2024-04-28 21:48:44 transreid INFO: Saving model in the path :log/bs_exp/ResNet50_IBN_Market1501/512bs_lr0.0032_ep120_warm20_seed0
2024-04-28 21:48:44 transreid INFO: Loaded configuration file configs/market/resnet50_ibn.yml
2024-04-28 21:48:44 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_ibn
  NECK: bnneck
  NO_MARGIN: True
  PRETRAIN_CHOICE: self
  PRETRAIN_HW_RATIO: 2
  PRETRAIN_PATH: /home/ma-user/work/Projects/ReIDNets_Checkpoints_TransReID/ResNet50_IBN.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_IBN_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 21:48:45 transreid.check INFO: Dataset statistics:
2024-04-28 21:48:45 transreid.check INFO:   ----------------------------------------
2024-04-28 21:48:45 transreid.check INFO:   subset   | # ids | # images | # cameras
2024-04-28 21:48:45 transreid.check INFO:   ----------------------------------------
2024-04-28 21:48:45 transreid.check INFO:   train    |   751 |    12936 |         6
2024-04-28 21:48:45 transreid.check INFO:   query    |   750 |     3368 |         6
2024-04-28 21:48:45 transreid.check INFO:   gallery  |   751 |    15913 |         6
2024-04-28 21:48:45 transreid.check INFO:   ----------------------------------------
2024-04-28 21:48:51 transreid INFO: ===========using cosine learning rate=======
2024-04-28 21:48:51 transreid.train INFO: start training
2024-04-28 21:49:05 transreid.train INFO: Epoch[1] Iter[5/24] Loss: 14.867, Acc: 0.002, Base Lr: 1.90e-04
2024-04-28 21:49:08 transreid.train INFO: Epoch[1] Iter[10/24] Loss: 14.753, Acc: 0.001, Base Lr: 1.90e-04
2024-04-28 21:49:11 transreid.train INFO: Epoch[1] Iter[15/24] Loss: 14.403, Acc: 0.001, Base Lr: 1.90e-04
2024-04-28 21:49:14 transreid.train INFO: Epoch[1] Iter[20/24] Loss: 13.973, Acc: 0.002, Base Lr: 1.90e-04
2024-04-28 21:49:15 transreid.train INFO: Epoch 1 done. Time per epoch: 23.836[s] Speed: 451.1[samples/s]
2024-04-28 21:49:19 transreid.train INFO: Epoch[2] Iter[5/24] Loss: 11.480, Acc: 0.002, Base Lr: 3.49e-04
2024-04-28 21:49:22 transreid.train INFO: Epoch[2] Iter[10/24] Loss: 10.887, Acc: 0.003, Base Lr: 3.49e-04
2024-04-28 21:49:25 transreid.train INFO: Epoch[2] Iter[15/24] Loss: 10.442, Acc: 0.004, Base Lr: 3.49e-04
2024-04-28 21:49:28 transreid.train INFO: Epoch[2] Iter[20/24] Loss: 10.125, Acc: 0.007, Base Lr: 3.49e-04
2024-04-28 21:49:29 transreid.train INFO: Epoch 2 done. Time per epoch: 14.157[s] Speed: 759.5[samples/s]
2024-04-28 21:49:33 transreid.train INFO: Epoch[3] Iter[5/24] Loss: 8.506, Acc: 0.031, Base Lr: 5.07e-04
2024-04-28 21:49:36 transreid.train INFO: Epoch[3] Iter[10/24] Loss: 8.451, Acc: 0.054, Base Lr: 5.07e-04
2024-04-28 21:49:39 transreid.train INFO: Epoch[3] Iter[15/24] Loss: 8.347, Acc: 0.082, Base Lr: 5.07e-04
2024-04-28 21:49:42 transreid.train INFO: Epoch[3] Iter[20/24] Loss: 8.271, Acc: 0.124, Base Lr: 5.07e-04
2024-04-28 21:49:43 transreid.train INFO: Epoch 3 done. Time per epoch: 14.099[s] Speed: 762.6[samples/s]
2024-04-28 21:49:48 transreid.train INFO: Epoch[4] Iter[5/24] Loss: 7.798, Acc: 0.227, Base Lr: 6.66e-04
2024-04-28 21:49:50 transreid.train INFO: Epoch[4] Iter[10/24] Loss: 7.722, Acc: 0.283, Base Lr: 6.66e-04
2024-04-28 21:49:53 transreid.train INFO: Epoch[4] Iter[15/24] Loss: 7.644, Acc: 0.332, Base Lr: 6.66e-04
2024-04-28 21:49:56 transreid.train INFO: Epoch[4] Iter[20/24] Loss: 7.586, Acc: 0.391, Base Lr: 6.66e-04
2024-04-28 21:49:57 transreid.train INFO: Epoch 4 done. Time per epoch: 14.054[s] Speed: 765.1[samples/s]
2024-04-28 21:50:02 transreid.train INFO: Epoch[5] Iter[5/24] Loss: 7.439, Acc: 0.388, Base Lr: 8.24e-04
2024-04-28 21:50:05 transreid.train INFO: Epoch[5] Iter[10/24] Loss: 7.338, Acc: 0.440, Base Lr: 8.24e-04
2024-04-28 21:50:07 transreid.train INFO: Epoch[5] Iter[15/24] Loss: 7.294, Acc: 0.485, Base Lr: 8.24e-04
2024-04-28 21:50:10 transreid.train INFO: Epoch[5] Iter[20/24] Loss: 7.236, Acc: 0.543, Base Lr: 8.24e-04
2024-04-28 21:50:11 transreid.train INFO: Epoch 5 done. Time per epoch: 14.175[s] Speed: 758.5[samples/s]
2024-04-28 21:50:16 transreid.train INFO: Epoch[6] Iter[5/24] Loss: 7.131, Acc: 0.432, Base Lr: 9.82e-04
2024-04-28 21:50:19 transreid.train INFO: Epoch[6] Iter[10/24] Loss: 7.022, Acc: 0.482, Base Lr: 9.82e-04
2024-04-28 21:50:22 transreid.train INFO: Epoch[6] Iter[15/24] Loss: 6.941, Acc: 0.545, Base Lr: 9.82e-04
2024-04-28 21:50:25 transreid.train INFO: Epoch[6] Iter[20/24] Loss: 6.865, Acc: 0.605, Base Lr: 9.82e-04
2024-04-28 21:50:25 transreid.train INFO: Epoch 6 done. Time per epoch: 14.190[s] Speed: 757.7[samples/s]
2024-04-28 21:50:30 transreid.train INFO: Epoch[7] Iter[5/24] Loss: 6.787, Acc: 0.457, Base Lr: 1.14e-03
2024-04-28 21:50:33 transreid.train INFO: Epoch[7] Iter[10/24] Loss: 6.708, Acc: 0.507, Base Lr: 1.14e-03
2024-04-28 21:50:36 transreid.train INFO: Epoch[7] Iter[15/24] Loss: 6.607, Acc: 0.561, Base Lr: 1.14e-03
2024-04-28 21:50:39 transreid.train INFO: Epoch[7] Iter[20/24] Loss: 6.503, Acc: 0.628, Base Lr: 1.14e-03
2024-04-28 21:50:40 transreid.train INFO: Epoch 7 done. Time per epoch: 14.275[s] Speed: 753.2[samples/s]
2024-04-28 21:50:44 transreid.train INFO: Epoch[8] Iter[5/24] Loss: 6.484, Acc: 0.487, Base Lr: 1.30e-03
2024-04-28 21:50:47 transreid.train INFO: Epoch[8] Iter[10/24] Loss: 6.362, Acc: 0.529, Base Lr: 1.30e-03
2024-04-28 21:50:50 transreid.train INFO: Epoch[8] Iter[15/24] Loss: 6.245, Acc: 0.587, Base Lr: 1.30e-03
2024-04-28 21:50:53 transreid.train INFO: Epoch[8] Iter[20/24] Loss: 6.132, Acc: 0.641, Base Lr: 1.30e-03
2024-04-28 21:50:54 transreid.train INFO: Epoch 8 done. Time per epoch: 14.131[s] Speed: 760.9[samples/s]
2024-04-28 21:50:59 transreid.train INFO: Epoch[9] Iter[5/24] Loss: 6.108, Acc: 0.482, Base Lr: 1.46e-03
2024-04-28 21:51:01 transreid.train INFO: Epoch[9] Iter[10/24] Loss: 5.994, Acc: 0.534, Base Lr: 1.46e-03
2024-04-28 21:51:04 transreid.train INFO: Epoch[9] Iter[15/24] Loss: 5.846, Acc: 0.583, Base Lr: 1.46e-03
2024-04-28 21:51:07 transreid.train INFO: Epoch[9] Iter[20/24] Loss: 5.703, Acc: 0.641, Base Lr: 1.46e-03
2024-04-28 21:51:08 transreid.train INFO: Epoch 9 done. Time per epoch: 14.328[s] Speed: 750.4[samples/s]
2024-04-28 21:51:13 transreid.train INFO: Epoch[10] Iter[5/24] Loss: 5.719, Acc: 0.474, Base Lr: 1.62e-03
2024-04-28 21:51:16 transreid.train INFO: Epoch[10] Iter[10/24] Loss: 5.544, Acc: 0.519, Base Lr: 1.62e-03
2024-04-28 21:51:19 transreid.train INFO: Epoch[10] Iter[15/24] Loss: 5.362, Acc: 0.579, Base Lr: 1.62e-03
2024-04-28 21:51:21 transreid.train INFO: Epoch[10] Iter[20/24] Loss: 5.178, Acc: 0.644, Base Lr: 1.62e-03
2024-04-28 21:51:22 transreid.train INFO: Epoch 10 done. Time per epoch: 14.145[s] Speed: 760.1[samples/s]
2024-04-28 21:51:47 transreid.train INFO: Validation Results - Epoch: 10
2024-04-28 21:51:47 transreid.train INFO: mAP: 82.1%
2024-04-28 21:51:47 transreid.train INFO: CMC curve, Rank-1  :92.4%
2024-04-28 21:51:47 transreid.train INFO: CMC curve, Rank-5  :97.3%
2024-04-28 21:51:47 transreid.train INFO: CMC curve, Rank-10 :98.5%
2024-04-28 21:51:52 transreid.train INFO: Epoch[11] Iter[5/24] Loss: 5.289, Acc: 0.466, Base Lr: 1.77e-03
2024-04-28 21:51:55 transreid.train INFO: Epoch[11] Iter[10/24] Loss: 5.112, Acc: 0.532, Base Lr: 1.77e-03
2024-04-28 21:51:58 transreid.train INFO: Epoch[11] Iter[15/24] Loss: 4.922, Acc: 0.592, Base Lr: 1.77e-03
2024-04-28 21:52:01 transreid.train INFO: Epoch[11] Iter[20/24] Loss: 4.689, Acc: 0.648, Base Lr: 1.77e-03
2024-04-28 21:52:01 transreid.train INFO: Epoch 11 done. Time per epoch: 14.102[s] Speed: 726.1[samples/s]
2024-04-28 21:52:06 transreid.train INFO: Epoch[12] Iter[5/24] Loss: 4.831, Acc: 0.478, Base Lr: 1.93e-03
2024-04-28 21:52:09 transreid.train INFO: Epoch[12] Iter[10/24] Loss: 4.609, Acc: 0.546, Base Lr: 1.93e-03
2024-04-28 21:52:12 transreid.train INFO: Epoch[12] Iter[15/24] Loss: 4.411, Acc: 0.599, Base Lr: 1.93e-03
2024-04-28 21:52:15 transreid.train INFO: Epoch[12] Iter[20/24] Loss: 4.131, Acc: 0.667, Base Lr: 1.93e-03
2024-04-28 21:52:16 transreid.train INFO: Epoch 12 done. Time per epoch: 14.512[s] Speed: 740.9[samples/s]
2024-04-28 21:52:21 transreid.train INFO: Epoch[13] Iter[5/24] Loss: 4.262, Acc: 0.500, Base Lr: 2.09e-03
2024-04-28 21:52:23 transreid.train INFO: Epoch[13] Iter[10/24] Loss: 4.111, Acc: 0.558, Base Lr: 2.09e-03
2024-04-28 21:52:26 transreid.train INFO: Epoch[13] Iter[15/24] Loss: 3.902, Acc: 0.610, Base Lr: 2.09e-03
2024-04-28 21:52:29 transreid.train INFO: Epoch[13] Iter[20/24] Loss: 3.600, Acc: 0.680, Base Lr: 2.09e-03
2024-04-28 21:52:29 transreid.train INFO: Epoch 13 done. Time per epoch: 13.759[s] Speed: 744.3[samples/s]
2024-04-28 21:52:34 transreid.train INFO: Epoch[14] Iter[5/24] Loss: 3.794, Acc: 0.542, Base Lr: 2.25e-03
