2024-05-05 19:27:40 transreid INFO: Saving model in the path :log/bs_exp/ResNet152_IBN_Market1501/128bs_lr0.0008_ep120_warm20_seed0
2024-05-05 19:27:40 transreid INFO: Loaded configuration file configs/market/resnet152_ibn.yml
2024-05-05 19:27:40 transreid INFO: Running with config:
DATALOADER:
  NUM_INSTANCE: 4
  NUM_WORKERS: 2
  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: resnet152_ibn
  NECK: bnneck
  NO_MARGIN: True
  PRETRAIN_CHOICE: self
  PRETRAIN_HW_RATIO: 2
  PRETRAIN_PATH: /home/ma-user/work/Projects/ReIDNets_Checkpoints_TransReID/ResNet152_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/ResNet152_IBN_Market1501/128bs_lr0.0008_ep120_warm20_seed0
SOLVER:
  BASE_LR: 0.0008
  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: 40
  GAMMA: 0.1
  IMS_PER_BATCH: 128
  LARGE_FC_LR: False
  LOG_PERIOD: 20
  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: 
2024-05-05 19:27:41 transreid.check INFO: Dataset statistics:
2024-05-05 19:27:41 transreid.check INFO:   ----------------------------------------
2024-05-05 19:27:41 transreid.check INFO:   subset   | # ids | # images | # cameras
2024-05-05 19:27:41 transreid.check INFO:   ----------------------------------------
2024-05-05 19:27:41 transreid.check INFO:   train    |   751 |    12936 |         6
2024-05-05 19:27:41 transreid.check INFO:   query    |   750 |     3368 |         6
2024-05-05 19:27:41 transreid.check INFO:   gallery  |   751 |    15913 |         6
2024-05-05 19:27:41 transreid.check INFO:   ----------------------------------------
2024-05-05 19:27:46 transreid INFO: ===========using cosine learning rate=======
2024-05-05 19:27:46 transreid.train INFO: start training
2024-05-05 19:28:00 transreid.train INFO: Epoch[1] Iter[20/93] Loss: 13.931, Acc: 0.002, Base Lr: 4.76e-05
2024-05-05 19:28:08 transreid.train INFO: Epoch[1] Iter[40/93] Loss: 12.670, Acc: 0.002, Base Lr: 4.76e-05
2024-05-05 19:28:16 transreid.train INFO: Epoch[1] Iter[60/93] Loss: 11.930, Acc: 0.002, Base Lr: 4.76e-05
2024-05-05 19:28:24 transreid.train INFO: Epoch[1] Iter[80/93] Loss: 11.399, Acc: 0.002, Base Lr: 4.76e-05
2024-05-05 19:28:28 transreid.train INFO: Epoch 1 done. Time per epoch: 41.788[s] Speed: 275.7[samples/s]
2024-05-05 19:28:36 transreid.train INFO: Epoch[2] Iter[20/93] Loss: 8.710, Acc: 0.005, Base Lr: 8.72e-05
2024-05-05 19:28:44 transreid.train INFO: Epoch[2] Iter[40/93] Loss: 8.528, Acc: 0.005, Base Lr: 8.72e-05
2024-05-05 19:28:52 transreid.train INFO: Epoch[2] Iter[60/93] Loss: 8.298, Acc: 0.008, Base Lr: 8.72e-05
2024-05-05 19:29:00 transreid.train INFO: Epoch[2] Iter[80/93] Loss: 8.117, Acc: 0.014, Base Lr: 8.72e-05
2024-05-05 19:29:04 transreid.train INFO: Epoch 2 done. Time per epoch: 35.938[s] Speed: 320.6[samples/s]
2024-05-05 19:29:12 transreid.train INFO: Epoch[3] Iter[20/93] Loss: 7.511, Acc: 0.083, Base Lr: 1.27e-04
2024-05-05 19:29:20 transreid.train INFO: Epoch[3] Iter[40/93] Loss: 7.414, Acc: 0.121, Base Lr: 1.27e-04
2024-05-05 19:29:28 transreid.train INFO: Epoch[3] Iter[60/93] Loss: 7.360, Acc: 0.157, Base Lr: 1.27e-04
2024-05-05 19:29:36 transreid.train INFO: Epoch[3] Iter[80/93] Loss: 7.302, Acc: 0.206, Base Lr: 1.27e-04
2024-05-05 19:29:40 transreid.train INFO: Epoch 3 done. Time per epoch: 36.086[s] Speed: 319.2[samples/s]
2024-05-05 19:29:48 transreid.train INFO: Epoch[4] Iter[20/93] Loss: 6.999, Acc: 0.250, Base Lr: 1.66e-04
2024-05-05 19:29:56 transreid.train INFO: Epoch[4] Iter[40/93] Loss: 6.989, Acc: 0.289, Base Lr: 1.66e-04
2024-05-05 19:30:04 transreid.train INFO: Epoch[4] Iter[60/93] Loss: 6.960, Acc: 0.336, Base Lr: 1.66e-04
2024-05-05 19:30:12 transreid.train INFO: Epoch[4] Iter[80/93] Loss: 6.905, Acc: 0.399, Base Lr: 1.66e-04
2024-05-05 19:30:16 transreid.train INFO: Epoch 4 done. Time per epoch: 36.354[s] Speed: 320.4[samples/s]
2024-05-05 19:30:25 transreid.train INFO: Epoch[5] Iter[20/93] Loss: 6.774, Acc: 0.311, Base Lr: 2.06e-04
2024-05-05 19:30:33 transreid.train INFO: Epoch[5] Iter[40/93] Loss: 6.709, Acc: 0.338, Base Lr: 2.06e-04
2024-05-05 19:30:40 transreid.train INFO: Epoch[5] Iter[60/93] Loss: 6.625, Acc: 0.393, Base Lr: 2.06e-04
2024-05-05 19:30:48 transreid.train INFO: Epoch[5] Iter[80/93] Loss: 6.558, Acc: 0.451, Base Lr: 2.06e-04
2024-05-05 19:30:52 transreid.train INFO: Epoch 5 done. Time per epoch: 35.978[s] Speed: 320.2[samples/s]
2024-05-05 19:31:01 transreid.train INFO: Epoch[6] Iter[20/93] Loss: 6.445, Acc: 0.307, Base Lr: 2.46e-04
2024-05-05 19:31:09 transreid.train INFO: Epoch[6] Iter[40/93] Loss: 6.352, Acc: 0.353, Base Lr: 2.46e-04
2024-05-05 19:31:17 transreid.train INFO: Epoch[6] Iter[60/93] Loss: 6.293, Acc: 0.408, Base Lr: 2.46e-04
2024-05-05 19:31:25 transreid.train INFO: Epoch[6] Iter[80/93] Loss: 6.231, Acc: 0.462, Base Lr: 2.46e-04
2024-05-05 19:31:29 transreid.train INFO: Epoch 6 done. Time per epoch: 36.268[s] Speed: 317.6[samples/s]
2024-05-05 19:31:37 transreid.train INFO: Epoch[7] Iter[20/93] Loss: 6.157, Acc: 0.335, Base Lr: 2.85e-04
2024-05-05 19:31:45 transreid.train INFO: Epoch[7] Iter[40/93] Loss: 6.094, Acc: 0.368, Base Lr: 2.85e-04
2024-05-05 19:31:53 transreid.train INFO: Epoch[7] Iter[60/93] Loss: 6.000, Acc: 0.419, Base Lr: 2.85e-04
2024-05-05 19:32:01 transreid.train INFO: Epoch[7] Iter[80/93] Loss: 5.868, Acc: 0.482, Base Lr: 2.85e-04
2024-05-05 19:32:05 transreid.train INFO: Epoch 7 done. Time per epoch: 35.870[s] Speed: 321.2[samples/s]
2024-05-05 19:32:13 transreid.train INFO: Epoch[8] Iter[20/93] Loss: 5.837, Acc: 0.332, Base Lr: 3.25e-04
2024-05-05 19:32:21 transreid.train INFO: Epoch[8] Iter[40/93] Loss: 5.714, Acc: 0.374, Base Lr: 3.25e-04
2024-05-05 19:32:29 transreid.train INFO: Epoch[8] Iter[60/93] Loss: 5.583, Acc: 0.423, Base Lr: 3.25e-04
2024-05-05 19:32:37 transreid.train INFO: Epoch[8] Iter[80/93] Loss: 5.443, Acc: 0.475, Base Lr: 3.25e-04
2024-05-05 19:32:41 transreid.train INFO: Epoch 8 done. Time per epoch: 36.432[s] Speed: 319.7[samples/s]
2024-05-05 19:32:49 transreid.train INFO: Epoch[9] Iter[20/93] Loss: 5.487, Acc: 0.341, Base Lr: 3.64e-04
2024-05-05 19:32:57 transreid.train INFO: Epoch[9] Iter[40/93] Loss: 5.359, Acc: 0.366, Base Lr: 3.64e-04
2024-05-05 19:33:05 transreid.train INFO: Epoch[9] Iter[60/93] Loss: 5.214, Acc: 0.406, Base Lr: 3.64e-04
2024-05-05 19:33:13 transreid.train INFO: Epoch[9] Iter[80/93] Loss: 4.999, Acc: 0.468, Base Lr: 3.64e-04
2024-05-05 19:33:18 transreid.train INFO: Epoch 9 done. Time per epoch: 36.669[s] Speed: 317.7[samples/s]
2024-05-05 19:33:26 transreid.train INFO: Epoch[10] Iter[20/93] Loss: 4.975, Acc: 0.347, Base Lr: 4.04e-04
2024-05-05 19:33:34 transreid.train INFO: Epoch[10] Iter[40/93] Loss: 4.827, Acc: 0.376, Base Lr: 4.04e-04
2024-05-05 19:33:42 transreid.train INFO: Epoch[10] Iter[60/93] Loss: 4.679, Acc: 0.417, Base Lr: 4.04e-04
2024-05-05 19:33:49 transreid.train INFO: Epoch[10] Iter[80/93] Loss: 4.440, Acc: 0.476, Base Lr: 4.04e-04
2024-05-05 19:33:54 transreid.train INFO: Epoch 10 done. Time per epoch: 35.885[s] Speed: 321.0[samples/s]
2024-05-05 19:34:02 transreid.train INFO: Epoch[11] Iter[20/93] Loss: 4.662, Acc: 0.308, Base Lr: 4.44e-04
2024-05-05 19:34:10 transreid.train INFO: Epoch[11] Iter[40/93] Loss: 4.421, Acc: 0.373, Base Lr: 4.44e-04
2024-05-05 19:34:18 transreid.train INFO: Epoch[11] Iter[60/93] Loss: 4.170, Acc: 0.437, Base Lr: 4.44e-04
2024-05-05 19:34:26 transreid.train INFO: Epoch[11] Iter[80/93] Loss: 3.895, Acc: 0.516, Base Lr: 4.44e-04
2024-05-05 19:34:30 transreid.train INFO: Epoch 11 done. Time per epoch: 36.608[s] Speed: 318.2[samples/s]
2024-05-05 19:34:38 transreid.train INFO: Epoch[12] Iter[20/93] Loss: 4.170, Acc: 0.380, Base Lr: 4.83e-04
2024-05-05 19:34:45 transreid.train INFO: Epoch[12] Iter[40/93] Loss: 3.969, Acc: 0.431, Base Lr: 4.83e-04
