202, Acc: 0.995, Base Lr: 1.11e-03
2024-04-28 19:52:27 transreid.train INFO: Epoch[72] Iter[10/24] Loss: 0.186, Acc: 0.995, Base Lr: 1.11e-03
2024-04-28 19:52:30 transreid.train INFO: Epoch[72] Iter[15/24] Loss: 0.172, Acc: 0.996, Base Lr: 1.11e-03
2024-04-28 19:52:33 transreid.train INFO: Epoch[72] Iter[20/24] Loss: 0.164, Acc: 0.996, Base Lr: 1.11e-03
2024-04-28 19:52:34 transreid.train INFO: Epoch 72 done. Time per epoch: 13.449[s] Speed: 799.5[samples/s]
2024-04-28 19:52:38 transreid.train INFO: Epoch[73] Iter[5/24] Loss: 0.220, Acc: 0.996, Base Lr: 1.07e-03
2024-04-28 19:52:41 transreid.train INFO: Epoch[73] Iter[10/24] Loss: 0.209, Acc: 0.996, Base Lr: 1.07e-03
2024-04-28 19:52:44 transreid.train INFO: Epoch[73] Iter[15/24] Loss: 0.195, Acc: 0.996, Base Lr: 1.07e-03
2024-04-28 19:52:46 transreid.train INFO: Epoch[73] Iter[20/24] Loss: 0.181, Acc: 0.997, Base Lr: 1.07e-03
2024-04-28 19:52:47 transreid.train INFO: Epoch 73 done. Time per epoch: 13.464[s] Speed: 798.6[samples/s]
2024-04-28 19:52:52 transreid.train INFO: Epoch[74] Iter[5/24] Loss: 0.190, Acc: 0.995, Base Lr: 1.03e-03
2024-04-28 19:52:54 transreid.train INFO: Epoch[74] Iter[10/24] Loss: 0.183, Acc: 0.996, Base Lr: 1.03e-03
2024-04-28 19:52:57 transreid.train INFO: Epoch[74] Iter[15/24] Loss: 0.173, Acc: 0.997, Base Lr: 1.03e-03
2024-04-28 19:53:00 transreid.train INFO: Epoch[74] Iter[20/24] Loss: 0.164, Acc: 0.997, Base Lr: 1.03e-03
2024-04-28 19:53:00 transreid.train INFO: Epoch 74 done. Time per epoch: 13.412[s] Speed: 801.7[samples/s]
2024-04-28 19:53:05 transreid.train INFO: Epoch[75] Iter[5/24] Loss: 0.180, Acc: 0.997, Base Lr: 9.92e-04
2024-04-28 19:53:08 transreid.train INFO: Epoch[75] Iter[10/24] Loss: 0.178, Acc: 0.996, Base Lr: 9.92e-04
2024-04-28 19:53:10 transreid.train INFO: Epoch[75] Iter[15/24] Loss: 0.167, Acc: 0.997, Base Lr: 9.92e-04
2024-04-28 19:53:13 transreid.train INFO: Epoch[75] Iter[20/24] Loss: 0.161, Acc: 0.997, Base Lr: 9.92e-04
2024-04-28 19:53:14 transreid.train INFO: Epoch 75 done. Time per epoch: 13.441[s] Speed: 799.9[samples/s]
2024-04-28 19:53:18 transreid.train INFO: Epoch[76] Iter[5/24] Loss: 0.185, Acc: 0.996, Base Lr: 9.54e-04
2024-04-28 19:53:21 transreid.train INFO: Epoch[76] Iter[10/24] Loss: 0.176, Acc: 0.996, Base Lr: 9.54e-04
2024-04-28 19:53:24 transreid.train INFO: Epoch[76] Iter[15/24] Loss: 0.167, Acc: 0.996, Base Lr: 9.54e-04
2024-04-28 19:53:27 transreid.train INFO: Epoch[76] Iter[20/24] Loss: 0.157, Acc: 0.997, Base Lr: 9.54e-04
2024-04-28 19:53:27 transreid.train INFO: Epoch 76 done. Time per epoch: 13.424[s] Speed: 801.0[samples/s]
2024-04-28 19:53:32 transreid.train INFO: Epoch[77] Iter[5/24] Loss: 0.213, Acc: 0.994, Base Lr: 9.16e-04
2024-04-28 19:53:35 transreid.train INFO: Epoch[77] Iter[10/24] Loss: 0.193, Acc: 0.995, Base Lr: 9.16e-04
2024-04-28 19:53:37 transreid.train INFO: Epoch[77] Iter[15/24] Loss: 0.181, Acc: 0.996, Base Lr: 9.16e-04
2024-04-28 19:53:40 transreid.train INFO: Epoch[77] Iter[20/24] Loss: 0.168, Acc: 0.996, Base Lr: 9.16e-04
2024-04-28 19:53:41 transreid.train INFO: Epoch 77 done. Time per epoch: 13.490[s] Speed: 797.0[samples/s]
2024-04-28 19:53:45 transreid.train INFO: Epoch[78] Iter[5/24] Loss: 0.178, Acc: 0.996, Base Lr: 8.78e-04
2024-04-28 19:53:48 transreid.train INFO: Epoch[78] Iter[10/24] Loss: 0.166, Acc: 0.997, Base Lr: 8.78e-04
2024-04-28 19:53:51 transreid.train INFO: Epoch[78] Iter[15/24] Loss: 0.156, Acc: 0.997, Base Lr: 8.78e-04