2024-04-28 21:52:37 transreid.train INFO: Epoch[14] Iter[10/24] Loss: 3.641, Acc: 0.587, Base Lr: 2.25e-03
2024-04-28 21:52:40 transreid.train INFO: Epoch[14] Iter[15/24] Loss: 3.407, Acc: 0.649, Base Lr: 2.25e-03
2024-04-28 21:52:43 transreid.train INFO: Epoch[14] Iter[20/24] Loss: 3.113, Acc: 0.714, Base Lr: 2.25e-03
2024-04-28 21:52:43 transreid.train INFO: Epoch 14 done. Time per epoch: 13.727[s] Speed: 746.0[samples/s]
2024-04-28 21:52:48 transreid.train INFO: Epoch[15] Iter[5/24] Loss: 3.387, Acc: 0.607, Base Lr: 2.41e-03
2024-04-28 21:52:51 transreid.train INFO: Epoch[15] Iter[10/24] Loss: 3.216, Acc: 0.648, Base Lr: 2.41e-03
2024-04-28 21:52:54 transreid.train INFO: Epoch[15] Iter[15/24] Loss: 2.991, Acc: 0.695, Base Lr: 2.41e-03
2024-04-28 21:52:57 transreid.train INFO: Epoch[15] Iter[20/24] Loss: 2.723, Acc: 0.746, Base Lr: 2.41e-03
2024-04-28 21:52:57 transreid.train INFO: Epoch 15 done. Time per epoch: 14.261[s] Speed: 753.9[samples/s]
2024-04-28 21:53:02 transreid.train INFO: Epoch[16] Iter[5/24] Loss: 3.157, Acc: 0.603, Base Lr: 2.57e-03
2024-04-28 21:53:05 transreid.train INFO: Epoch[16] Iter[10/24] Loss: 2.905, Acc: 0.662, Base Lr: 2.57e-03
2024-04-28 21:53:08 transreid.train INFO: Epoch[16] Iter[15/24] Loss: 2.594, Acc: 0.725, Base Lr: 2.57e-03
2024-04-28 21:53:11 transreid.train INFO: Epoch[16] Iter[20/24] Loss: 2.338, Acc: 0.775, Base Lr: 2.57e-03
2024-04-28 21:53:12 transreid.train INFO: Epoch 16 done. Time per epoch: 14.235[s] Speed: 755.3[samples/s]
2024-04-28 21:53:16 transreid.train INFO: Epoch[17] Iter[5/24] Loss: 2.779, Acc: 0.641, Base Lr: 2.72e-03
2024-04-28 21:53:19 transreid.train INFO: Epoch[17] Iter[10/24] Loss: 2.537, Acc: 0.698, Base Lr: 2.72e-03
2024-04-28 21:53:22 transreid.train INFO: Epoch[17] Iter[15/24] Loss: 2.273, Acc: 0.750, Base Lr: 2.72e-03
2024-04-28 21:53:25 transreid.train INFO: Epoch[17] Iter[20/24] Loss: 2.005, Acc: 0.802, Base Lr: 2.72e-03
2024-04-28 21:53:26 transreid.train INFO: Epoch 17 done. Time per epoch: 14.303[s] Speed: 751.7[samples/s]
2024-04-28 21:53:31 transreid.train INFO: Epoch[18] Iter[5/24] Loss: 2.435, Acc: 0.684, Base Lr: 2.88e-03
2024-04-28 21:53:34 transreid.train INFO: Epoch[18] Iter[10/24] Loss: 2.152, Acc: 0.740, Base Lr: 2.88e-03
2024-04-28 21:53:37 transreid.train INFO: Epoch[18] Iter[15/24] Loss: 1.921, Acc: 0.792, Base Lr: 2.88e-03
2024-04-28 21:53:39 transreid.train INFO: Epoch[18] Iter[20/24] Loss: 1.719, Acc: 0.831, Base Lr: 2.88e-03
2024-04-28 21:53:40 transreid.train INFO: Epoch 18 done. Time per epoch: 14.336[s] Speed: 750.0[samples/s]
2024-04-28 21:53:45 transreid.train INFO: Epoch[19] Iter[5/24] Loss: 2.154, Acc: 0.721, Base Lr: 3.04e-03
2024-04-28 21:53:48 transreid.train INFO: Epoch[19] Iter[10/24] Loss: 1.944, Acc: 0.775, Base Lr: 3.04e-03
2024-04-28 21:53:51 transreid.train INFO: Epoch[19] Iter[15/24] Loss: 1.717, Acc: 0.818, Base Lr: 3.04e-03
2024-04-28 21:53:54 transreid.train INFO: Epoch[19] Iter[20/24] Loss: 1.520, Acc: 0.854, Base Lr: 3.04e-03
2024-04-28 21:53:54 transreid.train INFO: Epoch 19 done. Time per epoch: 14.296[s] Speed: 752.1[samples/s]
2024-04-28 21:53:59 transreid.train INFO: Epoch[20] Iter[5/24] Loss: 1.990, Acc: 0.748, Base Lr: 2.99e-03
2024-04-28 21:54:02 transreid.train INFO: Epoch[20] Iter[10/24] Loss: 1.714, Acc: 0.805, Base Lr: 2.99e-03
2024-04-28 21:54:05 transreid.train INFO: Epoch[20] Iter[15/24] Loss: 1.513, Acc: 0.844, Base Lr: 2.99e-03
2024-04-28 21:54:08 transreid.train INFO: Epoch[20] Iter[20/24] Loss: 1.341, Acc: 0.874, Base Lr: 2.99e-03
2024-04-28 21:54:09 transreid.train INFO: Epoch 20 done. Time per epoch: 14.280[s] Speed: 752.9[samples/s]
2024-04-28 21:54:32 transreid.train INFO: Validation Results - Epoch: 20
2024-04-28 21:54:32 transreid.train INFO: mAP: 87.3%
2024-04-28 21:54:32 transreid.train INFO: CMC curve, Rank-1  :94.6%
2024-04-28 21:54:32 transreid.train INFO: CMC curve, Rank-5  :98.0%
2024-04-28 21:54:32 transreid.train INFO: CMC curve, Rank-10 :98.8%
2024-04-28 21:54:37 transreid.train INFO: Epoch[21] Iter[5/24] Loss: 1.727, Acc: 0.782, Base Lr: 2.96e-03
2024-04-28 21:54:40 transreid.train INFO: Epoch[21] Iter[10/24] Loss: 1.522, Acc: 0.834, Base Lr: 2.96e-03
2024-04-28 21:54:43 transreid.train INFO: Epoch[21] Iter[15/24] Loss: 1.326, Acc: 0.871, Base Lr: 2.96e-03
2024-04-28 21:54:46 transreid.train INFO: Epoch[21] Iter[20/24] Loss: 1.182, Acc: 0.897, Base Lr: 2.96e-03
2024-04-28 21:54:47 transreid.train INFO: Epoch 21 done. Time per epoch: 14.801[s] Speed: 726.4[samples/s]
2024-04-28 21:54:51 transreid.train INFO: Epoch[22] Iter[5/24] Loss: 1.545, Acc: 0.833, Base Lr: 2.94e-03
2024-04-28 21:54:54 transreid.train INFO: Epoch[22] Iter[10/24] Loss: 1.383, Acc: 0.861, Base Lr: 2.94e-03
2024-04-28 21:54:57 transreid.train INFO: Epoch[22] Iter[15/24] Loss: 1.195, Acc: 0.893, Base Lr: 2.94e-03
2024-04-28 21:55:00 transreid.train INFO: Epoch[22] Iter[20/24] Loss: 1.056, Acc: 0.914, Base Lr: 2.94e-03
2024-04-28 21:55:01 transreid.train INFO: Epoch 22 done. Time per epoch: 14.234[s] Speed: 755.4[samples/s]
2024-04-28 21:55:06 transreid.train INFO: Epoch[23] Iter[5/24] Loss: 1.357, Acc: 0.837, Base Lr: 2.92e-03
2024-04-28 21:55:09 transreid.train INFO: Epoch[23] Iter[10/24] Loss: 1.210, Acc: 0.875, Base Lr: 2.92e-03
2024-04-28 21:55:12 transreid.train INFO: Epoch[23] Iter[15/24] Loss: 1.068, Acc: 0.901, Base Lr: 2.92e-03
2024-04-28 21:55:15 transreid.train INFO: Epoch[23] Iter[20/24] Loss: 0.947, Acc: 0.923, Base Lr: 2.92e-03
2024-04-28 21:55:15 transreid.train INFO: Epoch 23 done. Time per epoch: 14.520[s] Speed: 740.5[samples/s]
2024-04-28 21:55:20 transreid.train INFO: Epoch[24] Iter[5/24] Loss: 1.264, Acc: 0.857, Base Lr: 2.90e-03
2024-04-28 21:55:23 transreid.train INFO: Epoch[24] Iter[10/24] Loss: 1.072, Acc: 0.896, Base Lr: 2.90e-03
2024-04-28 21:55:26 transreid.train INFO: Epoch[24] Iter[15/24] Loss: 0.966, Acc: 0.917, Base Lr: 2.90e-03
2024-04-28 21:55:29 transreid.train INFO: Epoch[24] Iter[20/24] Loss: 0.848, Acc: 0.933, Base Lr: 2.90e-03
2024-04-28 21:55:30 transreid.train INFO: Epoch 24 done. Time per epoch: 14.355[s] Speed: 749.0[samples/s]
2024-04-28 21:55:35 transreid.train INFO: Epoch[25] Iter[5/24] Loss: 1.163, Acc: 0.858, Base Lr: 2.87e-03
2024-04-28 21:55:37 transreid.train INFO: Epoch[25] Iter[10/24] Loss: 1.007, Acc: 0.895, Base Lr: 2.87e-03
2024-04-28 21:55:40 transreid.train INFO: Epoch[25] Iter[15/24] Loss: 0.893, Acc: 0.922, Base Lr: 2.87e-03
2024-04-28 21:55:43 transreid.train INFO: Epoch[25] Iter[20/24] Loss: 0.787, Acc: 0.938, Base Lr: 2.87e-03
2024-04-28 21:55:44 transreid.train INFO: Epoch 25 done. Time per epoch: 14.359[s] Speed: 748.8[samples/s]
2024-04-28 21:55:49 transreid.train INFO: Epoch[26] Iter[5/24] Loss: 1.075, Acc: 0.879, Base Lr: 2.84e-03
2024-04-28 21:55:52 transreid.train INFO: Epoch[26] Iter[10/24] Loss: 0.904, Acc: 0.913, Base Lr: 2.84e-03
2024-04-28 21:55:55 transreid.train INFO: Epoch[26] Iter[15/24] Loss: 0.801, Acc: 0.934, Base Lr: 2.84e-03
2024-04-28 21:55:57 transreid.train INFO: Epoch[26] Iter[20/24] Loss: 0.711, Acc: 0.947, Base Lr: 2.84e-03
2024-04-28 21:55:58 transreid.train INFO: Epoch 26 done. Time per epoch: 14.281[s] Speed: 752.9[samples/s]
2024-04-28 21:56:03 transreid.train INFO: Epoch[27] Iter[5/24] Loss: 0.991, Acc: 0.889, Base Lr: 2.82e-03
2024-04-28 21:56:06 transreid.train INFO: Epoch[27] Iter[10/24] Loss: 0.831, Acc: 0.919, Base Lr: 2.82e-03
2024-04-28 21:56:09 transreid.train INFO: Epoch[27] Iter[15/24] Loss: 0.742, Acc: 0.936, Base Lr: 2.82e-03
2024-04-28 21:56:12 transreid.train INFO: Epoch[27] Iter[20/24] Loss: 0.669, Acc: 0.949, Base Lr: 2.82e-03
2024-04-28 21:56:13 transreid.train INFO: Epoch 27 done. Time per epoch: 14.276[s] Speed: 753.2[samples/s]
2024-04-28 21:56:17 transreid.train INFO: Epoch[28] Iter[5/24] Loss: 0.854, Acc: 0.902, Base Lr: 2.79e-03
2024-04-28 21:56:20 transreid.train INFO: Epoch[28] Iter[10/24] Loss: 0.760, Acc: 0.930, Base Lr: 2.79e-03
2024-04-28 21:56:23 transreid.train INFO: Epoch[28] Iter[15/24] Loss: 0.682, Acc: 0.944, Base Lr: 2.79e-03
2024-04-28 21:56:26 transreid.train INFO: Epoch[28] Iter[20/24] Loss: 0.607, Acc: 0.956, Base Lr: 2.79e-03
2024-04-28 21:56:27 transreid.train INFO: Epoch 28 done. Time per epoch: 14.247[s] Speed: 754.7[samples/s]
2024-04-28 21:56:32 transreid.train INFO: Epoch[29] Iter[5/24] Loss: 0.830, Acc: 0.914, Base Lr: 2.76e-03
2024-04-28 21:56:35 transreid.train INFO: Epoch[29] Iter[10/24] Loss: 0.717, Acc: 0.930, Base Lr: 2.76e-03
2024-04-28 21:56:37 transreid.train INFO: Epoch[29] Iter[15/24] Loss: 0.619, Acc: 0.946, Base Lr: 2.76e-03
2024-04-28 21:56:40 transreid.train INFO: Epoch[29] Iter[20/24] Loss: 0.550, Acc: 0.957, Base Lr: 2.76e-03