2024-05-05 19:34:53 transreid.train INFO: Epoch[12] Iter[60/93] Loss: 3.676, Acc: 0.501, Base Lr: 4.83e-04
2024-05-05 19:35:01 transreid.train INFO: Epoch[12] Iter[80/93] Loss: 3.396, Acc: 0.570, Base Lr: 4.83e-04
2024-05-05 19:35:05 transreid.train INFO: Epoch 12 done. Time per epoch: 34.500[s] Speed: 333.9[samples/s]
2024-05-05 19:35:13 transreid.train INFO: Epoch[13] Iter[20/93] Loss: 3.805, Acc: 0.428, Base Lr: 5.23e-04
2024-05-05 19:35:21 transreid.train INFO: Epoch[13] Iter[40/93] Loss: 3.510, Acc: 0.498, Base Lr: 5.23e-04
2024-05-05 19:35:29 transreid.train INFO: Epoch[13] Iter[60/93] Loss: 3.263, Acc: 0.557, Base Lr: 5.23e-04
2024-05-05 19:35:37 transreid.train INFO: Epoch[13] Iter[80/93] Loss: 2.981, Acc: 0.619, Base Lr: 5.23e-04
2024-05-05 19:35:41 transreid.train INFO: Epoch 13 done. Time per epoch: 36.251[s] Speed: 317.8[samples/s]
2024-05-05 19:35:49 transreid.train INFO: Epoch[14] Iter[20/93] Loss: 3.340, Acc: 0.500, Base Lr: 5.62e-04
2024-05-05 19:35:57 transreid.train INFO: Epoch[14] Iter[40/93] Loss: 3.120, Acc: 0.550, Base Lr: 5.62e-04
2024-05-05 19:36:05 transreid.train INFO: Epoch[14] Iter[60/93] Loss: 2.909, Acc: 0.601, Base Lr: 5.62e-04
2024-05-05 19:36:13 transreid.train INFO: Epoch[14] Iter[80/93] Loss: 2.601, Acc: 0.669, Base Lr: 5.62e-04
2024-05-05 19:36:17 transreid.train INFO: Epoch 14 done. Time per epoch: 36.103[s] Speed: 319.1[samples/s]
2024-05-05 19:36:25 transreid.train INFO: Epoch[15] Iter[20/93] Loss: 2.994, Acc: 0.545, Base Lr: 6.02e-04
2024-05-05 19:36:33 transreid.train INFO: Epoch[15] Iter[40/93] Loss: 2.856, Acc: 0.578, Base Lr: 6.02e-04
2024-05-05 19:36:41 transreid.train INFO: Epoch[15] Iter[60/93] Loss: 2.522, Acc: 0.659, Base Lr: 6.02e-04
2024-05-05 19:36:49 transreid.train INFO: Epoch[15] Iter[80/93] Loss: 2.244, Acc: 0.719, Base Lr: 6.02e-04
2024-05-05 19:36:54 transreid.train INFO: Epoch 15 done. Time per epoch: 36.582[s] Speed: 318.4[samples/s]
2024-05-05 19:37:02 transreid.train INFO: Epoch[16] Iter[20/93] Loss: 2.723, Acc: 0.597, Base Lr: 6.42e-04
2024-05-05 19:37:10 transreid.train INFO: Epoch[16] Iter[40/93] Loss: 2.503, Acc: 0.648, Base Lr: 6.42e-04
2024-05-05 19:37:18 transreid.train INFO: Epoch[16] Iter[60/93] Loss: 2.235, Acc: 0.705, Base Lr: 6.42e-04
2024-05-05 19:37:26 transreid.train INFO: Epoch[16] Iter[80/93] Loss: 1.959, Acc: 0.758, Base Lr: 6.42e-04
2024-05-05 19:37:30 transreid.train INFO: Epoch 16 done. Time per epoch: 36.422[s] Speed: 316.3[samples/s]
2024-05-05 19:37:38 transreid.train INFO: Epoch[17] Iter[20/93] Loss: 2.409, Acc: 0.629, Base Lr: 6.81e-04
2024-05-05 19:37:46 transreid.train INFO: Epoch[17] Iter[40/93] Loss: 2.138, Acc: 0.685, Base Lr: 6.81e-04
2024-05-05 19:37:54 transreid.train INFO: Epoch[17] Iter[60/93] Loss: 1.897, Acc: 0.742, Base Lr: 6.81e-04
2024-05-05 19:38:02 transreid.train INFO: Epoch[17] Iter[80/93] Loss: 1.659, Acc: 0.792, Base Lr: 6.81e-04
2024-05-05 19:38:06 transreid.train INFO: Epoch 17 done. Time per epoch: 36.280[s] Speed: 321.1[samples/s]
2024-05-05 19:38:15 transreid.train INFO: Epoch[18] Iter[20/93] Loss: 2.057, Acc: 0.703, Base Lr: 7.21e-04
2024-05-05 19:38:23 transreid.train INFO: Epoch[18] Iter[40/93] Loss: 1.874, Acc: 0.737, Base Lr: 7.21e-04
2024-05-05 19:38:30 transreid.train INFO: Epoch[18] Iter[60/93] Loss: 1.655, Acc: 0.782, Base Lr: 7.21e-04
2024-05-05 19:38:38 transreid.train INFO: Epoch[18] Iter[80/93] Loss: 1.448, Acc: 0.821, Base Lr: 7.21e-04
2024-05-05 19:38:43 transreid.train INFO: Epoch 18 done. Time per epoch: 36.217[s] Speed: 321.6[samples/s]
2024-05-05 19:38:51 transreid.train INFO: Epoch[19] Iter[20/93] Loss: 1.759, Acc: 0.731, Base Lr: 7.60e-04
2024-05-05 19:38:59 transreid.train INFO: Epoch[19] Iter[40/93] Loss: 1.606, Acc: 0.771, Base Lr: 7.60e-04
2024-05-05 19:39:07 transreid.train INFO: Epoch[19] Iter[60/93] Loss: 1.416, Acc: 0.813, Base Lr: 7.60e-04
2024-05-05 19:39:15 transreid.train INFO: Epoch[19] Iter[80/93] Loss: 1.236, Acc: 0.847, Base Lr: 7.60e-04
2024-05-05 19:39:19 transreid.train INFO: Epoch 19 done. Time per epoch: 36.248[s] Speed: 317.8[samples/s]
2024-05-05 19:39:27 transreid.train INFO: Epoch[20] Iter[20/93] Loss: 1.723, Acc: 0.736, Base Lr: 7.47e-04
2024-05-05 19:39:35 transreid.train INFO: Epoch[20] Iter[40/93] Loss: 1.472, Acc: 0.798, Base Lr: 7.47e-04
2024-05-05 19:39:43 transreid.train INFO: Epoch[20] Iter[60/93] Loss: 1.298, Acc: 0.837, Base Lr: 7.47e-04
2024-05-05 19:39:51 transreid.train INFO: Epoch[20] Iter[80/93] Loss: 1.119, Acc: 0.868, Base Lr: 7.47e-04
2024-05-05 19:39:55 transreid.train INFO: Epoch 20 done. Time per epoch: 35.929[s] Speed: 320.6[samples/s]
2024-05-05 19:40:03 transreid.train INFO: Epoch[21] Iter[20/93] Loss: 1.353, Acc: 0.810, Base Lr: 7.41e-04
2024-05-05 19:40:11 transreid.train INFO: Epoch[21] Iter[40/93] Loss: 1.309, Acc: 0.830, Base Lr: 7.41e-04
2024-05-05 19:40:19 transreid.train INFO: Epoch[21] Iter[60/93] Loss: 1.127, Acc: 0.865, Base Lr: 7.41e-04
2024-05-05 19:40:27 transreid.train INFO: Epoch[21] Iter[80/93] Loss: 0.982, Acc: 0.890, Base Lr: 7.41e-04
2024-05-05 19:40:31 transreid.train INFO: Epoch 21 done. Time per epoch: 36.099[s] Speed: 319.1[samples/s]
2024-05-05 19:40:39 transreid.train INFO: Epoch[22] Iter[20/93] Loss: 1.323, Acc: 0.812, Base Lr: 7.36e-04
2024-05-05 19:40:47 transreid.train INFO: Epoch[22] Iter[40/93] Loss: 1.134, Acc: 0.857, Base Lr: 7.36e-04
2024-05-05 19:40:55 transreid.train INFO: Epoch[22] Iter[60/93] Loss: 0.990, Acc: 0.882, Base Lr: 7.36e-04
2024-05-05 19:41:03 transreid.train INFO: Epoch[22] Iter[80/93] Loss: 0.858, Acc: 0.906, Base Lr: 7.36e-04
2024-05-05 19:41:07 transreid.train INFO: Epoch 22 done. Time per epoch: 36.061[s] Speed: 319.5[samples/s]
2024-05-05 19:41:15 transreid.train INFO: Epoch[23] Iter[20/93] Loss: 1.163, Acc: 0.831, Base Lr: 7.30e-04
2024-05-05 19:41:23 transreid.train INFO: Epoch[23] Iter[40/93] Loss: 0.983, Acc: 0.871, Base Lr: 7.30e-04
2024-05-05 19:41:31 transreid.train INFO: Epoch[23] Iter[60/93] Loss: 0.859, Acc: 0.896, Base Lr: 7.30e-04
2024-05-05 19:41:39 transreid.train INFO: Epoch[23] Iter[80/93] Loss: 0.746, Acc: 0.917, Base Lr: 7.30e-04
2024-05-05 19:41:43 transreid.train INFO: Epoch 23 done. Time per epoch: 36.091[s] Speed: 319.2[samples/s]
2024-05-05 19:41:51 transreid.train INFO: Epoch[24] Iter[20/93] Loss: 1.040, Acc: 0.862, Base Lr: 7.24e-04
2024-05-05 19:41:59 transreid.train INFO: Epoch[24] Iter[40/93] Loss: 0.931, Acc: 0.884, Base Lr: 7.24e-04
2024-05-05 19:42:07 transreid.train INFO: Epoch[24] Iter[60/93] Loss: 0.809, Acc: 0.906, Base Lr: 7.24e-04
2024-05-05 19:42:15 transreid.train INFO: Epoch[24] Iter[80/93] Loss: 0.696, Acc: 0.925, Base Lr: 7.24e-04
2024-05-05 19:42:20 transreid.train INFO: Epoch 24 done. Time per epoch: 36.596[s] Speed: 318.3[samples/s]
2024-05-05 19:42:28 transreid.train INFO: Epoch[25] Iter[20/93] Loss: 0.942, Acc: 0.860, Base Lr: 7.18e-04
2024-05-05 19:42:36 transreid.train INFO: Epoch[25] Iter[40/93] Loss: 0.816, Acc: 0.893, Base Lr: 7.18e-04
2024-05-05 19:42:44 transreid.train INFO: Epoch[25] Iter[60/93] Loss: 0.712, Acc: 0.915, Base Lr: 7.18e-04
2024-05-05 19:42:51 transreid.train INFO: Epoch[25] Iter[80/93] Loss: 0.624, Acc: 0.930, Base Lr: 7.18e-04
2024-05-05 19:42:56 transreid.train INFO: Epoch 25 done. Time per epoch: 35.964[s] Speed: 320.3[samples/s]
2024-05-05 19:43:04 transreid.train INFO: Epoch[26] Iter[20/93] Loss: 0.953, Acc: 0.856, Base Lr: 7.11e-04
2024-05-05 19:43:12 transreid.train INFO: Epoch[26] Iter[40/93] Loss: 0.782, Acc: 0.898, Base Lr: 7.11e-04
2024-05-05 19:43:20 transreid.train INFO: Epoch[26] Iter[60/93] Loss: 0.668, Acc: 0.920, Base Lr: 7.11e-04