2024-04-28 19:53:53 transreid.train INFO: Epoch[78] Iter[20/24] Loss: 0.154, Acc: 0.997, Base Lr: 8.78e-04
2024-04-28 19:53:54 transreid.train INFO: Epoch 78 done. Time per epoch: 13.310[s] Speed: 807.8[samples/s]
2024-04-28 19:53:59 transreid.train INFO: Epoch[79] Iter[5/24] Loss: 0.196, Acc: 0.996, Base Lr: 8.41e-04
2024-04-28 19:54:01 transreid.train INFO: Epoch[79] Iter[10/24] Loss: 0.171, Acc: 0.997, Base Lr: 8.41e-04
2024-04-28 19:54:04 transreid.train INFO: Epoch[79] Iter[15/24] Loss: 0.157, Acc: 0.998, Base Lr: 8.41e-04
2024-04-28 19:54:07 transreid.train INFO: Epoch[79] Iter[20/24] Loss: 0.147, Acc: 0.998, Base Lr: 8.41e-04
2024-04-28 19:54:07 transreid.train INFO: Epoch 79 done. Time per epoch: 13.293[s] Speed: 808.9[samples/s]
2024-04-28 19:54:12 transreid.train INFO: Epoch[80] Iter[5/24] Loss: 0.182, Acc: 0.998, Base Lr: 8.05e-04
2024-04-28 19:54:15 transreid.train INFO: Epoch[80] Iter[10/24] Loss: 0.181, Acc: 0.996, Base Lr: 8.05e-04
2024-04-28 19:54:18 transreid.train INFO: Epoch[80] Iter[15/24] Loss: 0.166, Acc: 0.996, Base Lr: 8.05e-04
2024-04-28 19:54:20 transreid.train INFO: Epoch[80] Iter[20/24] Loss: 0.159, Acc: 0.997, Base Lr: 8.05e-04
2024-04-28 19:54:21 transreid.train INFO: Epoch 80 done. Time per epoch: 13.576[s] Speed: 792.0[samples/s]
2024-04-28 19:54:42 transreid.train INFO: Validation Results - Epoch: 80
2024-04-28 19:54:42 transreid.train INFO: mAP: 92.3%
2024-04-28 19:54:42 transreid.train INFO: CMC curve, Rank-1  :96.6%
2024-04-28 19:54:42 transreid.train INFO: CMC curve, Rank-5  :99.0%
2024-04-28 19:54:42 transreid.train INFO: CMC curve, Rank-10 :99.5%
2024-04-28 19:54:47 transreid.train INFO: Epoch[81] Iter[5/24] Loss: 0.194, Acc: 0.997, Base Lr: 7.69e-04
2024-04-28 19:54:50 transreid.train INFO: Epoch[81] Iter[10/24] Loss: 0.176, Acc: 0.997, Base Lr: 7.69e-04
2024-04-28 19:54:53 transreid.train INFO: Epoch[81] Iter[15/24] Loss: 0.171, Acc: 0.997, Base Lr: 7.69e-04
2024-04-28 19:54:55 transreid.train INFO: Epoch[81] Iter[20/24] Loss: 0.160, Acc: 0.998, Base Lr: 7.69e-04
2024-04-28 19:54:56 transreid.train INFO: Epoch 81 done. Time per epoch: 13.802[s] Speed: 779.0[samples/s]
2024-04-28 19:55:01 transreid.train INFO: Epoch[82] Iter[5/24] Loss: 0.208, Acc: 0.995, Base Lr: 7.34e-04
2024-04-28 19:55:03 transreid.train INFO: Epoch[82] Iter[10/24] Loss: 0.179, Acc: 0.997, Base Lr: 7.34e-04
2024-04-28 19:55:06 transreid.train INFO: Epoch[82] Iter[15/24] Loss: 0.169, Acc: 0.997, Base Lr: 7.34e-04
2024-04-28 19:55:09 transreid.train INFO: Epoch[82] Iter[20/24] Loss: 0.156, Acc: 0.997, Base Lr: 7.34e-04
2024-04-28 19:55:09 transreid.train INFO: Epoch 82 done. Time per epoch: 13.549[s] Speed: 793.5[samples/s]
2024-04-28 19:55:14 transreid.train INFO: Epoch[83] Iter[5/24] Loss: 0.155, Acc: 0.998, Base Lr: 6.99e-04
2024-04-28 19:55:17 transreid.train INFO: Epoch[83] Iter[10/24] Loss: 0.148, Acc: 0.997, Base Lr: 6.99e-04
2024-04-28 19:55:19 transreid.train INFO: Epoch[83] Iter[15/24] Loss: 0.144, Acc: 0.997, Base Lr: 6.99e-04
2024-04-28 19:55:22 transreid.train INFO: Epoch[83] Iter[20/24] Loss: 0.139, Acc: 0.997, Base Lr: 6.99e-04
2024-04-28 19:55:23 transreid.train INFO: Epoch 83 done. Time per epoch: 13.364[s] Speed: 804.5[samples/s]
2024-04-28 19:55:27 transreid.train INFO: Epoch[84] Iter[5/24] Loss: 0.180, Acc: 0.997, Base Lr: 6.65e-04
2024-04-28 19:55:30 transreid.train INFO: Epoch[84] Iter[10/24] Loss: 0.163, Acc: 0.997, Base Lr: 6.65e-04
2024-04-28 19:55:33 transreid.train INFO: Epoch[84] Iter[15/24] Loss: 0.148, Acc: 0.998, Base Lr: 6.65e-04