2024-04-28 21:56:41 transreid.train INFO: Epoch 29 done. Time per epoch: 14.289[s] Speed: 752.5[samples/s]
2024-04-28 21:56:46 transreid.train INFO: Epoch[30] Iter[5/24] Loss: 0.789, Acc: 0.916, Base Lr: 2.73e-03
2024-04-28 21:56:49 transreid.train INFO: Epoch[30] Iter[10/24] Loss: 0.659, Acc: 0.944, Base Lr: 2.73e-03
2024-04-28 21:56:52 transreid.train INFO: Epoch[30] Iter[15/24] Loss: 0.582, Acc: 0.955, Base Lr: 2.73e-03
2024-04-28 21:56:55 transreid.train INFO: Epoch[30] Iter[20/24] Loss: 0.517, Acc: 0.964, Base Lr: 2.73e-03
2024-04-28 21:56:56 transreid.train INFO: Epoch 30 done. Time per epoch: 14.596[s] Speed: 736.7[samples/s]
2024-04-28 21:57:18 transreid.train INFO: Validation Results - Epoch: 30
2024-04-28 21:57:18 transreid.train INFO: mAP: 91.7%
2024-04-28 21:57:18 transreid.train INFO: CMC curve, Rank-1  :96.0%
2024-04-28 21:57:18 transreid.train INFO: CMC curve, Rank-5  :98.7%
2024-04-28 21:57:18 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-04-28 21:57:23 transreid.train INFO: Epoch[31] Iter[5/24] Loss: 0.712, Acc: 0.927, Base Lr: 2.70e-03
2024-04-28 21:57:26 transreid.train INFO: Epoch[31] Iter[10/24] Loss: 0.621, Acc: 0.948, Base Lr: 2.70e-03
2024-04-28 21:57:29 transreid.train INFO: Epoch[31] Iter[15/24] Loss: 0.537, Acc: 0.960, Base Lr: 2.70e-03
2024-04-28 21:57:32 transreid.train INFO: Epoch[31] Iter[20/24] Loss: 0.483, Acc: 0.968, Base Lr: 2.70e-03
2024-04-28 21:57:33 transreid.train INFO: Epoch 31 done. Time per epoch: 14.361[s] Speed: 748.7[samples/s]
2024-04-28 21:57:38 transreid.train INFO: Epoch[32] Iter[5/24] Loss: 0.723, Acc: 0.932, Base Lr: 2.67e-03
2024-04-28 21:57:40 transreid.train INFO: Epoch[32] Iter[10/24] Loss: 0.578, Acc: 0.955, Base Lr: 2.67e-03
2024-04-28 21:57:43 transreid.train INFO: Epoch[32] Iter[15/24] Loss: 0.517, Acc: 0.965, Base Lr: 2.67e-03
2024-04-28 21:57:46 transreid.train INFO: Epoch[32] Iter[20/24] Loss: 0.469, Acc: 0.972, Base Lr: 2.67e-03
2024-04-28 21:57:47 transreid.train INFO: Epoch 32 done. Time per epoch: 14.311[s] Speed: 751.3[samples/s]
2024-04-28 21:57:52 transreid.train INFO: Epoch[33] Iter[5/24] Loss: 0.638, Acc: 0.947, Base Lr: 2.64e-03
2024-04-28 21:57:55 transreid.train INFO: Epoch[33] Iter[10/24] Loss: 0.563, Acc: 0.961, Base Lr: 2.64e-03
2024-04-28 21:57:58 transreid.train INFO: Epoch[33] Iter[15/24] Loss: 0.502, Acc: 0.969, Base Lr: 2.64e-03
2024-04-28 21:58:00 transreid.train INFO: Epoch[33] Iter[20/24] Loss: 0.448, Acc: 0.975, Base Lr: 2.64e-03
2024-04-28 21:58:01 transreid.train INFO: Epoch 33 done. Time per epoch: 14.306[s] Speed: 751.6[samples/s]
2024-04-28 21:58:06 transreid.train INFO: Epoch[34] Iter[5/24] Loss: 0.580, Acc: 0.952, Base Lr: 2.61e-03
2024-04-28 21:58:09 transreid.train INFO: Epoch[34] Iter[10/24] Loss: 0.495, Acc: 0.965, Base Lr: 2.61e-03
2024-04-28 21:58:12 transreid.train INFO: Epoch[34] Iter[15/24] Loss: 0.465, Acc: 0.972, Base Lr: 2.61e-03
2024-04-28 21:58:15 transreid.train INFO: Epoch[34] Iter[20/24] Loss: 0.413, Acc: 0.978, Base Lr: 2.61e-03
2024-04-28 21:58:16 transreid.train INFO: Epoch 34 done. Time per epoch: 14.259[s] Speed: 754.0[samples/s]
2024-04-28 21:58:20 transreid.train INFO: Epoch[35] Iter[5/24] Loss: 0.555, Acc: 0.964, Base Lr: 2.58e-03
2024-04-28 21:58:23 transreid.train INFO: Epoch[35] Iter[10/24] Loss: 0.510, Acc: 0.970, Base Lr: 2.58e-03
2024-04-28 21:58:26 transreid.train INFO: Epoch[35] Iter[15/24] Loss: 0.447, Acc: 0.977, Base Lr: 2.58e-03
2024-04-28 21:58:29 transreid.train INFO: Epoch[35] Iter[20/24] Loss: 0.405, Acc: 0.981, Base Lr: 2.58e-03
2024-04-28 21:58:30 transreid.train INFO: Epoch 35 done. Time per epoch: 14.277[s] Speed: 753.1[samples/s]
2024-04-28 21:58:35 transreid.train INFO: Epoch[36] Iter[5/24] Loss: 0.523, Acc: 0.968, Base Lr: 2.54e-03
2024-04-28 21:58:38 transreid.train INFO: Epoch[36] Iter[10/24] Loss: 0.448, Acc: 0.975, Base Lr: 2.54e-03
2024-04-28 21:58:41 transreid.train INFO: Epoch[36] Iter[15/24] Loss: 0.392, Acc: 0.980, Base Lr: 2.54e-03
2024-04-28 21:58:43 transreid.train INFO: Epoch[36] Iter[20/24] Loss: 0.357, Acc: 0.983, Base Lr: 2.54e-03
2024-04-28 21:58:44 transreid.train INFO: Epoch 36 done. Time per epoch: 14.309[s] Speed: 751.4[samples/s]
2024-04-28 21:58:49 transreid.train INFO: Epoch[37] Iter[5/24] Loss: 0.477, Acc: 0.980, Base Lr: 2.51e-03
2024-04-28 21:58:52 transreid.train INFO: Epoch[37] Iter[10/24] Loss: 0.456, Acc: 0.978, Base Lr: 2.51e-03
2024-04-28 21:58:55 transreid.train INFO: Epoch[37] Iter[15/24] Loss: 0.399, Acc: 0.983, Base Lr: 2.51e-03
2024-04-28 21:58:58 transreid.train INFO: Epoch[37] Iter[20/24] Loss: 0.354, Acc: 0.986, Base Lr: 2.51e-03
2024-04-28 21:58:58 transreid.train INFO: Epoch 37 done. Time per epoch: 14.261[s] Speed: 753.9[samples/s]
2024-04-28 21:59:03 transreid.train INFO: Epoch[38] Iter[5/24] Loss: 0.516, Acc: 0.977, Base Lr: 2.47e-03
2024-04-28 21:59:06 transreid.train INFO: Epoch[38] Iter[10/24] Loss: 0.430, Acc: 0.983, Base Lr: 2.47e-03
2024-04-28 21:59:09 transreid.train INFO: Epoch[38] Iter[15/24] Loss: 0.382, Acc: 0.986, Base Lr: 2.47e-03
2024-04-28 21:59:12 transreid.train INFO: Epoch[38] Iter[20/24] Loss: 0.350, Acc: 0.988, Base Lr: 2.47e-03
2024-04-28 21:59:12 transreid.train INFO: Epoch 38 done. Time per epoch: 13.827[s] Speed: 740.6[samples/s]
2024-04-28 21:59:17 transreid.train INFO: Epoch[39] Iter[5/24] Loss: 0.434, Acc: 0.983, Base Lr: 2.44e-03
2024-04-28 21:59:20 transreid.train INFO: Epoch[39] Iter[10/24] Loss: 0.381, Acc: 0.987, Base Lr: 2.44e-03
2024-04-28 21:59:23 transreid.train INFO: Epoch[39] Iter[15/24] Loss: 0.337, Acc: 0.989, Base Lr: 2.44e-03
2024-04-28 21:59:26 transreid.train INFO: Epoch[39] Iter[20/24] Loss: 0.309, Acc: 0.990, Base Lr: 2.44e-03
2024-04-28 21:59:27 transreid.train INFO: Epoch 39 done. Time per epoch: 14.311[s] Speed: 751.3[samples/s]
2024-04-28 21:59:31 transreid.train INFO: Epoch[40] Iter[5/24] Loss: 0.383, Acc: 0.982, Base Lr: 2.40e-03
2024-04-28 21:59:34 transreid.train INFO: Epoch[40] Iter[10/24] Loss: 0.354, Acc: 0.985, Base Lr: 2.40e-03
2024-04-28 21:59:37 transreid.train INFO: Epoch[40] Iter[15/24] Loss: 0.319, Acc: 0.988, Base Lr: 2.40e-03
2024-04-28 21:59:40 transreid.train INFO: Epoch[40] Iter[20/24] Loss: 0.295, Acc: 0.989, Base Lr: 2.40e-03
2024-04-28 21:59:41 transreid.train INFO: Epoch 40 done. Time per epoch: 14.317[s] Speed: 751.0[samples/s]
2024-04-28 22:00:03 transreid.train INFO: Validation Results - Epoch: 40
2024-04-28 22:00:03 transreid.train INFO: mAP: 92.2%
2024-04-28 22:00:03 transreid.train INFO: CMC curve, Rank-1  :96.3%
2024-04-28 22:00:03 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-04-28 22:00:03 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-04-28 22:00:08 transreid.train INFO: Epoch[41] Iter[5/24] Loss: 0.361, Acc: 0.984, Base Lr: 2.37e-03
2024-04-28 22:00:11 transreid.train INFO: Epoch[41] Iter[10/24] Loss: 0.339, Acc: 0.987, Base Lr: 2.37e-03
2024-04-28 22:00:14 transreid.train INFO: Epoch[41] Iter[15/24] Loss: 0.306, Acc: 0.989, Base Lr: 2.37e-03
2024-04-28 22:00:17 transreid.train INFO: Epoch[41] Iter[20/24] Loss: 0.288, Acc: 0.990, Base Lr: 2.37e-03
2024-04-28 22:00:17 transreid.train INFO: Epoch 41 done. Time per epoch: 14.382[s] Speed: 747.6[samples/s]
2024-04-28 22:00:22 transreid.train INFO: Epoch[42] Iter[5/24] Loss: 0.363, Acc: 0.988, Base Lr: 2.33e-03
2024-04-28 22:00:25 transreid.train INFO: Epoch[42] Iter[10/24] Loss: 0.320, Acc: 0.989, Base Lr: 2.33e-03
2024-04-28 22:00:28 transreid.train INFO: Epoch[42] Iter[15/24] Loss: 0.298, Acc: 0.991, Base Lr: 2.33e-03
2024-04-28 22:00:31 transreid.train INFO: Epoch[42] Iter[20/24] Loss: 0.271, Acc: 0.992, Base Lr: 2.33e-03
2024-04-28 22:00:32 transreid.train INFO: Epoch 42 done. Time per epoch: 14.238[s] Speed: 755.2[samples/s]
2024-04-28 22:00:36 transreid.train INFO: Epoch[43] Iter[5/24] Loss: 0.351, Acc: 0.988, Base Lr: 2.29e-03
2024-04-28 22:00:39 transreid.train INFO: Epoch[43] Iter[10/24] Loss: 0.321, Acc: 0.989, Base Lr: 2.29e-03
2024-04-28 22:00:42 transreid.train INFO: Epoch[43] Iter[15/24] Loss: 0.292, Acc: 0.991, Base Lr: 2.29e-03
2024-04-28 22:00:45 transreid.train INFO: Epoch[43] Iter[20/24] Loss: 0.270, Acc: 0.992, Base Lr: 2.29e-03
2024-04-28 22:00:46 transreid.train INFO: Epoch 43 done. Time per epoch: 14.226[s] Speed: 755.8[samples/s]
2024-04-28 22:00:51 transreid.train INFO: Epoch[44] Iter[5/24] Loss: 0.355, Acc: 0.986, Base Lr: 2.25e-03
2024-04-28 22:00:54 transreid.train INFO: Epoch[44] Iter[10/24] Loss: 0.323, Acc: 0.989, Base Lr: 2.25e-03
2024-04-28 22:00:57 transreid.train INFO: Epoch[44] Iter[15/24] Loss: 0.295, Acc: 0.990, Base Lr: 2.25e-03
2024-04-28 22:00:59 transreid.train INFO: Epoch[44] Iter[20/24] Loss: 0.270, Acc: 0.992, Base Lr: 2.25e-03
