2024-05-09 22:04:09 transreid INFO: Saving model in the path :log/bs_exp/VOLO_D1_Market1501/256bs_lr0.0016_ep120_warm20_seed0
2024-05-09 22:04:09 transreid INFO: Loaded configuration file configs/market/volo_d1.yml
2024-05-09 22:04:09 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: 0
  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: volo_d1
  NECK: bnneck
  NO_MARGIN: True
  PRETRAIN_CHOICE: self
  PRETRAIN_HW_RATIO: 2
  PRETRAIN_PATH: /home/ma-user/work/Projects/ReIDNets_Checkpoints_TransReID/VOLO_D1.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/VOLO_D1_Market1501/256bs_lr0.0016_ep120_warm20_seed0
SOLVER:
  BASE_LR: 0.0016
  BIAS_LR_FACTOR: 2
  CENTER_LOSS_WEIGHT: 0.0005
  CENTER_LR: 0.5
  CHECKPOINT_PERIOD: 120
  COSINE_MARGIN: 0.5
  COSINE_SCALE: 30
  EVAL_PERIOD: 20
  GAMMA: 0.1
  IMS_PER_BATCH: 256
  LARGE_FC_LR: False
  LOG_PERIOD: 10
  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: 
2024-05-09 22:04:09 transreid.check INFO: Dataset statistics:
2024-05-09 22:04:09 transreid.check INFO:   ----------------------------------------
2024-05-09 22:04:09 transreid.check INFO:   subset   | # ids | # images | # cameras
2024-05-09 22:04:09 transreid.check INFO:   ----------------------------------------
2024-05-09 22:04:09 transreid.check INFO:   train    |   751 |    12936 |         6
2024-05-09 22:04:09 transreid.check INFO:   query    |   750 |     3368 |         6
2024-05-09 22:04:09 transreid.check INFO:   gallery  |   751 |    15913 |         6
2024-05-09 22:04:09 transreid.check INFO:   ----------------------------------------
2024-05-09 22:04:13 transreid INFO: ===========using cosine learning rate=======
2024-05-09 22:04:13 transreid.train INFO: start training
2024-05-09 22:04:24 transreid.train INFO: Epoch[1] Iter[10/47] Loss: 17.324, Acc: 0.001, Base Lr: 9.52e-05
2024-05-09 22:04:29 transreid.train INFO: Epoch[1] Iter[20/47] Loss: 14.803, Acc: 0.001, Base Lr: 9.52e-05
2024-05-09 22:04:34 transreid.train INFO: Epoch[1] Iter[30/47] Loss: 13.440, Acc: 0.001, Base Lr: 9.52e-05
2024-05-09 22:04:39 transreid.train INFO: Epoch[1] Iter[40/47] Loss: 12.466, Acc: 0.001, Base Lr: 9.52e-05
2024-05-09 22:04:41 transreid.train INFO: Epoch 1 done. Time per epoch: 27.417[s] Speed: 410.8[samples/s]
2024-05-09 22:04:47 transreid.train INFO: Epoch[2] Iter[10/47] Loss: 9.308, Acc: 0.003, Base Lr: 1.74e-04
2024-05-09 22:04:52 transreid.train INFO: Epoch[2] Iter[20/47] Loss: 9.001, Acc: 0.003, Base Lr: 1.74e-04
2024-05-09 22:04:57 transreid.train INFO: Epoch[2] Iter[30/47] Loss: 8.863, Acc: 0.004, Base Lr: 1.74e-04
2024-05-09 22:05:02 transreid.train INFO: Epoch[2] Iter[40/47] Loss: 8.690, Acc: 0.005, Base Lr: 1.74e-04
2024-05-09 22:05:04 transreid.train INFO: Epoch 2 done. Time per epoch: 23.500[s] Speed: 479.3[samples/s]
2024-05-09 22:05:11 transreid.train INFO: Epoch[3] Iter[10/47] Loss: 8.109, Acc: 0.019, Base Lr: 2.54e-04
2024-05-09 22:05:16 transreid.train INFO: Epoch[3] Iter[20/47] Loss: 7.876, Acc: 0.032, Base Lr: 2.54e-04
2024-05-09 22:05:21 transreid.train INFO: Epoch[3] Iter[30/47] Loss: 7.706, Acc: 0.047, Base Lr: 2.54e-04
2024-05-09 22:05:26 transreid.train INFO: Epoch[3] Iter[40/47] Loss: 7.589, Acc: 0.076, Base Lr: 2.54e-04
2024-05-09 22:05:28 transreid.train INFO: Epoch 3 done. Time per epoch: 23.700[s] Speed: 475.3[samples/s]
2024-05-09 22:05:34 transreid.train INFO: Epoch[4] Iter[10/47] Loss: 7.089, Acc: 0.137, Base Lr: 3.33e-04
2024-05-09 22:05:39 transreid.train INFO: Epoch[4] Iter[20/47] Loss: 7.057, Acc: 0.182, Base Lr: 3.33e-04
2024-05-09 22:05:45 transreid.train INFO: Epoch[4] Iter[30/47] Loss: 7.034, Acc: 0.219, Base Lr: 3.33e-04
2024-05-09 22:05:50 transreid.train INFO: Epoch[4] Iter[40/47] Loss: 7.000, Acc: 0.273, Base Lr: 3.33e-04
2024-05-09 22:05:52 transreid.train INFO: Epoch 4 done. Time per epoch: 23.707[s] Speed: 475.1[samples/s]
2024-05-09 22:05:58 transreid.train INFO: Epoch[5] Iter[10/47] Loss: 6.928, Acc: 0.278, Base Lr: 4.12e-04
2024-05-09 22:06:03 transreid.train INFO: Epoch[5] Iter[20/47] Loss: 6.917, Acc: 0.296, Base Lr: 4.12e-04
2024-05-09 22:06:08 transreid.train INFO: Epoch[5] Iter[30/47] Loss: 6.890, Acc: 0.333, Base Lr: 4.12e-04
2024-05-09 22:06:13 transreid.train INFO: Epoch[5] Iter[40/47] Loss: 6.861, Acc: 0.383, Base Lr: 4.12e-04
2024-05-09 22:06:15 transreid.train INFO: Epoch 5 done. Time per epoch: 23.679[s] Speed: 475.7[samples/s]
2024-05-09 22:06:22 transreid.train INFO: Epoch[6] Iter[10/47] Loss: 6.842, Acc: 0.313, Base Lr: 4.91e-04
2024-05-09 22:06:27 transreid.train INFO: Epoch[6] Iter[20/47] Loss: 6.822, Acc: 0.334, Base Lr: 4.91e-04
2024-05-09 22:06:32 transreid.train INFO: Epoch[6] Iter[30/47] Loss: 6.776, Acc: 0.365, Base Lr: 4.91e-04
2024-05-09 22:06:37 transreid.train INFO: Epoch[6] Iter[40/47] Loss: 6.743, Acc: 0.420, Base Lr: 4.91e-04
2024-05-09 22:06:39 transreid.train INFO: Epoch 6 done. Time per epoch: 23.759[s] Speed: 474.1[samples/s]
2024-05-09 22:06:46 transreid.train INFO: Epoch[7] Iter[10/47] Loss: 6.699, Acc: 0.303, Base Lr: 5.70e-04
2024-05-09 22:06:51 transreid.train INFO: Epoch[7] Iter[20/47] Loss: 6.708, Acc: 0.329, Base Lr: 5.70e-04
2024-05-09 22:06:56 transreid.train INFO: Epoch[7] Iter[30/47] Loss: 6.671, Acc: 0.374, Base Lr: 5.70e-04
2024-05-09 22:07:01 transreid.train INFO: Epoch[7] Iter[40/47] Loss: 6.635, Acc: 0.434, Base Lr: 5.70e-04
2024-05-09 22:07:03 transreid.train INFO: Epoch 7 done. Time per epoch: 23.700[s] Speed: 475.3[samples/s]
2024-05-09 22:07:09 transreid.train INFO: Epoch[8] Iter[10/47] Loss: 6.563, Acc: 0.336, Base Lr: 6.50e-04
2024-05-09 22:07:14 transreid.train INFO: Epoch[8] Iter[20/47] Loss: 6.564, Acc: 0.343, Base Lr: 6.50e-04
2024-05-09 22:07:19 transreid.train INFO: Epoch[8] Iter[30/47] Loss: 6.545, Acc: 0.385, Base Lr: 6.50e-04
2024-05-09 22:07:24 transreid.train INFO: Epoch[8] Iter[40/47] Loss: 6.507, Acc: 0.435, Base Lr: 6.50e-04
2024-05-09 22:07:27 transreid.train INFO: Epoch 8 done. Time per epoch: 23.697[s] Speed: 475.3[samples/s]
2024-05-09 22:07:33 transreid.train INFO: Epoch[9] Iter[10/47] Loss: 6.525, Acc: 0.314, Base Lr: 7.29e-04
2024-05-09 22:07:38 transreid.train INFO: Epoch[9] Iter[20/47] Loss: 6.477, Acc: 0.337, Base Lr: 7.29e-04
2024-05-09 22:07:43 transreid.train INFO: Epoch[9] Iter[30/47] Loss: 6.414, Acc: 0.386, Base Lr: 7.29e-04
2024-05-09 22:07:48 transreid.train INFO: Epoch[9] Iter[40/47] Loss: 6.351, Acc: 0.451, Base Lr: 7.29e-04
2024-05-09 22:07:50 transreid.train INFO: Epoch 9 done. Time per epoch: 23.672[s] Speed: 475.8[samples/s]
2024-05-09 22:07:57 transreid.train INFO: Epoch[10] Iter[10/47] Loss: 6.384, Acc: 0.309, Base Lr: 8.08e-04
2024-05-09 22:08:02 transreid.train INFO: Epoch[10] Iter[20/47] Loss: 6.340, Acc: 0.329, Base Lr: 8.08e-04
2024-05-09 22:08:07 transreid.train INFO: Epoch[10] Iter[30/47] Loss: 6.297, Acc: 0.379, Base Lr: 8.08e-04
2024-05-09 22:08:12 transreid.train INFO: Epoch[10] Iter[40/47] Loss: 6.219, Acc: 0.438, Base Lr: 8.08e-04
2024-05-09 22:08:14 transreid.train INFO: Epoch 10 done. Time per epoch: 23.785[s] Speed: 473.6[samples/s]
2024-05-09 22:08:20 transreid.train INFO: Epoch[11] Iter[10/47] Loss: 6.301, Acc: 0.302, Base Lr: 8.87e-04
2024-05-09 22:08:26 transreid.train INFO: Epoch[11] Iter[20/47] Loss: 6.210, Acc: 0.325, Base Lr: 8.87e-04
2024-05-09 22:08:31 transreid.train INFO: Epoch[11] Iter[30/47] Loss: 6.134, Acc: 0.363, Base Lr: 8.87e-04
2024-05-09 22:08:36 transreid.train INFO: Epoch[11] Iter[40/47] Loss: 6.040, Acc: 0.427, Base Lr: 8.87e-04
2024-05-09 22:08:38 transreid.train INFO: Epoch 11 done. Time per epoch: 23.790[s] Speed: 473.5[samples/s]
2024-05-09 22:08:44 transreid.train INFO: Epoch[12] Iter[10/47] Loss: 6.019, Acc: 0.333, Base Lr: 9.66e-04
2024-05-09 22:08:49 transreid.train INFO: Epoch[12] Iter[20/47] Loss: 5.973, Acc: 0.337, Base Lr: 9.66e-04
2024-05-09 22:08:54 transreid.train INFO: Epoch[12] Iter[30/47] Loss: 5.920, Acc: 0.371, Base Lr: 9.66e-04
2024-05-09 22:08:59 transreid.train INFO: Epoch[12] Iter[40/47] Loss: 5.823, Acc: 0.425, Base Lr: 9.66e-04
2024-05-09 22:09:02 transreid.train INFO: Epoch 12 done. Time per epoch: 23.728[s] Speed: 474.7[samples/s]
2024-05-09 22:09:08 transreid.train INFO: Epoch[13] Iter[10/47] Loss: 5.956, Acc: 0.273, Base Lr: 1.05e-03
2024-05-09 22:09:13 transreid.train INFO: Epoch[13] Iter[20/47] Loss: 5.855, Acc: 0.307, Base Lr: 1.05e-03
2024-05-09 22:09:18 transreid.train INFO: Epoch[13] Iter[30/47] Loss: 5.768, Acc: 0.348, Base Lr: 1.05e-03
2024-05-09 22:09:23 transreid.train INFO: Epoch[13] Iter[40/47] Loss: 5.641, Acc: 0.410, Base Lr: 1.05e-03