2024-04-28 19:55:35 transreid.train INFO: Epoch[84] Iter[20/24] Loss: 0.142, Acc: 0.998, Base Lr: 6.65e-04
2024-04-28 19:55:36 transreid.train INFO: Epoch 84 done. Time per epoch: 13.303[s] Speed: 808.2[samples/s]
2024-04-28 19:55:41 transreid.train INFO: Epoch[85] Iter[5/24] Loss: 0.174, Acc: 0.996, Base Lr: 6.31e-04
2024-04-28 19:55:43 transreid.train INFO: Epoch[85] Iter[10/24] Loss: 0.162, Acc: 0.996, Base Lr: 6.31e-04
2024-04-28 19:55:46 transreid.train INFO: Epoch[85] Iter[15/24] Loss: 0.149, Acc: 0.998, Base Lr: 6.31e-04
2024-04-28 19:55:49 transreid.train INFO: Epoch[85] Iter[20/24] Loss: 0.141, Acc: 0.998, Base Lr: 6.31e-04
2024-04-28 19:55:50 transreid.train INFO: Epoch 85 done. Time per epoch: 13.390[s] Speed: 803.0[samples/s]
2024-04-28 19:55:54 transreid.train INFO: Epoch[86] Iter[5/24] Loss: 0.185, Acc: 0.997, Base Lr: 5.98e-04
2024-04-28 19:55:57 transreid.train INFO: Epoch[86] Iter[10/24] Loss: 0.170, Acc: 0.998, Base Lr: 5.98e-04
2024-04-28 19:56:00 transreid.train INFO: Epoch[86] Iter[15/24] Loss: 0.149, Acc: 0.998, Base Lr: 5.98e-04
2024-04-28 19:56:02 transreid.train INFO: Epoch[86] Iter[20/24] Loss: 0.145, Acc: 0.998, Base Lr: 5.98e-04
2024-04-28 19:56:03 transreid.train INFO: Epoch 86 done. Time per epoch: 13.596[s] Speed: 790.8[samples/s]
2024-04-28 19:56:08 transreid.train INFO: Epoch[87] Iter[5/24] Loss: 0.165, Acc: 0.997, Base Lr: 5.66e-04
2024-04-28 19:56:11 transreid.train INFO: Epoch[87] Iter[10/24] Loss: 0.163, Acc: 0.998, Base Lr: 5.66e-04
2024-04-28 19:56:13 transreid.train INFO: Epoch[87] Iter[15/24] Loss: 0.163, Acc: 0.998, Base Lr: 5.66e-04
2024-04-28 19:56:16 transreid.train INFO: Epoch[87] Iter[20/24] Loss: 0.154, Acc: 0.997, Base Lr: 5.66e-04
2024-04-28 19:56:17 transreid.train INFO: Epoch 87 done. Time per epoch: 13.506[s] Speed: 796.1[samples/s]
2024-04-28 19:56:21 transreid.train INFO: Epoch[88] Iter[5/24] Loss: 0.194, Acc: 0.997, Base Lr: 5.35e-04
2024-04-28 19:56:24 transreid.train INFO: Epoch[88] Iter[10/24] Loss: 0.177, Acc: 0.997, Base Lr: 5.35e-04
2024-04-28 19:56:27 transreid.train INFO: Epoch[88] Iter[15/24] Loss: 0.165, Acc: 0.996, Base Lr: 5.35e-04
2024-04-28 19:56:29 transreid.train INFO: Epoch[88] Iter[20/24] Loss: 0.153, Acc: 0.997, Base Lr: 5.35e-04
2024-04-28 19:56:30 transreid.train INFO: Epoch 88 done. Time per epoch: 13.329[s] Speed: 806.6[samples/s]
2024-04-28 19:56:35 transreid.train INFO: Epoch[89] Iter[5/24] Loss: 0.185, Acc: 0.993, Base Lr: 5.04e-04
2024-04-28 19:56:37 transreid.train INFO: Epoch[89] Iter[10/24] Loss: 0.169, Acc: 0.995, Base Lr: 5.04e-04
2024-04-28 19:56:40 transreid.train INFO: Epoch[89] Iter[15/24] Loss: 0.153, Acc: 0.996, Base Lr: 5.04e-04
2024-04-28 19:56:43 transreid.train INFO: Epoch[89] Iter[20/24] Loss: 0.142, Acc: 0.997, Base Lr: 5.04e-04
2024-04-28 19:56:43 transreid.train INFO: Epoch 89 done. Time per epoch: 13.399[s] Speed: 802.4[samples/s]
2024-04-28 19:56:48 transreid.train INFO: Epoch[90] Iter[5/24] Loss: 0.159, Acc: 0.996, Base Lr: 4.74e-04
2024-04-28 19:56:51 transreid.train INFO: Epoch[90] Iter[10/24] Loss: 0.161, Acc: 0.996, Base Lr: 4.74e-04
2024-04-28 19:56:53 transreid.train INFO: Epoch[90] Iter[15/24] Loss: 0.149, Acc: 0.996, Base Lr: 4.74e-04
2024-04-28 19:56:56 transreid.train INFO: Epoch[90] Iter[20/24] Loss: 0.138, Acc: 0.997, Base Lr: 4.74e-04
2024-04-28 19:56:57 transreid.train INFO: Epoch 90 done. Time per epoch: 13.260[s] Speed: 810.8[samples/s]
2024-04-28 19:57:18 transreid.train INFO: Validation Results - Epoch: 90
