[04/22 16:11:53] fastreid INFO: Rank of current process: 0. World size: 4
[04/22 16:11:54] fastreid INFO: Environment info:
----------------------  ----------------------------------------------------------------------------------------------
sys.platform            linux
Python                  3.10.13 (main, Sep 11 2023, 13:44:35) [GCC 11.2.0]
numpy                   1.25.2
fastreid                0.1.0 @/home/ma-user/work/Projects/ReIDNet_Finetune/FastReID/./fastreid
FASTREID_ENV_MODULE     <not set>
PyTorch                 1.12.1+cu113 @/home/ma-user/anaconda3/envs/Generate3D/lib/python3.10/site-packages/torch
PyTorch debug build     False
GPU available           True
GPU 0,1,2,3             Tesla V100S-PCIE-32GB
CUDA_HOME               /usr/local/cuda
Pillow                  10.1.0
torchvision             0.13.1+cu113 @/home/ma-user/anaconda3/envs/Generate3D/lib/python3.10/site-packages/torchvision
torchvision arch flags  sm_35, sm_50, sm_60, sm_70, sm_75, sm_80, sm_86
fvcore                  0.1.5.post20221221
cv2                     4.8.0
----------------------  ----------------------------------------------------------------------------------------------
PyTorch built with:
  - GCC 9.3
  - C++ Version: 201402
  - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications
  - Intel(R) MKL-DNN v2.6.0 (Git Hash 52b5f107dd9cf10910aaa19cb47f3abf9b349815)
  - OpenMP 201511 (a.k.a. OpenMP 4.5)
  - LAPACK is enabled (usually provided by MKL)
  - NNPACK is enabled
  - CPU capability usage: AVX2
  - CUDA Runtime 11.3
  - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86
  - CuDNN 8.5  (built against CUDA 11.7)
    - Built with CuDNN 8.3.2
  - Magma 2.5.2
  - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.3.2, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -fabi-version=11 -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.12.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, 

[04/22 16:11:54] fastreid INFO: Command line arguments: Namespace(config_file='configs/CMDM/msmt17_mgn_R50ibn_lion.yml', finetune=False, resume=False, eval_only=False, num_gpus=4, num_machines=1, machine_rank=0, dist_url='tcp://127.0.0.1:44069', opts=[])
[04/22 16:11:54] fastreid INFO: Contents of args.config_file=configs/CMDM/msmt17_mgn_R50ibn_lion.yml:
_BASE_: "../Base-MGN.yml"

MODEL:
  BACKBONE:
    WITH_IBN: True
    EXTRA_BN: True
    PRETRAIN_PATH: "/home/ma-user/work/Projects/ReIDNets_Checkpoints_TransReID/ResNet50_IBN.pth"
  PIXEL_MEAN: [123.675, 116.280, 103.530]
  PIXEL_STD: [58.395, 57.120, 57.375]

INPUT:
  REA:
    MEAN: [0.0, 0.0, 0.0]
  DO_AUTOAUG: False

SOLVER:
  HEADS_LR_FACTOR: 1.0
  BACKBONE_BN_LR_FACTOR: 1.0
  CHECKPOINT_PERIOD: -1

DATASETS:
  NAMES: ("MSMT17",)
  TESTS: ("MSMT17",)
  ROOT: "/home/ma-user/work/Datasets/ImageReID_Datasets/mixreid"

TEST:
  EVAL_PERIOD: 60

OUTPUT_DIR: "logs/msmt17/ResNet50IBN_LION_MGN"

[04/22 16:11:54] fastreid INFO: Running with full config:
CUDNN_BENCHMARK: True
DATALOADER:
  NAIVE_WAY: True
  NUM_INSTANCE: 16
  NUM_WORKERS: 8
  PK_SAMPLER: True
DATASETS:
  COMBINEALL: False
  IS_LMDB: False
  KWARGS: 
  NAMES: ('MSMT17',)
  ROOT: /home/ma-user/work/Datasets/ImageReID_Datasets/mixreid
  TESTS: ('MSMT17',)
INPUT:
  CJ:
    BRIGHTNESS: 0.15
    CONTRAST: 0.15
    ENABLED: False
    HUE: 0.1
    PROB: 0.8
    SATURATION: 0.1
  DO_AUGMIX: False
  DO_AUTOAUG: False
  DO_FLIP: True
  DO_PAD: True
  FLIP_PROB: 0.5
  PADDING: 10
  PADDING_MODE: constant
  REA:
    ENABLED: True
    MEAN: [0.0, 0.0, 0.0]
    PROB: 0.5
  RPT:
    ENABLED: False
    PROB: 0.5
  SIZE_TEST: [384, 128]
  SIZE_TRAIN: [384, 128]
MODEL:
  BACKBONE:
    DEPTH: 50x
    EXTRA_BN: True
    FEAT_DIM: 2048
    LAST_STRIDE: 1
    NAME: build_resnet_backbone
    NORM: BN
    PRETRAIN: True
    PRETRAIN_PATH: /home/ma-user/work/Projects/ReIDNets_Checkpoints_TransReID/ResNet50_IBN.pth
    WITH_IBN: True
    WITH_NL: False
    WITH_SE: False
  DEVICE: cuda
  FREEZE_LAYERS: ['backbone', 'b1', 'b2', 'b3']
  HEADS:
    CLS_LAYER: circleSoftmax
    EMBEDDING_DIM: 256
    MARGIN: 0.35
    NAME: EmbeddingHead
    NECK_FEAT: after
    NORM: BN
    NUM_CLASSES: 0
    POOL_LAYER: gempoolP
    SCALE: 64
    WITH_BNNECK: True
  LOSSES:
    CE:
      ALPHA: 0.2
      EPSILON: 0.1
      SCALE: 1.0
    CIRCLE:
      ALPHA: 128
      MARGIN: 0.25
      SCALE: 1.0
    FL:
      ALPHA: 0.25
      GAMMA: 2
      SCALE: 1.0
    NAME: ('CrossEntropyLoss', 'TripletLoss')
    TRI:
      HARD_MINING: True
      MARGIN: 0.0
      NORM_FEAT: False
      SCALE: 1.0
  META_ARCHITECTURE: MGN
  PIXEL_MEAN: [123.675, 116.28, 103.53]
  PIXEL_STD: [58.395, 57.12, 57.375]
  WEIGHTS: 
OUTPUT_DIR: logs/msmt17/ResNet50IBN_LION_MGN
SOLVER:
  AMP_ENABLED: False
  BACKBONE_BN_LR_FACTOR: 1.0
  BASE_LR: 0.00035
  BIAS_LR_FACTOR: 1.0
  CHECKPOINT_PERIOD: -1
  DELAY_ITERS: 30
  ETA_MIN_LR: 7.7e-07
  FREEZE_ITERS: 10
  GAMMA: 0.1
  HEADS_LR_FACTOR: 1.0
  IMS_PER_BATCH: 64
  MAX_ITER: 60
  MOMENTUM: 0.9
  OPT: Adam
  SCHED: WarmupCosineAnnealingLR
  STEPS: [40, 90]
  SWA:
    ENABLED: False
    ETA_MIN_LR: 3.5e-06
    ITER: 10
    LR_FACTOR: 10.0
    LR_SCHED: False
    PERIOD: 2
  WARMUP_FACTOR: 0.01
  WARMUP_ITERS: 10
  WARMUP_METHOD: linear
  WEIGHT_DECAY: 0.0005
  WEIGHT_DECAY_BIAS: 0.0005
TEST:
  AQE:
    ALPHA: 3.0
    ENABLED: False
    QE_K: 5
    QE_TIME: 1
  EVAL_PERIOD: 60
  IMS_PER_BATCH: 128
  METRIC: cosine
  PRECISE_BN:
    DATASET: Market1501
    ENABLED: False
    NUM_ITER: 300
  RERANK:
    ENABLED: False
    K1: 20
    K2: 6
    LAMBDA: 0.3
  ROC_ENABLED: False
[04/22 16:11:54] fastreid INFO: Full config saved to /home/ma-user/work/Projects/ReIDNet_Finetune/FastReID/logs/msmt17/ResNet50IBN_LION_MGN/config.yaml
[04/22 16:11:54] fastreid.utils.env INFO: Using a generated random seed 56524443
[04/22 16:11:54] fastreid.engine.defaults INFO: Prepare training set
[04/22 16:11:54] fastreid.data.datasets.bases INFO: => Loaded MSMT17 in csv format: 
[36m| subset   | # ids   | # images   | # cameras   |
|:---------|:--------|:-----------|:------------|
| train    | 1041    | 32621      | 15          |[0m
[04/22 16:11:54] fastreid.engine.defaults INFO: Auto-scaling the config to num_classes=1041, max_Iter=30540, wamrup_Iter=5090, freeze_Iter=5090, delay_Iter=15270, step_Iter=[20360, 45810], ckpt_Iter=-510, eval_Iter=30600.