2024-05-09 22:09:25 transreid.train INFO: Epoch 13 done. Time per epoch: 23.684[s] Speed: 475.6[samples/s]
2024-05-09 22:09:32 transreid.train INFO: Epoch[14] Iter[10/47] Loss: 5.767, Acc: 0.273, Base Lr: 1.12e-03
2024-05-09 22:09:37 transreid.train INFO: Epoch[14] Iter[20/47] Loss: 5.665, Acc: 0.309, Base Lr: 1.12e-03
2024-05-09 22:09:42 transreid.train INFO: Epoch[14] Iter[30/47] Loss: 5.553, Acc: 0.351, Base Lr: 1.12e-03
2024-05-09 22:09:47 transreid.train INFO: Epoch[14] Iter[40/47] Loss: 5.400, Acc: 0.415, Base Lr: 1.12e-03
2024-05-09 22:09:49 transreid.train INFO: Epoch 14 done. Time per epoch: 23.778[s] Speed: 473.7[samples/s]
2024-05-09 22:09:55 transreid.train INFO: Epoch[15] Iter[10/47] Loss: 5.532, Acc: 0.302, Base Lr: 1.20e-03
2024-05-09 22:10:00 transreid.train INFO: Epoch[15] Iter[20/47] Loss: 5.453, Acc: 0.316, Base Lr: 1.20e-03
2024-05-09 22:10:06 transreid.train INFO: Epoch[15] Iter[30/47] Loss: 5.326, Acc: 0.357, Base Lr: 1.20e-03
2024-05-09 22:10:11 transreid.train INFO: Epoch[15] Iter[40/47] Loss: 5.170, Acc: 0.416, Base Lr: 1.20e-03
2024-05-09 22:10:13 transreid.train INFO: Epoch 15 done. Time per epoch: 23.740[s] Speed: 474.5[samples/s]
2024-05-09 22:10:19 transreid.train INFO: Epoch[16] Iter[10/47] Loss: 5.383, Acc: 0.283, Base Lr: 1.28e-03
2024-05-09 22:10:24 transreid.train INFO: Epoch[16] Iter[20/47] Loss: 5.260, Acc: 0.307, Base Lr: 1.28e-03
2024-05-09 22:10:29 transreid.train INFO: Epoch[16] Iter[30/47] Loss: 5.103, Acc: 0.358, Base Lr: 1.28e-03
2024-05-09 22:10:34 transreid.train INFO: Epoch[16] Iter[40/47] Loss: 4.916, Acc: 0.424, Base Lr: 1.28e-03
2024-05-09 22:10:37 transreid.train INFO: Epoch 16 done. Time per epoch: 23.774[s] Speed: 473.8[samples/s]
2024-05-09 22:10:43 transreid.train INFO: Epoch[17] Iter[10/47] Loss: 5.127, Acc: 0.280, Base Lr: 1.36e-03
2024-05-09 22:10:48 transreid.train INFO: Epoch[17] Iter[20/47] Loss: 5.043, Acc: 0.317, Base Lr: 1.36e-03
2024-05-09 22:10:53 transreid.train INFO: Epoch[17] Iter[30/47] Loss: 4.884, Acc: 0.365, Base Lr: 1.36e-03
2024-05-09 22:10:58 transreid.train INFO: Epoch[17] Iter[40/47] Loss: 4.687, Acc: 0.430, Base Lr: 1.36e-03
2024-05-09 22:11:00 transreid.train INFO: Epoch 17 done. Time per epoch: 23.789[s] Speed: 473.5[samples/s]
2024-05-09 22:11:07 transreid.train INFO: Epoch[18] Iter[10/47] Loss: 4.976, Acc: 0.311, Base Lr: 1.44e-03
2024-05-09 22:11:12 transreid.train INFO: Epoch[18] Iter[20/47] Loss: 4.843, Acc: 0.347, Base Lr: 1.44e-03
2024-05-09 22:11:17 transreid.train INFO: Epoch[18] Iter[30/47] Loss: 4.685, Acc: 0.381, Base Lr: 1.44e-03
2024-05-09 22:11:22 transreid.train INFO: Epoch[18] Iter[40/47] Loss: 4.456, Acc: 0.449, Base Lr: 1.44e-03
2024-05-09 22:11:24 transreid.train INFO: Epoch 18 done. Time per epoch: 23.856[s] Speed: 472.2[samples/s]
2024-05-09 22:11:30 transreid.train INFO: Epoch[19] Iter[10/47] Loss: 4.706, Acc: 0.344, Base Lr: 1.52e-03
2024-05-09 22:11:36 transreid.train INFO: Epoch[19] Iter[20/47] Loss: 4.589, Acc: 0.371, Base Lr: 1.52e-03
2024-05-09 22:11:41 transreid.train INFO: Epoch[19] Iter[30/47] Loss: 4.430, Acc: 0.413, Base Lr: 1.52e-03
2024-05-09 22:11:46 transreid.train INFO: Epoch[19] Iter[40/47] Loss: 4.218, Acc: 0.472, Base Lr: 1.52e-03
2024-05-09 22:11:48 transreid.train INFO: Epoch 19 done. Time per epoch: 23.662[s] Speed: 476.0[samples/s]
2024-05-09 22:11:54 transreid.train INFO: Epoch[20] Iter[10/47] Loss: 4.605, Acc: 0.308, Base Lr: 1.49e-03
2024-05-09 22:11:59 transreid.train INFO: Epoch[20] Iter[20/47] Loss: 4.404, Acc: 0.360, Base Lr: 1.49e-03
2024-05-09 22:12:04 transreid.train INFO: Epoch[20] Iter[30/47] Loss: 4.196, Acc: 0.420, Base Lr: 1.49e-03
2024-05-09 22:12:09 transreid.train INFO: Epoch[20] Iter[40/47] Loss: 3.946, Acc: 0.494, Base Lr: 1.49e-03
2024-05-09 22:12:12 transreid.train INFO: Epoch 20 done. Time per epoch: 23.681[s] Speed: 475.6[samples/s]
2024-05-09 22:12:43 transreid.train INFO: Validation Results - Epoch: 20
2024-05-09 22:12:43 transreid.train INFO: mAP: 90.3%
2024-05-09 22:12:43 transreid.train INFO: CMC curve, Rank-1  :95.6%
2024-05-09 22:12:43 transreid.train INFO: CMC curve, Rank-5  :98.3%
2024-05-09 22:12:43 transreid.train INFO: CMC curve, Rank-10 :98.9%
2024-05-09 22:12:50 transreid.train INFO: Epoch[21] Iter[10/47] Loss: 4.321, Acc: 0.376, Base Lr: 1.48e-03
2024-05-09 22:12:55 transreid.train INFO: Epoch[21] Iter[20/47] Loss: 4.140, Acc: 0.408, Base Lr: 1.48e-03
2024-05-09 22:13:00 transreid.train INFO: Epoch[21] Iter[30/47] Loss: 3.947, Acc: 0.452, Base Lr: 1.48e-03
2024-05-09 22:13:05 transreid.train INFO: Epoch[21] Iter[40/47] Loss: 3.690, Acc: 0.524, Base Lr: 1.48e-03
2024-05-09 22:13:07 transreid.train INFO: Epoch 21 done. Time per epoch: 24.024[s] Speed: 468.9[samples/s]
2024-05-09 22:13:14 transreid.train INFO: Epoch[22] Iter[10/47] Loss: 4.149, Acc: 0.370, Base Lr: 1.47e-03
2024-05-09 22:13:19 transreid.train INFO: Epoch[22] Iter[20/47] Loss: 3.944, Acc: 0.434, Base Lr: 1.47e-03
2024-05-09 22:13:24 transreid.train INFO: Epoch[22] Iter[30/47] Loss: 3.729, Acc: 0.487, Base Lr: 1.47e-03
2024-05-09 22:13:29 transreid.train INFO: Epoch[22] Iter[40/47] Loss: 3.494, Acc: 0.550, Base Lr: 1.47e-03
2024-05-09 22:13:31 transreid.train INFO: Epoch 22 done. Time per epoch: 23.705[s] Speed: 475.2[samples/s]
2024-05-09 22:13:37 transreid.train INFO: Epoch[23] Iter[10/47] Loss: 4.074, Acc: 0.389, Base Lr: 1.46e-03
2024-05-09 22:13:42 transreid.train INFO: Epoch[23] Iter[20/47] Loss: 3.826, Acc: 0.424, Base Lr: 1.46e-03
2024-05-09 22:13:48 transreid.train INFO: Epoch[23] Iter[30/47] Loss: 3.585, Acc: 0.485, Base Lr: 1.46e-03
2024-05-09 22:13:53 transreid.train INFO: Epoch[23] Iter[40/47] Loss: 3.293, Acc: 0.567, Base Lr: 1.46e-03
2024-05-09 22:13:55 transreid.train INFO: Epoch 23 done. Time per epoch: 23.764[s] Speed: 474.0[samples/s]
2024-05-09 22:14:01 transreid.train INFO: Epoch[24] Iter[10/47] Loss: 3.794, Acc: 0.398, Base Lr: 1.45e-03
2024-05-09 22:14:06 transreid.train INFO: Epoch[24] Iter[20/47] Loss: 3.568, Acc: 0.456, Base Lr: 1.45e-03
2024-05-09 22:14:11 transreid.train INFO: Epoch[24] Iter[30/47] Loss: 3.348, Acc: 0.519, Base Lr: 1.45e-03
2024-05-09 22:14:16 transreid.train INFO: Epoch[24] Iter[40/47] Loss: 3.055, Acc: 0.593, Base Lr: 1.45e-03
2024-05-09 22:14:19 transreid.train INFO: Epoch 24 done. Time per epoch: 23.792[s] Speed: 473.4[samples/s]
2024-05-09 22:14:25 transreid.train INFO: Epoch[25] Iter[10/47] Loss: 3.634, Acc: 0.447, Base Lr: 1.44e-03
2024-05-09 22:14:30 transreid.train INFO: Epoch[25] Iter[20/47] Loss: 3.403, Acc: 0.494, Base Lr: 1.44e-03
2024-05-09 22:14:35 transreid.train INFO: Epoch[25] Iter[30/47] Loss: 3.171, Acc: 0.555, Base Lr: 1.44e-03
2024-05-09 22:14:40 transreid.train INFO: Epoch[25] Iter[40/47] Loss: 2.892, Acc: 0.619, Base Lr: 1.44e-03
2024-05-09 22:14:42 transreid.train INFO: Epoch 25 done. Time per epoch: 23.620[s] Speed: 476.9[samples/s]
2024-05-09 22:14:48 transreid.train INFO: Epoch[26] Iter[10/47] Loss: 3.436, Acc: 0.449, Base Lr: 1.42e-03
2024-05-09 22:14:54 transreid.train INFO: Epoch[26] Iter[20/47] Loss: 3.223, Acc: 0.505, Base Lr: 1.42e-03
2024-05-09 22:14:59 transreid.train INFO: Epoch[26] Iter[30/47] Loss: 2.992, Acc: 0.568, Base Lr: 1.42e-03
2024-05-09 22:15:04 transreid.train INFO: Epoch[26] Iter[40/47] Loss: 2.719, Acc: 0.635, Base Lr: 1.42e-03
2024-05-09 22:15:06 transreid.train INFO: Epoch 26 done. Time per epoch: 23.796[s] Speed: 473.4[samples/s]
2024-05-09 22:15:12 transreid.train INFO: Epoch[27] Iter[10/47] Loss: 3.247, Acc: 0.484, Base Lr: 1.41e-03
2024-05-09 22:15:17 transreid.train INFO: Epoch[27] Iter[20/47] Loss: 3.090, Acc: 0.530, Base Lr: 1.41e-03
2024-05-09 22:15:22 transreid.train INFO: Epoch[27] Iter[30/47] Loss: 2.863, Acc: 0.587, Base Lr: 1.41e-03
2024-05-09 22:15:28 transreid.train INFO: Epoch[27] Iter[40/47] Loss: 2.568, Acc: 0.656, Base Lr: 1.41e-03
2024-05-09 22:15:30 transreid.train INFO: Epoch 27 done. Time per epoch: 23.744[s] Speed: 474.4[samples/s]
2024-05-09 22:15:36 transreid.train INFO: Epoch[28] Iter[10/47] Loss: 3.154, Acc: 0.505, Base Lr: 1.39e-03
2024-05-09 22:15:41 transreid.train INFO: Epoch[28] Iter[20/47] Loss: 2.941, Acc: 0.555, Base Lr: 1.39e-03
2024-05-09 22:15:46 transreid.train INFO: Epoch[28] Iter[30/47] Loss: 2.719, Acc: 0.606, Base Lr: 1.39e-03
2024-05-09 22:15:51 transreid.train INFO: Epoch[28] Iter[40/47] Loss: 2.431, Acc: 0.673, Base Lr: 1.39e-03
2024-05-09 22:15:54 transreid.train INFO: Epoch 28 done. Time per epoch: 23.876[s] Speed: 471.8[samples/s]