2024-04-28 19:57:18 transreid.train INFO: mAP: 92.6%
2024-04-28 19:57:18 transreid.train INFO: CMC curve, Rank-1  :96.9%
2024-04-28 19:57:18 transreid.train INFO: CMC curve, Rank-5  :99.0%
2024-04-28 19:57:18 transreid.train INFO: CMC curve, Rank-10 :99.5%
2024-04-28 19:57:23 transreid.train INFO: Epoch[91] Iter[5/24] Loss: 0.165, Acc: 0.995, Base Lr: 4.45e-04
2024-04-28 19:57:25 transreid.train INFO: Epoch[91] Iter[10/24] Loss: 0.161, Acc: 0.996, Base Lr: 4.45e-04
2024-04-28 19:57:28 transreid.train INFO: Epoch[91] Iter[15/24] Loss: 0.153, Acc: 0.996, Base Lr: 4.45e-04
2024-04-28 19:57:31 transreid.train INFO: Epoch[91] Iter[20/24] Loss: 0.138, Acc: 0.997, Base Lr: 4.45e-04
2024-04-28 19:57:32 transreid.train INFO: Epoch 91 done. Time per epoch: 13.663[s] Speed: 787.0[samples/s]
2024-04-28 19:57:36 transreid.train INFO: Epoch[92] Iter[5/24] Loss: 0.186, Acc: 0.996, Base Lr: 4.17e-04
2024-04-28 19:57:39 transreid.train INFO: Epoch[92] Iter[10/24] Loss: 0.162, Acc: 0.998, Base Lr: 4.17e-04
2024-04-28 19:57:42 transreid.train INFO: Epoch[92] Iter[15/24] Loss: 0.146, Acc: 0.998, Base Lr: 4.17e-04
2024-04-28 19:57:45 transreid.train INFO: Epoch[92] Iter[20/24] Loss: 0.138, Acc: 0.998, Base Lr: 4.17e-04
2024-04-28 19:57:45 transreid.train INFO: Epoch 92 done. Time per epoch: 13.118[s] Speed: 780.6[samples/s]
2024-04-28 19:57:49 transreid.train INFO: Epoch[93] Iter[5/24] Loss: 0.167, Acc: 0.998, Base Lr: 3.89e-04
2024-04-28 19:57:52 transreid.train INFO: Epoch[93] Iter[10/24] Loss: 0.155, Acc: 0.997, Base Lr: 3.89e-04
2024-04-28 19:57:55 transreid.train INFO: Epoch[93] Iter[15/24] Loss: 0.151, Acc: 0.998, Base Lr: 3.89e-04
2024-04-28 19:57:57 transreid.train INFO: Epoch[93] Iter[20/24] Loss: 0.142, Acc: 0.998, Base Lr: 3.89e-04
2024-04-28 19:57:58 transreid.train INFO: Epoch 93 done. Time per epoch: 13.391[s] Speed: 802.9[samples/s]
2024-04-28 19:58:03 transreid.train INFO: Epoch[94] Iter[5/24] Loss: 0.150, Acc: 0.996, Base Lr: 3.62e-04
2024-04-28 19:58:05 transreid.train INFO: Epoch[94] Iter[10/24] Loss: 0.151, Acc: 0.997, Base Lr: 3.62e-04
2024-04-28 19:58:08 transreid.train INFO: Epoch[94] Iter[15/24] Loss: 0.144, Acc: 0.997, Base Lr: 3.62e-04
2024-04-28 19:58:11 transreid.train INFO: Epoch[94] Iter[20/24] Loss: 0.141, Acc: 0.997, Base Lr: 3.62e-04
2024-04-28 19:58:12 transreid.train INFO: Epoch 94 done. Time per epoch: 13.361[s] Speed: 804.7[samples/s]
2024-04-28 19:58:16 transreid.train INFO: Epoch[95] Iter[5/24] Loss: 0.180, Acc: 0.998, Base Lr: 3.36e-04
2024-04-28 19:58:19 transreid.train INFO: Epoch[95] Iter[10/24] Loss: 0.159, Acc: 0.998, Base Lr: 3.36e-04
2024-04-28 19:58:22 transreid.train INFO: Epoch[95] Iter[15/24] Loss: 0.144, Acc: 0.998, Base Lr: 3.36e-04
2024-04-28 19:58:24 transreid.train INFO: Epoch[95] Iter[20/24] Loss: 0.134, Acc: 0.998, Base Lr: 3.36e-04
2024-04-28 19:58:25 transreid.train INFO: Epoch 95 done. Time per epoch: 13.514[s] Speed: 795.6[samples/s]
2024-04-28 19:58:30 transreid.train INFO: Epoch[96] Iter[5/24] Loss: 0.177, Acc: 0.997, Base Lr: 3.11e-04
2024-04-28 19:58:32 transreid.train INFO: Epoch[96] Iter[10/24] Loss: 0.161, Acc: 0.997, Base Lr: 3.11e-04
2024-04-28 19:58:35 transreid.train INFO: Epoch[96] Iter[15/24] Loss: 0.148, Acc: 0.997, Base Lr: 3.11e-04
2024-04-28 19:58:38 transreid.train INFO: Epoch[96] Iter[20/24] Loss: 0.135, Acc: 0.997, Base Lr: 3.11e-04
2024-04-28 19:58:38 transreid.train INFO: Epoch 96 done. Time per epoch: 13.383[s] Speed: 803.4[samples/s]