[04/22 16:11:55] fastreid.modeling.backbones.resnet INFO: Loading pretrained model from /home/ma-user/work/Projects/ReIDNets_Checkpoints_TransReID/ResNet50_IBN.pth
[04/22 16:12:11] fastreid.engine.defaults INFO: Freeze layer group "backbone,b1,b2,b3" training for 5090 iterations
[04/22 16:12:11] fastreid.utils.checkpoint INFO: No checkpoint found. Training model from scratch
[04/22 16:12:11] fastreid.engine.train_loop INFO: Starting training from iteration 0
[04/22 16:13:19] fastreid.utils.events INFO:  eta: 2:21:58  iter: 199  total_loss: 56.52  loss_cls_b1: 6.316  loss_cls_b2: 6.341  loss_cls_b21: 6.347  loss_cls_b22: 6.536  loss_cls_b3: 6.417  loss_cls_b31: 6.424  loss_cls_b32: 6.355  loss_cls_b33: 6.399  loss_triplet_b1: 0.8778  loss_triplet_b2: 0.8894  loss_triplet_b3: 0.8974  loss_triplet_b22: 1.207  loss_triplet_b33: 1.55  time: 0.2841  data_time: 0.0008  lr: 1.70e-05  max_mem: 19416M
[04/22 16:14:20] fastreid.utils.events INFO:  eta: 2:20:20  iter: 399  total_loss: 55.8  loss_cls_b1: 6.29  loss_cls_b2: 6.38  loss_cls_b21: 6.239  loss_cls_b22: 6.293  loss_cls_b3: 6.257  loss_cls_b31: 6.188  loss_cls_b32: 6.249  loss_cls_b33: 6.33  loss_triplet_b1: 0.9044  loss_triplet_b2: 0.9163  loss_triplet_b3: 0.8968  loss_triplet_b22: 1.202  loss_triplet_b33: 1.511  time: 0.2809  data_time: 0.0004  lr: 3.07e-05  max_mem: 19416M
[04/22 16:15:21] fastreid.utils.events INFO:  eta: 2:19:10  iter: 599  total_loss: 55.88  loss_cls_b1: 6.283  loss_cls_b2: 6.382  loss_cls_b21: 6.227  loss_cls_b22: 6.274  loss_cls_b3: 6.211  loss_cls_b31: 6.258  loss_cls_b32: 6.454  loss_cls_b33: 6.312  loss_triplet_b1: 0.8783  loss_triplet_b2: 0.8822  loss_triplet_b3: 0.8801  loss_triplet_b22: 1.212  loss_triplet_b33: 1.442  time: 0.2797  data_time: 0.0008  lr: 4.43e-05  max_mem: 19416M
[04/22 16:16:22] fastreid.utils.events INFO:  eta: 2:18:11  iter: 799  total_loss: 54.58  loss_cls_b1: 6.114  loss_cls_b2: 6.139  loss_cls_b21: 6.024  loss_cls_b22: 6.028  loss_cls_b3: 6.16  loss_cls_b31: 6.169  loss_cls_b32: 6.091  loss_cls_b33: 6.226  loss_triplet_b1: 0.8886  loss_triplet_b2: 0.8761  loss_triplet_b3: 0.9009  loss_triplet_b22: 1.184  loss_triplet_b33: 1.551  time: 0.2790  data_time: 0.0004  lr: 5.79e-05  max_mem: 19416M
[04/22 16:17:23] fastreid.utils.events INFO:  eta: 2:17:12  iter: 999  total_loss: 52.59  loss_cls_b1: 6.064  loss_cls_b2: 5.918  loss_cls_b21: 6.083  loss_cls_b22: 5.982  loss_cls_b3: 5.989  loss_cls_b31: 6.06  loss_cls_b32: 6.042  loss_cls_b33: 6.048  loss_triplet_b1: 0.7631  loss_triplet_b2: 0.7521  loss_triplet_b3: 0.7523  loss_triplet_b22: 0.9821  loss_triplet_b33: 1.232  time: 0.2786  data_time: 0.0008  lr: 7.15e-05  max_mem: 19416M
[04/22 16:18:24] fastreid.utils.events INFO:  eta: 2:15:55  iter: 1199  total_loss: 52.08  loss_cls_b1: 5.955  loss_cls_b2: 5.844  loss_cls_b21: 5.984  loss_cls_b22: 6.002  loss_cls_b3: 5.852  loss_cls_b31: 5.9  loss_cls_b32: 5.947  loss_cls_b33: 6.023  loss_triplet_b1: 0.7605  loss_triplet_b2: 0.7683  loss_triplet_b3: 0.7266  loss_triplet_b22: 0.9857  loss_triplet_b33: 1.252  time: 0.2784  data_time: 0.0005  lr: 8.51e-05  max_mem: 19416M
[04/22 16:19:26] fastreid.utils.events INFO:  eta: 2:15:06  iter: 1399  total_loss: 51  loss_cls_b1: 5.846  loss_cls_b2: 5.795  loss_cls_b21: 5.804  loss_cls_b22: 5.859  loss_cls_b3: 5.803  loss_cls_b31: 5.794  loss_cls_b32: 5.899  loss_cls_b33: 5.973  loss_triplet_b1: 0.6743  loss_triplet_b2: 0.71  loss_triplet_b3: 0.6576  loss_triplet_b22: 0.9119  loss_triplet_b33: 1.133  time: 0.2782  data_time: 0.0008  lr: 9.87e-05  max_mem: 19416M
[04/22 16:20:27] fastreid.utils.events INFO:  eta: 2:14:11  iter: 1599  total_loss: 48.9  loss_cls_b1: 5.582  loss_cls_b2: 5.496  loss_cls_b21: 5.67  loss_cls_b22: 5.679  loss_cls_b3: 5.547  loss_cls_b31: 5.743  loss_cls_b32: 5.674  loss_cls_b33: 5.793  loss_triplet_b1: 0.659  loss_triplet_b2: 0.646  loss_triplet_b3: 0.6332  loss_triplet_b22: 0.8993  loss_triplet_b33: 1.105  time: 0.2781  data_time: 0.0005  lr: 1.12e-04  max_mem: 19416M
[04/22 16:21:28] fastreid.utils.events INFO:  eta: 2:13:19  iter: 1799  total_loss: 48.74  loss_cls_b1: 5.558  loss_cls_b2: 5.55  loss_cls_b21: 5.58  loss_cls_b22: 5.619  loss_cls_b3: 5.512  loss_cls_b31: 5.603  loss_cls_b32: 5.63  loss_cls_b33: 5.767  loss_triplet_b1: 0.6546  loss_triplet_b2: 0.6354  loss_triplet_b3: 0.6167  loss_triplet_b22: 0.9049  loss_triplet_b33: 1.124  time: 0.2781  data_time: 0.0009  lr: 1.26e-04  max_mem: 19416M
[04/22 16:22:29] fastreid.utils.events INFO:  eta: 2:12:20  iter: 1999  total_loss: 44.19  loss_cls_b1: 4.926  loss_cls_b2: 4.894  loss_cls_b21: 4.99  loss_cls_b22: 4.998  loss_cls_b3: 4.958  loss_cls_b31: 5.162  loss_cls_b32: 5.17  loss_cls_b33: 5.23  loss_triplet_b1: 0.6226  loss_triplet_b2: 0.6091  loss_triplet_b3: 0.5893  loss_triplet_b22: 0.8143  loss_triplet_b33: 1.041  time: 0.2779  data_time: 0.0006  lr: 1.40e-04  max_mem: 19416M
[04/22 16:23:30] fastreid.utils.events INFO:  eta: 2:11:29  iter: 2199  total_loss: 44.09  loss_cls_b1: 4.908  loss_cls_b2: 4.998  loss_cls_b21: 4.946  loss_cls_b22: 4.984  loss_cls_b3: 4.896  loss_cls_b31: 5.082  loss_cls_b32: 5.088  loss_cls_b33: 5.231  loss_triplet_b1: 0.5925  loss_triplet_b2: 0.5765  loss_triplet_b3: 0.5948  loss_triplet_b22: 0.7708  loss_triplet_b33: 0.9929  time: 0.2779  data_time: 0.0008  lr: 1.53e-04  max_mem: 19416M
[04/22 16:24:31] fastreid.utils.events INFO:  eta: 2:10:27  iter: 2399  total_loss: 41.75  loss_cls_b1: 4.616  loss_cls_b2: 4.649  loss_cls_b21: 4.745  loss_cls_b22: 4.842  loss_cls_b3: 4.635  loss_cls_b31: 5.025  loss_cls_b32: 4.891  loss_cls_b33: 5.032  loss_triplet_b1: 0.5537  loss_triplet_b2: 0.5299  loss_triplet_b3: 0.5054  loss_triplet_b22: 0.6746  loss_triplet_b33: 0.9335  time: 0.2778  data_time: 0.0006  lr: 1.67e-04  max_mem: 19416M
[04/22 16:25:32] fastreid.utils.events INFO:  eta: 2:09:31  iter: 2599  total_loss: 41.67  loss_cls_b1: 4.616  loss_cls_b2: 4.512  loss_cls_b21: 4.655  loss_cls_b22: 4.622  loss_cls_b3: 4.669  loss_cls_b31: 4.661  loss_cls_b32: 4.913  loss_cls_b33: 4.911  loss_triplet_b1: 0.6032  loss_triplet_b2: 0.5876  loss_triplet_b3: 0.5711  loss_triplet_b22: 0.7935  loss_triplet_b33: 0.958  time: 0.2777  data_time: 0.0009  lr: 1.80e-04  max_mem: 19416M
[04/22 16:26:34] fastreid.utils.events INFO:  eta: 2:08:30  iter: 2799  total_loss: 38.03  loss_cls_b1: 4.21  loss_cls_b2: 4.244  loss_cls_b21: 4.324  loss_cls_b22: 4.605  loss_cls_b3: 4.172  loss_cls_b31: 4.525  loss_cls_b32: 4.558  loss_cls_b33: 4.623  loss_triplet_b1: 0.5406  loss_triplet_b2: 0.5266  loss_triplet_b3: 0.4941  loss_triplet_b22: 0.7196  loss_triplet_b33: 0.8609  time: 0.2776  data_time: 0.0006  lr: 1.94e-04  max_mem: 19416M
[04/22 16:27:35] fastreid.utils.events INFO:  eta: 2:07:39  iter: 2999  total_loss: 31.54  loss_cls_b1: 3.324  loss_cls_b2: 3.2  loss_cls_b21: 3.256  loss_cls_b22: 3.603  loss_cls_b3: 3.209  loss_cls_b31: 3.584  loss_cls_b32: 3.582  loss_cls_b33: 3.978  loss_triplet_b1: 0.5176  loss_triplet_b2: 0.5128  loss_triplet_b3: 0.5343  loss_triplet_b22: 0.7297  loss_triplet_b33: 0.8906  time: 0.2776  data_time: 0.0006  lr: 2.08e-04  max_mem: 19416M
[04/22 16:28:36] fastreid.utils.events INFO:  eta: 2:06:42  iter: 3199  total_loss: 35.86  loss_cls_b1: 3.874  loss_cls_b2: 4.016  loss_cls_b21: 3.988  loss_cls_b22: 4.161  loss_cls_b3: 3.974  loss_cls_b31: 4.111  loss_cls_b32: 4.268  loss_cls_b33: 4.446  loss_triplet_b1: 0.4946  loss_triplet_b2: 0.5345  loss_triplet_b3: 0.5057  loss_triplet_b22: 0.6656  loss_triplet_b33: 0.7453  time: 0.2776  data_time: 0.0008  lr: 2.21e-04  max_mem: 19416M
[04/22 16:29:37] fastreid.utils.events INFO:  eta: 2:05:49  iter: 3399  total_loss: 31.36  loss_cls_b1: 3.178  loss_cls_b2: 3.277  loss_cls_b21: 3.33  loss_cls_b22: 3.603  loss_cls_b3: 3.184  loss_cls_b31: 3.542  loss_cls_b32: 3.53  loss_cls_b33: 4.006  loss_triplet_b1: 0.4918  loss_triplet_b2: 0.4681  loss_triplet_b3: 0.4666  loss_triplet_b22: 0.6422  loss_triplet_b33: 0.8498  time: 0.2776  data_time: 0.0005  lr: 2.35e-04  max_mem: 19416M