2024-04-28 22:01:00 transreid.train INFO: Epoch 44 done. Time per epoch: 14.251[s] Speed: 754.5[samples/s]
2024-04-28 22:01:05 transreid.train INFO: Epoch[45] Iter[5/24] Loss: 0.339, Acc: 0.989, Base Lr: 2.21e-03
2024-04-28 22:01:08 transreid.train INFO: Epoch[45] Iter[10/24] Loss: 0.321, Acc: 0.989, Base Lr: 2.21e-03
2024-04-28 22:01:11 transreid.train INFO: Epoch[45] Iter[15/24] Loss: 0.289, Acc: 0.991, Base Lr: 2.21e-03
2024-04-28 22:01:14 transreid.train INFO: Epoch[45] Iter[20/24] Loss: 0.270, Acc: 0.992, Base Lr: 2.21e-03
2024-04-28 22:01:14 transreid.train INFO: Epoch 45 done. Time per epoch: 14.238[s] Speed: 755.2[samples/s]
2024-04-28 22:01:19 transreid.train INFO: Epoch[46] Iter[5/24] Loss: 0.318, Acc: 0.985, Base Lr: 2.18e-03
2024-04-28 22:01:22 transreid.train INFO: Epoch[46] Iter[10/24] Loss: 0.261, Acc: 0.991, Base Lr: 2.18e-03
2024-04-28 22:01:25 transreid.train INFO: Epoch[46] Iter[15/24] Loss: 0.241, Acc: 0.993, Base Lr: 2.18e-03
2024-04-28 22:01:28 transreid.train INFO: Epoch[46] Iter[20/24] Loss: 0.226, Acc: 0.994, Base Lr: 2.18e-03
2024-04-28 22:01:29 transreid.train INFO: Epoch 46 done. Time per epoch: 14.350[s] Speed: 749.3[samples/s]
2024-04-28 22:01:34 transreid.train INFO: Epoch[47] Iter[5/24] Loss: 0.268, Acc: 0.992, Base Lr: 2.14e-03
2024-04-28 22:01:36 transreid.train INFO: Epoch[47] Iter[10/24] Loss: 0.260, Acc: 0.991, Base Lr: 2.14e-03
2024-04-28 22:01:39 transreid.train INFO: Epoch[47] Iter[15/24] Loss: 0.244, Acc: 0.992, Base Lr: 2.14e-03
2024-04-28 22:01:42 transreid.train INFO: Epoch[47] Iter[20/24] Loss: 0.225, Acc: 0.993, Base Lr: 2.14e-03
2024-04-28 22:01:43 transreid.train INFO: Epoch 47 done. Time per epoch: 14.253[s] Speed: 754.4[samples/s]
2024-04-28 22:01:48 transreid.train INFO: Epoch[48] Iter[5/24] Loss: 0.315, Acc: 0.988, Base Lr: 2.10e-03
2024-04-28 22:01:51 transreid.train INFO: Epoch[48] Iter[10/24] Loss: 0.269, Acc: 0.990, Base Lr: 2.10e-03
2024-04-28 22:01:54 transreid.train INFO: Epoch[48] Iter[15/24] Loss: 0.260, Acc: 0.991, Base Lr: 2.10e-03
2024-04-28 22:01:57 transreid.train INFO: Epoch[48] Iter[20/24] Loss: 0.238, Acc: 0.993, Base Lr: 2.10e-03
2024-04-28 22:01:57 transreid.train INFO: Epoch 48 done. Time per epoch: 14.425[s] Speed: 745.4[samples/s]
2024-04-28 22:02:02 transreid.train INFO: Epoch[49] Iter[5/24] Loss: 0.270, Acc: 0.989, Base Lr: 2.06e-03
2024-04-28 22:02:05 transreid.train INFO: Epoch[49] Iter[10/24] Loss: 0.251, Acc: 0.992, Base Lr: 2.06e-03
2024-04-28 22:02:08 transreid.train INFO: Epoch[49] Iter[15/24] Loss: 0.229, Acc: 0.993, Base Lr: 2.06e-03
2024-04-28 22:02:11 transreid.train INFO: Epoch[49] Iter[20/24] Loss: 0.217, Acc: 0.994, Base Lr: 2.06e-03
2024-04-28 22:02:12 transreid.train INFO: Epoch 49 done. Time per epoch: 14.278[s] Speed: 753.1[samples/s]
2024-04-28 22:02:17 transreid.train INFO: Epoch[50] Iter[5/24] Loss: 0.285, Acc: 0.992, Base Lr: 2.02e-03
2024-04-28 22:02:19 transreid.train INFO: Epoch[50] Iter[10/24] Loss: 0.250, Acc: 0.994, Base Lr: 2.02e-03
2024-04-28 22:02:22 transreid.train INFO: Epoch[50] Iter[15/24] Loss: 0.236, Acc: 0.994, Base Lr: 2.02e-03
2024-04-28 22:02:25 transreid.train INFO: Epoch[50] Iter[20/24] Loss: 0.219, Acc: 0.995, Base Lr: 2.02e-03
2024-04-28 22:02:26 transreid.train INFO: Epoch 50 done. Time per epoch: 14.292[s] Speed: 752.3[samples/s]
2024-04-28 22:02:48 transreid.train INFO: Validation Results - Epoch: 50
2024-04-28 22:02:48 transreid.train INFO: mAP: 91.9%
2024-04-28 22:02:48 transreid.train INFO: CMC curve, Rank-1  :96.3%
2024-04-28 22:02:48 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-04-28 22:02:48 transreid.train INFO: CMC curve, Rank-10 :99.4%
2024-04-28 22:02:54 transreid.train INFO: Epoch[51] Iter[5/24] Loss: 0.284, Acc: 0.990, Base Lr: 1.98e-03
2024-04-28 22:02:56 transreid.train INFO: Epoch[51] Iter[10/24] Loss: 0.249, Acc: 0.992, Base Lr: 1.98e-03
2024-04-28 22:02:59 transreid.train INFO: Epoch[51] Iter[15/24] Loss: 0.233, Acc: 0.993, Base Lr: 1.98e-03
2024-04-28 22:03:02 transreid.train INFO: Epoch[51] Iter[20/24] Loss: 0.214, Acc: 0.995, Base Lr: 1.98e-03
2024-04-28 22:03:03 transreid.train INFO: Epoch 51 done. Time per epoch: 14.432[s] Speed: 745.0[samples/s]
2024-04-28 22:03:08 transreid.train INFO: Epoch[52] Iter[5/24] Loss: 0.242, Acc: 0.992, Base Lr: 1.94e-03
2024-04-28 22:03:11 transreid.train INFO: Epoch[52] Iter[10/24] Loss: 0.224, Acc: 0.994, Base Lr: 1.94e-03
2024-04-28 22:03:14 transreid.train INFO: Epoch[52] Iter[15/24] Loss: 0.213, Acc: 0.993, Base Lr: 1.94e-03
2024-04-28 22:03:16 transreid.train INFO: Epoch[52] Iter[20/24] Loss: 0.203, Acc: 0.995, Base Lr: 1.94e-03
2024-04-28 22:03:17 transreid.train INFO: Epoch 52 done. Time per epoch: 14.349[s] Speed: 749.3[samples/s]
2024-04-28 22:03:22 transreid.train INFO: Epoch[53] Iter[5/24] Loss: 0.280, Acc: 0.991, Base Lr: 1.89e-03
2024-04-28 22:03:25 transreid.train INFO: Epoch[53] Iter[10/24] Loss: 0.245, Acc: 0.992, Base Lr: 1.89e-03
2024-04-28 22:03:28 transreid.train INFO: Epoch[53] Iter[15/24] Loss: 0.221, Acc: 0.993, Base Lr: 1.89e-03
2024-04-28 22:03:31 transreid.train INFO: Epoch[53] Iter[20/24] Loss: 0.200, Acc: 0.994, Base Lr: 1.89e-03
2024-04-28 22:03:32 transreid.train INFO: Epoch 53 done. Time per epoch: 14.309[s] Speed: 751.4[samples/s]
2024-04-28 22:03:36 transreid.train INFO: Epoch[54] Iter[5/24] Loss: 0.230, Acc: 0.997, Base Lr: 1.85e-03
2024-04-28 22:03:39 transreid.train INFO: Epoch[54] Iter[10/24] Loss: 0.218, Acc: 0.996, Base Lr: 1.85e-03
2024-04-28 22:03:42 transreid.train INFO: Epoch[54] Iter[15/24] Loss: 0.197, Acc: 0.997, Base Lr: 1.85e-03
2024-04-28 22:03:45 transreid.train INFO: Epoch[54] Iter[20/24] Loss: 0.186, Acc: 0.997, Base Lr: 1.85e-03
2024-04-28 22:03:45 transreid.train INFO: Epoch 54 done. Time per epoch: 13.717[s] Speed: 746.5[samples/s]
2024-04-28 22:03:50 transreid.train INFO: Epoch[55] Iter[5/24] Loss: 0.214, Acc: 0.995, Base Lr: 1.81e-03
2024-04-28 22:03:53 transreid.train INFO: Epoch[55] Iter[10/24] Loss: 0.206, Acc: 0.996, Base Lr: 1.81e-03
2024-04-28 22:03:56 transreid.train INFO: Epoch[55] Iter[15/24] Loss: 0.189, Acc: 0.996, Base Lr: 1.81e-03
2024-04-28 22:03:59 transreid.train INFO: Epoch[55] Iter[20/24] Loss: 0.176, Acc: 0.996, Base Lr: 1.81e-03
2024-04-28 22:03:59 transreid.train INFO: Epoch 55 done. Time per epoch: 14.240[s] Speed: 755.1[samples/s]
2024-04-28 22:04:04 transreid.train INFO: Epoch[56] Iter[5/24] Loss: 0.246, Acc: 0.994, Base Lr: 1.77e-03
2024-04-28 22:04:07 transreid.train INFO: Epoch[56] Iter[10/24] Loss: 0.220, Acc: 0.995, Base Lr: 1.77e-03
2024-04-28 22:04:10 transreid.train INFO: Epoch[56] Iter[15/24] Loss: 0.198, Acc: 0.995, Base Lr: 1.77e-03
2024-04-28 22:04:13 transreid.train INFO: Epoch[56] Iter[20/24] Loss: 0.186, Acc: 0.996, Base Lr: 1.77e-03
2024-04-28 22:04:14 transreid.train INFO: Epoch 56 done. Time per epoch: 14.292[s] Speed: 752.3[samples/s]
2024-04-28 22:04:19 transreid.train INFO: Epoch[57] Iter[5/24] Loss: 0.253, Acc: 0.992, Base Lr: 1.73e-03
2024-04-28 22:04:22 transreid.train INFO: Epoch[57] Iter[10/24] Loss: 0.237, Acc: 0.992, Base Lr: 1.73e-03
2024-04-28 22:04:24 transreid.train INFO: Epoch[57] Iter[15/24] Loss: 0.210, Acc: 0.994, Base Lr: 1.73e-03
2024-04-28 22:04:27 transreid.train INFO: Epoch[57] Iter[20/24] Loss: 0.190, Acc: 0.995, Base Lr: 1.73e-03
2024-04-28 22:04:28 transreid.train INFO: Epoch 57 done. Time per epoch: 14.241[s] Speed: 755.0[samples/s]
2024-04-28 22:04:33 transreid.train INFO: Epoch[58] Iter[5/24] Loss: 0.212, Acc: 0.994, Base Lr: 1.69e-03
2024-04-28 22:04:36 transreid.train INFO: Epoch[58] Iter[10/24] Loss: 0.184, Acc: 0.996, Base Lr: 1.69e-03
2024-04-28 22:04:39 transreid.train INFO: Epoch[58] Iter[15/24] Loss: 0.170, Acc: 0.996, Base Lr: 1.69e-03
2024-04-28 22:04:41 transreid.train INFO: Epoch[58] Iter[20/24] Loss: 0.168, Acc: 0.996, Base Lr: 1.69e-03
2024-04-28 22:04:42 transreid.train INFO: Epoch 58 done. Time per epoch: 13.670[s] Speed: 749.1[samples/s]
2024-04-28 22:04:47 transreid.train INFO: Epoch[59] Iter[5/24] Loss: 0.172, Acc: 0.995, Base Lr: 1.64e-03
2024-04-28 22:04:49 transreid.train INFO: Epoch[59] Iter[10/24] Loss: 0.172, Acc: 0.995, Base Lr: 1.64e-03
2024-04-28 22:04:52 transreid.train INFO: Epoch[59] Iter[15/24] Loss: 0.165, Acc: 0.996, Base Lr: 1.64e-03
2024-04-28 22:04:55 transreid.train INFO: Epoch[59] Iter[20/24] Loss: 0.157, Acc: 0.996, Base Lr: 1.64e-03
2024-04-28 22:04:56 transreid.train INFO: Epoch 59 done. Time per epoch: 14.229[s] Speed: 755.6[samples/s]
2024-04-28 22:05:01 transreid.train INFO: Epoch[60] Iter[5/24] Loss: 0.207, Acc: 0.994, Base Lr: 1.60e-03
2024-04-28 22:05:04 transreid.train INFO: Epoch[60] Iter[10/24] Loss: 0.192, Acc: 0.996, Base Lr: 1.60e-03