2024-04-28 19:58:43 transreid.train INFO: Epoch[97] Iter[5/24] Loss: 0.198, Acc: 0.994, Base Lr: 2.87e-04
2024-04-28 19:58:46 transreid.train INFO: Epoch[97] Iter[10/24] Loss: 0.172, Acc: 0.994, Base Lr: 2.87e-04
2024-04-28 19:58:49 transreid.train INFO: Epoch[97] Iter[15/24] Loss: 0.159, Acc: 0.995, Base Lr: 2.87e-04
2024-04-28 19:58:51 transreid.train INFO: Epoch[97] Iter[20/24] Loss: 0.151, Acc: 0.996, Base Lr: 2.87e-04
2024-04-28 19:58:52 transreid.train INFO: Epoch 97 done. Time per epoch: 13.484[s] Speed: 797.4[samples/s]
2024-04-28 19:58:56 transreid.train INFO: Epoch[98] Iter[5/24] Loss: 0.187, Acc: 0.995, Base Lr: 2.64e-04
2024-04-28 19:58:59 transreid.train INFO: Epoch[98] Iter[10/24] Loss: 0.162, Acc: 0.996, Base Lr: 2.64e-04
2024-04-28 19:59:02 transreid.train INFO: Epoch[98] Iter[15/24] Loss: 0.152, Acc: 0.996, Base Lr: 2.64e-04
2024-04-28 19:59:05 transreid.train INFO: Epoch[98] Iter[20/24] Loss: 0.140, Acc: 0.997, Base Lr: 2.64e-04
2024-04-28 19:59:05 transreid.train INFO: Epoch 98 done. Time per epoch: 13.419[s] Speed: 801.2[samples/s]
2024-04-28 19:59:10 transreid.train INFO: Epoch[99] Iter[5/24] Loss: 0.145, Acc: 0.998, Base Lr: 2.42e-04
2024-04-28 19:59:13 transreid.train INFO: Epoch[99] Iter[10/24] Loss: 0.152, Acc: 0.998, Base Lr: 2.42e-04
2024-04-28 19:59:15 transreid.train INFO: Epoch[99] Iter[15/24] Loss: 0.141, Acc: 0.998, Base Lr: 2.42e-04
2024-04-28 19:59:18 transreid.train INFO: Epoch[99] Iter[20/24] Loss: 0.134, Acc: 0.998, Base Lr: 2.42e-04
2024-04-28 19:59:19 transreid.train INFO: Epoch 99 done. Time per epoch: 13.335[s] Speed: 806.3[samples/s]
2024-04-28 19:59:23 transreid.train INFO: Epoch[100] Iter[5/24] Loss: 0.161, Acc: 0.997, Base Lr: 2.20e-04
2024-04-28 19:59:26 transreid.train INFO: Epoch[100] Iter[10/24] Loss: 0.160, Acc: 0.997, Base Lr: 2.20e-04
2024-04-28 19:59:29 transreid.train INFO: Epoch[100] Iter[15/24] Loss: 0.153, Acc: 0.998, Base Lr: 2.20e-04
2024-04-28 19:59:31 transreid.train INFO: Epoch[100] Iter[20/24] Loss: 0.140, Acc: 0.998, Base Lr: 2.20e-04
2024-04-28 19:59:32 transreid.train INFO: Epoch 100 done. Time per epoch: 13.269[s] Speed: 810.3[samples/s]
2024-04-28 19:59:54 transreid.train INFO: Validation Results - Epoch: 100
2024-04-28 19:59:54 transreid.train INFO: mAP: 92.7%
2024-04-28 19:59:54 transreid.train INFO: CMC curve, Rank-1  :96.6%
2024-04-28 19:59:54 transreid.train INFO: CMC curve, Rank-5  :99.0%
2024-04-28 19:59:54 transreid.train INFO: CMC curve, Rank-10 :99.5%
2024-04-28 19:59:59 transreid.train INFO: Epoch[101] Iter[5/24] Loss: 0.182, Acc: 0.997, Base Lr: 2.00e-04
2024-04-28 20:00:02 transreid.train INFO: Epoch[101] Iter[10/24] Loss: 0.159, Acc: 0.997, Base Lr: 2.00e-04
2024-04-28 20:00:04 transreid.train INFO: Epoch[101] Iter[15/24] Loss: 0.150, Acc: 0.998, Base Lr: 2.00e-04
2024-04-28 20:00:07 transreid.train INFO: Epoch[101] Iter[20/24] Loss: 0.140, Acc: 0.998, Base Lr: 2.00e-04
2024-04-28 20:00:08 transreid.train INFO: Epoch 101 done. Time per epoch: 13.960[s] Speed: 770.2[samples/s]
2024-04-28 20:00:13 transreid.train INFO: Epoch[102] Iter[5/24] Loss: 0.184, Acc: 0.997, Base Lr: 1.80e-04
2024-04-28 20:00:15 transreid.train INFO: Epoch[102] Iter[10/24] Loss: 0.163, Acc: 0.997, Base Lr: 1.80e-04
2024-04-28 20:00:18 transreid.train INFO: Epoch[102] Iter[15/24] Loss: 0.154, Acc: 0.997, Base Lr: 1.80e-04
2024-04-28 20:00:21 transreid.train INFO: Epoch[102] Iter[20/24] Loss: 0.147, Acc: 0.997, Base Lr: 1.80e-04