2024-05-05 19:43:28 transreid.train INFO: Epoch[26] Iter[80/93] Loss: 0.575, Acc: 0.935, Base Lr: 7.11e-04
2024-05-05 19:43:32 transreid.train INFO: Epoch 26 done. Time per epoch: 36.596[s] Speed: 318.3[samples/s]
2024-05-05 19:43:41 transreid.train INFO: Epoch[27] Iter[20/93] Loss: 0.780, Acc: 0.883, Base Lr: 7.04e-04
2024-05-05 19:43:48 transreid.train INFO: Epoch[27] Iter[40/93] Loss: 0.667, Acc: 0.914, Base Lr: 7.04e-04
2024-05-05 19:43:56 transreid.train INFO: Epoch[27] Iter[60/93] Loss: 0.590, Acc: 0.931, Base Lr: 7.04e-04
2024-05-05 19:44:04 transreid.train INFO: Epoch[27] Iter[80/93] Loss: 0.514, Acc: 0.943, Base Lr: 7.04e-04
2024-05-05 19:44:08 transreid.train INFO: Epoch 27 done. Time per epoch: 36.264[s] Speed: 317.7[samples/s]
2024-05-05 19:44:17 transreid.train INFO: Epoch[28] Iter[20/93] Loss: 0.714, Acc: 0.891, Base Lr: 6.97e-04
2024-05-05 19:44:25 transreid.train INFO: Epoch[28] Iter[40/93] Loss: 0.612, Acc: 0.919, Base Lr: 6.97e-04
2024-05-05 19:44:33 transreid.train INFO: Epoch[28] Iter[60/93] Loss: 0.537, Acc: 0.934, Base Lr: 6.97e-04
2024-05-05 19:44:40 transreid.train INFO: Epoch[28] Iter[80/93] Loss: 0.470, Acc: 0.946, Base Lr: 6.97e-04
2024-05-05 19:44:45 transreid.train INFO: Epoch 28 done. Time per epoch: 36.585[s] Speed: 318.4[samples/s]
2024-05-05 19:44:53 transreid.train INFO: Epoch[29] Iter[20/93] Loss: 0.707, Acc: 0.905, Base Lr: 6.90e-04
2024-05-05 19:45:01 transreid.train INFO: Epoch[29] Iter[40/93] Loss: 0.596, Acc: 0.927, Base Lr: 6.90e-04
2024-05-05 19:45:09 transreid.train INFO: Epoch[29] Iter[60/93] Loss: 0.542, Acc: 0.937, Base Lr: 6.90e-04
2024-05-05 19:45:17 transreid.train INFO: Epoch[29] Iter[80/93] Loss: 0.474, Acc: 0.949, Base Lr: 6.90e-04
2024-05-05 19:45:22 transreid.train INFO: Epoch 29 done. Time per epoch: 36.891[s] Speed: 315.7[samples/s]
2024-05-05 19:45:30 transreid.train INFO: Epoch[30] Iter[20/93] Loss: 0.616, Acc: 0.915, Base Lr: 6.83e-04
2024-05-05 19:45:38 transreid.train INFO: Epoch[30] Iter[40/93] Loss: 0.529, Acc: 0.935, Base Lr: 6.83e-04
2024-05-05 19:45:46 transreid.train INFO: Epoch[30] Iter[60/93] Loss: 0.468, Acc: 0.947, Base Lr: 6.83e-04
2024-05-05 19:45:54 transreid.train INFO: Epoch[30] Iter[80/93] Loss: 0.416, Acc: 0.956, Base Lr: 6.83e-04
2024-05-05 19:45:58 transreid.train INFO: Epoch 30 done. Time per epoch: 36.375[s] Speed: 320.2[samples/s]
2024-05-05 19:46:07 transreid.train INFO: Epoch[31] Iter[20/93] Loss: 0.590, Acc: 0.929, Base Lr: 6.76e-04
2024-05-05 19:46:15 transreid.train INFO: Epoch[31] Iter[40/93] Loss: 0.514, Acc: 0.941, Base Lr: 6.76e-04
2024-05-05 19:46:23 transreid.train INFO: Epoch[31] Iter[60/93] Loss: 0.444, Acc: 0.952, Base Lr: 6.76e-04
2024-05-05 19:46:30 transreid.train INFO: Epoch[31] Iter[80/93] Loss: 0.386, Acc: 0.961, Base Lr: 6.76e-04
2024-05-05 19:46:35 transreid.train INFO: Epoch 31 done. Time per epoch: 36.447[s] Speed: 319.6[samples/s]
2024-05-05 19:46:43 transreid.train INFO: Epoch[32] Iter[20/93] Loss: 0.555, Acc: 0.943, Base Lr: 6.68e-04
2024-05-05 19:46:51 transreid.train INFO: Epoch[32] Iter[40/93] Loss: 0.489, Acc: 0.955, Base Lr: 6.68e-04
2024-05-05 19:46:59 transreid.train INFO: Epoch[32] Iter[60/93] Loss: 0.418, Acc: 0.963, Base Lr: 6.68e-04
2024-05-05 19:47:07 transreid.train INFO: Epoch[32] Iter[80/93] Loss: 0.375, Acc: 0.968, Base Lr: 6.68e-04
2024-05-05 19:47:11 transreid.train INFO: Epoch 32 done. Time per epoch: 36.605[s] Speed: 318.2[samples/s]
2024-05-05 19:47:20 transreid.train INFO: Epoch[33] Iter[20/93] Loss: 0.480, Acc: 0.954, Base Lr: 6.60e-04
2024-05-05 19:47:27 transreid.train INFO: Epoch[33] Iter[40/93] Loss: 0.440, Acc: 0.955, Base Lr: 6.60e-04
2024-05-05 19:47:35 transreid.train INFO: Epoch[33] Iter[60/93] Loss: 0.387, Acc: 0.965, Base Lr: 6.60e-04
2024-05-05 19:47:43 transreid.train INFO: Epoch[33] Iter[80/93] Loss: 0.336, Acc: 0.971, Base Lr: 6.60e-04
2024-05-05 19:47:47 transreid.train INFO: Epoch 33 done. Time per epoch: 35.957[s] Speed: 320.4[samples/s]
2024-05-05 19:47:56 transreid.train INFO: Epoch[34] Iter[20/93] Loss: 0.543, Acc: 0.941, Base Lr: 6.52e-04
2024-05-05 19:48:04 transreid.train INFO: Epoch[34] Iter[40/93] Loss: 0.433, Acc: 0.959, Base Lr: 6.52e-04
2024-05-05 19:48:12 transreid.train INFO: Epoch[34] Iter[60/93] Loss: 0.366, Acc: 0.968, Base Lr: 6.52e-04
2024-05-05 19:48:19 transreid.train INFO: Epoch[34] Iter[80/93] Loss: 0.323, Acc: 0.972, Base Lr: 6.52e-04
2024-05-05 19:48:23 transreid.train INFO: Epoch 34 done. Time per epoch: 36.032[s] Speed: 319.7[samples/s]
2024-05-05 19:48:32 transreid.train INFO: Epoch[35] Iter[20/93] Loss: 0.412, Acc: 0.962, Base Lr: 6.44e-04
2024-05-05 19:48:40 transreid.train INFO: Epoch[35] Iter[40/93] Loss: 0.365, Acc: 0.968, Base Lr: 6.44e-04
2024-05-05 19:48:47 transreid.train INFO: Epoch[35] Iter[60/93] Loss: 0.320, Acc: 0.974, Base Lr: 6.44e-04
2024-05-05 19:48:55 transreid.train INFO: Epoch[35] Iter[80/93] Loss: 0.286, Acc: 0.979, Base Lr: 6.44e-04
2024-05-05 19:48:59 transreid.train INFO: Epoch 35 done. Time per epoch: 36.128[s] Speed: 318.9[samples/s]
2024-05-05 19:49:08 transreid.train INFO: Epoch[36] Iter[20/93] Loss: 0.434, Acc: 0.972, Base Lr: 6.35e-04
2024-05-05 19:49:16 transreid.train INFO: Epoch[36] Iter[40/93] Loss: 0.370, Acc: 0.975, Base Lr: 6.35e-04
2024-05-05 19:49:23 transreid.train INFO: Epoch[36] Iter[60/93] Loss: 0.334, Acc: 0.978, Base Lr: 6.35e-04
2024-05-05 19:49:31 transreid.train INFO: Epoch[36] Iter[80/93] Loss: 0.290, Acc: 0.982, Base Lr: 6.35e-04
2024-05-05 19:49:35 transreid.train INFO: Epoch 36 done. Time per epoch: 35.953[s] Speed: 320.4[samples/s]
2024-05-05 19:49:44 transreid.train INFO: Epoch[37] Iter[20/93] Loss: 0.347, Acc: 0.972, Base Lr: 6.27e-04
2024-05-05 19:49:52 transreid.train INFO: Epoch[37] Iter[40/93] Loss: 0.317, Acc: 0.973, Base Lr: 6.27e-04
2024-05-05 19:50:00 transreid.train INFO: Epoch[37] Iter[60/93] Loss: 0.292, Acc: 0.977, Base Lr: 6.27e-04
2024-05-05 19:50:08 transreid.train INFO: Epoch[37] Iter[80/93] Loss: 0.262, Acc: 0.979, Base Lr: 6.27e-04
2024-05-05 19:50:12 transreid.train INFO: Epoch 37 done. Time per epoch: 36.177[s] Speed: 318.4[samples/s]
2024-05-05 19:50:20 transreid.train INFO: Epoch[38] Iter[20/93] Loss: 0.344, Acc: 0.976, Base Lr: 6.18e-04
2024-05-05 19:50:28 transreid.train INFO: Epoch[38] Iter[40/93] Loss: 0.296, Acc: 0.979, Base Lr: 6.18e-04
2024-05-05 19:50:36 transreid.train INFO: Epoch[38] Iter[60/93] Loss: 0.258, Acc: 0.981, Base Lr: 6.18e-04
2024-05-05 19:50:44 transreid.train INFO: Epoch[38] Iter[80/93] Loss: 0.231, Acc: 0.984, Base Lr: 6.18e-04
2024-05-05 19:50:48 transreid.train INFO: Epoch 38 done. Time per epoch: 36.552[s] Speed: 318.7[samples/s]
2024-05-05 19:50:56 transreid.train INFO: Epoch[39] Iter[20/93] Loss: 0.325, Acc: 0.982, Base Lr: 6.09e-04
2024-05-05 19:51:04 transreid.train INFO: Epoch[39] Iter[40/93] Loss: 0.292, Acc: 0.982, Base Lr: 6.09e-04
2024-05-05 19:51:12 transreid.train INFO: Epoch[39] Iter[60/93] Loss: 0.267, Acc: 0.984, Base Lr: 6.09e-04
2024-05-05 19:51:20 transreid.train INFO: Epoch[39] Iter[80/93] Loss: 0.239, Acc: 0.986, Base Lr: 6.09e-04
2024-05-05 19:51:24 transreid.train INFO: Epoch 39 done. Time per epoch: 35.952[s] Speed: 320.4[samples/s]
2024-05-05 19:51:32 transreid.train INFO: Epoch[40] Iter[20/93] Loss: 0.324, Acc: 0.982, Base Lr: 6.00e-04
2024-05-05 19:51:40 transreid.train INFO: Epoch[40] Iter[40/93] Loss: 0.280, Acc: 0.984, Base Lr: 6.00e-04
2024-05-05 19:51:48 transreid.train INFO: Epoch[40] Iter[60/93] Loss: 0.246, Acc: 0.986, Base Lr: 6.00e-04
2024-05-05 19:51:56 transreid.train INFO: Epoch[40] Iter[80/93] Loss: 0.219, Acc: 0.987, Base Lr: 6.00e-04
2024-05-05 19:52:00 transreid.train INFO: Epoch 40 done. Time per epoch: 36.141[s] Speed: 318.8[samples/s]
2024-05-05 19:52:50 transreid.train INFO: Validation Results - Epoch: 40