2024-04-28 22:05:07 transreid.train INFO: Epoch[60] Iter[15/24] Loss: 0.173, Acc: 0.996, Base Lr: 1.60e-03
2024-04-28 22:05:09 transreid.train INFO: Epoch[60] Iter[20/24] Loss: 0.156, Acc: 0.997, Base Lr: 1.60e-03
2024-04-28 22:05:10 transreid.train INFO: Epoch 60 done. Time per epoch: 14.216[s] Speed: 756.3[samples/s]
2024-04-28 22:05:32 transreid.train INFO: Validation Results - Epoch: 60
2024-04-28 22:05:32 transreid.train INFO: mAP: 92.8%
2024-04-28 22:05:32 transreid.train INFO: CMC curve, Rank-1  :96.4%
2024-04-28 22:05:32 transreid.train INFO: CMC curve, Rank-5  :99.1%
2024-04-28 22:05:32 transreid.train INFO: CMC curve, Rank-10 :99.4%
2024-04-28 22:05:37 transreid.train INFO: Epoch[61] Iter[5/24] Loss: 0.224, Acc: 0.997, Base Lr: 1.56e-03
2024-04-28 22:05:40 transreid.train INFO: Epoch[61] Iter[10/24] Loss: 0.191, Acc: 0.997, Base Lr: 1.56e-03
2024-04-28 22:05:43 transreid.train INFO: Epoch[61] Iter[15/24] Loss: 0.176, Acc: 0.997, Base Lr: 1.56e-03
2024-04-28 22:05:46 transreid.train INFO: Epoch[61] Iter[20/24] Loss: 0.167, Acc: 0.997, Base Lr: 1.56e-03
2024-04-28 22:05:46 transreid.train INFO: Epoch 61 done. Time per epoch: 14.189[s] Speed: 757.8[samples/s]
2024-04-28 22:05:52 transreid.train INFO: Epoch[62] Iter[5/24] Loss: 0.214, Acc: 0.992, Base Lr: 1.52e-03
2024-04-28 22:05:54 transreid.train INFO: Epoch[62] Iter[10/24] Loss: 0.201, Acc: 0.994, Base Lr: 1.52e-03
2024-04-28 22:05:57 transreid.train INFO: Epoch[62] Iter[15/24] Loss: 0.177, Acc: 0.995, Base Lr: 1.52e-03
2024-04-28 22:06:00 transreid.train INFO: Epoch[62] Iter[20/24] Loss: 0.164, Acc: 0.996, Base Lr: 1.52e-03
2024-04-28 22:06:01 transreid.train INFO: Epoch 62 done. Time per epoch: 14.423[s] Speed: 745.5[samples/s]
2024-04-28 22:06:06 transreid.train INFO: Epoch[63] Iter[5/24] Loss: 0.207, Acc: 0.994, Base Lr: 1.48e-03
2024-04-28 22:06:09 transreid.train INFO: Epoch[63] Iter[10/24] Loss: 0.185, Acc: 0.996, Base Lr: 1.48e-03
2024-04-28 22:06:12 transreid.train INFO: Epoch[63] Iter[15/24] Loss: 0.173, Acc: 0.996, Base Lr: 1.48e-03
2024-04-28 22:06:14 transreid.train INFO: Epoch[63] Iter[20/24] Loss: 0.162, Acc: 0.996, Base Lr: 1.48e-03
2024-04-28 22:06:15 transreid.train INFO: Epoch 63 done. Time per epoch: 14.256[s] Speed: 754.2[samples/s]
2024-04-28 22:06:20 transreid.train INFO: Epoch[64] Iter[5/24] Loss: 0.168, Acc: 0.996, Base Lr: 1.44e-03
2024-04-28 22:06:23 transreid.train INFO: Epoch[64] Iter[10/24] Loss: 0.162, Acc: 0.996, Base Lr: 1.44e-03
2024-04-28 22:06:26 transreid.train INFO: Epoch[64] Iter[15/24] Loss: 0.150, Acc: 0.997, Base Lr: 1.44e-03
2024-04-28 22:06:29 transreid.train INFO: Epoch[64] Iter[20/24] Loss: 0.144, Acc: 0.997, Base Lr: 1.44e-03
2024-04-28 22:06:30 transreid.train INFO: Epoch 64 done. Time per epoch: 14.351[s] Speed: 749.2[samples/s]
2024-04-28 22:06:34 transreid.train INFO: Epoch[65] Iter[5/24] Loss: 0.223, Acc: 0.996, Base Lr: 1.39e-03
2024-04-28 22:06:37 transreid.train INFO: Epoch[65] Iter[10/24] Loss: 0.192, Acc: 0.996, Base Lr: 1.39e-03
2024-04-28 22:06:40 transreid.train INFO: Epoch[65] Iter[15/24] Loss: 0.173, Acc: 0.996, Base Lr: 1.39e-03
2024-04-28 22:06:43 transreid.train INFO: Epoch[65] Iter[20/24] Loss: 0.163, Acc: 0.997, Base Lr: 1.39e-03
2024-04-28 22:06:44 transreid.train INFO: Epoch 65 done. Time per epoch: 14.290[s] Speed: 752.4[samples/s]
2024-04-28 22:06:49 transreid.train INFO: Epoch[66] Iter[5/24] Loss: 0.190, Acc: 0.996, Base Lr: 1.35e-03
2024-04-28 22:06:52 transreid.train INFO: Epoch[66] Iter[10/24] Loss: 0.164, Acc: 0.996, Base Lr: 1.35e-03
2024-04-28 22:06:54 transreid.train INFO: Epoch[66] Iter[15/24] Loss: 0.162, Acc: 0.997, Base Lr: 1.35e-03
2024-04-28 22:06:57 transreid.train INFO: Epoch[66] Iter[20/24] Loss: 0.152, Acc: 0.997, Base Lr: 1.35e-03
2024-04-28 22:06:58 transreid.train INFO: Epoch 66 done. Time per epoch: 14.290[s] Speed: 752.4[samples/s]
2024-04-28 22:07:03 transreid.train INFO: Epoch[67] Iter[5/24] Loss: 0.184, Acc: 0.995, Base Lr: 1.31e-03
2024-04-28 22:07:06 transreid.train INFO: Epoch[67] Iter[10/24] Loss: 0.165, Acc: 0.996, Base Lr: 1.31e-03
2024-04-28 22:07:09 transreid.train INFO: Epoch[67] Iter[15/24] Loss: 0.147, Acc: 0.997, Base Lr: 1.31e-03
2024-04-28 22:07:12 transreid.train INFO: Epoch[67] Iter[20/24] Loss: 0.136, Acc: 0.997, Base Lr: 1.31e-03
2024-04-28 22:07:12 transreid.train INFO: Epoch 67 done. Time per epoch: 14.388[s] Speed: 747.3[samples/s]
2024-04-28 22:07:18 transreid.train INFO: Epoch[68] Iter[5/24] Loss: 0.191, Acc: 0.997, Base Lr: 1.27e-03
2024-04-28 22:07:20 transreid.train INFO: Epoch[68] Iter[10/24] Loss: 0.183, Acc: 0.997, Base Lr: 1.27e-03
2024-04-28 22:07:23 transreid.train INFO: Epoch[68] Iter[15/24] Loss: 0.159, Acc: 0.997, Base Lr: 1.27e-03
2024-04-28 22:07:26 transreid.train INFO: Epoch[68] Iter[20/24] Loss: 0.149, Acc: 0.997, Base Lr: 1.27e-03
2024-04-28 22:07:27 transreid.train INFO: Epoch 68 done. Time per epoch: 14.229[s] Speed: 755.6[samples/s]
2024-04-28 22:07:32 transreid.train INFO: Epoch[69] Iter[5/24] Loss: 0.162, Acc: 0.998, Base Lr: 1.23e-03
2024-04-28 22:07:35 transreid.train INFO: Epoch[69] Iter[10/24] Loss: 0.161, Acc: 0.998, Base Lr: 1.23e-03
2024-04-28 22:07:38 transreid.train INFO: Epoch[69] Iter[15/24] Loss: 0.155, Acc: 0.997, Base Lr: 1.23e-03
2024-04-28 22:07:40 transreid.train INFO: Epoch[69] Iter[20/24] Loss: 0.145, Acc: 0.997, Base Lr: 1.23e-03
2024-04-28 22:07:41 transreid.train INFO: Epoch 69 done. Time per epoch: 14.444[s] Speed: 744.4[samples/s]
2024-04-28 22:07:46 transreid.train INFO: Epoch[70] Iter[5/24] Loss: 0.184, Acc: 0.993, Base Lr: 1.19e-03
2024-04-28 22:07:49 transreid.train INFO: Epoch[70] Iter[10/24] Loss: 0.158, Acc: 0.995, Base Lr: 1.19e-03
2024-04-28 22:07:52 transreid.train INFO: Epoch[70] Iter[15/24] Loss: 0.147, Acc: 0.996, Base Lr: 1.19e-03
2024-04-28 22:07:55 transreid.train INFO: Epoch[70] Iter[20/24] Loss: 0.139, Acc: 0.996, Base Lr: 1.19e-03
2024-04-28 22:07:55 transreid.train INFO: Epoch 70 done. Time per epoch: 14.111[s] Speed: 762.0[samples/s]
2024-04-28 22:08:17 transreid.train INFO: Validation Results - Epoch: 70
2024-04-28 22:08:17 transreid.train INFO: mAP: 92.6%
2024-04-28 22:08:17 transreid.train INFO: CMC curve, Rank-1  :96.5%
2024-04-28 22:08:17 transreid.train INFO: CMC curve, Rank-5  :99.0%
2024-04-28 22:08:17 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-04-28 22:08:22 transreid.train INFO: Epoch[71] Iter[5/24] Loss: 0.168, Acc: 0.994, Base Lr: 1.15e-03
2024-04-28 22:08:25 transreid.train INFO: Epoch[71] Iter[10/24] Loss: 0.152, Acc: 0.996, Base Lr: 1.15e-03
2024-04-28 22:08:28 transreid.train INFO: Epoch[71] Iter[15/24] Loss: 0.140, Acc: 0.997, Base Lr: 1.15e-03
2024-04-28 22:08:31 transreid.train INFO: Epoch[71] Iter[20/24] Loss: 0.132, Acc: 0.997, Base Lr: 1.15e-03
2024-04-28 22:08:32 transreid.train INFO: Epoch 71 done. Time per epoch: 14.530[s] Speed: 740.0[samples/s]
2024-04-28 22:08:37 transreid.train INFO: Epoch[72] Iter[5/24] Loss: 0.161, Acc: 0.996, Base Lr: 1.11e-03
2024-04-28 22:08:40 transreid.train INFO: Epoch[72] Iter[10/24] Loss: 0.147, Acc: 0.997, Base Lr: 1.11e-03
2024-04-28 22:08:43 transreid.train INFO: Epoch[72] Iter[15/24] Loss: 0.135, Acc: 0.997, Base Lr: 1.11e-03
2024-04-28 22:08:46 transreid.train INFO: Epoch[72] Iter[20/24] Loss: 0.130, Acc: 0.997, Base Lr: 1.11e-03
2024-04-28 22:08:46 transreid.train INFO: Epoch 72 done. Time per epoch: 14.561[s] Speed: 738.4[samples/s]
2024-04-28 22:08:51 transreid.train INFO: Epoch[73] Iter[5/24] Loss: 0.182, Acc: 0.996, Base Lr: 1.07e-03
2024-04-28 22:08:54 transreid.train INFO: Epoch[73] Iter[10/24] Loss: 0.168, Acc: 0.997, Base Lr: 1.07e-03
2024-04-28 22:08:57 transreid.train INFO: Epoch[73] Iter[15/24] Loss: 0.157, Acc: 0.997, Base Lr: 1.07e-03
2024-04-28 22:09:00 transreid.train INFO: Epoch[73] Iter[20/24] Loss: 0.147, Acc: 0.996, Base Lr: 1.07e-03
2024-04-28 22:09:01 transreid.train INFO: Epoch 73 done. Time per epoch: 14.311[s] Speed: 751.3[samples/s]
2024-04-28 22:09:06 transreid.train INFO: Epoch[74] Iter[5/24] Loss: 0.150, Acc: 0.995, Base Lr: 1.03e-03
2024-04-28 22:09:08 transreid.train INFO: Epoch[74] Iter[10/24] Loss: 0.145, Acc: 0.996, Base Lr: 1.03e-03
2024-04-28 22:09:11 transreid.train INFO: Epoch[74] Iter[15/24] Loss: 0.138, Acc: 0.996, Base Lr: 1.03e-03
2024-04-28 22:09:14 transreid.train INFO: Epoch[74] Iter[20/24] Loss: 0.128, Acc: 0.997, Base Lr: 1.03e-03
2024-04-28 22:09:15 transreid.train INFO: Epoch 74 done. Time per epoch: 13.946[s] Speed: 771.0[samples/s]
2024-04-28 22:09:20 transreid.train INFO: Epoch[75] Iter[5/24] Loss: 0.147, Acc: 0.997, Base Lr: 9.92e-04
2024-04-28 22:09:22 transreid.train INFO: Epoch[75] Iter[10/24] Loss: 0.144, Acc: 0.997, Base Lr: 9.92e-04
2024-04-28 22:09:25 transreid.train INFO: Epoch[75] Iter[15/24] Loss: 0.135, Acc: 0.997, Base Lr: 9.92e-04