[04/22 16:30:38] fastreid.utils.events INFO:  eta: 2:04:53  iter: 3599  total_loss: 33.42  loss_cls_b1: 3.648  loss_cls_b2: 3.603  loss_cls_b21: 3.759  loss_cls_b22: 3.915  loss_cls_b3: 3.584  loss_cls_b31: 3.906  loss_cls_b32: 3.837  loss_cls_b33: 4.272  loss_triplet_b1: 0.484  loss_triplet_b2: 0.4704  loss_triplet_b3: 0.5009  loss_triplet_b22: 0.5866  loss_triplet_b33: 0.6754  time: 0.2776  data_time: 0.0007  lr: 2.49e-04  max_mem: 19416M
[04/22 16:31:39] fastreid.utils.events INFO:  eta: 2:03:56  iter: 3799  total_loss: 29.87  loss_cls_b1: 3.092  loss_cls_b2: 2.968  loss_cls_b21: 3.335  loss_cls_b22: 3.514  loss_cls_b3: 3.023  loss_cls_b31: 3.562  loss_cls_b32: 3.344  loss_cls_b33: 3.922  loss_triplet_b1: 0.4861  loss_triplet_b2: 0.4755  loss_triplet_b3: 0.4911  loss_triplet_b22: 0.6588  loss_triplet_b33: 0.8401  time: 0.2775  data_time: 0.0005  lr: 2.62e-04  max_mem: 19416M
[04/22 16:32:41] fastreid.utils.events INFO:  eta: 2:03:03  iter: 3999  total_loss: 29.63  loss_cls_b1: 3.154  loss_cls_b2: 3.251  loss_cls_b21: 3.474  loss_cls_b22: 3.655  loss_cls_b3: 3.108  loss_cls_b31: 3.604  loss_cls_b32: 3.562  loss_cls_b33: 3.877  loss_triplet_b1: 0.418  loss_triplet_b2: 0.4037  loss_triplet_b3: 0.3776  loss_triplet_b22: 0.5441  loss_triplet_b33: 0.673  time: 0.2775  data_time: 0.0008  lr: 2.76e-04  max_mem: 19416M
[04/22 16:33:42] fastreid.utils.events INFO:  eta: 2:02:09  iter: 4199  total_loss: 27.64  loss_cls_b1: 2.803  loss_cls_b2: 2.859  loss_cls_b21: 3.087  loss_cls_b22: 3.299  loss_cls_b3: 2.86  loss_cls_b31: 3.191  loss_cls_b32: 3.174  loss_cls_b33: 3.562  loss_triplet_b1: 0.4362  loss_triplet_b2: 0.4194  loss_triplet_b3: 0.4369  loss_triplet_b22: 0.5999  loss_triplet_b33: 0.6824  time: 0.2776  data_time: 0.0005  lr: 2.89e-04  max_mem: 19416M
[04/22 16:34:44] fastreid.utils.events INFO:  eta: 2:01:14  iter: 4399  total_loss: 29.71  loss_cls_b1: 3.175  loss_cls_b2: 3.054  loss_cls_b21: 3.298  loss_cls_b22: 3.512  loss_cls_b3: 3.138  loss_cls_b31: 3.489  loss_cls_b32: 3.507  loss_cls_b33: 3.795  loss_triplet_b1: 0.411  loss_triplet_b2: 0.4048  loss_triplet_b3: 0.3869  loss_triplet_b22: 0.5533  loss_triplet_b33: 0.6782  time: 0.2776  data_time: 0.0008  lr: 3.03e-04  max_mem: 19416M
[04/22 16:35:45] fastreid.utils.events INFO:  eta: 2:00:16  iter: 4599  total_loss: 26.13  loss_cls_b1: 2.633  loss_cls_b2: 2.735  loss_cls_b21: 2.944  loss_cls_b22: 3.215  loss_cls_b3: 2.772  loss_cls_b31: 3.19  loss_cls_b32: 3.083  loss_cls_b33: 3.591  loss_triplet_b1: 0.3891  loss_triplet_b2: 0.4064  loss_triplet_b3: 0.3942  loss_triplet_b22: 0.5107  loss_triplet_b33: 0.6286  time: 0.2776  data_time: 0.0005  lr: 3.17e-04  max_mem: 19416M
[04/22 16:36:46] fastreid.utils.events INFO:  eta: 1:59:22  iter: 4799  total_loss: 28.39  loss_cls_b1: 2.825  loss_cls_b2: 2.881  loss_cls_b21: 3.1  loss_cls_b22: 3.526  loss_cls_b3: 2.938  loss_cls_b31: 3.316  loss_cls_b32: 3.347  loss_cls_b33: 3.702  loss_triplet_b1: 0.4287  loss_triplet_b2: 0.4506  loss_triplet_b3: 0.4343  loss_triplet_b22: 0.5429  loss_triplet_b33: 0.695  time: 0.2775  data_time: 0.0009  lr: 3.30e-04  max_mem: 19416M
[04/22 16:37:47] fastreid.utils.events INFO:  eta: 1:58:19  iter: 4999  total_loss: 27.42  loss_cls_b1: 2.896  loss_cls_b2: 2.888  loss_cls_b21: 3.08  loss_cls_b22: 3.17  loss_cls_b3: 2.748  loss_cls_b31: 3.195  loss_cls_b32: 3.158  loss_cls_b33: 3.427  loss_triplet_b1: 0.3906  loss_triplet_b2: 0.397  loss_triplet_b3: 0.401  loss_triplet_b22: 0.4774  loss_triplet_b33: 0.5944  time: 0.2775  data_time: 0.0006  lr: 3.44e-04  max_mem: 19416M
[04/22 16:38:51] fastreid.utils.events INFO:  eta: 1:57:42  iter: 5199  total_loss: 29.91  loss_cls_b1: 3.212  loss_cls_b2: 3.143  loss_cls_b21: 3.429  loss_cls_b22: 3.668  loss_cls_b3: 3.158  loss_cls_b31: 3.591  loss_cls_b32: 3.553  loss_cls_b33: 3.914  loss_triplet_b1: 0.4474  loss_triplet_b2: 0.4447  loss_triplet_b3: 0.4221  loss_triplet_b22: 0.5141  loss_triplet_b33: 0.6355  time: 0.2786  data_time: 0.0008  lr: 3.50e-04  max_mem: 19416M
[04/22 16:39:57] fastreid.utils.events INFO:  eta: 1:57:31  iter: 5399  total_loss: 27.28  loss_cls_b1: 2.953  loss_cls_b2: 2.766  loss_cls_b21: 3.12  loss_cls_b22: 3.287  loss_cls_b3: 2.809  loss_cls_b31: 3.266  loss_cls_b32: 3.233  loss_cls_b33: 3.693  loss_triplet_b1: 0.2969  loss_triplet_b2: 0.2579  loss_triplet_b3: 0.2785  loss_triplet_b22: 0.3134  loss_triplet_b33: 0.4431  time: 0.2804  data_time: 0.0006  lr: 3.50e-04  max_mem: 19416M
[04/22 16:41:03] fastreid.utils.events INFO:  eta: 2:15:01  iter: 5599  total_loss: 19.19  loss_cls_b1: 1.977  loss_cls_b2: 1.923  loss_cls_b21: 2.279  loss_cls_b22: 2.529  loss_cls_b3: 1.75  loss_cls_b31: 2.312  loss_cls_b32: 2.319  loss_cls_b33: 2.842  loss_triplet_b1: 0.265  loss_triplet_b2: 0.2679  loss_triplet_b3: 0.2467  loss_triplet_b22: 0.3353  loss_triplet_b33: 0.3328  time: 0.2822  data_time: 0.0009  lr: 3.50e-04  max_mem: 19416M
[04/22 16:42:10] fastreid.utils.events INFO:  eta: 2:15:08  iter: 5799  total_loss: 23.06  loss_cls_b1: 2.457  loss_cls_b2: 2.518  loss_cls_b21: 2.861  loss_cls_b22: 2.934  loss_cls_b3: 2.46  loss_cls_b31: 2.985  loss_cls_b32: 2.921  loss_cls_b33: 3.226  loss_triplet_b1: 0.1919  loss_triplet_b2: 0.1911  loss_triplet_b3: 0.1859  loss_triplet_b22: 0.239  loss_triplet_b33: 0.2659  time: 0.2838  data_time: 0.0007  lr: 3.50e-04  max_mem: 19416M
[04/22 16:43:16] fastreid.utils.events INFO:  eta: 2:14:21  iter: 5999  total_loss: 21.28  loss_cls_b1: 2.112  loss_cls_b2: 2.147  loss_cls_b21: 2.385  loss_cls_b22: 2.543  loss_cls_b3: 2.112  loss_cls_b31: 2.559  loss_cls_b32: 2.578  loss_cls_b33: 2.846  loss_triplet_b1: 0.295  loss_triplet_b2: 0.2568  loss_triplet_b3: 0.2608  loss_triplet_b22: 0.3218  loss_triplet_b33: 0.3662  time: 0.2853  data_time: 0.0004  lr: 3.50e-04  max_mem: 19416M
[04/22 16:44:23] fastreid.utils.events INFO:  eta: 2:13:23  iter: 6199  total_loss: 21.53  loss_cls_b1: 2.258  loss_cls_b2: 2.246  loss_cls_b21: 2.648  loss_cls_b22: 2.598  loss_cls_b3: 2.178  loss_cls_b31: 2.82  loss_cls_b32: 2.662  loss_cls_b33: 2.859  loss_triplet_b1: 0.2364  loss_triplet_b2: 0.2223  loss_triplet_b3: 0.2335  loss_triplet_b22: 0.2759  loss_triplet_b33: 0.3051  time: 0.2868  data_time: 0.0007  lr: 3.50e-04  max_mem: 19416M
[04/22 16:45:29] fastreid.utils.events INFO:  eta: 2:12:15  iter: 6399  total_loss: 19.68  loss_cls_b1: 1.957  loss_cls_b2: 1.922  loss_cls_b21: 2.15  loss_cls_b22: 2.465  loss_cls_b3: 1.919  loss_cls_b31: 2.437  loss_cls_b32: 2.53  loss_cls_b33: 2.715  loss_triplet_b1: 0.2117  loss_triplet_b2: 0.1824  loss_triplet_b3: 0.1714  loss_triplet_b22: 0.2202  loss_triplet_b33: 0.2726  time: 0.2881  data_time: 0.0005  lr: 3.50e-04  max_mem: 19416M
[04/22 16:46:35] fastreid.utils.events INFO:  eta: 2:11:12  iter: 6599  total_loss: 20.06  loss_cls_b1: 2.112  loss_cls_b2: 2.038  loss_cls_b21: 2.34  loss_cls_b22: 2.555  loss_cls_b3: 2.102  loss_cls_b31: 2.545  loss_cls_b32: 2.546  loss_cls_b33: 2.914  loss_triplet_b1: 0.1863  loss_triplet_b2: 0.1483  loss_triplet_b3: 0.1652  loss_triplet_b22: 0.1791  loss_triplet_b33: 0.2409  time: 0.2893  data_time: 0.0007  lr: 3.50e-04  max_mem: 19416M
[04/22 16:47:41] fastreid.utils.events INFO:  eta: 2:10:07  iter: 6799  total_loss: 17.73  loss_cls_b1: 1.872  loss_cls_b2: 1.768  loss_cls_b21: 2.01  loss_cls_b22: 2.313  loss_cls_b3: 1.687  loss_cls_b31: 2.257  loss_cls_b32: 2.244  loss_cls_b33: 2.589  loss_triplet_b1: 0.1566  loss_triplet_b2: 0.1381  loss_triplet_b3: 0.1482  loss_triplet_b22: 0.1575  loss_triplet_b33: 0.1866  time: 0.2905  data_time: 0.0005  lr: 3.50e-04  max_mem: 19416M