2024-05-05 19:52:50 transreid.train INFO: mAP: 93.8%
2024-05-05 19:52:50 transreid.train INFO: CMC curve, Rank-1  :96.9%
2024-05-05 19:52:50 transreid.train INFO: CMC curve, Rank-5  :99.1%
2024-05-05 19:52:50 transreid.train INFO: CMC curve, Rank-10 :99.5%
2024-05-05 19:52:58 transreid.train INFO: Epoch[41] Iter[20/93] Loss: 0.284, Acc: 0.976, Base Lr: 5.91e-04
2024-05-05 19:53:06 transreid.train INFO: Epoch[41] Iter[40/93] Loss: 0.249, Acc: 0.982, Base Lr: 5.91e-04
2024-05-05 19:53:14 transreid.train INFO: Epoch[41] Iter[60/93] Loss: 0.224, Acc: 0.983, Base Lr: 5.91e-04
2024-05-05 19:53:22 transreid.train INFO: Epoch[41] Iter[80/93] Loss: 0.206, Acc: 0.986, Base Lr: 5.91e-04
2024-05-05 19:53:26 transreid.train INFO: Epoch 41 done. Time per epoch: 36.617[s] Speed: 318.1[samples/s]
2024-05-05 19:53:35 transreid.train INFO: Epoch[42] Iter[20/93] Loss: 0.269, Acc: 0.984, Base Lr: 5.82e-04
2024-05-05 19:53:43 transreid.train INFO: Epoch[42] Iter[40/93] Loss: 0.234, Acc: 0.987, Base Lr: 5.82e-04
2024-05-05 19:53:51 transreid.train INFO: Epoch[42] Iter[60/93] Loss: 0.214, Acc: 0.988, Base Lr: 5.82e-04
2024-05-05 19:53:59 transreid.train INFO: Epoch[42] Iter[80/93] Loss: 0.193, Acc: 0.989, Base Lr: 5.82e-04
2024-05-05 19:54:03 transreid.train INFO: Epoch 42 done. Time per epoch: 36.343[s] Speed: 317.0[samples/s]
2024-05-05 19:54:11 transreid.train INFO: Epoch[43] Iter[20/93] Loss: 0.287, Acc: 0.979, Base Lr: 5.73e-04
2024-05-05 19:54:18 transreid.train INFO: Epoch[43] Iter[40/93] Loss: 0.251, Acc: 0.983, Base Lr: 5.73e-04
2024-05-05 19:54:25 transreid.train INFO: Epoch[43] Iter[60/93] Loss: 0.226, Acc: 0.985, Base Lr: 5.73e-04
2024-05-05 19:54:33 transreid.train INFO: Epoch[43] Iter[80/93] Loss: 0.206, Acc: 0.987, Base Lr: 5.73e-04
2024-05-05 19:54:37 transreid.train INFO: Epoch 43 done. Time per epoch: 34.544[s] Speed: 333.5[samples/s]
2024-05-05 19:54:46 transreid.train INFO: Epoch[44] Iter[20/93] Loss: 0.282, Acc: 0.983, Base Lr: 5.63e-04
2024-05-05 19:54:54 transreid.train INFO: Epoch[44] Iter[40/93] Loss: 0.256, Acc: 0.983, Base Lr: 5.63e-04
2024-05-05 19:55:02 transreid.train INFO: Epoch[44] Iter[60/93] Loss: 0.226, Acc: 0.985, Base Lr: 5.63e-04
2024-05-05 19:55:10 transreid.train INFO: Epoch[44] Iter[80/93] Loss: 0.200, Acc: 0.988, Base Lr: 5.63e-04
2024-05-05 19:55:14 transreid.train INFO: Epoch 44 done. Time per epoch: 36.391[s] Speed: 316.6[samples/s]
2024-05-05 19:55:22 transreid.train INFO: Epoch[45] Iter[20/93] Loss: 0.247, Acc: 0.984, Base Lr: 5.54e-04
2024-05-05 19:55:30 transreid.train INFO: Epoch[45] Iter[40/93] Loss: 0.216, Acc: 0.986, Base Lr: 5.54e-04
2024-05-05 19:55:38 transreid.train INFO: Epoch[45] Iter[60/93] Loss: 0.196, Acc: 0.987, Base Lr: 5.54e-04
2024-05-05 19:55:46 transreid.train INFO: Epoch[45] Iter[80/93] Loss: 0.177, Acc: 0.989, Base Lr: 5.54e-04
2024-05-05 19:55:50 transreid.train INFO: Epoch 45 done. Time per epoch: 36.227[s] Speed: 318.0[samples/s]
2024-05-05 19:55:58 transreid.train INFO: Epoch[46] Iter[20/93] Loss: 0.221, Acc: 0.987, Base Lr: 5.44e-04
2024-05-05 19:56:06 transreid.train INFO: Epoch[46] Iter[40/93] Loss: 0.196, Acc: 0.989, Base Lr: 5.44e-04
2024-05-05 19:56:14 transreid.train INFO: Epoch[46] Iter[60/93] Loss: 0.179, Acc: 0.990, Base Lr: 5.44e-04
2024-05-05 19:56:22 transreid.train INFO: Epoch[46] Iter[80/93] Loss: 0.162, Acc: 0.991, Base Lr: 5.44e-04
2024-05-05 19:56:26 transreid.train INFO: Epoch 46 done. Time per epoch: 35.993[s] Speed: 320.1[samples/s]
2024-05-05 19:56:34 transreid.train INFO: Epoch[47] Iter[20/93] Loss: 0.249, Acc: 0.987, Base Lr: 5.34e-04
2024-05-05 19:56:42 transreid.train INFO: Epoch[47] Iter[40/93] Loss: 0.214, Acc: 0.987, Base Lr: 5.34e-04
2024-05-05 19:56:50 transreid.train INFO: Epoch[47] Iter[60/93] Loss: 0.191, Acc: 0.989, Base Lr: 5.34e-04
2024-05-05 19:56:58 transreid.train INFO: Epoch[47] Iter[80/93] Loss: 0.169, Acc: 0.990, Base Lr: 5.34e-04
2024-05-05 19:57:03 transreid.train INFO: Epoch 47 done. Time per epoch: 36.786[s] Speed: 316.6[samples/s]
2024-05-05 19:57:11 transreid.train INFO: Epoch[48] Iter[20/93] Loss: 0.200, Acc: 0.989, Base Lr: 5.24e-04
2024-05-05 19:57:19 transreid.train INFO: Epoch[48] Iter[40/93] Loss: 0.193, Acc: 0.989, Base Lr: 5.24e-04
2024-05-05 19:57:27 transreid.train INFO: Epoch[48] Iter[60/93] Loss: 0.174, Acc: 0.990, Base Lr: 5.24e-04
2024-05-05 19:57:35 transreid.train INFO: Epoch[48] Iter[80/93] Loss: 0.161, Acc: 0.991, Base Lr: 5.24e-04
2024-05-05 19:57:39 transreid.train INFO: Epoch 48 done. Time per epoch: 36.272[s] Speed: 321.1[samples/s]
2024-05-05 19:57:47 transreid.train INFO: Epoch[49] Iter[20/93] Loss: 0.234, Acc: 0.982, Base Lr: 5.14e-04
2024-05-05 19:57:55 transreid.train INFO: Epoch[49] Iter[40/93] Loss: 0.193, Acc: 0.988, Base Lr: 5.14e-04
2024-05-05 19:58:03 transreid.train INFO: Epoch[49] Iter[60/93] Loss: 0.169, Acc: 0.990, Base Lr: 5.14e-04
2024-05-05 19:58:11 transreid.train INFO: Epoch[49] Iter[80/93] Loss: 0.149, Acc: 0.992, Base Lr: 5.14e-04
2024-05-05 19:58:15 transreid.train INFO: Epoch 49 done. Time per epoch: 35.939[s] Speed: 320.5[samples/s]
2024-05-05 19:58:24 transreid.train INFO: Epoch[50] Iter[20/93] Loss: 0.181, Acc: 0.990, Base Lr: 5.04e-04
2024-05-05 19:58:32 transreid.train INFO: Epoch[50] Iter[40/93] Loss: 0.160, Acc: 0.991, Base Lr: 5.04e-04
2024-05-05 19:58:40 transreid.train INFO: Epoch[50] Iter[60/93] Loss: 0.141, Acc: 0.993, Base Lr: 5.04e-04
2024-05-05 19:58:47 transreid.train INFO: Epoch[50] Iter[80/93] Loss: 0.133, Acc: 0.994, Base Lr: 5.04e-04
2024-05-05 19:58:52 transreid.train INFO: Epoch 50 done. Time per epoch: 36.588[s] Speed: 314.9[samples/s]
2024-05-05 19:59:00 transreid.train INFO: Epoch[51] Iter[20/93] Loss: 0.203, Acc: 0.988, Base Lr: 4.94e-04
2024-05-05 19:59:08 transreid.train INFO: Epoch[51] Iter[40/93] Loss: 0.176, Acc: 0.990, Base Lr: 4.94e-04
2024-05-05 19:59:16 transreid.train INFO: Epoch[51] Iter[60/93] Loss: 0.160, Acc: 0.991, Base Lr: 4.94e-04
2024-05-05 19:59:24 transreid.train INFO: Epoch[51] Iter[80/93] Loss: 0.143, Acc: 0.992, Base Lr: 4.94e-04
2024-05-05 19:59:28 transreid.train INFO: Epoch 51 done. Time per epoch: 36.549[s] Speed: 318.7[samples/s]
2024-05-05 19:59:37 transreid.train INFO: Epoch[52] Iter[20/93] Loss: 0.190, Acc: 0.988, Base Lr: 4.84e-04
2024-05-05 19:59:44 transreid.train INFO: Epoch[52] Iter[40/93] Loss: 0.167, Acc: 0.991, Base Lr: 4.84e-04
2024-05-05 19:59:52 transreid.train INFO: Epoch[52] Iter[60/93] Loss: 0.152, Acc: 0.992, Base Lr: 4.84e-04
2024-05-05 20:00:00 transreid.train INFO: Epoch[52] Iter[80/93] Loss: 0.141, Acc: 0.992, Base Lr: 4.84e-04
2024-05-05 20:00:05 transreid.train INFO: Epoch 52 done. Time per epoch: 36.744[s] Speed: 317.0[samples/s]
2024-05-05 20:00:13 transreid.train INFO: Epoch[53] Iter[20/93] Loss: 0.206, Acc: 0.991, Base Lr: 4.74e-04
2024-05-05 20:00:21 transreid.train INFO: Epoch[53] Iter[40/93] Loss: 0.176, Acc: 0.991, Base Lr: 4.74e-04
2024-05-05 20:00:29 transreid.train INFO: Epoch[53] Iter[60/93] Loss: 0.157, Acc: 0.992, Base Lr: 4.74e-04
2024-05-05 20:00:37 transreid.train INFO: Epoch[53] Iter[80/93] Loss: 0.143, Acc: 0.992, Base Lr: 4.74e-04
2024-05-05 20:00:41 transreid.train INFO: Epoch 53 done. Time per epoch: 36.166[s] Speed: 318.5[samples/s]
2024-05-05 20:00:50 transreid.train INFO: Epoch[54] Iter[20/93] Loss: 0.175, Acc: 0.992, Base Lr: 4.63e-04
2024-05-05 20:00:57 transreid.train INFO: Epoch[54] Iter[40/93] Loss: 0.152, Acc: 0.992, Base Lr: 4.63e-04
2024-05-05 20:01:05 transreid.train INFO: Epoch[54] Iter[60/93] Loss: 0.139, Acc: 0.993, Base Lr: 4.63e-04
2024-05-05 20:01:13 transreid.train INFO: Epoch[54] Iter[80/93] Loss: 0.124, Acc: 0.994, Base Lr: 4.63e-04