2024-04-28 22:09:28 transreid.train INFO: Epoch[75] Iter[20/24] Loss: 0.127, Acc: 0.997, Base Lr: 9.92e-04
2024-04-28 22:09:29 transreid.train INFO: Epoch 75 done. Time per epoch: 14.100[s] Speed: 762.6[samples/s]
2024-04-28 22:09:34 transreid.train INFO: Epoch[76] Iter[5/24] Loss: 0.147, Acc: 0.997, Base Lr: 9.54e-04
2024-04-28 22:09:36 transreid.train INFO: Epoch[76] Iter[10/24] Loss: 0.146, Acc: 0.996, Base Lr: 9.54e-04
2024-04-28 22:09:39 transreid.train INFO: Epoch[76] Iter[15/24] Loss: 0.136, Acc: 0.996, Base Lr: 9.54e-04
2024-04-28 22:09:42 transreid.train INFO: Epoch[76] Iter[20/24] Loss: 0.129, Acc: 0.997, Base Lr: 9.54e-04
2024-04-28 22:09:43 transreid.train INFO: Epoch 76 done. Time per epoch: 13.899[s] Speed: 773.6[samples/s]
2024-04-28 22:09:48 transreid.train INFO: Epoch[77] Iter[5/24] Loss: 0.170, Acc: 0.995, Base Lr: 9.16e-04
2024-04-28 22:09:51 transreid.train INFO: Epoch[77] Iter[10/24] Loss: 0.154, Acc: 0.995, Base Lr: 9.16e-04
2024-04-28 22:09:53 transreid.train INFO: Epoch[77] Iter[15/24] Loss: 0.146, Acc: 0.995, Base Lr: 9.16e-04
2024-04-28 22:09:56 transreid.train INFO: Epoch[77] Iter[20/24] Loss: 0.135, Acc: 0.996, Base Lr: 9.16e-04
2024-04-28 22:09:57 transreid.train INFO: Epoch 77 done. Time per epoch: 14.006[s] Speed: 767.7[samples/s]
2024-04-28 22:10:02 transreid.train INFO: Epoch[78] Iter[5/24] Loss: 0.154, Acc: 0.996, Base Lr: 8.78e-04
2024-04-28 22:10:04 transreid.train INFO: Epoch[78] Iter[10/24] Loss: 0.138, Acc: 0.997, Base Lr: 8.78e-04
2024-04-28 22:10:07 transreid.train INFO: Epoch[78] Iter[15/24] Loss: 0.128, Acc: 0.997, Base Lr: 8.78e-04
2024-04-28 22:10:10 transreid.train INFO: Epoch[78] Iter[20/24] Loss: 0.123, Acc: 0.997, Base Lr: 8.78e-04
2024-04-28 22:10:11 transreid.train INFO: Epoch 78 done. Time per epoch: 13.995[s] Speed: 768.3[samples/s]
2024-04-28 22:10:16 transreid.train INFO: Epoch[79] Iter[5/24] Loss: 0.166, Acc: 0.996, Base Lr: 8.41e-04
2024-04-28 22:10:18 transreid.train INFO: Epoch[79] Iter[10/24] Loss: 0.143, Acc: 0.996, Base Lr: 8.41e-04
2024-04-28 22:10:21 transreid.train INFO: Epoch[79] Iter[15/24] Loss: 0.128, Acc: 0.997, Base Lr: 8.41e-04
2024-04-28 22:10:24 transreid.train INFO: Epoch[79] Iter[20/24] Loss: 0.120, Acc: 0.997, Base Lr: 8.41e-04
2024-04-28 22:10:25 transreid.train INFO: Epoch 79 done. Time per epoch: 13.990[s] Speed: 768.5[samples/s]
2024-04-28 22:10:30 transreid.train INFO: Epoch[80] Iter[5/24] Loss: 0.139, Acc: 0.998, Base Lr: 8.05e-04
2024-04-28 22:10:32 transreid.train INFO: Epoch[80] Iter[10/24] Loss: 0.140, Acc: 0.997, Base Lr: 8.05e-04
2024-04-28 22:10:35 transreid.train INFO: Epoch[80] Iter[15/24] Loss: 0.130, Acc: 0.997, Base Lr: 8.05e-04
2024-04-28 22:10:38 transreid.train INFO: Epoch[80] Iter[20/24] Loss: 0.126, Acc: 0.997, Base Lr: 8.05e-04
2024-04-28 22:10:39 transreid.train INFO: Epoch 80 done. Time per epoch: 14.097[s] Speed: 762.7[samples/s]
2024-04-28 22:11:02 transreid.train INFO: Validation Results - Epoch: 80
2024-04-28 22:11:02 transreid.train INFO: mAP: 93.5%
2024-04-28 22:11:02 transreid.train INFO: CMC curve, Rank-1  :96.8%
2024-04-28 22:11:02 transreid.train INFO: CMC curve, Rank-5  :99.0%
2024-04-28 22:11:02 transreid.train INFO: CMC curve, Rank-10 :99.5%
2024-04-28 22:11:07 transreid.train INFO: Epoch[81] Iter[5/24] Loss: 0.152, Acc: 0.997, Base Lr: 7.69e-04
2024-04-28 22:11:09 transreid.train INFO: Epoch[81] Iter[10/24] Loss: 0.139, Acc: 0.997, Base Lr: 7.69e-04
2024-04-28 22:11:12 transreid.train INFO: Epoch[81] Iter[15/24] Loss: 0.137, Acc: 0.997, Base Lr: 7.69e-04
2024-04-28 22:11:15 transreid.train INFO: Epoch[81] Iter[20/24] Loss: 0.126, Acc: 0.997, Base Lr: 7.69e-04
2024-04-28 22:11:16 transreid.train INFO: Epoch 81 done. Time per epoch: 14.288[s] Speed: 752.5[samples/s]
2024-04-28 22:11:21 transreid.train INFO: Epoch[82] Iter[5/24] Loss: 0.168, Acc: 0.996, Base Lr: 7.34e-04
2024-04-28 22:11:24 transreid.train INFO: Epoch[82] Iter[10/24] Loss: 0.143, Acc: 0.997, Base Lr: 7.34e-04
2024-04-28 22:11:27 transreid.train INFO: Epoch[82] Iter[15/24] Loss: 0.138, Acc: 0.998, Base Lr: 7.34e-04
2024-04-28 22:11:29 transreid.train INFO: Epoch[82] Iter[20/24] Loss: 0.125, Acc: 0.998, Base Lr: 7.34e-04
2024-04-28 22:11:30 transreid.train INFO: Epoch 82 done. Time per epoch: 14.039[s] Speed: 765.9[samples/s]
2024-04-28 22:11:35 transreid.train INFO: Epoch[83] Iter[5/24] Loss: 0.138, Acc: 0.997, Base Lr: 6.99e-04
2024-04-28 22:11:38 transreid.train INFO: Epoch[83] Iter[10/24] Loss: 0.128, Acc: 0.997, Base Lr: 6.99e-04
2024-04-28 22:11:41 transreid.train INFO: Epoch[83] Iter[15/24] Loss: 0.122, Acc: 0.997, Base Lr: 6.99e-04
2024-04-28 22:11:44 transreid.train INFO: Epoch[83] Iter[20/24] Loss: 0.114, Acc: 0.997, Base Lr: 6.99e-04
2024-04-28 22:11:45 transreid.train INFO: Epoch 83 done. Time per epoch: 14.612[s] Speed: 735.8[samples/s]
2024-04-28 22:11:50 transreid.train INFO: Epoch[84] Iter[5/24] Loss: 0.149, Acc: 0.998, Base Lr: 6.65e-04
2024-04-28 22:11:52 transreid.train INFO: Epoch[84] Iter[10/24] Loss: 0.136, Acc: 0.998, Base Lr: 6.65e-04
2024-04-28 22:11:55 transreid.train INFO: Epoch[84] Iter[15/24] Loss: 0.122, Acc: 0.998, Base Lr: 6.65e-04
2024-04-28 22:11:58 transreid.train INFO: Epoch[84] Iter[20/24] Loss: 0.116, Acc: 0.998, Base Lr: 6.65e-04
2024-04-28 22:11:59 transreid.train INFO: Epoch 84 done. Time per epoch: 14.307[s] Speed: 751.5[samples/s]
2024-04-28 22:12:05 transreid.train INFO: Epoch[85] Iter[5/24] Loss: 0.143, Acc: 0.998, Base Lr: 6.31e-04
2024-04-28 22:12:07 transreid.train INFO: Epoch[85] Iter[10/24] Loss: 0.132, Acc: 0.997, Base Lr: 6.31e-04
2024-04-28 22:12:10 transreid.train INFO: Epoch[85] Iter[15/24] Loss: 0.121, Acc: 0.998, Base Lr: 6.31e-04
2024-04-28 22:12:13 transreid.train INFO: Epoch[85] Iter[20/24] Loss: 0.114, Acc: 0.998, Base Lr: 6.31e-04
2024-04-28 22:12:14 transreid.train INFO: Epoch 85 done. Time per epoch: 15.105[s] Speed: 711.8[samples/s]
2024-04-28 22:12:19 transreid.train INFO: Epoch[86] Iter[5/24] Loss: 0.152, Acc: 0.997, Base Lr: 5.98e-04
2024-04-28 22:12:22 transreid.train INFO: Epoch[86] Iter[10/24] Loss: 0.141, Acc: 0.998, Base Lr: 5.98e-04
2024-04-28 22:12:25 transreid.train INFO: Epoch[86] Iter[15/24] Loss: 0.123, Acc: 0.998, Base Lr: 5.98e-04
2024-04-28 22:12:28 transreid.train INFO: Epoch[86] Iter[20/24] Loss: 0.117, Acc: 0.998, Base Lr: 5.98e-04
2024-04-28 22:12:28 transreid.train INFO: Epoch 86 done. Time per epoch: 14.226[s] Speed: 755.8[samples/s]
2024-04-28 22:12:33 transreid.train INFO: Epoch[87] Iter[5/24] Loss: 0.133, Acc: 0.996, Base Lr: 5.66e-04
2024-04-28 22:12:36 transreid.train INFO: Epoch[87] Iter[10/24] Loss: 0.128, Acc: 0.997, Base Lr: 5.66e-04
2024-04-28 22:12:39 transreid.train INFO: Epoch[87] Iter[15/24] Loss: 0.132, Acc: 0.997, Base Lr: 5.66e-04
2024-04-28 22:12:42 transreid.train INFO: Epoch[87] Iter[20/24] Loss: 0.121, Acc: 0.997, Base Lr: 5.66e-04
2024-04-28 22:12:42 transreid.train INFO: Epoch 87 done. Time per epoch: 14.078[s] Speed: 763.8[samples/s]
2024-04-28 22:12:48 transreid.train INFO: Epoch[88] Iter[5/24] Loss: 0.153, Acc: 0.998, Base Lr: 5.35e-04
2024-04-28 22:12:50 transreid.train INFO: Epoch[88] Iter[10/24] Loss: 0.144, Acc: 0.997, Base Lr: 5.35e-04
2024-04-28 22:12:53 transreid.train INFO: Epoch[88] Iter[15/24] Loss: 0.135, Acc: 0.997, Base Lr: 5.35e-04
2024-04-28 22:12:56 transreid.train INFO: Epoch[88] Iter[20/24] Loss: 0.126, Acc: 0.997, Base Lr: 5.35e-04
2024-04-28 22:12:57 transreid.train INFO: Epoch 88 done. Time per epoch: 14.169[s] Speed: 758.8[samples/s]
2024-04-28 22:13:01 transreid.train INFO: Epoch[89] Iter[5/24] Loss: 0.148, Acc: 0.995, Base Lr: 5.04e-04
2024-04-28 22:13:04 transreid.train INFO: Epoch[89] Iter[10/24] Loss: 0.136, Acc: 0.996, Base Lr: 5.04e-04
2024-04-28 22:13:07 transreid.train INFO: Epoch[89] Iter[15/24] Loss: 0.121, Acc: 0.997, Base Lr: 5.04e-04
2024-04-28 22:13:10 transreid.train INFO: Epoch[89] Iter[20/24] Loss: 0.111, Acc: 0.998, Base Lr: 5.04e-04
2024-04-28 22:13:11 transreid.train INFO: Epoch 89 done. Time per epoch: 14.017[s] Speed: 767.1[samples/s]
2024-04-28 22:13:15 transreid.train INFO: Epoch[90] Iter[5/24] Loss: 0.134, Acc: 0.996, Base Lr: 4.74e-04
2024-04-28 22:13:18 transreid.train INFO: Epoch[90] Iter[10/24] Loss: 0.133, Acc: 0.997, Base Lr: 4.74e-04
2024-04-28 22:13:21 transreid.train INFO: Epoch[90] Iter[15/24] Loss: 0.122, Acc: 0.997, Base Lr: 4.74e-04
2024-04-28 22:13:24 transreid.train INFO: Epoch[90] Iter[20/24] Loss: 0.111, Acc: 0.998, Base Lr: 4.74e-04
2024-04-28 22:13:25 transreid.train INFO: Epoch 90 done. Time per epoch: 14.117[s] Speed: 761.6[samples/s]
2024-04-28 22:13:48 transreid.train INFO: Validation Results - Epoch: 90