2024-05-09 22:16:00 transreid.train INFO: Epoch[29] Iter[10/47] Loss: 3.021, Acc: 0.535, Base Lr: 1.38e-03
2024-05-09 22:16:05 transreid.train INFO: Epoch[29] Iter[20/47] Loss: 2.777, Acc: 0.585, Base Lr: 1.38e-03
2024-05-09 22:16:10 transreid.train INFO: Epoch[29] Iter[30/47] Loss: 2.558, Acc: 0.635, Base Lr: 1.38e-03
2024-05-09 22:16:15 transreid.train INFO: Epoch[29] Iter[40/47] Loss: 2.286, Acc: 0.694, Base Lr: 1.38e-03
2024-05-09 22:16:17 transreid.train INFO: Epoch 29 done. Time per epoch: 23.793[s] Speed: 473.4[samples/s]
2024-05-09 22:16:24 transreid.train INFO: Epoch[30] Iter[10/47] Loss: 2.881, Acc: 0.549, Base Lr: 1.37e-03
2024-05-09 22:16:29 transreid.train INFO: Epoch[30] Iter[20/47] Loss: 2.690, Acc: 0.590, Base Lr: 1.37e-03
2024-05-09 22:16:34 transreid.train INFO: Epoch[30] Iter[30/47] Loss: 2.462, Acc: 0.646, Base Lr: 1.37e-03
2024-05-09 22:16:39 transreid.train INFO: Epoch[30] Iter[40/47] Loss: 2.191, Acc: 0.709, Base Lr: 1.37e-03
2024-05-09 22:16:41 transreid.train INFO: Epoch 30 done. Time per epoch: 23.802[s] Speed: 473.2[samples/s]
2024-05-09 22:16:47 transreid.train INFO: Epoch[31] Iter[10/47] Loss: 2.795, Acc: 0.563, Base Lr: 1.35e-03
2024-05-09 22:16:53 transreid.train INFO: Epoch[31] Iter[20/47] Loss: 2.489, Acc: 0.628, Base Lr: 1.35e-03
2024-05-09 22:16:58 transreid.train INFO: Epoch[31] Iter[30/47] Loss: 2.322, Acc: 0.668, Base Lr: 1.35e-03
2024-05-09 22:17:03 transreid.train INFO: Epoch[31] Iter[40/47] Loss: 2.077, Acc: 0.722, Base Lr: 1.35e-03
2024-05-09 22:17:04 transreid.train INFO: Epoch 31 done. Time per epoch: 23.225[s] Speed: 474.0[samples/s]
2024-05-09 22:17:11 transreid.train INFO: Epoch[32] Iter[10/47] Loss: 2.738, Acc: 0.554, Base Lr: 1.34e-03
2024-05-09 22:17:16 transreid.train INFO: Epoch[32] Iter[20/47] Loss: 2.512, Acc: 0.613, Base Lr: 1.34e-03
2024-05-09 22:17:21 transreid.train INFO: Epoch[32] Iter[30/47] Loss: 2.231, Acc: 0.682, Base Lr: 1.34e-03
2024-05-09 22:17:26 transreid.train INFO: Epoch[32] Iter[40/47] Loss: 1.957, Acc: 0.743, Base Lr: 1.34e-03
2024-05-09 22:17:28 transreid.train INFO: Epoch 32 done. Time per epoch: 23.828[s] Speed: 472.7[samples/s]
2024-05-09 22:17:34 transreid.train INFO: Epoch[33] Iter[10/47] Loss: 2.665, Acc: 0.588, Base Lr: 1.32e-03
2024-05-09 22:17:40 transreid.train INFO: Epoch[33] Iter[20/47] Loss: 2.349, Acc: 0.653, Base Lr: 1.32e-03
2024-05-09 22:17:45 transreid.train INFO: Epoch[33] Iter[30/47] Loss: 2.114, Acc: 0.707, Base Lr: 1.32e-03
2024-05-09 22:17:50 transreid.train INFO: Epoch[33] Iter[40/47] Loss: 1.869, Acc: 0.759, Base Lr: 1.32e-03
2024-05-09 22:17:52 transreid.train INFO: Epoch 33 done. Time per epoch: 23.752[s] Speed: 474.2[samples/s]
2024-05-09 22:17:58 transreid.train INFO: Epoch[34] Iter[10/47] Loss: 2.510, Acc: 0.621, Base Lr: 1.30e-03
2024-05-09 22:18:03 transreid.train INFO: Epoch[34] Iter[20/47] Loss: 2.304, Acc: 0.659, Base Lr: 1.30e-03
2024-05-09 22:18:09 transreid.train INFO: Epoch[34] Iter[30/47] Loss: 2.054, Acc: 0.718, Base Lr: 1.30e-03
2024-05-09 22:18:14 transreid.train INFO: Epoch[34] Iter[40/47] Loss: 1.785, Acc: 0.771, Base Lr: 1.30e-03
2024-05-09 22:18:16 transreid.train INFO: Epoch 34 done. Time per epoch: 23.799[s] Speed: 473.3[samples/s]
2024-05-09 22:18:22 transreid.train INFO: Epoch[35] Iter[10/47] Loss: 2.419, Acc: 0.615, Base Lr: 1.29e-03
2024-05-09 22:18:27 transreid.train INFO: Epoch[35] Iter[20/47] Loss: 2.154, Acc: 0.671, Base Lr: 1.29e-03
2024-05-09 22:18:32 transreid.train INFO: Epoch[35] Iter[30/47] Loss: 1.897, Acc: 0.736, Base Lr: 1.29e-03
2024-05-09 22:18:37 transreid.train INFO: Epoch[35] Iter[40/47] Loss: 1.672, Acc: 0.787, Base Lr: 1.29e-03
2024-05-09 22:18:39 transreid.train INFO: Epoch 35 done. Time per epoch: 23.701[s] Speed: 475.3[samples/s]
2024-05-09 22:18:46 transreid.train INFO: Epoch[36] Iter[10/47] Loss: 2.337, Acc: 0.627, Base Lr: 1.27e-03
2024-05-09 22:18:51 transreid.train INFO: Epoch[36] Iter[20/47] Loss: 2.135, Acc: 0.680, Base Lr: 1.27e-03
2024-05-09 22:18:56 transreid.train INFO: Epoch[36] Iter[30/47] Loss: 1.863, Acc: 0.744, Base Lr: 1.27e-03
2024-05-09 22:19:01 transreid.train INFO: Epoch[36] Iter[40/47] Loss: 1.622, Acc: 0.794, Base Lr: 1.27e-03
2024-05-09 22:19:03 transreid.train INFO: Epoch 36 done. Time per epoch: 23.725[s] Speed: 474.8[samples/s]
2024-05-09 22:19:09 transreid.train INFO: Epoch[37] Iter[10/47] Loss: 2.179, Acc: 0.648, Base Lr: 1.25e-03
2024-05-09 22:19:14 transreid.train INFO: Epoch[37] Iter[20/47] Loss: 1.956, Acc: 0.705, Base Lr: 1.25e-03
2024-05-09 22:19:20 transreid.train INFO: Epoch[37] Iter[30/47] Loss: 1.733, Acc: 0.763, Base Lr: 1.25e-03
2024-05-09 22:19:25 transreid.train INFO: Epoch[37] Iter[40/47] Loss: 1.540, Acc: 0.804, Base Lr: 1.25e-03
2024-05-09 22:19:26 transreid.train INFO: Epoch 37 done. Time per epoch: 23.125[s] Speed: 476.0[samples/s]
2024-05-09 22:19:33 transreid.train INFO: Epoch[38] Iter[10/47] Loss: 2.041, Acc: 0.671, Base Lr: 1.24e-03
2024-05-09 22:19:38 transreid.train INFO: Epoch[38] Iter[20/47] Loss: 1.882, Acc: 0.719, Base Lr: 1.24e-03
2024-05-09 22:19:43 transreid.train INFO: Epoch[38] Iter[30/47] Loss: 1.706, Acc: 0.764, Base Lr: 1.24e-03
2024-05-09 22:19:48 transreid.train INFO: Epoch[38] Iter[40/47] Loss: 1.489, Acc: 0.810, Base Lr: 1.24e-03
2024-05-09 22:19:50 transreid.train INFO: Epoch 38 done. Time per epoch: 23.773[s] Speed: 473.8[samples/s]
2024-05-09 22:19:56 transreid.train INFO: Epoch[39] Iter[10/47] Loss: 2.088, Acc: 0.669, Base Lr: 1.22e-03
2024-05-09 22:20:02 transreid.train INFO: Epoch[39] Iter[20/47] Loss: 1.837, Acc: 0.731, Base Lr: 1.22e-03
2024-05-09 22:20:07 transreid.train INFO: Epoch[39] Iter[30/47] Loss: 1.633, Acc: 0.774, Base Lr: 1.22e-03
2024-05-09 22:20:12 transreid.train INFO: Epoch[39] Iter[40/47] Loss: 1.418, Acc: 0.820, Base Lr: 1.22e-03
2024-05-09 22:20:14 transreid.train INFO: Epoch 39 done. Time per epoch: 23.827[s] Speed: 472.7[samples/s]
2024-05-09 22:20:20 transreid.train INFO: Epoch[40] Iter[10/47] Loss: 2.032, Acc: 0.699, Base Lr: 1.20e-03
2024-05-09 22:20:25 transreid.train INFO: Epoch[40] Iter[20/47] Loss: 1.780, Acc: 0.750, Base Lr: 1.20e-03
2024-05-09 22:20:30 transreid.train INFO: Epoch[40] Iter[30/47] Loss: 1.558, Acc: 0.793, Base Lr: 1.20e-03
2024-05-09 22:20:36 transreid.train INFO: Epoch[40] Iter[40/47] Loss: 1.366, Acc: 0.830, Base Lr: 1.20e-03
2024-05-09 22:20:38 transreid.train INFO: Epoch 40 done. Time per epoch: 23.701[s] Speed: 475.3[samples/s]
2024-05-09 22:21:08 transreid.train INFO: Validation Results - Epoch: 40
2024-05-09 22:21:08 transreid.train INFO: mAP: 91.8%
2024-05-09 22:21:08 transreid.train INFO: CMC curve, Rank-1  :95.8%
2024-05-09 22:21:08 transreid.train INFO: CMC curve, Rank-5  :98.6%
2024-05-09 22:21:08 transreid.train INFO: CMC curve, Rank-10 :99.2%
2024-05-09 22:21:15 transreid.train INFO: Epoch[41] Iter[10/47] Loss: 1.977, Acc: 0.685, Base Lr: 1.18e-03
2024-05-09 22:21:20 transreid.train INFO: Epoch[41] Iter[20/47] Loss: 1.695, Acc: 0.752, Base Lr: 1.18e-03
2024-05-09 22:21:25 transreid.train INFO: Epoch[41] Iter[30/47] Loss: 1.490, Acc: 0.803, Base Lr: 1.18e-03
2024-05-09 22:21:30 transreid.train INFO: Epoch[41] Iter[40/47] Loss: 1.298, Acc: 0.839, Base Lr: 1.18e-03
2024-05-09 22:21:32 transreid.train INFO: Epoch 41 done. Time per epoch: 23.999[s] Speed: 469.3[samples/s]
2024-05-09 22:21:39 transreid.train INFO: Epoch[42] Iter[10/47] Loss: 1.833, Acc: 0.707, Base Lr: 1.16e-03
2024-05-09 22:21:44 transreid.train INFO: Epoch[42] Iter[20/47] Loss: 1.602, Acc: 0.767, Base Lr: 1.16e-03
2024-05-09 22:21:49 transreid.train INFO: Epoch[42] Iter[30/47] Loss: 1.430, Acc: 0.807, Base Lr: 1.16e-03
2024-05-09 22:21:54 transreid.train INFO: Epoch[42] Iter[40/47] Loss: 1.250, Acc: 0.842, Base Lr: 1.16e-03
2024-05-09 22:21:56 transreid.train INFO: Epoch 42 done. Time per epoch: 23.702[s] Speed: 475.2[samples/s]
2024-05-09 22:22:02 transreid.train INFO: Epoch[43] Iter[10/47] Loss: 1.787, Acc: 0.715, Base Lr: 1.15e-03
2024-05-09 22:22:08 transreid.train INFO: Epoch[43] Iter[20/47] Loss: 1.578, Acc: 0.773, Base Lr: 1.15e-03
2024-05-09 22:22:13 transreid.train INFO: Epoch[43] Iter[30/47] Loss: 1.390, Acc: 0.815, Base Lr: 1.15e-03
2024-05-09 22:22:18 transreid.train INFO: Epoch[43] Iter[40/47] Loss: 1.199, Acc: 0.852, Base Lr: 1.15e-03
2024-05-09 22:22:20 transreid.train INFO: Epoch 43 done. Time per epoch: 23.870[s] Speed: 471.9[samples/s]
2024-05-09 22:22:26 transreid.train INFO: Epoch[44] Iter[10/47] Loss: 1.757, Acc: 0.730, Base Lr: 1.13e-03