[04/22 16:48:48] fastreid.utils.events INFO:  eta: 2:09:03  iter: 6999  total_loss: 19.2  loss_cls_b1: 2.058  loss_cls_b2: 1.949  loss_cls_b21: 2.3  loss_cls_b22: 2.501  loss_cls_b3: 1.985  loss_cls_b31: 2.426  loss_cls_b32: 2.465  loss_cls_b33: 2.904  loss_triplet_b1: 0.1509  loss_triplet_b2: 0.1291  loss_triplet_b3: 0.1325  loss_triplet_b22: 0.1671  loss_triplet_b33: 0.1626  time: 0.2916  data_time: 0.0007  lr: 3.50e-04  max_mem: 19416M
[04/22 16:49:54] fastreid.utils.events INFO:  eta: 2:07:58  iter: 7199  total_loss: 17.52  loss_cls_b1: 1.747  loss_cls_b2: 1.715  loss_cls_b21: 2.022  loss_cls_b22: 2.269  loss_cls_b3: 1.749  loss_cls_b31: 2.296  loss_cls_b32: 2.255  loss_cls_b33: 2.588  loss_triplet_b1: 0.1719  loss_triplet_b2: 0.1622  loss_triplet_b3: 0.1511  loss_triplet_b22: 0.1798  loss_triplet_b33: 0.2447  time: 0.2927  data_time: 0.0005  lr: 3.50e-04  max_mem: 19416M
[04/22 16:51:01] fastreid.utils.events INFO:  eta: 2:06:55  iter: 7399  total_loss: 17.83  loss_cls_b1: 1.966  loss_cls_b2: 1.835  loss_cls_b21: 2.16  loss_cls_b22: 2.171  loss_cls_b3: 1.908  loss_cls_b31: 2.291  loss_cls_b32: 2.239  loss_cls_b33: 2.586  loss_triplet_b1: 0.152  loss_triplet_b2: 0.1417  loss_triplet_b3: 0.1297  loss_triplet_b22: 0.1577  loss_triplet_b33: 0.1637  time: 0.2937  data_time: 0.0009  lr: 3.50e-04  max_mem: 19416M
[04/22 16:52:07] fastreid.utils.events INFO:  eta: 2:05:48  iter: 7599  total_loss: 15.49  loss_cls_b1: 1.589  loss_cls_b2: 1.644  loss_cls_b21: 1.876  loss_cls_b22: 2.148  loss_cls_b3: 1.491  loss_cls_b31: 2.046  loss_cls_b32: 2.133  loss_cls_b33: 2.411  loss_triplet_b1: 0.1151  loss_triplet_b2: 0.1002  loss_triplet_b3: 0.1166  loss_triplet_b22: 0.1192  loss_triplet_b33: 0.1483  time: 0.2946  data_time: 0.0006  lr: 3.50e-04  max_mem: 19416M
[04/22 16:53:13] fastreid.utils.events INFO:  eta: 2:04:43  iter: 7799  total_loss: 17.12  loss_cls_b1: 1.752  loss_cls_b2: 1.69  loss_cls_b21: 2.006  loss_cls_b22: 2.189  loss_cls_b3: 1.696  loss_cls_b31: 2.184  loss_cls_b32: 2.223  loss_cls_b33: 2.369  loss_triplet_b1: 0.1482  loss_triplet_b2: 0.1309  loss_triplet_b3: 0.1472  loss_triplet_b22: 0.148  loss_triplet_b33: 0.1872  time: 0.2955  data_time: 0.0008  lr: 3.50e-04  max_mem: 19416M
[04/22 16:54:20] fastreid.utils.events INFO:  eta: 2:03:35  iter: 7999  total_loss: 15.65  loss_cls_b1: 1.725  loss_cls_b2: 1.57  loss_cls_b21: 1.795  loss_cls_b22: 2.055  loss_cls_b3: 1.542  loss_cls_b31: 2.034  loss_cls_b32: 2.051  loss_cls_b33: 2.419  loss_triplet_b1: 0.1207  loss_triplet_b2: 0.1002  loss_triplet_b3: 0.1025  loss_triplet_b22: 0.1252  loss_triplet_b33: 0.1321  time: 0.2964  data_time: 0.0006  lr: 3.50e-04  max_mem: 19416M
[04/22 16:55:26] fastreid.utils.events INFO:  eta: 2:02:29  iter: 8199  total_loss: 15.28  loss_cls_b1: 1.496  loss_cls_b2: 1.513  loss_cls_b21: 1.866  loss_cls_b22: 2.036  loss_cls_b3: 1.591  loss_cls_b31: 2.02  loss_cls_b32: 2.084  loss_cls_b33: 2.309  loss_triplet_b1: 0.1101  loss_triplet_b2: 0.08836  loss_triplet_b3: 0.06414  loss_triplet_b22: 0.1041  loss_triplet_b33: 0.1003  time: 0.2972  data_time: 0.0009  lr: 3.50e-04  max_mem: 19416M
[04/22 16:56:33] fastreid.utils.events INFO:  eta: 2:01:28  iter: 8399  total_loss: 15.1  loss_cls_b1: 1.566  loss_cls_b2: 1.517  loss_cls_b21: 1.807  loss_cls_b22: 1.968  loss_cls_b3: 1.454  loss_cls_b31: 1.956  loss_cls_b32: 1.892  loss_cls_b33: 2.373  loss_triplet_b1: 0.118  loss_triplet_b2: 0.09789  loss_triplet_b3: 0.08838  loss_triplet_b22: 0.1022  loss_triplet_b33: 0.1222  time: 0.2980  data_time: 0.0006  lr: 3.50e-04  max_mem: 19416M
[04/22 16:57:40] fastreid.utils.events INFO:  eta: 2:00:25  iter: 8599  total_loss: 12.72  loss_cls_b1: 1.27  loss_cls_b2: 1.232  loss_cls_b21: 1.463  loss_cls_b22: 1.825  loss_cls_b3: 1.203  loss_cls_b31: 1.555  loss_cls_b32: 1.76  loss_cls_b33: 2.036  loss_triplet_b1: 0.1064  loss_triplet_b2: 0.08025  loss_triplet_b3: 0.0966  loss_triplet_b22: 0.0956  loss_triplet_b33: 0.1125  time: 0.2988  data_time: 0.0005  lr: 3.50e-04  max_mem: 19416M
[04/22 16:58:46] fastreid.utils.events INFO:  eta: 1:59:21  iter: 8799  total_loss: 14.99  loss_cls_b1: 1.589  loss_cls_b2: 1.386  loss_cls_b21: 1.735  loss_cls_b22: 1.981  loss_cls_b3: 1.437  loss_cls_b31: 1.933  loss_cls_b32: 2.002  loss_cls_b33: 2.215  loss_triplet_b1: 0.1253  loss_triplet_b2: 0.1164  loss_triplet_b3: 0.1097  loss_triplet_b22: 0.1382  loss_triplet_b33: 0.1355  time: 0.2995  data_time: 0.0007  lr: 3.50e-04  max_mem: 19416M
[04/22 16:59:52] fastreid.utils.events INFO:  eta: 1:58:13  iter: 8999  total_loss: 13.26  loss_cls_b1: 1.368  loss_cls_b2: 1.223  loss_cls_b21: 1.626  loss_cls_b22: 1.749  loss_cls_b3: 1.29  loss_cls_b31: 1.757  loss_cls_b32: 1.725  loss_cls_b33: 2.05  loss_triplet_b1: 0.1272  loss_triplet_b2: 0.08734  loss_triplet_b3: 0.1054  loss_triplet_b22: 0.1059  loss_triplet_b33: 0.1069  time: 0.3001  data_time: 0.0004  lr: 3.50e-04  max_mem: 19416M
[04/22 17:00:59] fastreid.utils.events INFO:  eta: 1:57:05  iter: 9199  total_loss: 14.32  loss_cls_b1: 1.426  loss_cls_b2: 1.358  loss_cls_b21: 1.705  loss_cls_b22: 1.89  loss_cls_b3: 1.299  loss_cls_b31: 1.805  loss_cls_b32: 1.905  loss_cls_b33: 2.193  loss_triplet_b1: 0.1175  loss_triplet_b2: 0.09874  loss_triplet_b3: 0.1023  loss_triplet_b22: 0.1134  loss_triplet_b33: 0.1419  time: 0.3008  data_time: 0.0007  lr: 3.50e-04  max_mem: 19416M
[04/22 17:02:05] fastreid.utils.events INFO:  eta: 1:55:51  iter: 9399  total_loss: 13.5  loss_cls_b1: 1.408  loss_cls_b2: 1.317  loss_cls_b21: 1.687  loss_cls_b22: 1.74  loss_cls_b3: 1.263  loss_cls_b31: 1.79  loss_cls_b32: 1.784  loss_cls_b33: 2.009  loss_triplet_b1: 0.09687  loss_triplet_b2: 0.08801  loss_triplet_b3: 0.07522  loss_triplet_b22: 0.1151  loss_triplet_b33: 0.114  time: 0.3014  data_time: 0.0005  lr: 3.50e-04  max_mem: 19416M
[04/22 17:03:11] fastreid.utils.events INFO:  eta: 1:54:45  iter: 9599  total_loss: 14.08  loss_cls_b1: 1.53  loss_cls_b2: 1.392  loss_cls_b21: 1.77  loss_cls_b22: 1.876  loss_cls_b3: 1.414  loss_cls_b31: 1.922  loss_cls_b32: 1.899  loss_cls_b33: 2.088  loss_triplet_b1: 0.127  loss_triplet_b2: 0.07805  loss_triplet_b3: 0.0888  loss_triplet_b22: 0.09143  loss_triplet_b33: 0.114  time: 0.3019  data_time: 0.0007  lr: 3.50e-04  max_mem: 19416M
[04/22 17:04:17] fastreid.utils.events INFO:  eta: 1:53:38  iter: 9799  total_loss: 12.97  loss_cls_b1: 1.348  loss_cls_b2: 1.251  loss_cls_b21: 1.491  loss_cls_b22: 1.691  loss_cls_b3: 1.207  loss_cls_b31: 1.609  loss_cls_b32: 1.694  loss_cls_b33: 2.042  loss_triplet_b1: 0.1233  loss_triplet_b2: 0.0886  loss_triplet_b3: 0.08308  loss_triplet_b22: 0.08835  loss_triplet_b33: 0.09979  time: 0.3025  data_time: 0.0005  lr: 3.50e-04  max_mem: 19416M
[04/22 17:05:24] fastreid.utils.events INFO:  eta: 1:52:32  iter: 9999  total_loss: 13.86  loss_cls_b1: 1.454  loss_cls_b2: 1.353  loss_cls_b21: 1.611  loss_cls_b22: 1.838  loss_cls_b3: 1.394  loss_cls_b31: 1.837  loss_cls_b32: 1.774  loss_cls_b33: 2.096  loss_triplet_b1: 0.09871  loss_triplet_b2: 0.06924  loss_triplet_b3: 0.07325  loss_triplet_b22: 0.0716  loss_triplet_b33: 0.08266  time: 0.3030  data_time: 0.0008  lr: 3.50e-04  max_mem: 19416M
[04/22 17:06:30] fastreid.utils.events INFO:  eta: 1:51:28  iter: 10199  total_loss: 12.83  loss_cls_b1: 1.332  loss_cls_b2: 1.182  loss_cls_b21: 1.485  loss_cls_b22: 1.68  loss_cls_b3: 1.234  loss_cls_b31: 1.571  loss_cls_b32: 1.697  loss_cls_b33: 1.919  loss_triplet_b1: 0.0927  loss_triplet_b2: 0.07391  loss_triplet_b3: 0.07893  loss_triplet_b22: 0.07366  loss_triplet_b33: 0.08755  time: 0.3036  data_time: 0.0006  lr: 3.50e-04  max_mem: 19416M
[04/22 17:07:37] fastreid.utils.events INFO:  eta: 1:50:23  iter: 10399  total_loss: 13.25  loss_cls_b1: 1.396  loss_cls_b2: 1.29  loss_cls_b21: 1.512  loss_cls_b22: 1.876  loss_cls_b3: 1.345  loss_cls_b31: 1.657  loss_cls_b32: 1.868  loss_cls_b33: 2.085  loss_triplet_b1: 0.07583  loss_triplet_b2: 0.06495  loss_triplet_b3: 0.06451  loss_triplet_b22: 0.06828  loss_triplet_b33: 0.07438  time: 0.3041  data_time: 0.0008  lr: 3.50e-04  max_mem: 19416M