2024-04-28 22:13:48 transreid.train INFO: mAP: 93.6%
2024-04-28 22:13:48 transreid.train INFO: CMC curve, Rank-1  :96.9%
2024-04-28 22:13:48 transreid.train INFO: CMC curve, Rank-5  :99.1%
2024-04-28 22:13:48 transreid.train INFO: CMC curve, Rank-10 :99.6%
2024-04-28 22:13:52 transreid.train INFO: Epoch[91] Iter[5/24] Loss: 0.140, Acc: 0.996, Base Lr: 4.45e-04
2024-04-28 22:13:55 transreid.train INFO: Epoch[91] Iter[10/24] Loss: 0.133, Acc: 0.997, Base Lr: 4.45e-04
2024-04-28 22:13:58 transreid.train INFO: Epoch[91] Iter[15/24] Loss: 0.125, Acc: 0.997, Base Lr: 4.45e-04
2024-04-28 22:14:01 transreid.train INFO: Epoch[91] Iter[20/24] Loss: 0.112, Acc: 0.998, Base Lr: 4.45e-04
2024-04-28 22:14:02 transreid.train INFO: Epoch 91 done. Time per epoch: 14.374[s] Speed: 748.0[samples/s]
2024-04-28 22:14:07 transreid.train INFO: Epoch[92] Iter[5/24] Loss: 0.145, Acc: 0.997, Base Lr: 4.17e-04
2024-04-28 22:14:10 transreid.train INFO: Epoch[92] Iter[10/24] Loss: 0.128, Acc: 0.998, Base Lr: 4.17e-04
2024-04-28 22:14:13 transreid.train INFO: Epoch[92] Iter[15/24] Loss: 0.114, Acc: 0.998, Base Lr: 4.17e-04
2024-04-28 22:14:16 transreid.train INFO: Epoch[92] Iter[20/24] Loss: 0.107, Acc: 0.998, Base Lr: 4.17e-04
2024-04-28 22:14:16 transreid.train INFO: Epoch 92 done. Time per epoch: 13.978[s] Speed: 732.6[samples/s]
2024-04-28 22:14:21 transreid.train INFO: Epoch[93] Iter[5/24] Loss: 0.137, Acc: 0.997, Base Lr: 3.89e-04
2024-04-28 22:14:24 transreid.train INFO: Epoch[93] Iter[10/24] Loss: 0.129, Acc: 0.998, Base Lr: 3.89e-04
2024-04-28 22:14:27 transreid.train INFO: Epoch[93] Iter[15/24] Loss: 0.125, Acc: 0.998, Base Lr: 3.89e-04
2024-04-28 22:14:29 transreid.train INFO: Epoch[93] Iter[20/24] Loss: 0.116, Acc: 0.998, Base Lr: 3.89e-04
2024-04-28 22:14:30 transreid.train INFO: Epoch 93 done. Time per epoch: 14.121[s] Speed: 761.4[samples/s]
2024-04-28 22:14:35 transreid.train INFO: Epoch[94] Iter[5/24] Loss: 0.123, Acc: 0.997, Base Lr: 3.62e-04
2024-04-28 22:14:38 transreid.train INFO: Epoch[94] Iter[10/24] Loss: 0.125, Acc: 0.997, Base Lr: 3.62e-04
2024-04-28 22:14:40 transreid.train INFO: Epoch[94] Iter[15/24] Loss: 0.116, Acc: 0.998, Base Lr: 3.62e-04
2024-04-28 22:14:43 transreid.train INFO: Epoch[94] Iter[20/24] Loss: 0.113, Acc: 0.998, Base Lr: 3.62e-04
2024-04-28 22:14:44 transreid.train INFO: Epoch 94 done. Time per epoch: 14.196[s] Speed: 757.4[samples/s]
2024-04-28 22:14:49 transreid.train INFO: Epoch[95] Iter[5/24] Loss: 0.145, Acc: 0.998, Base Lr: 3.36e-04
2024-04-28 22:14:52 transreid.train INFO: Epoch[95] Iter[10/24] Loss: 0.131, Acc: 0.998, Base Lr: 3.36e-04
2024-04-28 22:14:55 transreid.train INFO: Epoch[95] Iter[15/24] Loss: 0.116, Acc: 0.998, Base Lr: 3.36e-04
2024-04-28 22:14:58 transreid.train INFO: Epoch[95] Iter[20/24] Loss: 0.106, Acc: 0.999, Base Lr: 3.36e-04
2024-04-28 22:14:59 transreid.train INFO: Epoch 95 done. Time per epoch: 14.308[s] Speed: 751.5[samples/s]
2024-04-28 22:15:04 transreid.train INFO: Epoch[96] Iter[5/24] Loss: 0.145, Acc: 0.996, Base Lr: 3.11e-04
2024-04-28 22:15:06 transreid.train INFO: Epoch[96] Iter[10/24] Loss: 0.130, Acc: 0.998, Base Lr: 3.11e-04
2024-04-28 22:15:09 transreid.train INFO: Epoch[96] Iter[15/24] Loss: 0.122, Acc: 0.997, Base Lr: 3.11e-04
2024-04-28 22:15:12 transreid.train INFO: Epoch[96] Iter[20/24] Loss: 0.111, Acc: 0.998, Base Lr: 3.11e-04
2024-04-28 22:15:13 transreid.train INFO: Epoch 96 done. Time per epoch: 14.474[s] Speed: 742.9[samples/s]
2024-04-28 22:15:18 transreid.train INFO: Epoch[97] Iter[5/24] Loss: 0.167, Acc: 0.996, Base Lr: 2.87e-04
2024-04-28 22:15:21 transreid.train INFO: Epoch[97] Iter[10/24] Loss: 0.142, Acc: 0.997, Base Lr: 2.87e-04
2024-04-28 22:15:24 transreid.train INFO: Epoch[97] Iter[15/24] Loss: 0.131, Acc: 0.998, Base Lr: 2.87e-04
2024-04-28 22:15:27 transreid.train INFO: Epoch[97] Iter[20/24] Loss: 0.126, Acc: 0.997, Base Lr: 2.87e-04
2024-04-28 22:15:28 transreid.train INFO: Epoch 97 done. Time per epoch: 14.528[s] Speed: 740.1[samples/s]
2024-04-28 22:15:33 transreid.train INFO: Epoch[98] Iter[5/24] Loss: 0.156, Acc: 0.995, Base Lr: 2.64e-04
2024-04-28 22:15:35 transreid.train INFO: Epoch[98] Iter[10/24] Loss: 0.135, Acc: 0.996, Base Lr: 2.64e-04
2024-04-28 22:15:38 transreid.train INFO: Epoch[98] Iter[15/24] Loss: 0.124, Acc: 0.997, Base Lr: 2.64e-04
2024-04-28 22:15:41 transreid.train INFO: Epoch[98] Iter[20/24] Loss: 0.112, Acc: 0.997, Base Lr: 2.64e-04
2024-04-28 22:15:42 transreid.train INFO: Epoch 98 done. Time per epoch: 14.462[s] Speed: 743.4[samples/s]
2024-04-28 22:15:47 transreid.train INFO: Epoch[99] Iter[5/24] Loss: 0.118, Acc: 0.998, Base Lr: 2.42e-04
2024-04-28 22:15:50 transreid.train INFO: Epoch[99] Iter[10/24] Loss: 0.125, Acc: 0.998, Base Lr: 2.42e-04
2024-04-28 22:15:53 transreid.train INFO: Epoch[99] Iter[15/24] Loss: 0.117, Acc: 0.998, Base Lr: 2.42e-04
2024-04-28 22:15:56 transreid.train INFO: Epoch[99] Iter[20/24] Loss: 0.108, Acc: 0.998, Base Lr: 2.42e-04
2024-04-28 22:15:56 transreid.train INFO: Epoch 99 done. Time per epoch: 14.451[s] Speed: 744.1[samples/s]
2024-04-28 22:16:01 transreid.train INFO: Epoch[100] Iter[5/24] Loss: 0.135, Acc: 0.996, Base Lr: 2.20e-04
2024-04-28 22:16:04 transreid.train INFO: Epoch[100] Iter[10/24] Loss: 0.128, Acc: 0.997, Base Lr: 2.20e-04
2024-04-28 22:16:07 transreid.train INFO: Epoch[100] Iter[15/24] Loss: 0.122, Acc: 0.997, Base Lr: 2.20e-04
2024-04-28 22:16:10 transreid.train INFO: Epoch[100] Iter[20/24] Loss: 0.110, Acc: 0.997, Base Lr: 2.20e-04
2024-04-28 22:16:11 transreid.train INFO: Epoch 100 done. Time per epoch: 14.558[s] Speed: 738.6[samples/s]
2024-04-28 22:16:34 transreid.train INFO: Validation Results - Epoch: 100
2024-04-28 22:16:34 transreid.train INFO: mAP: 93.7%
2024-04-28 22:16:34 transreid.train INFO: CMC curve, Rank-1  :97.1%
2024-04-28 22:16:34 transreid.train INFO: CMC curve, Rank-5  :98.9%
2024-04-28 22:16:34 transreid.train INFO: CMC curve, Rank-10 :99.5%
2024-04-28 22:16:39 transreid.train INFO: Epoch[101] Iter[5/24] Loss: 0.143, Acc: 0.997, Base Lr: 2.00e-04
2024-04-28 22:16:41 transreid.train INFO: Epoch[101] Iter[10/24] Loss: 0.127, Acc: 0.998, Base Lr: 2.00e-04
2024-04-28 22:16:44 transreid.train INFO: Epoch[101] Iter[15/24] Loss: 0.118, Acc: 0.998, Base Lr: 2.00e-04
2024-04-28 22:16:47 transreid.train INFO: Epoch[101] Iter[20/24] Loss: 0.109, Acc: 0.998, Base Lr: 2.00e-04
2024-04-28 22:16:48 transreid.train INFO: Epoch 101 done. Time per epoch: 14.018[s] Speed: 767.0[samples/s]
2024-04-28 22:16:53 transreid.train INFO: Epoch[102] Iter[5/24] Loss: 0.144, Acc: 0.998, Base Lr: 1.80e-04
2024-04-28 22:16:56 transreid.train INFO: Epoch[102] Iter[10/24] Loss: 0.131, Acc: 0.998, Base Lr: 1.80e-04
2024-04-28 22:16:59 transreid.train INFO: Epoch[102] Iter[15/24] Loss: 0.123, Acc: 0.998, Base Lr: 1.80e-04
2024-04-28 22:17:02 transreid.train INFO: Epoch[102] Iter[20/24] Loss: 0.115, Acc: 0.998, Base Lr: 1.80e-04
2024-04-28 22:17:02 transreid.train INFO: Epoch 102 done. Time per epoch: 14.743[s] Speed: 729.3[samples/s]
2024-04-28 22:17:07 transreid.train INFO: Epoch[103] Iter[5/24] Loss: 0.122, Acc: 0.999, Base Lr: 1.62e-04
2024-04-28 22:17:10 transreid.train INFO: Epoch[103] Iter[10/24] Loss: 0.111, Acc: 0.999, Base Lr: 1.62e-04
2024-04-28 22:17:13 transreid.train INFO: Epoch[103] Iter[15/24] Loss: 0.110, Acc: 0.998, Base Lr: 1.62e-04
2024-04-28 22:17:16 transreid.train INFO: Epoch[103] Iter[20/24] Loss: 0.103, Acc: 0.998, Base Lr: 1.62e-04
2024-04-28 22:17:16 transreid.train INFO: Epoch 103 done. Time per epoch: 13.672[s] Speed: 749.0[samples/s]
2024-04-28 22:17:21 transreid.train INFO: Epoch[104] Iter[5/24] Loss: 0.128, Acc: 0.996, Base Lr: 1.44e-04
2024-04-28 22:17:24 transreid.train INFO: Epoch[104] Iter[10/24] Loss: 0.133, Acc: 0.997, Base Lr: 1.44e-04
2024-04-28 22:17:27 transreid.train INFO: Epoch[104] Iter[15/24] Loss: 0.119, Acc: 0.998, Base Lr: 1.44e-04
2024-04-28 22:17:30 transreid.train INFO: Epoch[104] Iter[20/24] Loss: 0.111, Acc: 0.998, Base Lr: 1.44e-04
2024-04-28 22:17:30 transreid.train INFO: Epoch 104 done. Time per epoch: 13.815[s] Speed: 741.2[samples/s]
2024-04-28 22:17:35 transreid.train INFO: Epoch[105] Iter[5/24] Loss: 0.131, Acc: 0.996, Base Lr: 1.28e-04
2024-04-28 22:17:38 transreid.train INFO: Epoch[105] Iter[10/24] Loss: 0.124, Acc: 0.997, Base Lr: 1.28e-04
2024-04-28 22:17:40 transreid.train INFO: Epoch[105] Iter[15/24] Loss: 0.116, Acc: 0.998, Base Lr: 1.28e-04
2024-04-28 22:17:43 transreid.train INFO: Epoch[105] Iter[20/24] Loss: 0.110, Acc: 0.998, Base Lr: 1.28e-04
2024-04-28 22:17:44 transreid.train INFO: Epoch 105 done. Time per epoch: 14.091[s] Speed: 763.0[samples/s]
2024-04-28 22:17:49 transreid.train INFO: Epoch[106] Iter[5/24] Loss: 0.131, Acc: 0.999, Base Lr: 1.12e-04