2024-05-05 20:01:17 transreid.train INFO: Epoch 54 done. Time per epoch: 36.107[s] Speed: 319.1[samples/s]
2024-05-05 20:01:26 transreid.train INFO: Epoch[55] Iter[20/93] Loss: 0.152, Acc: 0.990, Base Lr: 4.53e-04
2024-05-05 20:01:34 transreid.train INFO: Epoch[55] Iter[40/93] Loss: 0.151, Acc: 0.991, Base Lr: 4.53e-04
2024-05-05 20:01:42 transreid.train INFO: Epoch[55] Iter[60/93] Loss: 0.137, Acc: 0.992, Base Lr: 4.53e-04
2024-05-05 20:01:50 transreid.train INFO: Epoch[55] Iter[80/93] Loss: 0.124, Acc: 0.993, Base Lr: 4.53e-04
2024-05-05 20:01:54 transreid.train INFO: Epoch 55 done. Time per epoch: 36.864[s] Speed: 316.0[samples/s]
2024-05-05 20:02:02 transreid.train INFO: Epoch[56] Iter[20/93] Loss: 0.174, Acc: 0.987, Base Lr: 4.43e-04
2024-05-05 20:02:10 transreid.train INFO: Epoch[56] Iter[40/93] Loss: 0.158, Acc: 0.989, Base Lr: 4.43e-04
2024-05-05 20:02:18 transreid.train INFO: Epoch[56] Iter[60/93] Loss: 0.140, Acc: 0.990, Base Lr: 4.43e-04
2024-05-05 20:02:26 transreid.train INFO: Epoch[56] Iter[80/93] Loss: 0.127, Acc: 0.992, Base Lr: 4.43e-04
2024-05-05 20:02:30 transreid.train INFO: Epoch 56 done. Time per epoch: 35.970[s] Speed: 316.7[samples/s]
2024-05-05 20:02:38 transreid.train INFO: Epoch[57] Iter[20/93] Loss: 0.176, Acc: 0.993, Base Lr: 4.32e-04
2024-05-05 20:02:46 transreid.train INFO: Epoch[57] Iter[40/93] Loss: 0.162, Acc: 0.991, Base Lr: 4.32e-04
2024-05-05 20:02:54 transreid.train INFO: Epoch[57] Iter[60/93] Loss: 0.146, Acc: 0.992, Base Lr: 4.32e-04
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2024-05-05 20:03:06 transreid.train INFO: Epoch 57 done. Time per epoch: 36.286[s] Speed: 317.5[samples/s]
2024-05-05 20:03:15 transreid.train INFO: Epoch[58] Iter[20/93] Loss: 0.161, Acc: 0.989, Base Lr: 4.22e-04
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2024-05-05 20:03:43 transreid.train INFO: Epoch 58 done. Time per epoch: 37.027[s] Speed: 314.6[samples/s]
2024-05-05 20:03:52 transreid.train INFO: Epoch[59] Iter[20/93] Loss: 0.132, Acc: 0.993, Base Lr: 4.11e-04
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2024-05-05 20:04:20 transreid.train INFO: Epoch 59 done. Time per epoch: 36.308[s] Speed: 317.3[samples/s]
2024-05-05 20:04:28 transreid.train INFO: Epoch[60] Iter[20/93] Loss: 0.148, Acc: 0.989, Base Lr: 4.01e-04
2024-05-05 20:04:36 transreid.train INFO: Epoch[60] Iter[40/93] Loss: 0.131, Acc: 0.991, Base Lr: 4.01e-04
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2024-05-05 20:04:56 transreid.train INFO: Epoch 60 done. Time per epoch: 36.412[s] Speed: 316.4[samples/s]
2024-05-05 20:05:04 transreid.train INFO: Epoch[61] Iter[20/93] Loss: 0.149, Acc: 0.992, Base Lr: 3.90e-04
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2024-05-05 20:05:32 transreid.train INFO: Epoch 61 done. Time per epoch: 36.437[s] Speed: 319.7[samples/s]
2024-05-05 20:05:41 transreid.train INFO: Epoch[62] Iter[20/93] Loss: 0.150, Acc: 0.994, Base Lr: 3.80e-04
2024-05-05 20:05:49 transreid.train INFO: Epoch[62] Iter[40/93] Loss: 0.140, Acc: 0.993, Base Lr: 3.80e-04
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2024-05-05 20:06:09 transreid.train INFO: Epoch 62 done. Time per epoch: 36.514[s] Speed: 319.0[samples/s]
2024-05-05 20:06:17 transreid.train INFO: Epoch[63] Iter[20/93] Loss: 0.128, Acc: 0.993, Base Lr: 3.69e-04
2024-05-05 20:06:25 transreid.train INFO: Epoch[63] Iter[40/93] Loss: 0.122, Acc: 0.994, Base Lr: 3.69e-04
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2024-05-05 20:06:46 transreid.train INFO: Epoch 63 done. Time per epoch: 36.674[s] Speed: 317.6[samples/s]
2024-05-05 20:06:54 transreid.train INFO: Epoch[64] Iter[20/93] Loss: 0.133, Acc: 0.993, Base Lr: 3.59e-04
2024-05-05 20:07:02 transreid.train INFO: Epoch[64] Iter[40/93] Loss: 0.128, Acc: 0.995, Base Lr: 3.59e-04
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2024-05-05 20:07:22 transreid.train INFO: Epoch 64 done. Time per epoch: 36.142[s] Speed: 318.7[samples/s]
2024-05-05 20:07:30 transreid.train INFO: Epoch[65] Iter[20/93] Loss: 0.133, Acc: 0.995, Base Lr: 3.49e-04
2024-05-05 20:07:38 transreid.train INFO: Epoch[65] Iter[40/93] Loss: 0.126, Acc: 0.994, Base Lr: 3.49e-04
2024-05-05 20:07:46 transreid.train INFO: Epoch[65] Iter[60/93] Loss: 0.117, Acc: 0.993, Base Lr: 3.49e-04
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2024-05-05 20:07:58 transreid.train INFO: Epoch 65 done. Time per epoch: 36.529[s] Speed: 318.9[samples/s]
2024-05-05 20:08:07 transreid.train INFO: Epoch[66] Iter[20/93] Loss: 0.126, Acc: 0.994, Base Lr: 3.38e-04
2024-05-05 20:08:15 transreid.train INFO: Epoch[66] Iter[40/93] Loss: 0.120, Acc: 0.993, Base Lr: 3.38e-04
2024-05-05 20:08:23 transreid.train INFO: Epoch[66] Iter[60/93] Loss: 0.115, Acc: 0.993, Base Lr: 3.38e-04
2024-05-05 20:08:30 transreid.train INFO: Epoch[66] Iter[80/93] Loss: 0.105, Acc: 0.994, Base Lr: 3.38e-04
2024-05-05 20:08:35 transreid.train INFO: Epoch 66 done. Time per epoch: 36.250[s] Speed: 317.8[samples/s]
2024-05-05 20:08:43 transreid.train INFO: Epoch[67] Iter[20/93] Loss: 0.128, Acc: 0.994, Base Lr: 3.28e-04
2024-05-05 20:08:51 transreid.train INFO: Epoch[67] Iter[40/93] Loss: 0.118, Acc: 0.994, Base Lr: 3.28e-04
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2024-05-05 20:09:11 transreid.train INFO: Epoch 67 done. Time per epoch: 36.511[s] Speed: 319.0[samples/s]
2024-05-05 20:09:19 transreid.train INFO: Epoch[68] Iter[20/93] Loss: 0.121, Acc: 0.993, Base Lr: 3.18e-04
2024-05-05 20:09:27 transreid.train INFO: Epoch[68] Iter[40/93] Loss: 0.109, Acc: 0.995, Base Lr: 3.18e-04
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2024-05-05 20:09:47 transreid.train INFO: Epoch 68 done. Time per epoch: 36.357[s] Speed: 316.9[samples/s]
2024-05-05 20:09:56 transreid.train INFO: Epoch[69] Iter[20/93] Loss: 0.137, Acc: 0.994, Base Lr: 3.08e-04
2024-05-05 20:10:04 transreid.train INFO: Epoch[69] Iter[40/93] Loss: 0.117, Acc: 0.995, Base Lr: 3.08e-04
2024-05-05 20:10:12 transreid.train INFO: Epoch[69] Iter[60/93] Loss: 0.107, Acc: 0.995, Base Lr: 3.08e-04
2024-05-05 20:10:20 transreid.train INFO: Epoch[69] Iter[80/93] Loss: 0.095, Acc: 0.995, Base Lr: 3.08e-04
2024-05-05 20:10:24 transreid.train INFO: Epoch 69 done. Time per epoch: 36.268[s] Speed: 317.6[samples/s]
2024-05-05 20:10:32 transreid.train INFO: Epoch[70] Iter[20/93] Loss: 0.136, Acc: 0.993, Base Lr: 2.97e-04
2024-05-05 20:10:40 transreid.train INFO: Epoch[70] Iter[40/93] Loss: 0.123, Acc: 0.993, Base Lr: 2.97e-04
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2024-05-05 20:11:00 transreid.train INFO: Epoch 70 done. Time per epoch: 36.275[s] Speed: 317.6[samples/s]
2024-05-05 20:11:08 transreid.train INFO: Epoch[71] Iter[20/93] Loss: 0.121, Acc: 0.993, Base Lr: 2.87e-04
2024-05-05 20:11:16 transreid.train INFO: Epoch[71] Iter[40/93] Loss: 0.111, Acc: 0.994, Base Lr: 2.87e-04
2024-05-05 20:11:24 transreid.train INFO: Epoch[71] Iter[60/93] Loss: 0.100, Acc: 0.995, Base Lr: 2.87e-04
2024-05-05 20:11:32 transreid.train INFO: Epoch[71] Iter[80/93] Loss: 0.095, Acc: 0.995, Base Lr: 2.87e-04
2024-05-05 20:11:37 transreid.train INFO: Epoch 71 done. Time per epoch: 36.818[s] Speed: 316.4[samples/s]
2024-05-05 20:11:45 transreid.train INFO: Epoch[72] Iter[20/93] Loss: 0.124, Acc: 0.993, Base Lr: 2.77e-04
2024-05-05 20:11:53 transreid.train INFO: Epoch[72] Iter[40/93] Loss: 0.112, Acc: 0.994, Base Lr: 2.77e-04
2024-05-05 20:12:01 transreid.train INFO: Epoch[72] Iter[60/93] Loss: 0.104, Acc: 0.995, Base Lr: 2.77e-04
2024-05-05 20:12:09 transreid.train INFO: Epoch[72] Iter[80/93] Loss: 0.094, Acc: 0.996, Base Lr: 2.77e-04
2024-05-05 20:12:13 transreid.train INFO: Epoch 72 done. Time per epoch: 36.706[s] Speed: 317.3[samples/s]