[04/22 17:08:43] fastreid.utils.events INFO:  eta: 1:49:20  iter: 10599  total_loss: 12.48  loss_cls_b1: 1.319  loss_cls_b2: 1.211  loss_cls_b21: 1.414  loss_cls_b22: 1.734  loss_cls_b3: 1.185  loss_cls_b31: 1.547  loss_cls_b32: 1.66  loss_cls_b33: 1.942  loss_triplet_b1: 0.08318  loss_triplet_b2: 0.0583  loss_triplet_b3: 0.06241  loss_triplet_b22: 0.06289  loss_triplet_b33: 0.05952  time: 0.3046  data_time: 0.0006  lr: 3.50e-04  max_mem: 19416M
[04/22 17:09:50] fastreid.utils.events INFO:  eta: 1:48:18  iter: 10799  total_loss: 12.01  loss_cls_b1: 1.225  loss_cls_b2: 1.064  loss_cls_b21: 1.495  loss_cls_b22: 1.538  loss_cls_b3: 1.134  loss_cls_b31: 1.617  loss_cls_b32: 1.627  loss_cls_b33: 1.879  loss_triplet_b1: 0.06787  loss_triplet_b2: 0.06143  loss_triplet_b3: 0.05227  loss_triplet_b22: 0.05715  loss_triplet_b33: 0.06056  time: 0.3050  data_time: 0.0008  lr: 3.50e-04  max_mem: 19416M
[04/22 17:10:56] fastreid.utils.events INFO:  eta: 1:47:12  iter: 10999  total_loss: 11.84  loss_cls_b1: 1.204  loss_cls_b2: 1.084  loss_cls_b21: 1.428  loss_cls_b22: 1.579  loss_cls_b3: 1.098  loss_cls_b31: 1.673  loss_cls_b32: 1.514  loss_cls_b33: 1.864  loss_triplet_b1: 0.09744  loss_triplet_b2: 0.07556  loss_triplet_b3: 0.08091  loss_triplet_b22: 0.09098  loss_triplet_b33: 0.09504  time: 0.3055  data_time: 0.0006  lr: 3.50e-04  max_mem: 19416M
[04/22 17:12:03] fastreid.utils.events INFO:  eta: 1:46:06  iter: 11199  total_loss: 7.51  loss_cls_b1: 0.7615  loss_cls_b2: 0.6604  loss_cls_b21: 0.8652  loss_cls_b22: 1.015  loss_cls_b3: 0.6432  loss_cls_b31: 1.037  loss_cls_b32: 0.9931  loss_cls_b33: 1.352  loss_triplet_b1: 0.06611  loss_triplet_b2: 0.04332  loss_triplet_b3: 0.04243  loss_triplet_b22: 0.05403  loss_triplet_b33: 0.04892  time: 0.3059  data_time: 0.0009  lr: 3.50e-04  max_mem: 19416M
[04/22 17:13:09] fastreid.utils.events INFO:  eta: 1:45:01  iter: 11399  total_loss: 12.22  loss_cls_b1: 1.29  loss_cls_b2: 1.17  loss_cls_b21: 1.525  loss_cls_b22: 1.713  loss_cls_b3: 1.155  loss_cls_b31: 1.661  loss_cls_b32: 1.676  loss_cls_b33: 1.984  loss_triplet_b1: 0.09116  loss_triplet_b2: 0.06213  loss_triplet_b3: 0.06559  loss_triplet_b22: 0.06498  loss_triplet_b33: 0.05982  time: 0.3063  data_time: 0.0007  lr: 3.50e-04  max_mem: 19416M
[04/22 17:14:15] fastreid.utils.events INFO:  eta: 1:43:53  iter: 11599  total_loss: 9.659  loss_cls_b1: 0.9675  loss_cls_b2: 0.8197  loss_cls_b21: 1.138  loss_cls_b22: 1.238  loss_cls_b3: 0.8246  loss_cls_b31: 1.288  loss_cls_b32: 1.319  loss_cls_b33: 1.596  loss_triplet_b1: 0.07863  loss_triplet_b2: 0.056  loss_triplet_b3: 0.05393  loss_triplet_b22: 0.05246  loss_triplet_b33: 0.06696  time: 0.3067  data_time: 0.0004  lr: 3.50e-04  max_mem: 19416M
[04/22 17:15:22] fastreid.utils.events INFO:  eta: 1:42:46  iter: 11799  total_loss: 10.94  loss_cls_b1: 1.101  loss_cls_b2: 1.009  loss_cls_b21: 1.298  loss_cls_b22: 1.584  loss_cls_b3: 0.9804  loss_cls_b31: 1.402  loss_cls_b32: 1.528  loss_cls_b33: 1.809  loss_triplet_b1: 0.07166  loss_triplet_b2: 0.0451  loss_triplet_b3: 0.06264  loss_triplet_b22: 0.0557  loss_triplet_b33: 0.05395  time: 0.3071  data_time: 0.0007  lr: 3.50e-04  max_mem: 19416M
[04/22 17:16:28] fastreid.utils.events INFO:  eta: 1:41:39  iter: 11999  total_loss: 11.05  loss_cls_b1: 1.152  loss_cls_b2: 0.9823  loss_cls_b21: 1.289  loss_cls_b22: 1.443  loss_cls_b3: 0.9743  loss_cls_b31: 1.444  loss_cls_b32: 1.496  loss_cls_b33: 1.785  loss_triplet_b1: 0.1044  loss_triplet_b2: 0.07071  loss_triplet_b3: 0.066  loss_triplet_b22: 0.08478  loss_triplet_b33: 0.07226  time: 0.3075  data_time: 0.0004  lr: 3.50e-04  max_mem: 19416M
[04/22 17:17:35] fastreid.utils.events INFO:  eta: 1:40:35  iter: 12199  total_loss: 11.45  loss_cls_b1: 1.216  loss_cls_b2: 1.098  loss_cls_b21: 1.398  loss_cls_b22: 1.485  loss_cls_b3: 1.054  loss_cls_b31: 1.53  loss_cls_b32: 1.544  loss_cls_b33: 1.789  loss_triplet_b1: 0.08785  loss_triplet_b2: 0.0746  loss_triplet_b3: 0.07747  loss_triplet_b22: 0.07648  loss_triplet_b33: 0.06786  time: 0.3079  data_time: 0.0008  lr: 3.50e-04  max_mem: 19416M
[04/22 17:18:41] fastreid.utils.events INFO:  eta: 1:39:29  iter: 12399  total_loss: 10.83  loss_cls_b1: 1.109  loss_cls_b2: 0.9615  loss_cls_b21: 1.164  loss_cls_b22: 1.465  loss_cls_b3: 0.9666  loss_cls_b31: 1.337  loss_cls_b32: 1.404  loss_cls_b33: 1.74  loss_triplet_b1: 0.08324  loss_triplet_b2: 0.05962  loss_triplet_b3: 0.05415  loss_triplet_b22: 0.06173  loss_triplet_b33: 0.05471  time: 0.3082  data_time: 0.0005  lr: 3.50e-04  max_mem: 19416M
[04/22 17:19:48] fastreid.utils.events INFO:  eta: 1:38:24  iter: 12599  total_loss: 11.01  loss_cls_b1: 1.147  loss_cls_b2: 1.013  loss_cls_b21: 1.247  loss_cls_b22: 1.466  loss_cls_b3: 1.017  loss_cls_b31: 1.411  loss_cls_b32: 1.399  loss_cls_b33: 1.706  loss_triplet_b1: 0.07831  loss_triplet_b2: 0.05937  loss_triplet_b3: 0.07005  loss_triplet_b22: 0.06645  loss_triplet_b33: 0.06214  time: 0.3086  data_time: 0.0008  lr: 3.50e-04  max_mem: 19416M
[04/22 17:20:54] fastreid.utils.events INFO:  eta: 1:37:20  iter: 12799  total_loss: 9.299  loss_cls_b1: 0.9866  loss_cls_b2: 0.8435  loss_cls_b21: 1.096  loss_cls_b22: 1.329  loss_cls_b3: 0.8615  loss_cls_b31: 1.275  loss_cls_b32: 1.351  loss_cls_b33: 1.651  loss_triplet_b1: 0.0567  loss_triplet_b2: 0.04694  loss_triplet_b3: 0.03971  loss_triplet_b22: 0.05232  loss_triplet_b33: 0.06153  time: 0.3089  data_time: 0.0005  lr: 3.50e-04  max_mem: 19416M
[04/22 17:22:01] fastreid.utils.events INFO:  eta: 1:36:16  iter: 12999  total_loss: 10.98  loss_cls_b1: 1.147  loss_cls_b2: 0.9559  loss_cls_b21: 1.26  loss_cls_b22: 1.49  loss_cls_b3: 0.9838  loss_cls_b31: 1.426  loss_cls_b32: 1.421  loss_cls_b33: 1.735  loss_triplet_b1: 0.097  loss_triplet_b2: 0.07792  loss_triplet_b3: 0.07564  loss_triplet_b22: 0.08173  loss_triplet_b33: 0.08756  time: 0.3092  data_time: 0.0009  lr: 3.50e-04  max_mem: 19416M
[04/22 17:23:07] fastreid.utils.events INFO:  eta: 1:35:10  iter: 13199  total_loss: 10.92  loss_cls_b1: 1.133  loss_cls_b2: 1.017  loss_cls_b21: 1.277  loss_cls_b22: 1.502  loss_cls_b3: 0.965  loss_cls_b31: 1.377  loss_cls_b32: 1.47  loss_cls_b33: 1.73  loss_triplet_b1: 0.09056  loss_triplet_b2: 0.06897  loss_triplet_b3: 0.06653  loss_triplet_b22: 0.08815  loss_triplet_b33: 0.07957  time: 0.3095  data_time: 0.0006  lr: 3.50e-04  max_mem: 19416M
[04/22 17:24:13] fastreid.utils.events INFO:  eta: 1:34:03  iter: 13399  total_loss: 10.14  loss_cls_b1: 1.009  loss_cls_b2: 0.9336  loss_cls_b21: 1.192  loss_cls_b22: 1.378  loss_cls_b3: 0.8896  loss_cls_b31: 1.301  loss_cls_b32: 1.447  loss_cls_b33: 1.538  loss_triplet_b1: 0.08564  loss_triplet_b2: 0.0585  loss_triplet_b3: 0.06376  loss_triplet_b22: 0.07988  loss_triplet_b33: 0.0786  time: 0.3098  data_time: 0.0008  lr: 3.50e-04  max_mem: 19416M
[04/22 17:25:20] fastreid.utils.events INFO:  eta: 1:32:58  iter: 13599  total_loss: 10.39  loss_cls_b1: 1.094  loss_cls_b2: 0.9155  loss_cls_b21: 1.147  loss_cls_b22: 1.435  loss_cls_b3: 0.9475  loss_cls_b31: 1.273  loss_cls_b32: 1.388  loss_cls_b33: 1.682  loss_triplet_b1: 0.0739  loss_triplet_b2: 0.05545  loss_triplet_b3: 0.06069  loss_triplet_b22: 0.06474  loss_triplet_b33: 0.06083  time: 0.3101  data_time: 0.0006  lr: 3.50e-04  max_mem: 19416M
[04/22 17:26:26] fastreid.utils.events INFO:  eta: 1:31:49  iter: 13799  total_loss: 11.5  loss_cls_b1: 1.135  loss_cls_b2: 1.079  loss_cls_b21: 1.311  loss_cls_b22: 1.523  loss_cls_b3: 1.074  loss_cls_b31: 1.505  loss_cls_b32: 1.465  loss_cls_b33: 1.716  loss_triplet_b1: 0.08928  loss_triplet_b2: 0.05863  loss_triplet_b3: 0.06673  loss_triplet_b22: 0.07113  loss_triplet_b33: 0.08007  time: 0.3104  data_time: 0.0009  lr: 3.50e-04  max_mem: 19416M