2024-05-09 22:22:32 transreid.train INFO: Epoch[44] Iter[20/47] Loss: 1.550, Acc: 0.781, Base Lr: 1.13e-03
2024-05-09 22:22:37 transreid.train INFO: Epoch[44] Iter[30/47] Loss: 1.337, Acc: 0.824, Base Lr: 1.13e-03
2024-05-09 22:22:42 transreid.train INFO: Epoch[44] Iter[40/47] Loss: 1.158, Acc: 0.857, Base Lr: 1.13e-03
2024-05-09 22:22:44 transreid.train INFO: Epoch 44 done. Time per epoch: 23.924[s] Speed: 470.8[samples/s]
2024-05-09 22:22:50 transreid.train INFO: Epoch[45] Iter[10/47] Loss: 1.708, Acc: 0.723, Base Lr: 1.11e-03
2024-05-09 22:22:55 transreid.train INFO: Epoch[45] Iter[20/47] Loss: 1.458, Acc: 0.787, Base Lr: 1.11e-03
2024-05-09 22:23:00 transreid.train INFO: Epoch[45] Iter[30/47] Loss: 1.281, Acc: 0.830, Base Lr: 1.11e-03
2024-05-09 22:23:06 transreid.train INFO: Epoch[45] Iter[40/47] Loss: 1.121, Acc: 0.862, Base Lr: 1.11e-03
2024-05-09 22:23:08 transreid.train INFO: Epoch 45 done. Time per epoch: 23.676[s] Speed: 475.8[samples/s]
2024-05-09 22:23:14 transreid.train INFO: Epoch[46] Iter[10/47] Loss: 1.584, Acc: 0.767, Base Lr: 1.09e-03
2024-05-09 22:23:19 transreid.train INFO: Epoch[46] Iter[20/47] Loss: 1.412, Acc: 0.805, Base Lr: 1.09e-03
2024-05-09 22:23:24 transreid.train INFO: Epoch[46] Iter[30/47] Loss: 1.246, Acc: 0.838, Base Lr: 1.09e-03
2024-05-09 22:23:29 transreid.train INFO: Epoch[46] Iter[40/47] Loss: 1.085, Acc: 0.870, Base Lr: 1.09e-03
2024-05-09 22:23:32 transreid.train INFO: Epoch 46 done. Time per epoch: 23.861[s] Speed: 472.1[samples/s]
2024-05-09 22:23:38 transreid.train INFO: Epoch[47] Iter[10/47] Loss: 1.639, Acc: 0.753, Base Lr: 1.07e-03
2024-05-09 22:23:43 transreid.train INFO: Epoch[47] Iter[20/47] Loss: 1.450, Acc: 0.793, Base Lr: 1.07e-03
2024-05-09 22:23:48 transreid.train INFO: Epoch[47] Iter[30/47] Loss: 1.233, Acc: 0.837, Base Lr: 1.07e-03
2024-05-09 22:23:53 transreid.train INFO: Epoch[47] Iter[40/47] Loss: 1.058, Acc: 0.870, Base Lr: 1.07e-03
2024-05-09 22:23:55 transreid.train INFO: Epoch 47 done. Time per epoch: 23.810[s] Speed: 473.1[samples/s]
2024-05-09 22:24:02 transreid.train INFO: Epoch[48] Iter[10/47] Loss: 1.625, Acc: 0.748, Base Lr: 1.05e-03
2024-05-09 22:24:07 transreid.train INFO: Epoch[48] Iter[20/47] Loss: 1.368, Acc: 0.810, Base Lr: 1.05e-03
2024-05-09 22:24:12 transreid.train INFO: Epoch[48] Iter[30/47] Loss: 1.172, Acc: 0.852, Base Lr: 1.05e-03
2024-05-09 22:24:17 transreid.train INFO: Epoch[48] Iter[40/47] Loss: 1.022, Acc: 0.878, Base Lr: 1.05e-03
2024-05-09 22:24:19 transreid.train INFO: Epoch 48 done. Time per epoch: 23.798[s] Speed: 473.3[samples/s]
2024-05-09 22:24:25 transreid.train INFO: Epoch[49] Iter[10/47] Loss: 1.609, Acc: 0.755, Base Lr: 1.03e-03
2024-05-09 22:24:31 transreid.train INFO: Epoch[49] Iter[20/47] Loss: 1.341, Acc: 0.816, Base Lr: 1.03e-03
2024-05-09 22:24:36 transreid.train INFO: Epoch[49] Iter[30/47] Loss: 1.152, Acc: 0.854, Base Lr: 1.03e-03
2024-05-09 22:24:41 transreid.train INFO: Epoch[49] Iter[40/47] Loss: 0.992, Acc: 0.884, Base Lr: 1.03e-03
2024-05-09 22:24:43 transreid.train INFO: Epoch 49 done. Time per epoch: 23.859[s] Speed: 472.1[samples/s]
2024-05-09 22:24:49 transreid.train INFO: Epoch[50] Iter[10/47] Loss: 1.541, Acc: 0.771, Base Lr: 1.01e-03
2024-05-09 22:24:54 transreid.train INFO: Epoch[50] Iter[20/47] Loss: 1.297, Acc: 0.825, Base Lr: 1.01e-03
2024-05-09 22:24:59 transreid.train INFO: Epoch[50] Iter[30/47] Loss: 1.119, Acc: 0.858, Base Lr: 1.01e-03
2024-05-09 22:25:05 transreid.train INFO: Epoch[50] Iter[40/47] Loss: 0.948, Acc: 0.890, Base Lr: 1.01e-03
2024-05-09 22:25:07 transreid.train INFO: Epoch 50 done. Time per epoch: 23.684[s] Speed: 475.6[samples/s]
2024-05-09 22:25:13 transreid.train INFO: Epoch[51] Iter[10/47] Loss: 1.406, Acc: 0.795, Base Lr: 9.88e-04
2024-05-09 22:25:18 transreid.train INFO: Epoch[51] Iter[20/47] Loss: 1.230, Acc: 0.831, Base Lr: 9.88e-04
2024-05-09 22:25:23 transreid.train INFO: Epoch[51] Iter[30/47] Loss: 1.067, Acc: 0.863, Base Lr: 9.88e-04
2024-05-09 22:25:28 transreid.train INFO: Epoch[51] Iter[40/47] Loss: 0.916, Acc: 0.891, Base Lr: 9.88e-04
2024-05-09 22:25:30 transreid.train INFO: Epoch 51 done. Time per epoch: 23.795[s] Speed: 473.4[samples/s]
2024-05-09 22:25:37 transreid.train INFO: Epoch[52] Iter[10/47] Loss: 1.424, Acc: 0.784, Base Lr: 9.68e-04
2024-05-09 22:25:42 transreid.train INFO: Epoch[52] Iter[20/47] Loss: 1.222, Acc: 0.830, Base Lr: 9.68e-04
2024-05-09 22:25:47 transreid.train INFO: Epoch[52] Iter[30/47] Loss: 1.021, Acc: 0.873, Base Lr: 9.68e-04
2024-05-09 22:25:52 transreid.train INFO: Epoch[52] Iter[40/47] Loss: 0.877, Acc: 0.898, Base Lr: 9.68e-04
2024-05-09 22:25:54 transreid.train INFO: Epoch 52 done. Time per epoch: 23.871[s] Speed: 471.9[samples/s]
2024-05-09 22:26:01 transreid.train INFO: Epoch[53] Iter[10/47] Loss: 1.244, Acc: 0.834, Base Lr: 9.47e-04
2024-05-09 22:26:06 transreid.train INFO: Epoch[53] Iter[20/47] Loss: 1.123, Acc: 0.857, Base Lr: 9.47e-04
2024-05-09 22:26:11 transreid.train INFO: Epoch[53] Iter[30/47] Loss: 0.976, Acc: 0.884, Base Lr: 9.47e-04
2024-05-09 22:26:16 transreid.train INFO: Epoch[53] Iter[40/47] Loss: 0.849, Acc: 0.906, Base Lr: 9.47e-04
2024-05-09 22:26:18 transreid.train INFO: Epoch 53 done. Time per epoch: 23.801[s] Speed: 473.3[samples/s]
2024-05-09 22:26:24 transreid.train INFO: Epoch[54] Iter[10/47] Loss: 1.315, Acc: 0.813, Base Lr: 9.26e-04
2024-05-09 22:26:30 transreid.train INFO: Epoch[54] Iter[20/47] Loss: 1.159, Acc: 0.846, Base Lr: 9.26e-04
2024-05-09 22:26:35 transreid.train INFO: Epoch[54] Iter[30/47] Loss: 0.990, Acc: 0.881, Base Lr: 9.26e-04
2024-05-09 22:26:40 transreid.train INFO: Epoch[54] Iter[40/47] Loss: 0.845, Acc: 0.906, Base Lr: 9.26e-04
2024-05-09 22:26:42 transreid.train INFO: Epoch 54 done. Time per epoch: 23.867[s] Speed: 471.9[samples/s]
2024-05-09 22:26:48 transreid.train INFO: Epoch[55] Iter[10/47] Loss: 1.300, Acc: 0.827, Base Lr: 9.06e-04
2024-05-09 22:26:53 transreid.train INFO: Epoch[55] Iter[20/47] Loss: 1.134, Acc: 0.856, Base Lr: 9.06e-04
2024-05-09 22:26:58 transreid.train INFO: Epoch[55] Iter[30/47] Loss: 0.979, Acc: 0.882, Base Lr: 9.06e-04
2024-05-09 22:27:04 transreid.train INFO: Epoch[55] Iter[40/47] Loss: 0.837, Acc: 0.908, Base Lr: 9.06e-04
2024-05-09 22:27:06 transreid.train INFO: Epoch 55 done. Time per epoch: 23.680[s] Speed: 475.7[samples/s]
2024-05-09 22:27:12 transreid.train INFO: Epoch[56] Iter[10/47] Loss: 1.221, Acc: 0.827, Base Lr: 8.85e-04
2024-05-09 22:27:17 transreid.train INFO: Epoch[56] Iter[20/47] Loss: 1.048, Acc: 0.866, Base Lr: 8.85e-04
2024-05-09 22:27:22 transreid.train INFO: Epoch[56] Iter[30/47] Loss: 0.915, Acc: 0.893, Base Lr: 8.85e-04
2024-05-09 22:27:27 transreid.train INFO: Epoch[56] Iter[40/47] Loss: 0.785, Acc: 0.915, Base Lr: 8.85e-04
2024-05-09 22:27:29 transreid.train INFO: Epoch 56 done. Time per epoch: 23.294[s] Speed: 472.6[samples/s]
2024-05-09 22:27:35 transreid.train INFO: Epoch[57] Iter[10/47] Loss: 1.217, Acc: 0.831, Base Lr: 8.64e-04
2024-05-09 22:27:40 transreid.train INFO: Epoch[57] Iter[20/47] Loss: 1.072, Acc: 0.861, Base Lr: 8.64e-04
2024-05-09 22:27:46 transreid.train INFO: Epoch[57] Iter[30/47] Loss: 0.893, Acc: 0.895, Base Lr: 8.64e-04
2024-05-09 22:27:51 transreid.train INFO: Epoch[57] Iter[40/47] Loss: 0.768, Acc: 0.917, Base Lr: 8.64e-04
2024-05-09 22:27:53 transreid.train INFO: Epoch 57 done. Time per epoch: 23.787[s] Speed: 473.5[samples/s]
2024-05-09 22:27:59 transreid.train INFO: Epoch[58] Iter[10/47] Loss: 1.235, Acc: 0.839, Base Lr: 8.43e-04
2024-05-09 22:28:04 transreid.train INFO: Epoch[58] Iter[20/47] Loss: 1.046, Acc: 0.874, Base Lr: 8.43e-04
2024-05-09 22:28:09 transreid.train INFO: Epoch[58] Iter[30/47] Loss: 0.881, Acc: 0.902, Base Lr: 8.43e-04
2024-05-09 22:28:14 transreid.train INFO: Epoch[58] Iter[40/47] Loss: 0.751, Acc: 0.922, Base Lr: 8.43e-04
2024-05-09 22:28:17 transreid.train INFO: Epoch 58 done. Time per epoch: 23.848[s] Speed: 472.3[samples/s]
2024-05-09 22:28:23 transreid.train INFO: Epoch[59] Iter[10/47] Loss: 1.217, Acc: 0.823, Base Lr: 8.22e-04
2024-05-09 22:28:28 transreid.train INFO: Epoch[59] Iter[20/47] Loss: 1.002, Acc: 0.871, Base Lr: 8.22e-04
2024-05-09 22:28:33 transreid.train INFO: Epoch[59] Iter[30/47] Loss: 0.854, Acc: 0.902, Base Lr: 8.22e-04
2024-05-09 22:28:38 transreid.train INFO: Epoch[59] Iter[40/47] Loss: 0.724, Acc: 0.923, Base Lr: 8.22e-04
2024-05-09 22:28:40 transreid.train INFO: Epoch 59 done. Time per epoch: 23.739[s] Speed: 474.5[samples/s]
2024-05-09 22:28:47 transreid.train INFO: Epoch[60] Iter[10/47] Loss: 1.155, Acc: 0.843, Base Lr: 8.02e-04