2024-04-28 20:00:22 transreid.train INFO: Epoch 102 done. Time per epoch: 13.938[s] Speed: 771.4[samples/s]
2024-04-28 20:00:27 transreid.train INFO: Epoch[103] Iter[5/24] Loss: 0.157, Acc: 0.997, Base Lr: 1.62e-04
2024-04-28 20:00:30 transreid.train INFO: Epoch[103] Iter[10/24] Loss: 0.141, Acc: 0.997, Base Lr: 1.62e-04
2024-04-28 20:00:32 transreid.train INFO: Epoch[103] Iter[15/24] Loss: 0.142, Acc: 0.997, Base Lr: 1.62e-04
2024-04-28 20:00:35 transreid.train INFO: Epoch[103] Iter[20/24] Loss: 0.135, Acc: 0.997, Base Lr: 1.62e-04
2024-04-28 20:00:35 transreid.train INFO: Epoch 103 done. Time per epoch: 13.475[s] Speed: 759.9[samples/s]
2024-04-28 20:00:40 transreid.train INFO: Epoch[104] Iter[5/24] Loss: 0.153, Acc: 0.997, Base Lr: 1.44e-04
2024-04-28 20:00:43 transreid.train INFO: Epoch[104] Iter[10/24] Loss: 0.156, Acc: 0.997, Base Lr: 1.44e-04
2024-04-28 20:00:45 transreid.train INFO: Epoch[104] Iter[15/24] Loss: 0.140, Acc: 0.998, Base Lr: 1.44e-04
2024-04-28 20:00:48 transreid.train INFO: Epoch[104] Iter[20/24] Loss: 0.134, Acc: 0.998, Base Lr: 1.44e-04
2024-04-28 20:00:48 transreid.train INFO: Epoch 104 done. Time per epoch: 12.954[s] Speed: 790.5[samples/s]
2024-04-28 20:00:53 transreid.train INFO: Epoch[105] Iter[5/24] Loss: 0.158, Acc: 0.995, Base Lr: 1.28e-04
2024-04-28 20:00:56 transreid.train INFO: Epoch[105] Iter[10/24] Loss: 0.148, Acc: 0.996, Base Lr: 1.28e-04
2024-04-28 20:00:58 transreid.train INFO: Epoch[105] Iter[15/24] Loss: 0.143, Acc: 0.996, Base Lr: 1.28e-04
2024-04-28 20:01:01 transreid.train INFO: Epoch[105] Iter[20/24] Loss: 0.137, Acc: 0.997, Base Lr: 1.28e-04
2024-04-28 20:01:02 transreid.train INFO: Epoch 105 done. Time per epoch: 13.519[s] Speed: 795.3[samples/s]
2024-04-28 20:01:06 transreid.train INFO: Epoch[106] Iter[5/24] Loss: 0.161, Acc: 0.996, Base Lr: 1.12e-04
2024-04-28 20:01:09 transreid.train INFO: Epoch[106] Iter[10/24] Loss: 0.142, Acc: 0.997, Base Lr: 1.12e-04
2024-04-28 20:01:12 transreid.train INFO: Epoch[106] Iter[15/24] Loss: 0.139, Acc: 0.998, Base Lr: 1.12e-04
2024-04-28 20:01:15 transreid.train INFO: Epoch[106] Iter[20/24] Loss: 0.130, Acc: 0.998, Base Lr: 1.12e-04
2024-04-28 20:01:15 transreid.train INFO: Epoch 106 done. Time per epoch: 13.468[s] Speed: 798.3[samples/s]
2024-04-28 20:01:20 transreid.train INFO: Epoch[107] Iter[5/24] Loss: 0.201, Acc: 0.993, Base Lr: 9.80e-05
2024-04-28 20:01:23 transreid.train INFO: Epoch[107] Iter[10/24] Loss: 0.177, Acc: 0.995, Base Lr: 9.80e-05
2024-04-28 20:01:25 transreid.train INFO: Epoch[107] Iter[15/24] Loss: 0.164, Acc: 0.996, Base Lr: 9.80e-05
2024-04-28 20:01:28 transreid.train INFO: Epoch[107] Iter[20/24] Loss: 0.150, Acc: 0.996, Base Lr: 9.80e-05
2024-04-28 20:01:29 transreid.train INFO: Epoch 107 done. Time per epoch: 13.420[s] Speed: 801.2[samples/s]
2024-04-28 20:01:33 transreid.train INFO: Epoch[108] Iter[5/24] Loss: 0.184, Acc: 0.997, Base Lr: 8.46e-05
2024-04-28 20:01:36 transreid.train INFO: Epoch[108] Iter[10/24] Loss: 0.163, Acc: 0.997, Base Lr: 8.46e-05
2024-04-28 20:01:39 transreid.train INFO: Epoch[108] Iter[15/24] Loss: 0.148, Acc: 0.998, Base Lr: 8.46e-05
2024-04-28 20:01:41 transreid.train INFO: Epoch[108] Iter[20/24] Loss: 0.133, Acc: 0.998, Base Lr: 8.46e-05
2024-04-28 20:01:42 transreid.train INFO: Epoch 108 done. Time per epoch: 12.827[s] Speed: 798.3[samples/s]
2024-04-28 20:01:46 transreid.train INFO: Epoch[109] Iter[5/24] Loss: 0.155, Acc: 0.996, Base Lr: 7.22e-05
2024-04-28 20:01:49 transreid.train INFO: Epoch[109] Iter[10/24] Loss: 0.149, Acc: 0.996, Base Lr: 7.22e-05