[04/22 17:27:32] fastreid.utils.events INFO:  eta: 1:30:44  iter: 13999  total_loss: 10.68  loss_cls_b1: 1.147  loss_cls_b2: 0.9898  loss_cls_b21: 1.239  loss_cls_b22: 1.456  loss_cls_b3: 1.015  loss_cls_b31: 1.393  loss_cls_b32: 1.49  loss_cls_b33: 1.751  loss_triplet_b1: 0.07613  loss_triplet_b2: 0.05606  loss_triplet_b3: 0.05544  loss_triplet_b22: 0.05761  loss_triplet_b33: 0.05991  time: 0.3107  data_time: 0.0007  lr: 3.50e-04  max_mem: 19416M
[04/22 17:28:39] fastreid.utils.events INFO:  eta: 1:29:35  iter: 14199  total_loss: 8.072  loss_cls_b1: 0.8256  loss_cls_b2: 0.6968  loss_cls_b21: 0.9482  loss_cls_b22: 1.145  loss_cls_b3: 0.7239  loss_cls_b31: 0.989  loss_cls_b32: 1.108  loss_cls_b33: 1.349  loss_triplet_b1: 0.05684  loss_triplet_b2: 0.04143  loss_triplet_b3: 0.04  loss_triplet_b22: 0.05158  loss_triplet_b33: 0.04028  time: 0.3109  data_time: 0.0005  lr: 3.50e-04  max_mem: 19416M
[04/22 17:29:45] fastreid.utils.events INFO:  eta: 1:28:31  iter: 14399  total_loss: 10.28  loss_cls_b1: 1.047  loss_cls_b2: 0.9383  loss_cls_b21: 1.175  loss_cls_b22: 1.442  loss_cls_b3: 0.9196  loss_cls_b31: 1.301  loss_cls_b32: 1.425  loss_cls_b33: 1.614  loss_triplet_b1: 0.0708  loss_triplet_b2: 0.05906  loss_triplet_b3: 0.06341  loss_triplet_b22: 0.06171  loss_triplet_b33: 0.05754  time: 0.3112  data_time: 0.0007  lr: 3.50e-04  max_mem: 19416M
[04/22 17:30:51] fastreid.utils.events INFO:  eta: 1:27:24  iter: 14599  total_loss: 8.398  loss_cls_b1: 0.887  loss_cls_b2: 0.7233  loss_cls_b21: 1.031  loss_cls_b22: 1.204  loss_cls_b3: 0.7847  loss_cls_b31: 1.113  loss_cls_b32: 1.251  loss_cls_b33: 1.395  loss_triplet_b1: 0.06417  loss_triplet_b2: 0.04758  loss_triplet_b3: 0.05218  loss_triplet_b22: 0.05636  loss_triplet_b33: 0.05426  time: 0.3115  data_time: 0.0004  lr: 3.50e-04  max_mem: 19416M
[04/22 17:31:58] fastreid.utils.events INFO:  eta: 1:26:19  iter: 14799  total_loss: 11.11  loss_cls_b1: 1.215  loss_cls_b2: 1.052  loss_cls_b21: 1.337  loss_cls_b22: 1.456  loss_cls_b3: 1.001  loss_cls_b31: 1.477  loss_cls_b32: 1.571  loss_cls_b33: 1.736  loss_triplet_b1: 0.08581  loss_triplet_b2: 0.06518  loss_triplet_b3: 0.0684  loss_triplet_b22: 0.07157  loss_triplet_b33: 0.07127  time: 0.3117  data_time: 0.0007  lr: 3.50e-04  max_mem: 19416M
[04/22 17:33:04] fastreid.utils.events INFO:  eta: 1:25:12  iter: 14999  total_loss: 9.613  loss_cls_b1: 1.054  loss_cls_b2: 0.8514  loss_cls_b21: 1.03  loss_cls_b22: 1.375  loss_cls_b3: 0.8398  loss_cls_b31: 1.191  loss_cls_b32: 1.279  loss_cls_b33: 1.504  loss_triplet_b1: 0.07179  loss_triplet_b2: 0.0431  loss_triplet_b3: 0.0432  loss_triplet_b22: 0.05231  loss_triplet_b33: 0.04256  time: 0.3119  data_time: 0.0005  lr: 3.50e-04  max_mem: 19416M
[04/22 17:34:10] fastreid.utils.events INFO:  eta: 1:24:08  iter: 15199  total_loss: 10.83  loss_cls_b1: 1.171  loss_cls_b2: 0.9934  loss_cls_b21: 1.284  loss_cls_b22: 1.427  loss_cls_b3: 0.9554  loss_cls_b31: 1.388  loss_cls_b32: 1.511  loss_cls_b33: 1.634  loss_triplet_b1: 0.06444  loss_triplet_b2: 0.05598  loss_triplet_b3: 0.06019  loss_triplet_b22: 0.06075  loss_triplet_b33: 0.06299  time: 0.3122  data_time: 0.0007  lr: 3.50e-04  max_mem: 19416M
[04/22 17:35:17] fastreid.utils.events INFO:  eta: 1:23:02  iter: 15399  total_loss: 9.18  loss_cls_b1: 0.9835  loss_cls_b2: 0.8325  loss_cls_b21: 1.071  loss_cls_b22: 1.274  loss_cls_b3: 0.8519  loss_cls_b31: 1.115  loss_cls_b32: 1.222  loss_cls_b33: 1.594  loss_triplet_b1: 0.07791  loss_triplet_b2: 0.06722  loss_triplet_b3: 0.06084  loss_triplet_b22: 0.07202  loss_triplet_b33: 0.07233  time: 0.3124  data_time: 0.0005  lr: 3.50e-04  max_mem: 19416M
[04/22 17:36:23] fastreid.utils.events INFO:  eta: 1:21:57  iter: 15599  total_loss: 9.906  loss_cls_b1: 1.065  loss_cls_b2: 0.9136  loss_cls_b21: 1.154  loss_cls_b22: 1.326  loss_cls_b3: 0.9055  loss_cls_b31: 1.356  loss_cls_b32: 1.391  loss_cls_b33: 1.605  loss_triplet_b1: 0.06123  loss_triplet_b2: 0.04015  loss_triplet_b3: 0.04605  loss_triplet_b22: 0.05081  loss_triplet_b33: 0.05041  time: 0.3126  data_time: 0.0008  lr: 3.50e-04  max_mem: 19416M
[04/22 17:37:30] fastreid.utils.events INFO:  eta: 1:20:52  iter: 15799  total_loss: 8.796  loss_cls_b1: 0.9163  loss_cls_b2: 0.7866  loss_cls_b21: 1.071  loss_cls_b22: 1.216  loss_cls_b3: 0.7845  loss_cls_b31: 1.204  loss_cls_b32: 1.242  loss_cls_b33: 1.434  loss_triplet_b1: 0.05944  loss_triplet_b2: 0.05061  loss_triplet_b3: 0.04079  loss_triplet_b22: 0.04579  loss_triplet_b33: 0.04049  time: 0.3128  data_time: 0.0006  lr: 3.49e-04  max_mem: 19416M
[04/22 17:38:36] fastreid.utils.events INFO:  eta: 1:19:45  iter: 15999  total_loss: 10.09  loss_cls_b1: 1.069  loss_cls_b2: 0.9508  loss_cls_b21: 1.282  loss_cls_b22: 1.375  loss_cls_b3: 0.958  loss_cls_b31: 1.414  loss_cls_b32: 1.459  loss_cls_b33: 1.591  loss_triplet_b1: 0.08424  loss_triplet_b2: 0.05521  loss_triplet_b3: 0.05623  loss_triplet_b22: 0.06726  loss_triplet_b33: 0.07034  time: 0.3130  data_time: 0.0007  lr: 3.48e-04  max_mem: 19416M
[04/22 17:39:43] fastreid.utils.events INFO:  eta: 1:18:40  iter: 16199  total_loss: 8.383  loss_cls_b1: 0.8705  loss_cls_b2: 0.7216  loss_cls_b21: 0.8864  loss_cls_b22: 1.19  loss_cls_b3: 0.6999  loss_cls_b31: 1.038  loss_cls_b32: 1.22  loss_cls_b33: 1.427  loss_triplet_b1: 0.06536  loss_triplet_b2: 0.03259  loss_triplet_b3: 0.04043  loss_triplet_b22: 0.03556  loss_triplet_b33: 0.03633  time: 0.3133  data_time: 0.0006  lr: 3.47e-04  max_mem: 19416M
[04/22 17:40:49] fastreid.utils.events INFO:  eta: 1:17:35  iter: 16399  total_loss: 9.884  loss_cls_b1: 1.014  loss_cls_b2: 0.8685  loss_cls_b21: 1.081  loss_cls_b22: 1.307  loss_cls_b3: 0.8923  loss_cls_b31: 1.235  loss_cls_b32: 1.24  loss_cls_b33: 1.534  loss_triplet_b1: 0.07751  loss_triplet_b2: 0.05033  loss_triplet_b3: 0.05233  loss_triplet_b22: 0.05668  loss_triplet_b33: 0.05176  time: 0.3135  data_time: 0.0008  lr: 3.45e-04  max_mem: 19416M
[04/22 17:41:56] fastreid.utils.events INFO:  eta: 1:16:28  iter: 16599  total_loss: 9.349  loss_cls_b1: 0.9587  loss_cls_b2: 0.8768  loss_cls_b21: 1.08  loss_cls_b22: 1.246  loss_cls_b3: 0.8514  loss_cls_b31: 1.182  loss_cls_b32: 1.166  loss_cls_b33: 1.509  loss_triplet_b1: 0.06631  loss_triplet_b2: 0.05261  loss_triplet_b3: 0.05125  loss_triplet_b22: 0.04941  loss_triplet_b33: 0.04559  time: 0.3137  data_time: 0.0006  lr: 3.44e-04  max_mem: 19416M
[04/22 17:43:03] fastreid.utils.events INFO:  eta: 1:15:23  iter: 16799  total_loss: 5.63  loss_cls_b1: 0.6207  loss_cls_b2: 0.4799  loss_cls_b21: 0.661  loss_cls_b22: 0.823  loss_cls_b3: 0.4408  loss_cls_b31: 0.7224  loss_cls_b32: 0.8029  loss_cls_b33: 0.964  loss_triplet_b1: 0.0449  loss_triplet_b2: 0.02562  loss_triplet_b3: 0.02675  loss_triplet_b22: 0.02941  loss_triplet_b33: 0.0333  time: 0.3139  data_time: 0.0009  lr: 3.41e-04  max_mem: 19416M
[04/22 17:44:09] fastreid.utils.events INFO:  eta: 1:14:19  iter: 16999  total_loss: 9.641  loss_cls_b1: 1.02  loss_cls_b2: 0.8774  loss_cls_b21: 1.119  loss_cls_b22: 1.314  loss_cls_b3: 0.89  loss_cls_b31: 1.269  loss_cls_b32: 1.379  loss_cls_b33: 1.49  loss_triplet_b1: 0.06738  loss_triplet_b2: 0.0571  loss_triplet_b3: 0.0533  loss_triplet_b22: 0.06127  loss_triplet_b33: 0.05352  time: 0.3141  data_time: 0.0007  lr: 3.39e-04  max_mem: 19416M
[04/22 17:45:15] fastreid.utils.events INFO:  eta: 1:13:10  iter: 17199  total_loss: 7.901  loss_cls_b1: 0.8333  loss_cls_b2: 0.6988  loss_cls_b21: 0.9218  loss_cls_b22: 1.098  loss_cls_b3: 0.7144  loss_cls_b31: 1.025  loss_cls_b32: 1.027  loss_cls_b33: 1.306  loss_triplet_b1: 0.05546  loss_triplet_b2: 0.03968  loss_triplet_b3: 0.0382  loss_triplet_b22: 0.04431  loss_triplet_b33: 0.03545  time: 0.3142  data_time: 0.0004  lr: 3.36e-04  max_mem: 19416M