2024-04-28 22:17:52 transreid.train INFO: Epoch[106] Iter[10/24] Loss: 0.116, Acc: 0.998, Base Lr: 1.12e-04
2024-04-28 22:17:55 transreid.train INFO: Epoch[106] Iter[15/24] Loss: 0.112, Acc: 0.998, Base Lr: 1.12e-04
2024-04-28 22:17:57 transreid.train INFO: Epoch[106] Iter[20/24] Loss: 0.105, Acc: 0.998, Base Lr: 1.12e-04
2024-04-28 22:17:58 transreid.train INFO: Epoch 106 done. Time per epoch: 14.152[s] Speed: 759.7[samples/s]
2024-04-28 22:18:03 transreid.train INFO: Epoch[107] Iter[5/24] Loss: 0.176, Acc: 0.996, Base Lr: 9.80e-05
2024-04-28 22:18:06 transreid.train INFO: Epoch[107] Iter[10/24] Loss: 0.149, Acc: 0.997, Base Lr: 9.80e-05
2024-04-28 22:18:09 transreid.train INFO: Epoch[107] Iter[15/24] Loss: 0.135, Acc: 0.997, Base Lr: 9.80e-05
2024-04-28 22:18:12 transreid.train INFO: Epoch[107] Iter[20/24] Loss: 0.121, Acc: 0.998, Base Lr: 9.80e-05
2024-04-28 22:18:12 transreid.train INFO: Epoch 107 done. Time per epoch: 14.309[s] Speed: 751.4[samples/s]
2024-04-28 22:18:18 transreid.train INFO: Epoch[108] Iter[5/24] Loss: 0.140, Acc: 0.998, Base Lr: 8.46e-05
2024-04-28 22:18:20 transreid.train INFO: Epoch[108] Iter[10/24] Loss: 0.132, Acc: 0.996, Base Lr: 8.46e-05
2024-04-28 22:18:23 transreid.train INFO: Epoch[108] Iter[15/24] Loss: 0.120, Acc: 0.996, Base Lr: 8.46e-05
2024-04-28 22:18:26 transreid.train INFO: Epoch[108] Iter[20/24] Loss: 0.106, Acc: 0.997, Base Lr: 8.46e-05
2024-04-28 22:18:26 transreid.train INFO: Epoch 108 done. Time per epoch: 13.813[s] Speed: 741.3[samples/s]
2024-04-28 22:18:31 transreid.train INFO: Epoch[109] Iter[5/24] Loss: 0.132, Acc: 0.993, Base Lr: 7.22e-05
2024-04-28 22:18:34 transreid.train INFO: Epoch[109] Iter[10/24] Loss: 0.126, Acc: 0.995, Base Lr: 7.22e-05
2024-04-28 22:18:37 transreid.train INFO: Epoch[109] Iter[15/24] Loss: 0.117, Acc: 0.996, Base Lr: 7.22e-05
2024-04-28 22:18:40 transreid.train INFO: Epoch[109] Iter[20/24] Loss: 0.104, Acc: 0.997, Base Lr: 7.22e-05
2024-04-28 22:18:41 transreid.train INFO: Epoch 109 done. Time per epoch: 14.498[s] Speed: 741.6[samples/s]
2024-04-28 22:18:46 transreid.train INFO: Epoch[110] Iter[5/24] Loss: 0.148, Acc: 0.996, Base Lr: 6.08e-05
2024-04-28 22:18:49 transreid.train INFO: Epoch[110] Iter[10/24] Loss: 0.143, Acc: 0.996, Base Lr: 6.08e-05
2024-04-28 22:18:51 transreid.train INFO: Epoch[110] Iter[15/24] Loss: 0.125, Acc: 0.997, Base Lr: 6.08e-05
2024-04-28 22:18:54 transreid.train INFO: Epoch[110] Iter[20/24] Loss: 0.113, Acc: 0.998, Base Lr: 6.08e-05
2024-04-28 22:18:55 transreid.train INFO: Epoch 110 done. Time per epoch: 14.429[s] Speed: 745.2[samples/s]
2024-04-28 22:19:18 transreid.train INFO: Validation Results - Epoch: 110
2024-04-28 22:19:18 transreid.train INFO: mAP: 93.7%
2024-04-28 22:19:18 transreid.train INFO: CMC curve, Rank-1  :96.9%
2024-04-28 22:19:18 transreid.train INFO: CMC curve, Rank-5  :99.0%
2024-04-28 22:19:18 transreid.train INFO: CMC curve, Rank-10 :99.6%
2024-04-28 22:19:23 transreid.train INFO: Epoch[111] Iter[5/24] Loss: 0.147, Acc: 0.996, Base Lr: 5.05e-05
2024-04-28 22:19:26 transreid.train INFO: Epoch[111] Iter[10/24] Loss: 0.131, Acc: 0.997, Base Lr: 5.05e-05
2024-04-28 22:19:29 transreid.train INFO: Epoch[111] Iter[15/24] Loss: 0.122, Acc: 0.998, Base Lr: 5.05e-05
2024-04-28 22:19:32 transreid.train INFO: Epoch[111] Iter[20/24] Loss: 0.111, Acc: 0.998, Base Lr: 5.05e-05
2024-04-28 22:19:32 transreid.train INFO: Epoch 111 done. Time per epoch: 14.439[s] Speed: 744.7[samples/s]
2024-04-28 22:19:37 transreid.train INFO: Epoch[112] Iter[5/24] Loss: 0.128, Acc: 0.998, Base Lr: 4.13e-05
2024-04-28 22:19:40 transreid.train INFO: Epoch[112] Iter[10/24] Loss: 0.119, Acc: 0.998, Base Lr: 4.13e-05
2024-04-28 22:19:43 transreid.train INFO: Epoch[112] Iter[15/24] Loss: 0.115, Acc: 0.998, Base Lr: 4.13e-05
2024-04-28 22:19:46 transreid.train INFO: Epoch[112] Iter[20/24] Loss: 0.111, Acc: 0.997, Base Lr: 4.13e-05
2024-04-28 22:19:47 transreid.train INFO: Epoch 112 done. Time per epoch: 14.376[s] Speed: 747.9[samples/s]
2024-04-28 22:19:52 transreid.train INFO: Epoch[113] Iter[5/24] Loss: 0.116, Acc: 0.999, Base Lr: 3.31e-05
2024-04-28 22:19:55 transreid.train INFO: Epoch[113] Iter[10/24] Loss: 0.119, Acc: 0.999, Base Lr: 3.31e-05
2024-04-28 22:19:57 transreid.train INFO: Epoch[113] Iter[15/24] Loss: 0.114, Acc: 0.998, Base Lr: 3.31e-05
2024-04-28 22:20:00 transreid.train INFO: Epoch[113] Iter[20/24] Loss: 0.108, Acc: 0.998, Base Lr: 3.31e-05
2024-04-28 22:20:01 transreid.train INFO: Epoch 113 done. Time per epoch: 14.313[s] Speed: 751.2[samples/s]
2024-04-28 22:20:06 transreid.train INFO: Epoch[114] Iter[5/24] Loss: 0.136, Acc: 0.995, Base Lr: 2.61e-05
2024-04-28 22:20:09 transreid.train INFO: Epoch[114] Iter[10/24] Loss: 0.119, Acc: 0.997, Base Lr: 2.61e-05
2024-04-28 22:20:12 transreid.train INFO: Epoch[114] Iter[15/24] Loss: 0.114, Acc: 0.997, Base Lr: 2.61e-05
2024-04-28 22:20:15 transreid.train INFO: Epoch[114] Iter[20/24] Loss: 0.104, Acc: 0.998, Base Lr: 2.61e-05
2024-04-28 22:20:15 transreid.train INFO: Epoch 114 done. Time per epoch: 14.376[s] Speed: 747.9[samples/s]
2024-04-28 22:20:20 transreid.train INFO: Epoch[115] Iter[5/24] Loss: 0.122, Acc: 0.998, Base Lr: 2.01e-05
2024-04-28 22:20:23 transreid.train INFO: Epoch[115] Iter[10/24] Loss: 0.123, Acc: 0.997, Base Lr: 2.01e-05
2024-04-28 22:20:26 transreid.train INFO: Epoch[115] Iter[15/24] Loss: 0.117, Acc: 0.998, Base Lr: 2.01e-05
2024-04-28 22:20:29 transreid.train INFO: Epoch[115] Iter[20/24] Loss: 0.108, Acc: 0.998, Base Lr: 2.01e-05
2024-04-28 22:20:30 transreid.train INFO: Epoch 115 done. Time per epoch: 14.281[s] Speed: 752.9[samples/s]
2024-04-28 22:20:35 transreid.train INFO: Epoch[116] Iter[5/24] Loss: 0.120, Acc: 0.998, Base Lr: 1.51e-05
2024-04-28 22:20:38 transreid.train INFO: Epoch[116] Iter[10/24] Loss: 0.123, Acc: 0.997, Base Lr: 1.51e-05
2024-04-28 22:20:40 transreid.train INFO: Epoch[116] Iter[15/24] Loss: 0.117, Acc: 0.998, Base Lr: 1.51e-05
2024-04-28 22:20:43 transreid.train INFO: Epoch[116] Iter[20/24] Loss: 0.112, Acc: 0.998, Base Lr: 1.51e-05
2024-04-28 22:20:44 transreid.train INFO: Epoch 116 done. Time per epoch: 14.283[s] Speed: 752.8[samples/s]
2024-04-28 22:20:49 transreid.train INFO: Epoch[117] Iter[5/24] Loss: 0.136, Acc: 0.998, Base Lr: 1.13e-05
2024-04-28 22:20:52 transreid.train INFO: Epoch[117] Iter[10/24] Loss: 0.128, Acc: 0.998, Base Lr: 1.13e-05
2024-04-28 22:20:55 transreid.train INFO: Epoch[117] Iter[15/24] Loss: 0.118, Acc: 0.998, Base Lr: 1.13e-05
2024-04-28 22:20:58 transreid.train INFO: Epoch[117] Iter[20/24] Loss: 0.110, Acc: 0.998, Base Lr: 1.13e-05
2024-04-28 22:20:58 transreid.train INFO: Epoch 117 done. Time per epoch: 14.230[s] Speed: 755.6[samples/s]
2024-04-28 22:21:03 transreid.train INFO: Epoch[118] Iter[5/24] Loss: 0.135, Acc: 0.998, Base Lr: 8.59e-06
2024-04-28 22:21:06 transreid.train INFO: Epoch[118] Iter[10/24] Loss: 0.119, Acc: 0.998, Base Lr: 8.59e-06
2024-04-28 22:21:09 transreid.train INFO: Epoch[118] Iter[15/24] Loss: 0.107, Acc: 0.999, Base Lr: 8.59e-06
2024-04-28 22:21:12 transreid.train INFO: Epoch[118] Iter[20/24] Loss: 0.105, Acc: 0.998, Base Lr: 8.59e-06
2024-04-28 22:21:12 transreid.train INFO: Epoch 118 done. Time per epoch: 13.707[s] Speed: 747.1[samples/s]
2024-04-28 22:21:17 transreid.train INFO: Epoch[119] Iter[5/24] Loss: 0.145, Acc: 0.996, Base Lr: 6.95e-06
2024-04-28 22:21:20 transreid.train INFO: Epoch[119] Iter[10/24] Loss: 0.127, Acc: 0.997, Base Lr: 6.95e-06
2024-04-28 22:21:23 transreid.train INFO: Epoch[119] Iter[15/24] Loss: 0.123, Acc: 0.996, Base Lr: 6.95e-06
2024-04-28 22:21:25 transreid.train INFO: Epoch[119] Iter[20/24] Loss: 0.114, Acc: 0.997, Base Lr: 6.95e-06
2024-04-28 22:21:26 transreid.train INFO: Epoch 119 done. Time per epoch: 14.270[s] Speed: 753.5[samples/s]
2024-04-28 22:21:31 transreid.train INFO: Epoch[120] Iter[5/24] Loss: 0.141, Acc: 0.996, Base Lr: 6.40e-06
2024-04-28 22:21:34 transreid.train INFO: Epoch[120] Iter[10/24] Loss: 0.127, Acc: 0.997, Base Lr: 6.40e-06
2024-04-28 22:21:37 transreid.train INFO: Epoch[120] Iter[15/24] Loss: 0.113, Acc: 0.998, Base Lr: 6.40e-06
2024-04-28 22:21:40 transreid.train INFO: Epoch[120] Iter[20/24] Loss: 0.106, Acc: 0.998, Base Lr: 6.40e-06
2024-04-28 22:21:40 transreid.train INFO: Epoch 120 done. Time per epoch: 14.223[s] Speed: 756.0[samples/s]
2024-04-28 22:22:03 transreid.train INFO: Validation Results - Epoch: 120
2024-04-28 22:22:03 transreid.train INFO: mAP: 93.7%
2024-04-28 22:22:03 transreid.train INFO: CMC curve, Rank-1  :96.9%
2024-04-28 22:22:03 transreid.train INFO: CMC curve, Rank-5  :98.9%
2024-04-28 22:22:03 transreid.train INFO: CMC curve, Rank-10 :99.6%