2024-04-28 20:01:52 transreid.train INFO: Epoch[109] Iter[15/24] Loss: 0.139, Acc: 0.997, Base Lr: 7.22e-05
2024-04-28 20:01:54 transreid.train INFO: Epoch[109] Iter[20/24] Loss: 0.126, Acc: 0.997, Base Lr: 7.22e-05
2024-04-28 20:01:55 transreid.train INFO: Epoch 109 done. Time per epoch: 13.404[s] Speed: 802.1[samples/s]
2024-04-28 20:01:59 transreid.train INFO: Epoch[110] Iter[5/24] Loss: 0.169, Acc: 0.996, Base Lr: 6.08e-05
2024-04-28 20:02:02 transreid.train INFO: Epoch[110] Iter[10/24] Loss: 0.164, Acc: 0.996, Base Lr: 6.08e-05
2024-04-28 20:02:05 transreid.train INFO: Epoch[110] Iter[15/24] Loss: 0.149, Acc: 0.997, Base Lr: 6.08e-05
2024-04-28 20:02:08 transreid.train INFO: Epoch[110] Iter[20/24] Loss: 0.136, Acc: 0.997, Base Lr: 6.08e-05
2024-04-28 20:02:08 transreid.train INFO: Epoch 110 done. Time per epoch: 13.426[s] Speed: 800.8[samples/s]
2024-04-28 20:02:30 transreid.train INFO: Validation Results - Epoch: 110
2024-04-28 20:02:30 transreid.train INFO: mAP: 92.8%
2024-04-28 20:02:30 transreid.train INFO: CMC curve, Rank-1  :96.8%
2024-04-28 20:02:30 transreid.train INFO: CMC curve, Rank-5  :99.0%
2024-04-28 20:02:30 transreid.train INFO: CMC curve, Rank-10 :99.6%
2024-04-28 20:02:35 transreid.train INFO: Epoch[111] Iter[5/24] Loss: 0.180, Acc: 0.995, Base Lr: 5.05e-05
2024-04-28 20:02:37 transreid.train INFO: Epoch[111] Iter[10/24] Loss: 0.159, Acc: 0.996, Base Lr: 5.05e-05
2024-04-28 20:02:40 transreid.train INFO: Epoch[111] Iter[15/24] Loss: 0.150, Acc: 0.997, Base Lr: 5.05e-05
2024-04-28 20:02:43 transreid.train INFO: Epoch[111] Iter[20/24] Loss: 0.138, Acc: 0.998, Base Lr: 5.05e-05
2024-04-28 20:02:43 transreid.train INFO: Epoch 111 done. Time per epoch: 13.661[s] Speed: 787.1[samples/s]
2024-04-28 20:02:48 transreid.train INFO: Epoch[112] Iter[5/24] Loss: 0.158, Acc: 0.998, Base Lr: 4.13e-05
2024-04-28 20:02:51 transreid.train INFO: Epoch[112] Iter[10/24] Loss: 0.151, Acc: 0.997, Base Lr: 4.13e-05
2024-04-28 20:02:53 transreid.train INFO: Epoch[112] Iter[15/24] Loss: 0.145, Acc: 0.998, Base Lr: 4.13e-05
2024-04-28 20:02:56 transreid.train INFO: Epoch[112] Iter[20/24] Loss: 0.140, Acc: 0.997, Base Lr: 4.13e-05
2024-04-28 20:02:57 transreid.train INFO: Epoch 112 done. Time per epoch: 13.420[s] Speed: 801.2[samples/s]
2024-04-28 20:03:01 transreid.train INFO: Epoch[113] Iter[5/24] Loss: 0.150, Acc: 0.999, Base Lr: 3.31e-05
2024-04-28 20:03:04 transreid.train INFO: Epoch[113] Iter[10/24] Loss: 0.145, Acc: 0.998, Base Lr: 3.31e-05
2024-04-28 20:03:07 transreid.train INFO: Epoch[113] Iter[15/24] Loss: 0.140, Acc: 0.998, Base Lr: 3.31e-05
2024-04-28 20:03:10 transreid.train INFO: Epoch[113] Iter[20/24] Loss: 0.133, Acc: 0.998, Base Lr: 3.31e-05
2024-04-28 20:03:10 transreid.train INFO: Epoch 113 done. Time per epoch: 13.593[s] Speed: 791.0[samples/s]
2024-04-28 20:03:15 transreid.train INFO: Epoch[114] Iter[5/24] Loss: 0.167, Acc: 0.996, Base Lr: 2.61e-05
2024-04-28 20:03:18 transreid.train INFO: Epoch[114] Iter[10/24] Loss: 0.148, Acc: 0.997, Base Lr: 2.61e-05
2024-04-28 20:03:20 transreid.train INFO: Epoch[114] Iter[15/24] Loss: 0.143, Acc: 0.998, Base Lr: 2.61e-05
2024-04-28 20:03:23 transreid.train INFO: Epoch[114] Iter[20/24] Loss: 0.133, Acc: 0.998, Base Lr: 2.61e-05
2024-04-28 20:03:24 transreid.train INFO: Epoch 114 done. Time per epoch: 13.482[s] Speed: 797.5[samples/s]
2024-04-28 20:03:28 transreid.train INFO: Epoch[115] Iter[5/24] Loss: 0.161, Acc: 0.998, Base Lr: 2.01e-05