[04/22 17:46:22] fastreid.utils.events INFO:  eta: 1:12:05  iter: 17399  total_loss: 9.861  loss_cls_b1: 0.9821  loss_cls_b2: 0.8602  loss_cls_b21: 1.16  loss_cls_b22: 1.356  loss_cls_b3: 0.854  loss_cls_b31: 1.229  loss_cls_b32: 1.344  loss_cls_b33: 1.644  loss_triplet_b1: 0.06194  loss_triplet_b2: 0.04636  loss_triplet_b3: 0.04266  loss_triplet_b22: 0.04665  loss_triplet_b33: 0.04794  time: 0.3144  data_time: 0.0007  lr: 3.34e-04  max_mem: 19416M
[04/22 17:47:28] fastreid.utils.events INFO:  eta: 1:10:59  iter: 17599  total_loss: 7.85  loss_cls_b1: 0.7977  loss_cls_b2: 0.6534  loss_cls_b21: 0.925  loss_cls_b22: 1.131  loss_cls_b3: 0.6897  loss_cls_b31: 1.013  loss_cls_b32: 1.076  loss_cls_b33: 1.354  loss_triplet_b1: 0.05963  loss_triplet_b2: 0.04131  loss_triplet_b3: 0.04646  loss_triplet_b22: 0.03927  loss_triplet_b33: 0.05195  time: 0.3146  data_time: 0.0004  lr: 3.30e-04  max_mem: 19416M
[04/22 17:48:34] fastreid.utils.events INFO:  eta: 1:09:51  iter: 17799  total_loss: 8.452  loss_cls_b1: 0.8853  loss_cls_b2: 0.7368  loss_cls_b21: 0.9855  loss_cls_b22: 1.248  loss_cls_b3: 0.7857  loss_cls_b31: 1.137  loss_cls_b32: 1.22  loss_cls_b33: 1.437  loss_triplet_b1: 0.05701  loss_triplet_b2: 0.04319  loss_triplet_b3: 0.04079  loss_triplet_b22: 0.04014  loss_triplet_b33: 0.03619  time: 0.3147  data_time: 0.0008  lr: 3.27e-04  max_mem: 19416M
[04/22 17:49:41] fastreid.utils.events INFO:  eta: 1:08:45  iter: 17999  total_loss: 7.302  loss_cls_b1: 0.7907  loss_cls_b2: 0.6495  loss_cls_b21: 0.9157  loss_cls_b22: 1.035  loss_cls_b3: 0.6225  loss_cls_b31: 1.007  loss_cls_b32: 1.006  loss_cls_b33: 1.21  loss_triplet_b1: 0.05539  loss_triplet_b2: 0.04168  loss_triplet_b3: 0.03493  loss_triplet_b22: 0.03807  loss_triplet_b33: 0.03411  time: 0.3149  data_time: 0.0005  lr: 3.23e-04  max_mem: 19416M
[04/22 17:50:47] fastreid.utils.events INFO:  eta: 1:07:40  iter: 18199  total_loss: 8.359  loss_cls_b1: 0.8873  loss_cls_b2: 0.7649  loss_cls_b21: 1.037  loss_cls_b22: 1.13  loss_cls_b3: 0.7618  loss_cls_b31: 1.1  loss_cls_b32: 1.151  loss_cls_b33: 1.409  loss_triplet_b1: 0.04998  loss_triplet_b2: 0.03142  loss_triplet_b3: 0.03328  loss_triplet_b22: 0.03858  loss_triplet_b33: 0.03547  time: 0.3151  data_time: 0.0008  lr: 3.19e-04  max_mem: 19416M
[04/22 17:51:54] fastreid.utils.events INFO:  eta: 1:06:35  iter: 18399  total_loss: 7.614  loss_cls_b1: 0.7807  loss_cls_b2: 0.6471  loss_cls_b21: 1.004  loss_cls_b22: 1.005  loss_cls_b3: 0.6472  loss_cls_b31: 1.064  loss_cls_b32: 1.084  loss_cls_b33: 1.204  loss_triplet_b1: 0.05996  loss_triplet_b2: 0.03649  loss_triplet_b3: 0.03529  loss_triplet_b22: 0.03625  loss_triplet_b33: 0.03377  time: 0.3152  data_time: 0.0005  lr: 3.15e-04  max_mem: 19416M
[04/22 17:53:00] fastreid.utils.events INFO:  eta: 1:05:29  iter: 18599  total_loss: 8.506  loss_cls_b1: 0.8849  loss_cls_b2: 0.7893  loss_cls_b21: 1.017  loss_cls_b22: 1.172  loss_cls_b3: 0.707  loss_cls_b31: 1.072  loss_cls_b32: 1.203  loss_cls_b33: 1.386  loss_triplet_b1: 0.05241  loss_triplet_b2: 0.03049  loss_triplet_b3: 0.03564  loss_triplet_b22: 0.03747  loss_triplet_b33: 0.03892  time: 0.3154  data_time: 0.0008  lr: 3.11e-04  max_mem: 19416M
[04/22 17:54:07] fastreid.utils.events INFO:  eta: 1:04:24  iter: 18799  total_loss: 8.74  loss_cls_b1: 0.9294  loss_cls_b2: 0.7731  loss_cls_b21: 1.041  loss_cls_b22: 1.238  loss_cls_b3: 0.8015  loss_cls_b31: 1.156  loss_cls_b32: 1.231  loss_cls_b33: 1.382  loss_triplet_b1: 0.0678  loss_triplet_b2: 0.04553  loss_triplet_b3: 0.04917  loss_triplet_b22: 0.05532  loss_triplet_b33: 0.04176  time: 0.3155  data_time: 0.0006  lr: 3.06e-04  max_mem: 19416M
[04/22 17:55:13] fastreid.utils.events INFO:  eta: 1:03:17  iter: 18999  total_loss: 8.222  loss_cls_b1: 0.8833  loss_cls_b2: 0.744  loss_cls_b21: 0.9437  loss_cls_b22: 1.106  loss_cls_b3: 0.7147  loss_cls_b31: 1.078  loss_cls_b32: 1.187  loss_cls_b33: 1.374  loss_triplet_b1: 0.06223  loss_triplet_b2: 0.03739  loss_triplet_b3: 0.03785  loss_triplet_b22: 0.03862  loss_triplet_b33: 0.03796  time: 0.3157  data_time: 0.0008  lr: 3.01e-04  max_mem: 19416M
[04/22 17:56:19] fastreid.utils.events INFO:  eta: 1:02:13  iter: 19199  total_loss: 7.059  loss_cls_b1: 0.74  loss_cls_b2: 0.6096  loss_cls_b21: 0.8266  loss_cls_b22: 0.99  loss_cls_b3: 0.63  loss_cls_b31: 0.9256  loss_cls_b32: 1.015  loss_cls_b33: 1.24  loss_triplet_b1: 0.05341  loss_triplet_b2: 0.03308  loss_triplet_b3: 0.03547  loss_triplet_b22: 0.03147  loss_triplet_b33: 0.02812  time: 0.3158  data_time: 0.0006  lr: 2.96e-04  max_mem: 19416M
[04/22 17:57:26] fastreid.utils.events INFO:  eta: 1:01:06  iter: 19399  total_loss: 8.064  loss_cls_b1: 0.7735  loss_cls_b2: 0.6794  loss_cls_b21: 0.9154  loss_cls_b22: 0.9968  loss_cls_b3: 0.6993  loss_cls_b31: 1.052  loss_cls_b32: 1.06  loss_cls_b33: 1.158  loss_triplet_b1: 0.04555  loss_triplet_b2: 0.03729  loss_triplet_b3: 0.03437  loss_triplet_b22: 0.03899  loss_triplet_b33: 0.03137  time: 0.3160  data_time: 0.0009  lr: 2.91e-04  max_mem: 19416M
[04/22 17:58:32] fastreid.utils.events INFO:  eta: 1:00:00  iter: 19599  total_loss: 7.621  loss_cls_b1: 0.7631  loss_cls_b2: 0.6147  loss_cls_b21: 0.8654  loss_cls_b22: 1.05  loss_cls_b3: 0.645  loss_cls_b31: 0.9835  loss_cls_b32: 1.082  loss_cls_b33: 1.269  loss_triplet_b1: 0.04148  loss_triplet_b2: 0.03344  loss_triplet_b3: 0.03005  loss_triplet_b22: 0.03155  loss_triplet_b33: 0.03098  time: 0.3161  data_time: 0.0007  lr: 2.85e-04  max_mem: 19416M
[04/22 17:59:39] fastreid.utils.events INFO:  eta: 0:58:55  iter: 19799  total_loss: 6.182  loss_cls_b1: 0.6621  loss_cls_b2: 0.5392  loss_cls_b21: 0.6853  loss_cls_b22: 0.8884  loss_cls_b3: 0.5258  loss_cls_b31: 0.7972  loss_cls_b32: 0.8767  loss_cls_b33: 1.005  loss_triplet_b1: 0.03996  loss_triplet_b2: 0.02861  loss_triplet_b3: 0.03272  loss_triplet_b22: 0.02489  loss_triplet_b33: 0.01992  time: 0.3163  data_time: 0.0004  lr: 2.80e-04  max_mem: 19416M
[04/22 18:00:45] fastreid.utils.events INFO:  eta: 0:57:50  iter: 19999  total_loss: 7.442  loss_cls_b1: 0.7556  loss_cls_b2: 0.6165  loss_cls_b21: 0.8709  loss_cls_b22: 1.106  loss_cls_b3: 0.6098  loss_cls_b31: 0.9377  loss_cls_b32: 1.105  loss_cls_b33: 1.244  loss_triplet_b1: 0.05336  loss_triplet_b2: 0.03266  loss_triplet_b3: 0.03711  loss_triplet_b22: 0.03339  loss_triplet_b33: 0.03337  time: 0.3164  data_time: 0.0007  lr: 2.74e-04  max_mem: 19416M
[04/22 18:01:51] fastreid.utils.events INFO:  eta: 0:56:43  iter: 20199  total_loss: 6.607  loss_cls_b1: 0.6696  loss_cls_b2: 0.5612  loss_cls_b21: 0.7943  loss_cls_b22: 0.8928  loss_cls_b3: 0.5677  loss_cls_b31: 0.9044  loss_cls_b32: 0.9458  loss_cls_b33: 1.079  loss_triplet_b1: 0.04542  loss_triplet_b2: 0.03016  loss_triplet_b3: 0.03086  loss_triplet_b22: 0.02648  loss_triplet_b33: 0.02761  time: 0.3165  data_time: 0.0004  lr: 2.68e-04  max_mem: 19416M
[04/22 18:02:58] fastreid.utils.events INFO:  eta: 0:55:38  iter: 20399  total_loss: 7.895  loss_cls_b1: 0.8287  loss_cls_b2: 0.6301  loss_cls_b21: 0.9135  loss_cls_b22: 1.055  loss_cls_b3: 0.6837  loss_cls_b31: 1.009  loss_cls_b32: 1.158  loss_cls_b33: 1.281  loss_triplet_b1: 0.06213  loss_triplet_b2: 0.04512  loss_triplet_b3: 0.04087  loss_triplet_b22: 0.03983  loss_triplet_b33: 0.04336  time: 0.3167  data_time: 0.0007  lr: 2.61e-04  max_mem: 19416M
[04/22 18:04:05] fastreid.utils.events INFO:  eta: 0:54:32  iter: 20599  total_loss: 6.479  loss_cls_b1: 0.6904  loss_cls_b2: 0.5555  loss_cls_b21: 0.7522  loss_cls_b22: 0.9019  loss_cls_b3: 0.5616  loss_cls_b31: 0.8102  loss_cls_b32: 0.9185  loss_cls_b33: 1.004  loss_triplet_b1: 0.04485  loss_triplet_b2: 0.03165  loss_triplet_b3: 0.03245  loss_triplet_b22: 0.02502  loss_triplet_b33: 0.02137  time: 0.3168  data_time: 0.0005  lr: 2.55e-04  max_mem: 19416M