2024-05-09 22:28:52 transreid.train INFO: Epoch[60] Iter[20/47] Loss: 1.014, Acc: 0.870, Base Lr: 8.02e-04
2024-05-09 22:28:57 transreid.train INFO: Epoch[60] Iter[30/47] Loss: 0.843, Acc: 0.903, Base Lr: 8.02e-04
2024-05-09 22:29:02 transreid.train INFO: Epoch[60] Iter[40/47] Loss: 0.719, Acc: 0.924, Base Lr: 8.02e-04
2024-05-09 22:29:04 transreid.train INFO: Epoch 60 done. Time per epoch: 23.854[s] Speed: 472.2[samples/s]
2024-05-09 22:29:36 transreid.train INFO: Validation Results - Epoch: 60
2024-05-09 22:29:36 transreid.train INFO: mAP: 92.6%
2024-05-09 22:29:36 transreid.train INFO: CMC curve, Rank-1  :96.5%
2024-05-09 22:29:36 transreid.train INFO: CMC curve, Rank-5  :98.8%
2024-05-09 22:29:36 transreid.train INFO: CMC curve, Rank-10 :99.3%
2024-05-09 22:29:42 transreid.train INFO: Epoch[61] Iter[10/47] Loss: 1.156, Acc: 0.839, Base Lr: 7.81e-04
2024-05-09 22:29:47 transreid.train INFO: Epoch[61] Iter[20/47] Loss: 0.989, Acc: 0.878, Base Lr: 7.81e-04
2024-05-09 22:29:52 transreid.train INFO: Epoch[61] Iter[30/47] Loss: 0.826, Acc: 0.908, Base Lr: 7.81e-04
2024-05-09 22:29:57 transreid.train INFO: Epoch[61] Iter[40/47] Loss: 0.696, Acc: 0.928, Base Lr: 7.81e-04
2024-05-09 22:30:00 transreid.train INFO: Epoch 61 done. Time per epoch: 23.869[s] Speed: 471.9[samples/s]
2024-05-09 22:30:06 transreid.train INFO: Epoch[62] Iter[10/47] Loss: 1.091, Acc: 0.852, Base Lr: 7.60e-04
2024-05-09 22:30:11 transreid.train INFO: Epoch[62] Iter[20/47] Loss: 0.923, Acc: 0.887, Base Lr: 7.60e-04
2024-05-09 22:30:16 transreid.train INFO: Epoch[62] Iter[30/47] Loss: 0.791, Acc: 0.912, Base Lr: 7.60e-04
2024-05-09 22:30:21 transreid.train INFO: Epoch[62] Iter[40/47] Loss: 0.679, Acc: 0.931, Base Lr: 7.60e-04
2024-05-09 22:30:23 transreid.train INFO: Epoch 62 done. Time per epoch: 23.839[s] Speed: 472.5[samples/s]
2024-05-09 22:30:30 transreid.train INFO: Epoch[63] Iter[10/47] Loss: 1.122, Acc: 0.854, Base Lr: 7.39e-04
2024-05-09 22:30:35 transreid.train INFO: Epoch[63] Iter[20/47] Loss: 0.921, Acc: 0.892, Base Lr: 7.39e-04
2024-05-09 22:30:40 transreid.train INFO: Epoch[63] Iter[30/47] Loss: 0.776, Acc: 0.917, Base Lr: 7.39e-04
2024-05-09 22:30:45 transreid.train INFO: Epoch[63] Iter[40/47] Loss: 0.662, Acc: 0.934, Base Lr: 7.39e-04
2024-05-09 22:30:47 transreid.train INFO: Epoch 63 done. Time per epoch: 23.758[s] Speed: 474.1[samples/s]
2024-05-09 22:30:53 transreid.train INFO: Epoch[64] Iter[10/47] Loss: 1.056, Acc: 0.852, Base Lr: 7.18e-04
2024-05-09 22:30:59 transreid.train INFO: Epoch[64] Iter[20/47] Loss: 0.903, Acc: 0.888, Base Lr: 7.18e-04
2024-05-09 22:31:04 transreid.train INFO: Epoch[64] Iter[30/47] Loss: 0.754, Acc: 0.916, Base Lr: 7.18e-04
2024-05-09 22:31:09 transreid.train INFO: Epoch[64] Iter[40/47] Loss: 0.641, Acc: 0.934, Base Lr: 7.18e-04
2024-05-09 22:31:11 transreid.train INFO: Epoch 64 done. Time per epoch: 23.854[s] Speed: 472.2[samples/s]
2024-05-09 22:31:17 transreid.train INFO: Epoch[65] Iter[10/47] Loss: 0.966, Acc: 0.874, Base Lr: 6.97e-04
2024-05-09 22:31:22 transreid.train INFO: Epoch[65] Iter[20/47] Loss: 0.852, Acc: 0.897, Base Lr: 6.97e-04
2024-05-09 22:31:27 transreid.train INFO: Epoch[65] Iter[30/47] Loss: 0.736, Acc: 0.919, Base Lr: 6.97e-04
2024-05-09 22:31:33 transreid.train INFO: Epoch[65] Iter[40/47] Loss: 0.631, Acc: 0.936, Base Lr: 6.97e-04
2024-05-09 22:31:35 transreid.train INFO: Epoch 65 done. Time per epoch: 23.697[s] Speed: 475.3[samples/s]
2024-05-09 22:31:41 transreid.train INFO: Epoch[66] Iter[10/47] Loss: 1.023, Acc: 0.868, Base Lr: 6.77e-04
2024-05-09 22:31:46 transreid.train INFO: Epoch[66] Iter[20/47] Loss: 0.862, Acc: 0.894, Base Lr: 6.77e-04
2024-05-09 22:31:51 transreid.train INFO: Epoch[66] Iter[30/47] Loss: 0.734, Acc: 0.919, Base Lr: 6.77e-04
2024-05-09 22:31:56 transreid.train INFO: Epoch[66] Iter[40/47] Loss: 0.631, Acc: 0.935, Base Lr: 6.77e-04
2024-05-09 22:31:58 transreid.train INFO: Epoch 66 done. Time per epoch: 23.753[s] Speed: 474.2[samples/s]
2024-05-09 22:32:05 transreid.train INFO: Epoch[67] Iter[10/47] Loss: 0.984, Acc: 0.873, Base Lr: 6.56e-04
2024-05-09 22:32:10 transreid.train INFO: Epoch[67] Iter[20/47] Loss: 0.872, Acc: 0.891, Base Lr: 6.56e-04
2024-05-09 22:32:15 transreid.train INFO: Epoch[67] Iter[30/47] Loss: 0.728, Acc: 0.919, Base Lr: 6.56e-04
2024-05-09 22:32:20 transreid.train INFO: Epoch[67] Iter[40/47] Loss: 0.615, Acc: 0.938, Base Lr: 6.56e-04
2024-05-09 22:32:22 transreid.train INFO: Epoch 67 done. Time per epoch: 23.774[s] Speed: 473.8[samples/s]
2024-05-09 22:32:28 transreid.train INFO: Epoch[68] Iter[10/47] Loss: 1.039, Acc: 0.856, Base Lr: 6.36e-04
2024-05-09 22:32:34 transreid.train INFO: Epoch[68] Iter[20/47] Loss: 0.847, Acc: 0.894, Base Lr: 6.36e-04
2024-05-09 22:32:39 transreid.train INFO: Epoch[68] Iter[30/47] Loss: 0.703, Acc: 0.921, Base Lr: 6.36e-04
2024-05-09 22:32:44 transreid.train INFO: Epoch[68] Iter[40/47] Loss: 0.603, Acc: 0.937, Base Lr: 6.36e-04
2024-05-09 22:32:46 transreid.train INFO: Epoch 68 done. Time per epoch: 23.827[s] Speed: 472.7[samples/s]
2024-05-09 22:32:52 transreid.train INFO: Epoch[69] Iter[10/47] Loss: 1.093, Acc: 0.846, Base Lr: 6.15e-04
2024-05-09 22:32:58 transreid.train INFO: Epoch[69] Iter[20/47] Loss: 0.846, Acc: 0.898, Base Lr: 6.15e-04
2024-05-09 22:33:03 transreid.train INFO: Epoch[69] Iter[30/47] Loss: 0.721, Acc: 0.923, Base Lr: 6.15e-04
2024-05-09 22:33:08 transreid.train INFO: Epoch[69] Iter[40/47] Loss: 0.614, Acc: 0.939, Base Lr: 6.15e-04
2024-05-09 22:33:10 transreid.train INFO: Epoch 69 done. Time per epoch: 24.036[s] Speed: 468.6[samples/s]
2024-05-09 22:33:16 transreid.train INFO: Epoch[70] Iter[10/47] Loss: 0.974, Acc: 0.859, Base Lr: 5.95e-04
2024-05-09 22:33:21 transreid.train INFO: Epoch[70] Iter[20/47] Loss: 0.802, Acc: 0.897, Base Lr: 5.95e-04
2024-05-09 22:33:27 transreid.train INFO: Epoch[70] Iter[30/47] Loss: 0.679, Acc: 0.920, Base Lr: 5.95e-04
2024-05-09 22:33:32 transreid.train INFO: Epoch[70] Iter[40/47] Loss: 0.572, Acc: 0.939, Base Lr: 5.95e-04
2024-05-09 22:33:34 transreid.train INFO: Epoch 70 done. Time per epoch: 23.774[s] Speed: 473.8[samples/s]
2024-05-09 22:33:40 transreid.train INFO: Epoch[71] Iter[10/47] Loss: 0.978, Acc: 0.858, Base Lr: 5.75e-04
2024-05-09 22:33:45 transreid.train INFO: Epoch[71] Iter[20/47] Loss: 0.797, Acc: 0.900, Base Lr: 5.75e-04
2024-05-09 22:33:50 transreid.train INFO: Epoch[71] Iter[30/47] Loss: 0.671, Acc: 0.924, Base Lr: 5.75e-04
2024-05-09 22:33:56 transreid.train INFO: Epoch[71] Iter[40/47] Loss: 0.570, Acc: 0.941, Base Lr: 5.75e-04
2024-05-09 22:33:58 transreid.train INFO: Epoch 71 done. Time per epoch: 23.872[s] Speed: 471.8[samples/s]
2024-05-09 22:34:04 transreid.train INFO: Epoch[72] Iter[10/47] Loss: 1.015, Acc: 0.848, Base Lr: 5.55e-04
2024-05-09 22:34:09 transreid.train INFO: Epoch[72] Iter[20/47] Loss: 0.799, Acc: 0.896, Base Lr: 5.55e-04
2024-05-09 22:34:14 transreid.train INFO: Epoch[72] Iter[30/47] Loss: 0.665, Acc: 0.924, Base Lr: 5.55e-04
2024-05-09 22:34:19 transreid.train INFO: Epoch[72] Iter[40/47] Loss: 0.564, Acc: 0.940, Base Lr: 5.55e-04
2024-05-09 22:34:21 transreid.train INFO: Epoch 72 done. Time per epoch: 23.627[s] Speed: 476.7[samples/s]
2024-05-09 22:34:28 transreid.train INFO: Epoch[73] Iter[10/47] Loss: 0.983, Acc: 0.855, Base Lr: 5.35e-04
2024-05-09 22:34:33 transreid.train INFO: Epoch[73] Iter[20/47] Loss: 0.765, Acc: 0.904, Base Lr: 5.35e-04
2024-05-09 22:34:38 transreid.train INFO: Epoch[73] Iter[30/47] Loss: 0.656, Acc: 0.924, Base Lr: 5.35e-04
2024-05-09 22:34:43 transreid.train INFO: Epoch[73] Iter[40/47] Loss: 0.553, Acc: 0.942, Base Lr: 5.35e-04
2024-05-09 22:34:45 transreid.train INFO: Epoch 73 done. Time per epoch: 23.802[s] Speed: 473.2[samples/s]
2024-05-09 22:34:51 transreid.train INFO: Epoch[74] Iter[10/47] Loss: 0.941, Acc: 0.868, Base Lr: 5.15e-04
2024-05-09 22:34:57 transreid.train INFO: Epoch[74] Iter[20/47] Loss: 0.771, Acc: 0.905, Base Lr: 5.15e-04
2024-05-09 22:35:02 transreid.train INFO: Epoch[74] Iter[30/47] Loss: 0.653, Acc: 0.926, Base Lr: 5.15e-04
2024-05-09 22:35:07 transreid.train INFO: Epoch[74] Iter[40/47] Loss: 0.555, Acc: 0.941, Base Lr: 5.15e-04
2024-05-09 22:35:09 transreid.train INFO: Epoch 74 done. Time per epoch: 23.706[s] Speed: 475.2[samples/s]
2024-05-09 22:35:15 transreid.train INFO: Epoch[75] Iter[10/47] Loss: 0.917, Acc: 0.870, Base Lr: 4.96e-04
2024-05-09 22:35:20 transreid.train INFO: Epoch[75] Iter[20/47] Loss: 0.745, Acc: 0.907, Base Lr: 4.96e-04