2024-04-28 20:03:31 transreid.train INFO: Epoch[115] Iter[10/24] Loss: 0.151, Acc: 0.997, Base Lr: 2.01e-05
2024-04-28 20:03:34 transreid.train INFO: Epoch[115] Iter[15/24] Loss: 0.141, Acc: 0.997, Base Lr: 2.01e-05
2024-04-28 20:03:37 transreid.train INFO: Epoch[115] Iter[20/24] Loss: 0.132, Acc: 0.997, Base Lr: 2.01e-05
2024-04-28 20:03:37 transreid.train INFO: Epoch 115 done. Time per epoch: 13.484[s] Speed: 797.4[samples/s]
2024-04-28 20:03:42 transreid.train INFO: Epoch[116] Iter[5/24] Loss: 0.157, Acc: 0.996, Base Lr: 1.51e-05
2024-04-28 20:03:45 transreid.train INFO: Epoch[116] Iter[10/24] Loss: 0.143, Acc: 0.996, Base Lr: 1.51e-05
2024-04-28 20:03:47 transreid.train INFO: Epoch[116] Iter[15/24] Loss: 0.139, Acc: 0.997, Base Lr: 1.51e-05
2024-04-28 20:03:50 transreid.train INFO: Epoch[116] Iter[20/24] Loss: 0.135, Acc: 0.997, Base Lr: 1.51e-05
2024-04-28 20:03:51 transreid.train INFO: Epoch 116 done. Time per epoch: 13.416[s] Speed: 801.4[samples/s]
2024-04-28 20:03:55 transreid.train INFO: Epoch[117] Iter[5/24] Loss: 0.159, Acc: 0.996, Base Lr: 1.13e-05
2024-04-28 20:03:58 transreid.train INFO: Epoch[117] Iter[10/24] Loss: 0.155, Acc: 0.996, Base Lr: 1.13e-05
2024-04-28 20:04:01 transreid.train INFO: Epoch[117] Iter[15/24] Loss: 0.146, Acc: 0.997, Base Lr: 1.13e-05
2024-04-28 20:04:04 transreid.train INFO: Epoch[117] Iter[20/24] Loss: 0.134, Acc: 0.997, Base Lr: 1.13e-05
2024-04-28 20:04:04 transreid.train INFO: Epoch 117 done. Time per epoch: 13.575[s] Speed: 792.0[samples/s]
2024-04-28 20:04:09 transreid.train INFO: Epoch[118] Iter[5/24] Loss: 0.157, Acc: 0.997, Base Lr: 8.59e-06
2024-04-28 20:04:12 transreid.train INFO: Epoch[118] Iter[10/24] Loss: 0.142, Acc: 0.998, Base Lr: 8.59e-06
2024-04-28 20:04:14 transreid.train INFO: Epoch[118] Iter[15/24] Loss: 0.133, Acc: 0.998, Base Lr: 8.59e-06
2024-04-28 20:04:17 transreid.train INFO: Epoch[118] Iter[20/24] Loss: 0.129, Acc: 0.998, Base Lr: 8.59e-06
2024-04-28 20:04:17 transreid.train INFO: Epoch 118 done. Time per epoch: 12.852[s] Speed: 796.8[samples/s]
2024-04-28 20:04:22 transreid.train INFO: Epoch[119] Iter[5/24] Loss: 0.177, Acc: 0.996, Base Lr: 6.95e-06
2024-04-28 20:04:25 transreid.train INFO: Epoch[119] Iter[10/24] Loss: 0.160, Acc: 0.996, Base Lr: 6.95e-06
2024-04-28 20:04:27 transreid.train INFO: Epoch[119] Iter[15/24] Loss: 0.155, Acc: 0.996, Base Lr: 6.95e-06
2024-04-28 20:04:30 transreid.train INFO: Epoch[119] Iter[20/24] Loss: 0.145, Acc: 0.997, Base Lr: 6.95e-06
2024-04-28 20:04:31 transreid.train INFO: Epoch 119 done. Time per epoch: 13.449[s] Speed: 799.5[samples/s]
2024-04-28 20:04:35 transreid.train INFO: Epoch[120] Iter[5/24] Loss: 0.177, Acc: 0.996, Base Lr: 6.40e-06
2024-04-28 20:04:38 transreid.train INFO: Epoch[120] Iter[10/24] Loss: 0.157, Acc: 0.997, Base Lr: 6.40e-06
2024-04-28 20:04:41 transreid.train INFO: Epoch[120] Iter[15/24] Loss: 0.139, Acc: 0.998, Base Lr: 6.40e-06
2024-04-28 20:04:43 transreid.train INFO: Epoch[120] Iter[20/24] Loss: 0.133, Acc: 0.997, Base Lr: 6.40e-06
2024-04-28 20:04:44 transreid.train INFO: Epoch 120 done. Time per epoch: 13.450[s] Speed: 799.4[samples/s]
2024-04-28 20:05:06 transreid.train INFO: Validation Results - Epoch: 120
2024-04-28 20:05:06 transreid.train INFO: mAP: 92.8%
2024-04-28 20:05:06 transreid.train INFO: CMC curve, Rank-1  :96.8%
2024-04-28 20:05:06 transreid.train INFO: CMC curve, Rank-5  :99.0%
2024-04-28 20:05:06 transreid.train INFO: CMC curve, Rank-10 :99.5%