2024-05-05 20:12:22 transreid.train INFO: Epoch[73] Iter[20/93] Loss: 0.136, Acc: 0.995, Base Lr: 2.68e-04
2024-05-05 20:12:30 transreid.train INFO: Epoch[73] Iter[40/93] Loss: 0.118, Acc: 0.995, Base Lr: 2.68e-04
2024-05-05 20:12:38 transreid.train INFO: Epoch[73] Iter[60/93] Loss: 0.108, Acc: 0.995, Base Lr: 2.68e-04
2024-05-05 20:12:46 transreid.train INFO: Epoch[73] Iter[80/93] Loss: 0.100, Acc: 0.995, Base Lr: 2.68e-04
2024-05-05 20:12:50 transreid.train INFO: Epoch 73 done. Time per epoch: 36.263[s] Speed: 317.7[samples/s]
2024-05-05 20:12:58 transreid.train INFO: Epoch[74] Iter[20/93] Loss: 0.119, Acc: 0.994, Base Lr: 2.58e-04
2024-05-05 20:13:06 transreid.train INFO: Epoch[74] Iter[40/93] Loss: 0.114, Acc: 0.993, Base Lr: 2.58e-04
2024-05-05 20:13:14 transreid.train INFO: Epoch[74] Iter[60/93] Loss: 0.102, Acc: 0.995, Base Lr: 2.58e-04
2024-05-05 20:13:22 transreid.train INFO: Epoch[74] Iter[80/93] Loss: 0.093, Acc: 0.995, Base Lr: 2.58e-04
2024-05-05 20:13:26 transreid.train INFO: Epoch 74 done. Time per epoch: 36.432[s] Speed: 316.2[samples/s]
2024-05-05 20:13:35 transreid.train INFO: Epoch[75] Iter[20/93] Loss: 0.122, Acc: 0.994, Base Lr: 2.48e-04
2024-05-05 20:13:42 transreid.train INFO: Epoch[75] Iter[40/93] Loss: 0.116, Acc: 0.994, Base Lr: 2.48e-04
2024-05-05 20:13:50 transreid.train INFO: Epoch[75] Iter[60/93] Loss: 0.105, Acc: 0.994, Base Lr: 2.48e-04
2024-05-05 20:13:56 transreid.train INFO: Epoch[75] Iter[80/93] Loss: 0.095, Acc: 0.995, Base Lr: 2.48e-04
2024-05-05 20:13:59 transreid.train INFO: Epoch 75 done. Time per epoch: 32.909[s] Speed: 350.1[samples/s]
2024-05-05 20:14:06 transreid.train INFO: Epoch[76] Iter[20/93] Loss: 0.113, Acc: 0.995, Base Lr: 2.38e-04
2024-05-05 20:14:12 transreid.train INFO: Epoch[76] Iter[40/93] Loss: 0.105, Acc: 0.995, Base Lr: 2.38e-04
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2024-05-05 20:14:24 transreid.train INFO: Epoch[76] Iter[80/93] Loss: 0.089, Acc: 0.995, Base Lr: 2.38e-04
2024-05-05 20:14:27 transreid.train INFO: Epoch 76 done. Time per epoch: 27.960[s] Speed: 412.0[samples/s]
2024-05-05 20:14:34 transreid.train INFO: Epoch[77] Iter[20/93] Loss: 0.114, Acc: 0.995, Base Lr: 2.29e-04
2024-05-05 20:14:42 transreid.train INFO: Epoch[77] Iter[40/93] Loss: 0.101, Acc: 0.995, Base Lr: 2.29e-04
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2024-05-05 20:14:58 transreid.train INFO: Epoch[77] Iter[80/93] Loss: 0.083, Acc: 0.996, Base Lr: 2.29e-04
2024-05-05 20:15:03 transreid.train INFO: Epoch 77 done. Time per epoch: 35.679[s] Speed: 322.9[samples/s]
2024-05-05 20:15:12 transreid.train INFO: Epoch[78] Iter[20/93] Loss: 0.119, Acc: 0.995, Base Lr: 2.20e-04
2024-05-05 20:15:20 transreid.train INFO: Epoch[78] Iter[40/93] Loss: 0.106, Acc: 0.995, Base Lr: 2.20e-04
2024-05-05 20:15:28 transreid.train INFO: Epoch[78] Iter[60/93] Loss: 0.094, Acc: 0.996, Base Lr: 2.20e-04
2024-05-05 20:15:37 transreid.train INFO: Epoch[78] Iter[80/93] Loss: 0.088, Acc: 0.996, Base Lr: 2.20e-04
2024-05-05 20:15:41 transreid.train INFO: Epoch 78 done. Time per epoch: 38.165[s] Speed: 301.8[samples/s]
2024-05-05 20:15:50 transreid.train INFO: Epoch[79] Iter[20/93] Loss: 0.131, Acc: 0.993, Base Lr: 2.10e-04
2024-05-05 20:15:58 transreid.train INFO: Epoch[79] Iter[40/93] Loss: 0.106, Acc: 0.994, Base Lr: 2.10e-04
2024-05-05 20:16:06 transreid.train INFO: Epoch[79] Iter[60/93] Loss: 0.097, Acc: 0.995, Base Lr: 2.10e-04
2024-05-05 20:16:15 transreid.train INFO: Epoch[79] Iter[80/93] Loss: 0.088, Acc: 0.995, Base Lr: 2.10e-04
2024-05-05 20:16:19 transreid.train INFO: Epoch 79 done. Time per epoch: 38.394[s] Speed: 303.4[samples/s]
2024-05-05 20:16:28 transreid.train INFO: Epoch[80] Iter[20/93] Loss: 0.125, Acc: 0.993, Base Lr: 2.01e-04
2024-05-05 20:16:37 transreid.train INFO: Epoch[80] Iter[40/93] Loss: 0.105, Acc: 0.995, Base Lr: 2.01e-04
2024-05-05 20:16:45 transreid.train INFO: Epoch[80] Iter[60/93] Loss: 0.091, Acc: 0.996, Base Lr: 2.01e-04
2024-05-05 20:16:53 transreid.train INFO: Epoch[80] Iter[80/93] Loss: 0.084, Acc: 0.996, Base Lr: 2.01e-04
2024-05-05 20:16:58 transreid.train INFO: Epoch 80 done. Time per epoch: 38.704[s] Speed: 300.9[samples/s]
2024-05-05 20:17:47 transreid.train INFO: Validation Results - Epoch: 80
2024-05-05 20:17:47 transreid.train INFO: mAP: 94.6%
2024-05-05 20:17:47 transreid.train INFO: CMC curve, Rank-1  :97.5%
2024-05-05 20:17:47 transreid.train INFO: CMC curve, Rank-5  :99.2%
2024-05-05 20:17:47 transreid.train INFO: CMC curve, Rank-10 :99.6%
2024-05-05 20:17:56 transreid.train INFO: Epoch[81] Iter[20/93] Loss: 0.135, Acc: 0.993, Base Lr: 1.92e-04
2024-05-05 20:18:04 transreid.train INFO: Epoch[81] Iter[40/93] Loss: 0.111, Acc: 0.995, Base Lr: 1.92e-04
2024-05-05 20:18:13 transreid.train INFO: Epoch[81] Iter[60/93] Loss: 0.098, Acc: 0.996, Base Lr: 1.92e-04
2024-05-05 20:18:21 transreid.train INFO: Epoch[81] Iter[80/93] Loss: 0.085, Acc: 0.996, Base Lr: 1.92e-04
2024-05-05 20:18:26 transreid.train INFO: Epoch 81 done. Time per epoch: 38.567[s] Speed: 302.0[samples/s]
2024-05-05 20:18:35 transreid.train INFO: Epoch[82] Iter[20/93] Loss: 0.102, Acc: 0.995, Base Lr: 1.83e-04
2024-05-05 20:18:43 transreid.train INFO: Epoch[82] Iter[40/93] Loss: 0.096, Acc: 0.995, Base Lr: 1.83e-04
2024-05-05 20:18:51 transreid.train INFO: Epoch[82] Iter[60/93] Loss: 0.091, Acc: 0.996, Base Lr: 1.83e-04
2024-05-05 20:18:59 transreid.train INFO: Epoch[82] Iter[80/93] Loss: 0.086, Acc: 0.996, Base Lr: 1.83e-04
2024-05-05 20:19:04 transreid.train INFO: Epoch 82 done. Time per epoch: 37.937[s] Speed: 303.7[samples/s]
2024-05-05 20:19:13 transreid.train INFO: Epoch[83] Iter[20/93] Loss: 0.113, Acc: 0.996, Base Lr: 1.75e-04
2024-05-05 20:19:21 transreid.train INFO: Epoch[83] Iter[40/93] Loss: 0.108, Acc: 0.995, Base Lr: 1.75e-04
2024-05-05 20:19:29 transreid.train INFO: Epoch[83] Iter[60/93] Loss: 0.097, Acc: 0.995, Base Lr: 1.75e-04
2024-05-05 20:19:38 transreid.train INFO: Epoch[83] Iter[80/93] Loss: 0.088, Acc: 0.996, Base Lr: 1.75e-04
2024-05-05 20:19:42 transreid.train INFO: Epoch 83 done. Time per epoch: 38.282[s] Speed: 300.9[samples/s]
2024-05-05 20:19:51 transreid.train INFO: Epoch[84] Iter[20/93] Loss: 0.105, Acc: 0.995, Base Lr: 1.66e-04
2024-05-05 20:19:59 transreid.train INFO: Epoch[84] Iter[40/93] Loss: 0.094, Acc: 0.995, Base Lr: 1.66e-04
2024-05-05 20:20:07 transreid.train INFO: Epoch[84] Iter[60/93] Loss: 0.085, Acc: 0.995, Base Lr: 1.66e-04
2024-05-05 20:20:15 transreid.train INFO: Epoch[84] Iter[80/93] Loss: 0.078, Acc: 0.995, Base Lr: 1.66e-04
2024-05-05 20:20:20 transreid.train INFO: Epoch 84 done. Time per epoch: 37.810[s] Speed: 304.7[samples/s]
2024-05-05 20:20:29 transreid.train INFO: Epoch[85] Iter[20/93] Loss: 0.112, Acc: 0.994, Base Lr: 1.58e-04
2024-05-05 20:20:37 transreid.train INFO: Epoch[85] Iter[40/93] Loss: 0.098, Acc: 0.994, Base Lr: 1.58e-04
2024-05-05 20:20:46 transreid.train INFO: Epoch[85] Iter[60/93] Loss: 0.091, Acc: 0.995, Base Lr: 1.58e-04
2024-05-05 20:20:54 transreid.train INFO: Epoch[85] Iter[80/93] Loss: 0.080, Acc: 0.996, Base Lr: 1.58e-04
2024-05-05 20:20:59 transreid.train INFO: Epoch 85 done. Time per epoch: 38.897[s] Speed: 299.5[samples/s]
2024-05-05 20:21:08 transreid.train INFO: Epoch[86] Iter[20/93] Loss: 0.100, Acc: 0.996, Base Lr: 1.50e-04
2024-05-05 20:21:16 transreid.train INFO: Epoch[86] Iter[40/93] Loss: 0.101, Acc: 0.995, Base Lr: 1.50e-04
2024-05-05 20:21:24 transreid.train INFO: Epoch[86] Iter[60/93] Loss: 0.089, Acc: 0.996, Base Lr: 1.50e-04
2024-05-05 20:21:33 transreid.train INFO: Epoch[86] Iter[80/93] Loss: 0.084, Acc: 0.996, Base Lr: 1.50e-04
2024-05-05 20:21:37 transreid.train INFO: Epoch 86 done. Time per epoch: 38.043[s] Speed: 302.8[samples/s]