2024-05-09 22:35:25 transreid.train INFO: Epoch[75] Iter[30/47] Loss: 0.629, Acc: 0.930, Base Lr: 4.96e-04
2024-05-09 22:35:31 transreid.train INFO: Epoch[75] Iter[40/47] Loss: 0.548, Acc: 0.942, Base Lr: 4.96e-04
2024-05-09 22:35:33 transreid.train INFO: Epoch 75 done. Time per epoch: 23.788[s] Speed: 473.5[samples/s]
2024-05-09 22:35:39 transreid.train INFO: Epoch[76] Iter[10/47] Loss: 0.816, Acc: 0.883, Base Lr: 4.77e-04
2024-05-09 22:35:44 transreid.train INFO: Epoch[76] Iter[20/47] Loss: 0.721, Acc: 0.908, Base Lr: 4.77e-04
2024-05-09 22:35:49 transreid.train INFO: Epoch[76] Iter[30/47] Loss: 0.617, Acc: 0.929, Base Lr: 4.77e-04
2024-05-09 22:35:54 transreid.train INFO: Epoch[76] Iter[40/47] Loss: 0.535, Acc: 0.943, Base Lr: 4.77e-04
2024-05-09 22:35:56 transreid.train INFO: Epoch 76 done. Time per epoch: 23.813[s] Speed: 473.0[samples/s]
2024-05-09 22:36:03 transreid.train INFO: Epoch[77] Iter[10/47] Loss: 0.822, Acc: 0.874, Base Lr: 4.58e-04
2024-05-09 22:36:08 transreid.train INFO: Epoch[77] Iter[20/47] Loss: 0.743, Acc: 0.899, Base Lr: 4.58e-04
2024-05-09 22:36:13 transreid.train INFO: Epoch[77] Iter[30/47] Loss: 0.632, Acc: 0.923, Base Lr: 4.58e-04
2024-05-09 22:36:18 transreid.train INFO: Epoch[77] Iter[40/47] Loss: 0.532, Acc: 0.941, Base Lr: 4.58e-04
2024-05-09 22:36:20 transreid.train INFO: Epoch 77 done. Time per epoch: 23.818[s] Speed: 472.9[samples/s]
2024-05-09 22:36:27 transreid.train INFO: Epoch[78] Iter[10/47] Loss: 0.926, Acc: 0.858, Base Lr: 4.39e-04
2024-05-09 22:36:32 transreid.train INFO: Epoch[78] Iter[20/47] Loss: 0.741, Acc: 0.903, Base Lr: 4.39e-04
2024-05-09 22:36:37 transreid.train INFO: Epoch[78] Iter[30/47] Loss: 0.613, Acc: 0.928, Base Lr: 4.39e-04
2024-05-09 22:36:42 transreid.train INFO: Epoch[78] Iter[40/47] Loss: 0.516, Acc: 0.944, Base Lr: 4.39e-04
2024-05-09 22:36:44 transreid.train INFO: Epoch 78 done. Time per epoch: 23.782[s] Speed: 473.6[samples/s]
2024-05-09 22:36:50 transreid.train INFO: Epoch[79] Iter[10/47] Loss: 0.897, Acc: 0.874, Base Lr: 4.21e-04
2024-05-09 22:36:55 transreid.train INFO: Epoch[79] Iter[20/47] Loss: 0.737, Acc: 0.907, Base Lr: 4.21e-04
2024-05-09 22:37:01 transreid.train INFO: Epoch[79] Iter[30/47] Loss: 0.617, Acc: 0.928, Base Lr: 4.21e-04
2024-05-09 22:37:06 transreid.train INFO: Epoch[79] Iter[40/47] Loss: 0.518, Acc: 0.944, Base Lr: 4.21e-04
2024-05-09 22:37:08 transreid.train INFO: Epoch 79 done. Time per epoch: 23.749[s] Speed: 474.3[samples/s]
2024-05-09 22:37:14 transreid.train INFO: Epoch[80] Iter[10/47] Loss: 0.851, Acc: 0.867, Base Lr: 4.02e-04
2024-05-09 22:37:19 transreid.train INFO: Epoch[80] Iter[20/47] Loss: 0.692, Acc: 0.906, Base Lr: 4.02e-04
2024-05-09 22:37:24 transreid.train INFO: Epoch[80] Iter[30/47] Loss: 0.594, Acc: 0.927, Base Lr: 4.02e-04
2024-05-09 22:37:30 transreid.train INFO: Epoch[80] Iter[40/47] Loss: 0.514, Acc: 0.943, Base Lr: 4.02e-04
2024-05-09 22:37:32 transreid.train INFO: Epoch 80 done. Time per epoch: 23.858[s] Speed: 472.1[samples/s]
2024-05-09 22:38:02 transreid.train INFO: Validation Results - Epoch: 80
2024-05-09 22:38:02 transreid.train INFO: mAP: 92.8%
2024-05-09 22:38:02 transreid.train INFO: CMC curve, Rank-1  :96.6%
2024-05-09 22:38:02 transreid.train INFO: CMC curve, Rank-5  :98.7%
2024-05-09 22:38:02 transreid.train INFO: CMC curve, Rank-10 :99.1%
2024-05-09 22:38:09 transreid.train INFO: Epoch[81] Iter[10/47] Loss: 0.890, Acc: 0.864, Base Lr: 3.84e-04
2024-05-09 22:38:14 transreid.train INFO: Epoch[81] Iter[20/47] Loss: 0.711, Acc: 0.906, Base Lr: 3.84e-04
2024-05-09 22:38:19 transreid.train INFO: Epoch[81] Iter[30/47] Loss: 0.591, Acc: 0.929, Base Lr: 3.84e-04
2024-05-09 22:38:24 transreid.train INFO: Epoch[81] Iter[40/47] Loss: 0.500, Acc: 0.944, Base Lr: 3.84e-04
2024-05-09 22:38:26 transreid.train INFO: Epoch 81 done. Time per epoch: 23.832[s] Speed: 472.6[samples/s]
2024-05-09 22:38:33 transreid.train INFO: Epoch[82] Iter[10/47] Loss: 0.820, Acc: 0.879, Base Lr: 3.67e-04
2024-05-09 22:38:38 transreid.train INFO: Epoch[82] Iter[20/47] Loss: 0.685, Acc: 0.908, Base Lr: 3.67e-04
2024-05-09 22:38:43 transreid.train INFO: Epoch[82] Iter[30/47] Loss: 0.579, Acc: 0.930, Base Lr: 3.67e-04
2024-05-09 22:38:48 transreid.train INFO: Epoch[82] Iter[40/47] Loss: 0.494, Acc: 0.945, Base Lr: 3.67e-04
2024-05-09 22:38:50 transreid.train INFO: Epoch 82 done. Time per epoch: 23.773[s] Speed: 473.8[samples/s]
2024-05-09 22:38:56 transreid.train INFO: Epoch[83] Iter[10/47] Loss: 0.846, Acc: 0.869, Base Lr: 3.49e-04
2024-05-09 22:39:02 transreid.train INFO: Epoch[83] Iter[20/47] Loss: 0.688, Acc: 0.909, Base Lr: 3.49e-04
2024-05-09 22:39:07 transreid.train INFO: Epoch[83] Iter[30/47] Loss: 0.586, Acc: 0.929, Base Lr: 3.49e-04
2024-05-09 22:39:12 transreid.train INFO: Epoch[83] Iter[40/47] Loss: 0.492, Acc: 0.945, Base Lr: 3.49e-04
2024-05-09 22:39:14 transreid.train INFO: Epoch 83 done. Time per epoch: 23.833[s] Speed: 472.6[samples/s]
2024-05-09 22:39:20 transreid.train INFO: Epoch[84] Iter[10/47] Loss: 0.858, Acc: 0.866, Base Lr: 3.32e-04
2024-05-09 22:39:25 transreid.train INFO: Epoch[84] Iter[20/47] Loss: 0.700, Acc: 0.903, Base Lr: 3.32e-04
2024-05-09 22:39:31 transreid.train INFO: Epoch[84] Iter[30/47] Loss: 0.580, Acc: 0.928, Base Lr: 3.32e-04
2024-05-09 22:39:36 transreid.train INFO: Epoch[84] Iter[40/47] Loss: 0.491, Acc: 0.945, Base Lr: 3.32e-04
2024-05-09 22:39:38 transreid.train INFO: Epoch 84 done. Time per epoch: 23.885[s] Speed: 471.6[samples/s]
2024-05-09 22:39:44 transreid.train INFO: Epoch[85] Iter[10/47] Loss: 0.872, Acc: 0.861, Base Lr: 3.16e-04
2024-05-09 22:39:49 transreid.train INFO: Epoch[85] Iter[20/47] Loss: 0.691, Acc: 0.905, Base Lr: 3.16e-04
2024-05-09 22:39:54 transreid.train INFO: Epoch[85] Iter[30/47] Loss: 0.572, Acc: 0.930, Base Lr: 3.16e-04
2024-05-09 22:39:59 transreid.train INFO: Epoch[85] Iter[40/47] Loss: 0.481, Acc: 0.946, Base Lr: 3.16e-04
2024-05-09 22:40:02 transreid.train INFO: Epoch 85 done. Time per epoch: 23.768[s] Speed: 473.9[samples/s]
2024-05-09 22:40:08 transreid.train INFO: Epoch[86] Iter[10/47] Loss: 0.829, Acc: 0.879, Base Lr: 2.99e-04
2024-05-09 22:40:13 transreid.train INFO: Epoch[86] Iter[20/47] Loss: 0.682, Acc: 0.910, Base Lr: 2.99e-04
2024-05-09 22:40:18 transreid.train INFO: Epoch[86] Iter[30/47] Loss: 0.569, Acc: 0.929, Base Lr: 2.99e-04
2024-05-09 22:40:23 transreid.train INFO: Epoch[86] Iter[40/47] Loss: 0.478, Acc: 0.945, Base Lr: 2.99e-04
2024-05-09 22:40:26 transreid.train INFO: Epoch 86 done. Time per epoch: 23.880[s] Speed: 471.7[samples/s]
2024-05-09 22:40:32 transreid.train INFO: Epoch[87] Iter[10/47] Loss: 0.819, Acc: 0.871, Base Lr: 2.83e-04
2024-05-09 22:40:37 transreid.train INFO: Epoch[87] Iter[20/47] Loss: 0.663, Acc: 0.909, Base Lr: 2.83e-04
2024-05-09 22:40:42 transreid.train INFO: Epoch[87] Iter[30/47] Loss: 0.562, Acc: 0.931, Base Lr: 2.83e-04
2024-05-09 22:40:47 transreid.train INFO: Epoch[87] Iter[40/47] Loss: 0.472, Acc: 0.946, Base Lr: 2.83e-04
2024-05-09 22:40:49 transreid.train INFO: Epoch 87 done. Time per epoch: 23.771[s] Speed: 473.9[samples/s]
2024-05-09 22:40:56 transreid.train INFO: Epoch[88] Iter[10/47] Loss: 0.796, Acc: 0.875, Base Lr: 2.67e-04
2024-05-09 22:41:01 transreid.train INFO: Epoch[88] Iter[20/47] Loss: 0.659, Acc: 0.907, Base Lr: 2.67e-04
2024-05-09 22:41:06 transreid.train INFO: Epoch[88] Iter[30/47] Loss: 0.549, Acc: 0.932, Base Lr: 2.67e-04
2024-05-09 22:41:11 transreid.train INFO: Epoch[88] Iter[40/47] Loss: 0.465, Acc: 0.947, Base Lr: 2.67e-04
2024-05-09 22:41:13 transreid.train INFO: Epoch 88 done. Time per epoch: 23.777[s] Speed: 473.7[samples/s]
2024-05-09 22:41:19 transreid.train INFO: Epoch[89] Iter[10/47] Loss: 0.726, Acc: 0.897, Base Lr: 2.52e-04
2024-05-09 22:41:24 transreid.train INFO: Epoch[89] Iter[20/47] Loss: 0.652, Acc: 0.912, Base Lr: 2.52e-04
2024-05-09 22:41:30 transreid.train INFO: Epoch[89] Iter[30/47] Loss: 0.556, Acc: 0.933, Base Lr: 2.52e-04
2024-05-09 22:41:35 transreid.train INFO: Epoch[89] Iter[40/47] Loss: 0.471, Acc: 0.947, Base Lr: 2.52e-04
2024-05-09 22:41:37 transreid.train INFO: Epoch 89 done. Time per epoch: 23.741[s] Speed: 474.5[samples/s]
2024-05-09 22:41:43 transreid.train INFO: Epoch[90] Iter[10/47] Loss: 0.786, Acc: 0.880, Base Lr: 2.37e-04
2024-05-09 22:41:48 transreid.train INFO: Epoch[90] Iter[20/47] Loss: 0.645, Acc: 0.913, Base Lr: 2.37e-04
2024-05-09 22:41:53 transreid.train INFO: Epoch[90] Iter[30/47] Loss: 0.549, Acc: 0.933, Base Lr: 2.37e-04
2024-05-09 22:41:59 transreid.train INFO: Epoch[90] Iter[40/47] Loss: 0.464, Acc: 0.949, Base Lr: 2.37e-04
2024-05-09 22:42:01 transreid.train INFO: Epoch 90 done. Time per epoch: 23.923[s] Speed: 470.8[samples/s]
2024-05-09 22:42:07 transreid.train INFO: Epoch[91] Iter[10/47] Loss: 0.755, Acc: 0.879, Base Lr: 2.22e-04
2024-05-09 22:42:12 transreid.train INFO: Epoch[91] Iter[20/47] Loss: 0.635, Acc: 0.910, Base Lr: 2.22e-04
2024-05-09 22:42:17 transreid.train INFO: Epoch[91] Iter[30/47] Loss: 0.537, Acc: 0.932, Base Lr: 2.22e-04
2024-05-09 22:42:22 transreid.train INFO: Epoch[91] Iter[40/47] Loss: 0.459, Acc: 0.947, Base Lr: 2.22e-04
2024-05-09 22:42:25 transreid.train INFO: Epoch 91 done. Time per epoch: 23.802[s] Speed: 473.2[samples/s]
2024-05-09 22:42:31 transreid.train INFO: Epoch[92] Iter[10/47] Loss: 0.810, Acc: 0.870, Base Lr: 2.08e-04
2024-05-09 22:42:36 transreid.train INFO: Epoch[92] Iter[20/47] Loss: 0.651, Acc: 0.911, Base Lr: 2.08e-04
2024-05-09 22:42:41 transreid.train INFO: Epoch[92] Iter[30/47] Loss: 0.536, Acc: 0.932, Base Lr: 2.08e-04
2024-05-09 22:42:46 transreid.train INFO: Epoch[92] Iter[40/47] Loss: 0.455, Acc: 0.947, Base Lr: 2.08e-04
2024-05-09 22:42:48 transreid.train INFO: Epoch 92 done. Time per epoch: 23.814[s] Speed: 473.0[samples/s]
2024-05-09 22:42:55 transreid.train INFO: Epoch[93] Iter[10/47] Loss: 0.804, Acc: 0.870, Base Lr: 1.94e-04
2024-05-09 22:43:00 transreid.train INFO: Epoch[93] Iter[20/47] Loss: 0.634, Acc: 0.910, Base Lr: 1.94e-04
2024-05-09 22:43:05 transreid.train INFO: Epoch[93] Iter[30/47] Loss: 0.529, Acc: 0.933, Base Lr: 1.94e-04
2024-05-09 22:43:10 transreid.train INFO: Epoch[93] Iter[40/47] Loss: 0.455, Acc: 0.947, Base Lr: 1.94e-04
2024-05-09 22:43:12 transreid.train INFO: Epoch 93 done. Time per epoch: 23.800[s] Speed: 473.3[samples/s]
2024-05-09 22:43:18 transreid.train INFO: Epoch[94] Iter[10/47] Loss: 0.778, Acc: 0.888, Base Lr: 1.81e-04
2024-05-09 22:43:24 transreid.train INFO: Epoch[94] Iter[20/47] Loss: 0.651, Acc: 0.912, Base Lr: 1.81e-04
2024-05-09 22:43:29 transreid.train INFO: Epoch[94] Iter[30/47] Loss: 0.543, Acc: 0.934, Base Lr: 1.81e-04
2024-05-09 22:43:34 transreid.train INFO: Epoch[94] Iter[40/47] Loss: 0.455, Acc: 0.948, Base Lr: 1.81e-04
2024-05-09 22:43:36 transreid.train INFO: Epoch 94 done. Time per epoch: 23.775[s] Speed: 473.8[samples/s]
2024-05-09 22:43:42 transreid.train INFO: Epoch[95] Iter[10/47] Loss: 0.709, Acc: 0.898, Base Lr: 1.68e-04
2024-05-09 22:43:47 transreid.train INFO: Epoch[95] Iter[20/47] Loss: 0.632, Acc: 0.913, Base Lr: 1.68e-04
2024-05-09 22:43:52 transreid.train INFO: Epoch[95] Iter[30/47] Loss: 0.541, Acc: 0.933, Base Lr: 1.68e-04
2024-05-09 22:43:58 transreid.train INFO: Epoch[95] Iter[40/47] Loss: 0.455, Acc: 0.948, Base Lr: 1.68e-04
2024-05-09 22:44:00 transreid.train INFO: Epoch 95 done. Time per epoch: 23.733[s] Speed: 474.6[samples/s]
2024-05-09 22:44:06 transreid.train INFO: Epoch[96] Iter[10/47] Loss: 0.804, Acc: 0.873, Base Lr: 1.56e-04
2024-05-09 22:44:11 transreid.train INFO: Epoch[96] Iter[20/47] Loss: 0.641, Acc: 0.907, Base Lr: 1.56e-04
2024-05-09 22:44:16 transreid.train INFO: Epoch[96] Iter[30/47] Loss: 0.535, Acc: 0.932, Base Lr: 1.56e-04
2024-05-09 22:44:21 transreid.train INFO: Epoch[96] Iter[40/47] Loss: 0.452, Acc: 0.947, Base Lr: 1.56e-04
2024-05-09 22:44:23 transreid.train INFO: Epoch 96 done. Time per epoch: 23.747[s] Speed: 474.3[samples/s]
2024-05-09 22:44:30 transreid.train INFO: Epoch[97] Iter[10/47] Loss: 0.791, Acc: 0.869, Base Lr: 1.44e-04
2024-05-09 22:44:35 transreid.train INFO: Epoch[97] Iter[20/47] Loss: 0.606, Acc: 0.916, Base Lr: 1.44e-04
2024-05-09 22:44:40 transreid.train INFO: Epoch[97] Iter[30/47] Loss: 0.529, Acc: 0.933, Base Lr: 1.44e-04
2024-05-09 22:44:45 transreid.train INFO: Epoch[97] Iter[40/47] Loss: 0.450, Acc: 0.948, Base Lr: 1.44e-04
2024-05-09 22:44:47 transreid.train INFO: Epoch 97 done. Time per epoch: 23.855[s] Speed: 472.2[samples/s]
2024-05-09 22:44:54 transreid.train INFO: Epoch[98] Iter[10/47] Loss: 0.821, Acc: 0.868, Base Lr: 1.32e-04
2024-05-09 22:44:59 transreid.train INFO: Epoch[98] Iter[20/47] Loss: 0.638, Acc: 0.915, Base Lr: 1.32e-04
2024-05-09 22:45:04 transreid.train INFO: Epoch[98] Iter[30/47] Loss: 0.532, Acc: 0.935, Base Lr: 1.32e-04
2024-05-09 22:45:09 transreid.train INFO: Epoch[98] Iter[40/47] Loss: 0.452, Acc: 0.949, Base Lr: 1.32e-04
2024-05-09 22:45:11 transreid.train INFO: Epoch 98 done. Time per epoch: 23.869[s] Speed: 471.9[samples/s]
2024-05-09 22:45:17 transreid.train INFO: Epoch[99] Iter[10/47] Loss: 0.761, Acc: 0.876, Base Lr: 1.21e-04
2024-05-09 22:45:23 transreid.train INFO: Epoch[99] Iter[20/47] Loss: 0.626, Acc: 0.910, Base Lr: 1.21e-04
2024-05-09 22:45:28 transreid.train INFO: Epoch[99] Iter[30/47] Loss: 0.529, Acc: 0.932, Base Lr: 1.21e-04
2024-05-09 22:45:33 transreid.train INFO: Epoch[99] Iter[40/47] Loss: 0.443, Acc: 0.947, Base Lr: 1.21e-04
2024-05-09 22:45:35 transreid.train INFO: Epoch 99 done. Time per epoch: 23.748[s] Speed: 474.3[samples/s]
2024-05-09 22:45:41 transreid.train INFO: Epoch[100] Iter[10/47] Loss: 0.760, Acc: 0.884, Base Lr: 1.10e-04
2024-05-09 22:45:46 transreid.train INFO: Epoch[100] Iter[20/47] Loss: 0.631, Acc: 0.914, Base Lr: 1.10e-04
2024-05-09 22:45:51 transreid.train INFO: Epoch[100] Iter[30/47] Loss: 0.535, Acc: 0.933, Base Lr: 1.10e-04
2024-05-09 22:45:57 transreid.train INFO: Epoch[100] Iter[40/47] Loss: 0.446, Acc: 0.948, Base Lr: 1.10e-04
2024-05-09 22:45:59 transreid.train INFO: Epoch 100 done. Time per epoch: 23.849[s] Speed: 472.3[samples/s]
2024-05-09 22:46:30 transreid.train INFO: Validation Results - Epoch: 100
2024-05-09 22:46:30 transreid.train INFO: mAP: 93.0%
2024-05-09 22:46:30 transreid.train INFO: CMC curve, Rank-1  :96.9%
2024-05-09 22:46:30 transreid.train INFO: CMC curve, Rank-5  :98.7%
2024-05-09 22:46:30 transreid.train INFO: CMC curve, Rank-10 :99.1%
2024-05-09 22:46:37 transreid.train INFO: Epoch[101] Iter[10/47] Loss: 0.734, Acc: 0.886, Base Lr: 1.00e-04
2024-05-09 22:46:42 transreid.train INFO: Epoch[101] Iter[20/47] Loss: 0.636, Acc: 0.911, Base Lr: 1.00e-04
2024-05-09 22:46:47 transreid.train INFO: Epoch[101] Iter[30/47] Loss: 0.526, Acc: 0.934, Base Lr: 1.00e-04
2024-05-09 22:46:52 transreid.train INFO: Epoch[101] Iter[40/47] Loss: 0.446, Acc: 0.949, Base Lr: 1.00e-04
2024-05-09 22:46:54 transreid.train INFO: Epoch 101 done. Time per epoch: 24.008[s] Speed: 469.2[samples/s]
2024-05-09 22:47:01 transreid.train INFO: Epoch[102] Iter[10/47] Loss: 0.753, Acc: 0.883, Base Lr: 9.02e-05
2024-05-09 22:47:06 transreid.train INFO: Epoch[102] Iter[20/47] Loss: 0.609, Acc: 0.914, Base Lr: 9.02e-05
2024-05-09 22:47:11 transreid.train INFO: Epoch[102] Iter[30/47] Loss: 0.518, Acc: 0.934, Base Lr: 9.02e-05
2024-05-09 22:47:16 transreid.train INFO: Epoch[102] Iter[40/47] Loss: 0.443, Acc: 0.949, Base Lr: 9.02e-05
2024-05-09 22:47:18 transreid.train INFO: Epoch 102 done. Time per epoch: 24.187[s] Speed: 465.7[samples/s]
2024-05-09 22:47:25 transreid.train INFO: Epoch[103] Iter[10/47] Loss: 0.791, Acc: 0.872, Base Lr: 8.10e-05
2024-05-09 22:47:30 transreid.train INFO: Epoch[103] Iter[20/47] Loss: 0.626, Acc: 0.911, Base Lr: 8.10e-05
2024-05-09 22:47:35 transreid.train INFO: Epoch[103] Iter[30/47] Loss: 0.526, Acc: 0.933, Base Lr: 8.10e-05
2024-05-09 22:47:40 transreid.train INFO: Epoch[103] Iter[40/47] Loss: 0.441, Acc: 0.949, Base Lr: 8.10e-05
2024-05-09 22:47:42 transreid.train INFO: Epoch 103 done. Time per epoch: 23.713[s] Speed: 475.0[samples/s]
2024-05-09 22:47:48 transreid.train INFO: Epoch[104] Iter[10/47] Loss: 0.701, Acc: 0.895, Base Lr: 7.22e-05
2024-05-09 22:47:54 transreid.train INFO: Epoch[104] Iter[20/47] Loss: 0.602, Acc: 0.916, Base Lr: 7.22e-05
2024-05-09 22:47:59 transreid.train INFO: Epoch[104] Iter[30/47] Loss: 0.516, Acc: 0.934, Base Lr: 7.22e-05
2024-05-09 22:48:04 transreid.train INFO: Epoch[104] Iter[40/47] Loss: 0.436, Acc: 0.948, Base Lr: 7.22e-05
2024-05-09 22:48:06 transreid.train INFO: Epoch 104 done. Time per epoch: 23.904[s] Speed: 471.2[samples/s]
2024-05-09 22:48:12 transreid.train INFO: Epoch[105] Iter[10/47] Loss: 0.705, Acc: 0.894, Base Lr: 6.40e-05
2024-05-09 22:48:18 transreid.train INFO: Epoch[105] Iter[20/47] Loss: 0.589, Acc: 0.918, Base Lr: 6.40e-05
2024-05-09 22:48:23 transreid.train INFO: Epoch[105] Iter[30/47] Loss: 0.501, Acc: 0.935, Base Lr: 6.40e-05
2024-05-09 22:48:28 transreid.train INFO: Epoch[105] Iter[40/47] Loss: 0.430, Acc: 0.948, Base Lr: 6.40e-05