2024-05-05 20:21:46 transreid.train INFO: Epoch[87] Iter[20/93] Loss: 0.102, Acc: 0.995, Base Lr: 1.42e-04
2024-05-05 20:21:54 transreid.train INFO: Epoch[87] Iter[40/93] Loss: 0.099, Acc: 0.995, Base Lr: 1.42e-04
2024-05-05 20:22:02 transreid.train INFO: Epoch[87] Iter[60/93] Loss: 0.089, Acc: 0.995, Base Lr: 1.42e-04
2024-05-05 20:22:11 transreid.train INFO: Epoch[87] Iter[80/93] Loss: 0.080, Acc: 0.995, Base Lr: 1.42e-04
2024-05-05 20:22:15 transreid.train INFO: Epoch 87 done. Time per epoch: 38.700[s] Speed: 301.0[samples/s]
2024-05-05 20:22:24 transreid.train INFO: Epoch[88] Iter[20/93] Loss: 0.109, Acc: 0.994, Base Lr: 1.34e-04
2024-05-05 20:22:33 transreid.train INFO: Epoch[88] Iter[40/93] Loss: 0.107, Acc: 0.995, Base Lr: 1.34e-04
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2024-05-05 20:23:03 transreid.train INFO: Epoch[89] Iter[20/93] Loss: 0.091, Acc: 0.995, Base Lr: 1.26e-04
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2024-05-05 20:23:42 transreid.train INFO: Epoch[90] Iter[20/93] Loss: 0.098, Acc: 0.994, Base Lr: 1.19e-04
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2024-05-05 20:24:11 transreid.train INFO: Epoch 90 done. Time per epoch: 38.497[s] Speed: 299.2[samples/s]
2024-05-05 20:24:20 transreid.train INFO: Epoch[91] Iter[20/93] Loss: 0.099, Acc: 0.996, Base Lr: 1.11e-04
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2024-05-05 20:24:50 transreid.train INFO: Epoch 91 done. Time per epoch: 38.617[s] Speed: 301.6[samples/s]
2024-05-05 20:24:59 transreid.train INFO: Epoch[92] Iter[20/93] Loss: 0.097, Acc: 0.996, Base Lr: 1.04e-04
2024-05-05 20:25:07 transreid.train INFO: Epoch[92] Iter[40/93] Loss: 0.090, Acc: 0.996, Base Lr: 1.04e-04
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2024-05-05 20:25:28 transreid.train INFO: Epoch 92 done. Time per epoch: 38.301[s] Speed: 300.8[samples/s]
2024-05-05 20:25:37 transreid.train INFO: Epoch[93] Iter[20/93] Loss: 0.111, Acc: 0.995, Base Lr: 9.72e-05
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2024-05-05 20:26:02 transreid.train INFO: Epoch[93] Iter[80/93] Loss: 0.079, Acc: 0.997, Base Lr: 9.72e-05
2024-05-05 20:26:06 transreid.train INFO: Epoch 93 done. Time per epoch: 38.130[s] Speed: 302.1[samples/s]
2024-05-05 20:26:15 transreid.train INFO: Epoch[94] Iter[20/93] Loss: 0.098, Acc: 0.995, Base Lr: 9.06e-05
2024-05-05 20:26:24 transreid.train INFO: Epoch[94] Iter[40/93] Loss: 0.088, Acc: 0.996, Base Lr: 9.06e-05
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2024-05-05 20:26:45 transreid.train INFO: Epoch 94 done. Time per epoch: 38.391[s] Speed: 300.1[samples/s]
2024-05-05 20:26:53 transreid.train INFO: Epoch[95] Iter[20/93] Loss: 0.098, Acc: 0.995, Base Lr: 8.41e-05
2024-05-05 20:27:02 transreid.train INFO: Epoch[95] Iter[40/93] Loss: 0.089, Acc: 0.996, Base Lr: 8.41e-05
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2024-05-05 20:27:22 transreid.train INFO: Epoch 95 done. Time per epoch: 37.990[s] Speed: 303.2[samples/s]
2024-05-05 20:27:31 transreid.train INFO: Epoch[96] Iter[20/93] Loss: 0.092, Acc: 0.996, Base Lr: 7.78e-05
2024-05-05 20:27:40 transreid.train INFO: Epoch[96] Iter[40/93] Loss: 0.086, Acc: 0.996, Base Lr: 7.78e-05
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2024-05-05 20:28:01 transreid.train INFO: Epoch 96 done. Time per epoch: 38.438[s] Speed: 299.7[samples/s]
2024-05-05 20:28:10 transreid.train INFO: Epoch[97] Iter[20/93] Loss: 0.094, Acc: 0.996, Base Lr: 7.18e-05
2024-05-05 20:28:18 transreid.train INFO: Epoch[97] Iter[40/93] Loss: 0.088, Acc: 0.996, Base Lr: 7.18e-05
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2024-05-05 20:28:35 transreid.train INFO: Epoch[97] Iter[80/93] Loss: 0.072, Acc: 0.997, Base Lr: 7.18e-05
2024-05-05 20:28:39 transreid.train INFO: Epoch 97 done. Time per epoch: 37.970[s] Speed: 303.4[samples/s]
2024-05-05 20:28:48 transreid.train INFO: Epoch[98] Iter[20/93] Loss: 0.095, Acc: 0.996, Base Lr: 6.60e-05
2024-05-05 20:28:56 transreid.train INFO: Epoch[98] Iter[40/93] Loss: 0.085, Acc: 0.997, Base Lr: 6.60e-05
2024-05-05 20:29:05 transreid.train INFO: Epoch[98] Iter[60/93] Loss: 0.076, Acc: 0.997, Base Lr: 6.60e-05
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2024-05-05 20:29:17 transreid.train INFO: Epoch 98 done. Time per epoch: 38.421[s] Speed: 299.8[samples/s]
2024-05-05 20:29:26 transreid.train INFO: Epoch[99] Iter[20/93] Loss: 0.105, Acc: 0.996, Base Lr: 6.04e-05
2024-05-05 20:29:35 transreid.train INFO: Epoch[99] Iter[40/93] Loss: 0.091, Acc: 0.996, Base Lr: 6.04e-05
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2024-05-05 20:29:56 transreid.train INFO: Epoch 99 done. Time per epoch: 38.181[s] Speed: 301.7[samples/s]
2024-05-05 20:30:04 transreid.train INFO: Epoch[100] Iter[20/93] Loss: 0.090, Acc: 0.997, Base Lr: 5.51e-05
2024-05-05 20:30:13 transreid.train INFO: Epoch[100] Iter[40/93] Loss: 0.084, Acc: 0.996, Base Lr: 5.51e-05
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2024-05-05 20:30:30 transreid.train INFO: Epoch[100] Iter[80/93] Loss: 0.074, Acc: 0.997, Base Lr: 5.51e-05
2024-05-05 20:30:34 transreid.train INFO: Epoch 100 done. Time per epoch: 38.430[s] Speed: 299.8[samples/s]
2024-05-05 20:30:43 transreid.train INFO: Epoch[101] Iter[20/93] Loss: 0.111, Acc: 0.997, Base Lr: 5.00e-05
2024-05-05 20:30:51 transreid.train INFO: Epoch[101] Iter[40/93] Loss: 0.097, Acc: 0.996, Base Lr: 5.00e-05
2024-05-05 20:31:00 transreid.train INFO: Epoch[101] Iter[60/93] Loss: 0.086, Acc: 0.996, Base Lr: 5.00e-05
2024-05-05 20:31:08 transreid.train INFO: Epoch[101] Iter[80/93] Loss: 0.075, Acc: 0.997, Base Lr: 5.00e-05
2024-05-05 20:31:13 transreid.train INFO: Epoch 101 done. Time per epoch: 38.666[s] Speed: 301.2[samples/s]
2024-05-05 20:31:21 transreid.train INFO: Epoch[102] Iter[20/93] Loss: 0.097, Acc: 0.996, Base Lr: 4.51e-05
2024-05-05 20:31:30 transreid.train INFO: Epoch[102] Iter[40/93] Loss: 0.088, Acc: 0.996, Base Lr: 4.51e-05
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2024-05-05 20:31:46 transreid.train INFO: Epoch[102] Iter[80/93] Loss: 0.072, Acc: 0.997, Base Lr: 4.51e-05
2024-05-05 20:31:51 transreid.train INFO: Epoch 102 done. Time per epoch: 38.110[s] Speed: 302.3[samples/s]
2024-05-05 20:32:00 transreid.train INFO: Epoch[103] Iter[20/93] Loss: 0.097, Acc: 0.994, Base Lr: 4.05e-05
2024-05-05 20:32:08 transreid.train INFO: Epoch[103] Iter[40/93] Loss: 0.087, Acc: 0.995, Base Lr: 4.05e-05
2024-05-05 20:32:16 transreid.train INFO: Epoch[103] Iter[60/93] Loss: 0.080, Acc: 0.996, Base Lr: 4.05e-05
2024-05-05 20:32:25 transreid.train INFO: Epoch[103] Iter[80/93] Loss: 0.072, Acc: 0.996, Base Lr: 4.05e-05
2024-05-05 20:32:29 transreid.train INFO: Epoch 103 done. Time per epoch: 38.274[s] Speed: 301.0[samples/s]
2024-05-05 20:32:38 transreid.train INFO: Epoch[104] Iter[20/93] Loss: 0.098, Acc: 0.997, Base Lr: 3.61e-05
2024-05-05 20:32:46 transreid.train INFO: Epoch[104] Iter[40/93] Loss: 0.097, Acc: 0.996, Base Lr: 3.61e-05
2024-05-05 20:32:54 transreid.train INFO: Epoch[104] Iter[60/93] Loss: 0.085, Acc: 0.996, Base Lr: 3.61e-05
2024-05-05 20:33:03 transreid.train INFO: Epoch[104] Iter[80/93] Loss: 0.079, Acc: 0.996, Base Lr: 3.61e-05
2024-05-05 20:33:07 transreid.train INFO: Epoch 104 done. Time per epoch: 38.150[s] Speed: 302.0[samples/s]
2024-05-05 20:33:16 transreid.train INFO: Epoch[105] Iter[20/93] Loss: 0.102, Acc: 0.996, Base Lr: 3.20e-05
2024-05-05 20:33:25 transreid.train INFO: Epoch[105] Iter[40/93] Loss: 0.103, Acc: 0.996, Base Lr: 3.20e-05
2024-05-05 20:33:33 transreid.train INFO: Epoch[105] Iter[60/93] Loss: 0.090, Acc: 0.996, Base Lr: 3.20e-05
2024-05-05 20:33:41 transreid.train INFO: Epoch[105] Iter[80/93] Loss: 0.079, Acc: 0.997, Base Lr: 3.20e-05