2024-05-09 22:48:30 transreid.train INFO: Epoch 105 done. Time per epoch: 23.974[s] Speed: 469.8[samples/s]
2024-05-09 22:48:36 transreid.train INFO: Epoch[106] Iter[10/47] Loss: 0.748, Acc: 0.883, Base Lr: 5.62e-05
2024-05-09 22:48:41 transreid.train INFO: Epoch[106] Iter[20/47] Loss: 0.633, Acc: 0.907, Base Lr: 5.62e-05
2024-05-09 22:48:47 transreid.train INFO: Epoch[106] Iter[30/47] Loss: 0.520, Acc: 0.932, Base Lr: 5.62e-05
2024-05-09 22:48:52 transreid.train INFO: Epoch[106] Iter[40/47] Loss: 0.440, Acc: 0.947, Base Lr: 5.62e-05
2024-05-09 22:48:54 transreid.train INFO: Epoch 106 done. Time per epoch: 23.810[s] Speed: 473.1[samples/s]
2024-05-09 22:49:00 transreid.train INFO: Epoch[107] Iter[10/47] Loss: 0.731, Acc: 0.886, Base Lr: 4.90e-05
2024-05-09 22:49:05 transreid.train INFO: Epoch[107] Iter[20/47] Loss: 0.616, Acc: 0.913, Base Lr: 4.90e-05
2024-05-09 22:49:10 transreid.train INFO: Epoch[107] Iter[30/47] Loss: 0.508, Acc: 0.937, Base Lr: 4.90e-05
2024-05-09 22:49:15 transreid.train INFO: Epoch[107] Iter[40/47] Loss: 0.430, Acc: 0.950, Base Lr: 4.90e-05
2024-05-09 22:49:18 transreid.train INFO: Epoch 107 done. Time per epoch: 23.702[s] Speed: 475.2[samples/s]
2024-05-09 22:49:24 transreid.train INFO: Epoch[108] Iter[10/47] Loss: 0.742, Acc: 0.883, Base Lr: 4.23e-05
2024-05-09 22:49:29 transreid.train INFO: Epoch[108] Iter[20/47] Loss: 0.614, Acc: 0.911, Base Lr: 4.23e-05
2024-05-09 22:49:34 transreid.train INFO: Epoch[108] Iter[30/47] Loss: 0.509, Acc: 0.935, Base Lr: 4.23e-05
2024-05-09 22:49:39 transreid.train INFO: Epoch[108] Iter[40/47] Loss: 0.436, Acc: 0.949, Base Lr: 4.23e-05
2024-05-09 22:49:41 transreid.train INFO: Epoch 108 done. Time per epoch: 23.798[s] Speed: 473.3[samples/s]
2024-05-09 22:49:48 transreid.train INFO: Epoch[109] Iter[10/47] Loss: 0.741, Acc: 0.878, Base Lr: 3.61e-05
2024-05-09 22:49:53 transreid.train INFO: Epoch[109] Iter[20/47] Loss: 0.624, Acc: 0.910, Base Lr: 3.61e-05
2024-05-09 22:49:58 transreid.train INFO: Epoch[109] Iter[30/47] Loss: 0.512, Acc: 0.935, Base Lr: 3.61e-05
2024-05-09 22:50:03 transreid.train INFO: Epoch[109] Iter[40/47] Loss: 0.433, Acc: 0.949, Base Lr: 3.61e-05
2024-05-09 22:50:05 transreid.train INFO: Epoch 109 done. Time per epoch: 24.005[s] Speed: 469.2[samples/s]
2024-05-09 22:50:12 transreid.train INFO: Epoch[110] Iter[10/47] Loss: 0.777, Acc: 0.880, Base Lr: 3.04e-05
2024-05-09 22:50:17 transreid.train INFO: Epoch[110] Iter[20/47] Loss: 0.619, Acc: 0.914, Base Lr: 3.04e-05
2024-05-09 22:50:22 transreid.train INFO: Epoch[110] Iter[30/47] Loss: 0.510, Acc: 0.935, Base Lr: 3.04e-05
2024-05-09 22:50:27 transreid.train INFO: Epoch[110] Iter[40/47] Loss: 0.440, Acc: 0.948, Base Lr: 3.04e-05
2024-05-09 22:50:29 transreid.train INFO: Epoch 110 done. Time per epoch: 24.000[s] Speed: 469.3[samples/s]
2024-05-09 22:50:36 transreid.train INFO: Epoch[111] Iter[10/47] Loss: 0.718, Acc: 0.890, Base Lr: 2.53e-05
2024-05-09 22:50:41 transreid.train INFO: Epoch[111] Iter[20/47] Loss: 0.610, Acc: 0.914, Base Lr: 2.53e-05
2024-05-09 22:50:46 transreid.train INFO: Epoch[111] Iter[30/47] Loss: 0.506, Acc: 0.936, Base Lr: 2.53e-05
2024-05-09 22:50:51 transreid.train INFO: Epoch[111] Iter[40/47] Loss: 0.432, Acc: 0.949, Base Lr: 2.53e-05
2024-05-09 22:50:53 transreid.train INFO: Epoch 111 done. Time per epoch: 23.987[s] Speed: 469.6[samples/s]
2024-05-09 22:51:00 transreid.train INFO: Epoch[112] Iter[10/47] Loss: 0.762, Acc: 0.877, Base Lr: 2.06e-05
2024-05-09 22:51:05 transreid.train INFO: Epoch[112] Iter[20/47] Loss: 0.619, Acc: 0.909, Base Lr: 2.06e-05
2024-05-09 22:51:10 transreid.train INFO: Epoch[112] Iter[30/47] Loss: 0.516, Acc: 0.933, Base Lr: 2.06e-05
2024-05-09 22:51:15 transreid.train INFO: Epoch[112] Iter[40/47] Loss: 0.433, Acc: 0.949, Base Lr: 2.06e-05
2024-05-09 22:51:17 transreid.train INFO: Epoch 112 done. Time per epoch: 23.836[s] Speed: 472.6[samples/s]
2024-05-09 22:51:23 transreid.train INFO: Epoch[113] Iter[10/47] Loss: 0.739, Acc: 0.885, Base Lr: 1.66e-05
2024-05-09 22:51:29 transreid.train INFO: Epoch[113] Iter[20/47] Loss: 0.618, Acc: 0.913, Base Lr: 1.66e-05
2024-05-09 22:51:34 transreid.train INFO: Epoch[113] Iter[30/47] Loss: 0.505, Acc: 0.936, Base Lr: 1.66e-05
2024-05-09 22:51:39 transreid.train INFO: Epoch[113] Iter[40/47] Loss: 0.429, Acc: 0.950, Base Lr: 1.66e-05
2024-05-09 22:51:41 transreid.train INFO: Epoch 113 done. Time per epoch: 23.823[s] Speed: 472.8[samples/s]
2024-05-09 22:51:47 transreid.train INFO: Epoch[114] Iter[10/47] Loss: 0.723, Acc: 0.886, Base Lr: 1.30e-05
2024-05-09 22:51:53 transreid.train INFO: Epoch[114] Iter[20/47] Loss: 0.607, Acc: 0.914, Base Lr: 1.30e-05
2024-05-09 22:51:58 transreid.train INFO: Epoch[114] Iter[30/47] Loss: 0.501, Acc: 0.938, Base Lr: 1.30e-05
2024-05-09 22:52:03 transreid.train INFO: Epoch[114] Iter[40/47] Loss: 0.429, Acc: 0.949, Base Lr: 1.30e-05
2024-05-09 22:52:05 transreid.train INFO: Epoch 114 done. Time per epoch: 24.054[s] Speed: 468.3[samples/s]
2024-05-09 22:52:11 transreid.train INFO: Epoch[115] Iter[10/47] Loss: 0.766, Acc: 0.877, Base Lr: 1.00e-05
2024-05-09 22:52:17 transreid.train INFO: Epoch[115] Iter[20/47] Loss: 0.603, Acc: 0.919, Base Lr: 1.00e-05
2024-05-09 22:52:22 transreid.train INFO: Epoch[115] Iter[30/47] Loss: 0.511, Acc: 0.937, Base Lr: 1.00e-05
2024-05-09 22:52:27 transreid.train INFO: Epoch[115] Iter[40/47] Loss: 0.433, Acc: 0.950, Base Lr: 1.00e-05
2024-05-09 22:52:29 transreid.train INFO: Epoch 115 done. Time per epoch: 24.142[s] Speed: 466.6[samples/s]
2024-05-09 22:52:35 transreid.train INFO: Epoch[116] Iter[10/47] Loss: 0.763, Acc: 0.875, Base Lr: 7.57e-06
2024-05-09 22:52:41 transreid.train INFO: Epoch[116] Iter[20/47] Loss: 0.619, Acc: 0.912, Base Lr: 7.57e-06
2024-05-09 22:52:46 transreid.train INFO: Epoch[116] Iter[30/47] Loss: 0.511, Acc: 0.935, Base Lr: 7.57e-06
2024-05-09 22:52:51 transreid.train INFO: Epoch[116] Iter[40/47] Loss: 0.438, Acc: 0.948, Base Lr: 7.57e-06
2024-05-09 22:52:53 transreid.train INFO: Epoch 116 done. Time per epoch: 23.857[s] Speed: 472.1[samples/s]
2024-05-09 22:52:59 transreid.train INFO: Epoch[117] Iter[10/47] Loss: 0.707, Acc: 0.889, Base Lr: 5.66e-06
2024-05-09 22:53:05 transreid.train INFO: Epoch[117] Iter[20/47] Loss: 0.601, Acc: 0.915, Base Lr: 5.66e-06
2024-05-09 22:53:10 transreid.train INFO: Epoch[117] Iter[30/47] Loss: 0.516, Acc: 0.935, Base Lr: 5.66e-06
2024-05-09 22:53:15 transreid.train INFO: Epoch[117] Iter[40/47] Loss: 0.438, Acc: 0.950, Base Lr: 5.66e-06
2024-05-09 22:53:16 transreid.train INFO: Epoch 117 done. Time per epoch: 23.350[s] Speed: 471.4[samples/s]
2024-05-09 22:53:23 transreid.train INFO: Epoch[118] Iter[10/47] Loss: 0.734, Acc: 0.879, Base Lr: 4.29e-06
2024-05-09 22:53:28 transreid.train INFO: Epoch[118] Iter[20/47] Loss: 0.603, Acc: 0.910, Base Lr: 4.29e-06
2024-05-09 22:53:33 transreid.train INFO: Epoch[118] Iter[30/47] Loss: 0.498, Acc: 0.934, Base Lr: 4.29e-06
2024-05-09 22:53:38 transreid.train INFO: Epoch[118] Iter[40/47] Loss: 0.422, Acc: 0.950, Base Lr: 4.29e-06
2024-05-09 22:53:40 transreid.train INFO: Epoch 118 done. Time per epoch: 23.822[s] Speed: 472.8[samples/s]
2024-05-09 22:53:47 transreid.train INFO: Epoch[119] Iter[10/47] Loss: 0.734, Acc: 0.887, Base Lr: 3.47e-06
2024-05-09 22:53:52 transreid.train INFO: Epoch[119] Iter[20/47] Loss: 0.618, Acc: 0.917, Base Lr: 3.47e-06
2024-05-09 22:53:57 transreid.train INFO: Epoch[119] Iter[30/47] Loss: 0.521, Acc: 0.934, Base Lr: 3.47e-06
2024-05-09 22:54:02 transreid.train INFO: Epoch[119] Iter[40/47] Loss: 0.441, Acc: 0.948, Base Lr: 3.47e-06
2024-05-09 22:54:04 transreid.train INFO: Epoch 119 done. Time per epoch: 23.839[s] Speed: 472.5[samples/s]
2024-05-09 22:54:10 transreid.train INFO: Epoch[120] Iter[10/47] Loss: 0.721, Acc: 0.882, Base Lr: 3.20e-06
2024-05-09 22:54:16 transreid.train INFO: Epoch[120] Iter[20/47] Loss: 0.597, Acc: 0.917, Base Lr: 3.20e-06
2024-05-09 22:54:21 transreid.train INFO: Epoch[120] Iter[30/47] Loss: 0.516, Acc: 0.935, Base Lr: 3.20e-06
2024-05-09 22:54:26 transreid.train INFO: Epoch[120] Iter[40/47] Loss: 0.438, Acc: 0.948, Base Lr: 3.20e-06
2024-05-09 22:54:28 transreid.train INFO: Epoch 120 done. Time per epoch: 23.955[s] Speed: 470.2[samples/s]
2024-05-09 22:54:59 transreid.train INFO: Validation Results - Epoch: 120
2024-05-09 22:54:59 transreid.train INFO: mAP: 93.0%
2024-05-09 22:54:59 transreid.train INFO: CMC curve, Rank-1  :96.9%
2024-05-09 22:54:59 transreid.train INFO: CMC curve, Rank-5  :98.7%
2024-05-09 22:54:59 transreid.train INFO: CMC curve, Rank-10 :99.1%