2024-05-05 20:33:46 transreid.train INFO: Epoch 105 done. Time per epoch: 38.445[s] Speed: 299.6[samples/s]
2024-05-05 20:33:54 transreid.train INFO: Epoch[106] Iter[20/93] Loss: 0.109, Acc: 0.994, Base Lr: 2.81e-05
2024-05-05 20:34:03 transreid.train INFO: Epoch[106] Iter[40/93] Loss: 0.095, Acc: 0.994, Base Lr: 2.81e-05
2024-05-05 20:34:11 transreid.train INFO: Epoch[106] Iter[60/93] Loss: 0.087, Acc: 0.995, Base Lr: 2.81e-05
2024-05-05 20:34:19 transreid.train INFO: Epoch[106] Iter[80/93] Loss: 0.078, Acc: 0.995, Base Lr: 2.81e-05
2024-05-05 20:34:24 transreid.train INFO: Epoch 106 done. Time per epoch: 38.362[s] Speed: 303.6[samples/s]
2024-05-05 20:34:33 transreid.train INFO: Epoch[107] Iter[20/93] Loss: 0.099, Acc: 0.996, Base Lr: 2.45e-05
2024-05-05 20:34:41 transreid.train INFO: Epoch[107] Iter[40/93] Loss: 0.094, Acc: 0.996, Base Lr: 2.45e-05
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2024-05-05 20:35:03 transreid.train INFO: Epoch 107 done. Time per epoch: 38.604[s] Speed: 301.7[samples/s]
2024-05-05 20:35:11 transreid.train INFO: Epoch[108] Iter[20/93] Loss: 0.102, Acc: 0.995, Base Lr: 2.11e-05
2024-05-05 20:35:20 transreid.train INFO: Epoch[108] Iter[40/93] Loss: 0.096, Acc: 0.995, Base Lr: 2.11e-05
2024-05-05 20:35:28 transreid.train INFO: Epoch[108] Iter[60/93] Loss: 0.091, Acc: 0.995, Base Lr: 2.11e-05
2024-05-05 20:35:36 transreid.train INFO: Epoch[108] Iter[80/93] Loss: 0.080, Acc: 0.996, Base Lr: 2.11e-05
2024-05-05 20:35:40 transreid.train INFO: Epoch 108 done. Time per epoch: 37.918[s] Speed: 303.8[samples/s]
2024-05-05 20:35:49 transreid.train INFO: Epoch[109] Iter[20/93] Loss: 0.113, Acc: 0.996, Base Lr: 1.80e-05
2024-05-05 20:35:58 transreid.train INFO: Epoch[109] Iter[40/93] Loss: 0.092, Acc: 0.997, Base Lr: 1.80e-05
2024-05-05 20:36:06 transreid.train INFO: Epoch[109] Iter[60/93] Loss: 0.082, Acc: 0.998, Base Lr: 1.80e-05
2024-05-05 20:36:15 transreid.train INFO: Epoch[109] Iter[80/93] Loss: 0.076, Acc: 0.997, Base Lr: 1.80e-05
2024-05-05 20:36:19 transreid.train INFO: Epoch 109 done. Time per epoch: 38.273[s] Speed: 301.0[samples/s]
2024-05-05 20:36:28 transreid.train INFO: Epoch[110] Iter[20/93] Loss: 0.096, Acc: 0.996, Base Lr: 1.52e-05
2024-05-05 20:36:36 transreid.train INFO: Epoch[110] Iter[40/93] Loss: 0.086, Acc: 0.997, Base Lr: 1.52e-05
2024-05-05 20:36:44 transreid.train INFO: Epoch[110] Iter[60/93] Loss: 0.079, Acc: 0.997, Base Lr: 1.52e-05
2024-05-05 20:36:52 transreid.train INFO: Epoch[110] Iter[80/93] Loss: 0.071, Acc: 0.997, Base Lr: 1.52e-05
2024-05-05 20:36:57 transreid.train INFO: Epoch 110 done. Time per epoch: 37.827[s] Speed: 304.5[samples/s]
2024-05-05 20:37:05 transreid.train INFO: Epoch[111] Iter[20/93] Loss: 0.095, Acc: 0.995, Base Lr: 1.26e-05
2024-05-05 20:37:14 transreid.train INFO: Epoch[111] Iter[40/93] Loss: 0.087, Acc: 0.996, Base Lr: 1.26e-05
2024-05-05 20:37:22 transreid.train INFO: Epoch[111] Iter[60/93] Loss: 0.081, Acc: 0.997, Base Lr: 1.26e-05
2024-05-05 20:37:30 transreid.train INFO: Epoch[111] Iter[80/93] Loss: 0.076, Acc: 0.997, Base Lr: 1.26e-05
2024-05-05 20:37:35 transreid.train INFO: Epoch 111 done. Time per epoch: 38.442[s] Speed: 303.0[samples/s]
2024-05-05 20:37:44 transreid.train INFO: Epoch[112] Iter[20/93] Loss: 0.099, Acc: 0.993, Base Lr: 1.03e-05
2024-05-05 20:37:52 transreid.train INFO: Epoch[112] Iter[40/93] Loss: 0.088, Acc: 0.995, Base Lr: 1.03e-05
2024-05-05 20:38:01 transreid.train INFO: Epoch[112] Iter[60/93] Loss: 0.082, Acc: 0.996, Base Lr: 1.03e-05
2024-05-05 20:38:09 transreid.train INFO: Epoch[112] Iter[80/93] Loss: 0.073, Acc: 0.996, Base Lr: 1.03e-05
2024-05-05 20:38:13 transreid.train INFO: Epoch 112 done. Time per epoch: 37.896[s] Speed: 304.0[samples/s]
2024-05-05 20:38:22 transreid.train INFO: Epoch[113] Iter[20/93] Loss: 0.093, Acc: 0.996, Base Lr: 8.28e-06
2024-05-05 20:38:30 transreid.train INFO: Epoch[113] Iter[40/93] Loss: 0.082, Acc: 0.997, Base Lr: 8.28e-06
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2024-05-05 20:38:51 transreid.train INFO: Epoch 113 done. Time per epoch: 38.360[s] Speed: 300.3[samples/s]
2024-05-05 20:39:00 transreid.train INFO: Epoch[114] Iter[20/93] Loss: 0.098, Acc: 0.995, Base Lr: 6.51e-06
2024-05-05 20:39:08 transreid.train INFO: Epoch[114] Iter[40/93] Loss: 0.085, Acc: 0.996, Base Lr: 6.51e-06
2024-05-05 20:39:17 transreid.train INFO: Epoch[114] Iter[60/93] Loss: 0.079, Acc: 0.997, Base Lr: 6.51e-06
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2024-05-05 20:39:29 transreid.train INFO: Epoch 114 done. Time per epoch: 38.185[s] Speed: 301.7[samples/s]
2024-05-05 20:39:38 transreid.train INFO: Epoch[115] Iter[20/93] Loss: 0.097, Acc: 0.996, Base Lr: 5.02e-06
2024-05-05 20:39:46 transreid.train INFO: Epoch[115] Iter[40/93] Loss: 0.084, Acc: 0.997, Base Lr: 5.02e-06
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2024-05-05 20:40:03 transreid.train INFO: Epoch[115] Iter[80/93] Loss: 0.072, Acc: 0.997, Base Lr: 5.02e-06
2024-05-05 20:40:07 transreid.train INFO: Epoch 115 done. Time per epoch: 37.773[s] Speed: 305.0[samples/s]
2024-05-05 20:40:16 transreid.train INFO: Epoch[116] Iter[20/93] Loss: 0.092, Acc: 0.994, Base Lr: 3.79e-06
2024-05-05 20:40:24 transreid.train INFO: Epoch[116] Iter[40/93] Loss: 0.082, Acc: 0.995, Base Lr: 3.79e-06
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2024-05-05 20:40:41 transreid.train INFO: Epoch[116] Iter[80/93] Loss: 0.072, Acc: 0.996, Base Lr: 3.79e-06
2024-05-05 20:40:46 transreid.train INFO: Epoch 116 done. Time per epoch: 38.588[s] Speed: 301.9[samples/s]
2024-05-05 20:40:55 transreid.train INFO: Epoch[117] Iter[20/93] Loss: 0.091, Acc: 0.995, Base Lr: 2.83e-06
2024-05-05 20:41:03 transreid.train INFO: Epoch[117] Iter[40/93] Loss: 0.090, Acc: 0.995, Base Lr: 2.83e-06
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2024-05-05 20:41:20 transreid.train INFO: Epoch[117] Iter[80/93] Loss: 0.074, Acc: 0.996, Base Lr: 2.83e-06
2024-05-05 20:41:24 transreid.train INFO: Epoch 117 done. Time per epoch: 38.023[s] Speed: 303.0[samples/s]
2024-05-05 20:41:33 transreid.train INFO: Epoch[118] Iter[20/93] Loss: 0.096, Acc: 0.996, Base Lr: 2.15e-06
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2024-05-05 20:42:02 transreid.train INFO: Epoch 118 done. Time per epoch: 38.230[s] Speed: 301.3[samples/s]
2024-05-05 20:42:11 transreid.train INFO: Epoch[119] Iter[20/93] Loss: 0.092, Acc: 0.998, Base Lr: 1.74e-06
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2024-05-05 20:42:27 transreid.train INFO: Epoch[119] Iter[60/93] Loss: 0.082, Acc: 0.997, Base Lr: 1.74e-06
2024-05-05 20:42:36 transreid.train INFO: Epoch[119] Iter[80/93] Loss: 0.071, Acc: 0.998, Base Lr: 1.74e-06
2024-05-05 20:42:40 transreid.train INFO: Epoch 119 done. Time per epoch: 38.002[s] Speed: 303.1[samples/s]
2024-05-05 20:42:49 transreid.train INFO: Epoch[120] Iter[20/93] Loss: 0.095, Acc: 0.996, Base Lr: 1.60e-06
2024-05-05 20:42:57 transreid.train INFO: Epoch[120] Iter[40/93] Loss: 0.085, Acc: 0.997, Base Lr: 1.60e-06
2024-05-05 20:43:06 transreid.train INFO: Epoch[120] Iter[60/93] Loss: 0.078, Acc: 0.997, Base Lr: 1.60e-06
2024-05-05 20:43:14 transreid.train INFO: Epoch[120] Iter[80/93] Loss: 0.072, Acc: 0.997, Base Lr: 1.60e-06
2024-05-05 20:43:18 transreid.train INFO: Epoch 120 done. Time per epoch: 38.235[s] Speed: 301.3[samples/s]
2024-05-05 20:44:07 transreid.train INFO: Validation Results - Epoch: 120
2024-05-05 20:44:07 transreid.train INFO: mAP: 94.6%
2024-05-05 20:44:07 transreid.train INFO: CMC curve, Rank-1  :97.6%
2024-05-05 20:44:07 transreid.train INFO: CMC curve, Rank-5  :99.2%
2024-05-05 20:44:07 transreid.train INFO: CMC curve, Rank-10 :99.6%