[04/22 18:05:11] fastreid.utils.events INFO:  eta: 0:53:25  iter: 20799  total_loss: 7.199  loss_cls_b1: 0.7633  loss_cls_b2: 0.6023  loss_cls_b21: 0.8038  loss_cls_b22: 0.9434  loss_cls_b3: 0.5875  loss_cls_b31: 0.919  loss_cls_b32: 1.023  loss_cls_b33: 1.189  loss_triplet_b1: 0.05079  loss_triplet_b2: 0.03167  loss_triplet_b3: 0.03139  loss_triplet_b22: 0.03236  loss_triplet_b33: 0.02558  time: 0.3169  data_time: 0.0008  lr: 2.49e-04  max_mem: 19416M
[04/22 18:06:17] fastreid.utils.events INFO:  eta: 0:52:20  iter: 20999  total_loss: 6.361  loss_cls_b1: 0.698  loss_cls_b2: 0.5413  loss_cls_b21: 0.7277  loss_cls_b22: 0.8556  loss_cls_b3: 0.5434  loss_cls_b31: 0.8667  loss_cls_b32: 0.9018  loss_cls_b33: 1.019  loss_triplet_b1: 0.04116  loss_triplet_b2: 0.02851  loss_triplet_b3: 0.02713  loss_triplet_b22: 0.02052  loss_triplet_b33: 0.01882  time: 0.3170  data_time: 0.0005  lr: 2.42e-04  max_mem: 19416M
[04/22 18:07:24] fastreid.utils.events INFO:  eta: 0:51:14  iter: 21199  total_loss: 6.72  loss_cls_b1: 0.6899  loss_cls_b2: 0.5479  loss_cls_b21: 0.7913  loss_cls_b22: 0.8839  loss_cls_b3: 0.5758  loss_cls_b31: 0.9282  loss_cls_b32: 0.9774  loss_cls_b33: 1.064  loss_triplet_b1: 0.04623  loss_triplet_b2: 0.02848  loss_triplet_b3: 0.03395  loss_triplet_b22: 0.03079  loss_triplet_b33: 0.02553  time: 0.3171  data_time: 0.0009  lr: 2.35e-04  max_mem: 19416M
[04/22 18:08:30] fastreid.utils.events INFO:  eta: 0:50:08  iter: 21399  total_loss: 6.968  loss_cls_b1: 0.7379  loss_cls_b2: 0.5756  loss_cls_b21: 0.7852  loss_cls_b22: 0.8797  loss_cls_b3: 0.5922  loss_cls_b31: 0.8915  loss_cls_b32: 0.9929  loss_cls_b33: 1.161  loss_triplet_b1: 0.05377  loss_triplet_b2: 0.03701  loss_triplet_b3: 0.03639  loss_triplet_b22: 0.03328  loss_triplet_b33: 0.03428  time: 0.3173  data_time: 0.0006  lr: 2.29e-04  max_mem: 19416M
[04/22 18:09:37] fastreid.utils.events INFO:  eta: 0:49:03  iter: 21599  total_loss: 6.233  loss_cls_b1: 0.6815  loss_cls_b2: 0.5578  loss_cls_b21: 0.7048  loss_cls_b22: 0.8834  loss_cls_b3: 0.5334  loss_cls_b31: 0.8149  loss_cls_b32: 0.9549  loss_cls_b33: 1.189  loss_triplet_b1: 0.03962  loss_triplet_b2: 0.02715  loss_triplet_b3: 0.02696  loss_triplet_b22: 0.02257  loss_triplet_b33: 0.01941  time: 0.3174  data_time: 0.0008  lr: 2.22e-04  max_mem: 19416M
[04/22 18:10:43] fastreid.utils.events INFO:  eta: 0:47:57  iter: 21799  total_loss: 6.409  loss_cls_b1: 0.6344  loss_cls_b2: 0.5239  loss_cls_b21: 0.7565  loss_cls_b22: 0.87  loss_cls_b3: 0.5683  loss_cls_b31: 0.8536  loss_cls_b32: 0.9517  loss_cls_b33: 1.095  loss_triplet_b1: 0.04338  loss_triplet_b2: 0.02932  loss_triplet_b3: 0.03147  loss_triplet_b22: 0.03137  loss_triplet_b33: 0.02905  time: 0.3175  data_time: 0.0007  lr: 2.15e-04  max_mem: 19416M
[04/22 18:11:50] fastreid.utils.events INFO:  eta: 0:46:50  iter: 21999  total_loss: 6.211  loss_cls_b1: 0.6334  loss_cls_b2: 0.5066  loss_cls_b21: 0.7491  loss_cls_b22: 0.8474  loss_cls_b3: 0.513  loss_cls_b31: 0.9053  loss_cls_b32: 0.9455  loss_cls_b33: 1.053  loss_triplet_b1: 0.03399  loss_triplet_b2: 0.02321  loss_triplet_b3: 0.0216  loss_triplet_b22: 0.02109  loss_triplet_b33: 0.02345  time: 0.3176  data_time: 0.0009  lr: 2.08e-04  max_mem: 19416M
[04/22 18:12:56] fastreid.utils.events INFO:  eta: 0:45:44  iter: 22199  total_loss: 5.972  loss_cls_b1: 0.6216  loss_cls_b2: 0.4722  loss_cls_b21: 0.6424  loss_cls_b22: 0.8751  loss_cls_b3: 0.4757  loss_cls_b31: 0.7372  loss_cls_b32: 0.911  loss_cls_b33: 1.147  loss_triplet_b1: 0.03857  loss_triplet_b2: 0.02364  loss_triplet_b3: 0.02357  loss_triplet_b22: 0.02541  loss_triplet_b33: 0.01921  time: 0.3177  data_time: 0.0006  lr: 2.01e-04  max_mem: 19416M
[04/22 18:14:03] fastreid.utils.events INFO:  eta: 0:44:37  iter: 22399  total_loss: 5.263  loss_cls_b1: 0.5538  loss_cls_b2: 0.4177  loss_cls_b21: 0.5784  loss_cls_b22: 0.7102  loss_cls_b3: 0.4542  loss_cls_b31: 0.654  loss_cls_b32: 0.7144  loss_cls_b33: 0.8187  loss_triplet_b1: 0.03638  loss_triplet_b2: 0.02219  loss_triplet_b3: 0.02326  loss_triplet_b22: 0.02008  loss_triplet_b33: 0.01547  time: 0.3178  data_time: 0.0008  lr: 1.94e-04  max_mem: 19416M
[04/22 18:15:09] fastreid.utils.events INFO:  eta: 0:43:32  iter: 22599  total_loss: 6.182  loss_cls_b1: 0.6372  loss_cls_b2: 0.5161  loss_cls_b21: 0.7006  loss_cls_b22: 0.8871  loss_cls_b3: 0.5046  loss_cls_b31: 0.7367  loss_cls_b32: 0.8526  loss_cls_b33: 1.013  loss_triplet_b1: 0.03546  loss_triplet_b2: 0.02482  loss_triplet_b3: 0.02928  loss_triplet_b22: 0.02433  loss_triplet_b33: 0.02168  time: 0.3179  data_time: 0.0007  lr: 1.86e-04  max_mem: 19416M
[04/22 18:16:16] fastreid.utils.events INFO:  eta: 0:42:26  iter: 22799  total_loss: 4.933  loss_cls_b1: 0.5361  loss_cls_b2: 0.4111  loss_cls_b21: 0.6045  loss_cls_b22: 0.6525  loss_cls_b3: 0.4277  loss_cls_b31: 0.6771  loss_cls_b32: 0.7335  loss_cls_b33: 0.8978  loss_triplet_b1: 0.04375  loss_triplet_b2: 0.02608  loss_triplet_b3: 0.02887  loss_triplet_b22: 0.02636  loss_triplet_b33: 0.02182  time: 0.3180  data_time: 0.0004  lr: 1.79e-04  max_mem: 19416M
[04/22 18:17:22] fastreid.utils.events INFO:  eta: 0:41:21  iter: 22999  total_loss: 5.862  loss_cls_b1: 0.6433  loss_cls_b2: 0.4981  loss_cls_b21: 0.6889  loss_cls_b22: 0.8067  loss_cls_b3: 0.4974  loss_cls_b31: 0.78  loss_cls_b32: 0.7953  loss_cls_b33: 1.012  loss_triplet_b1: 0.03674  loss_triplet_b2: 0.0244  loss_triplet_b3: 0.02708  loss_triplet_b22: 0.02253  loss_triplet_b33: 0.02469  time: 0.3181  data_time: 0.0007  lr: 1.72e-04  max_mem: 19416M
[04/22 18:18:29] fastreid.utils.events INFO:  eta: 0:40:16  iter: 23199  total_loss: 5.024  loss_cls_b1: 0.5397  loss_cls_b2: 0.4087  loss_cls_b21: 0.5774  loss_cls_b22: 0.7282  loss_cls_b3: 0.4054  loss_cls_b31: 0.6279  loss_cls_b32: 0.7266  loss_cls_b33: 0.881  loss_triplet_b1: 0.0305  loss_triplet_b2: 0.01901  loss_triplet_b3: 0.0189  loss_triplet_b22: 0.01869  loss_triplet_b33: 0.01167  time: 0.3182  data_time: 0.0004  lr: 1.65e-04  max_mem: 19416M
[04/22 18:19:35] fastreid.utils.events INFO:  eta: 0:39:10  iter: 23399  total_loss: 5.245  loss_cls_b1: 0.5348  loss_cls_b2: 0.3923  loss_cls_b21: 0.5916  loss_cls_b22: 0.6811  loss_cls_b3: 0.4177  loss_cls_b31: 0.6841  loss_cls_b32: 0.7625  loss_cls_b33: 0.9091  loss_triplet_b1: 0.03229  loss_triplet_b2: 0.01994  loss_triplet_b3: 0.01872  loss_triplet_b22: 0.02032  loss_triplet_b33: 0.01834  time: 0.3183  data_time: 0.0007  lr: 1.58e-04  max_mem: 19416M
[04/22 18:20:41] fastreid.utils.events INFO:  eta: 0:38:04  iter: 23599  total_loss: 5.106  loss_cls_b1: 0.509  loss_cls_b2: 0.4199  loss_cls_b21: 0.5819  loss_cls_b22: 0.7142  loss_cls_b3: 0.4187  loss_cls_b31: 0.6707  loss_cls_b32: 0.7212  loss_cls_b33: 0.938  loss_triplet_b1: 0.03464  loss_triplet_b2: 0.02389  loss_triplet_b3: 0.01948  loss_triplet_b22: 0.01843  loss_triplet_b33: 0.01607  time: 0.3184  data_time: 0.0005  lr: 1.51e-04  max_mem: 19416M
[04/22 18:21:48] fastreid.utils.events INFO:  eta: 0:36:57  iter: 23799  total_loss: 5.123  loss_cls_b1: 0.5013  loss_cls_b2: 0.3856  loss_cls_b21: 0.6002  loss_cls_b22: 0.7134  loss_cls_b3: 0.4266  loss_cls_b31: 0.7121  loss_cls_b32: 0.7462  loss_cls_b33: 0.9387  loss_triplet_b1: 0.02851  loss_triplet_b2: 0.01912  loss_triplet_b3: 0.02138  loss_triplet_b22: 0.01675  loss_triplet_b33: 0.01362  time: 0.3185  data_time: 0.0007  lr: 1.43e-04  max_mem: 19416M
[04/22 18:22:54] fastreid.utils.events INFO:  eta: 0:35:52  iter: 23999  total_loss: 4.824  loss_cls_b1: 0.5064  loss_cls_b2: 0.4275  loss_cls_b21: 0.5811  loss_cls_b22: 0.6872  loss_cls_b3: 0.3854  loss_cls_b31: 0.5782  loss_cls_b32: 0.6681  loss_cls_b33: 0.7973  loss_triplet_b1: 0.02987  loss_triplet_b2: 0.02003  loss_triplet_b3: 0.01784  loss_triplet_b22: 0.0151  loss_triplet_b33: 0.01171  time: 0.3186  data_time: 0.0006  lr: 1.36e-04  max_mem: 19416M
[04/22 18:24:00] fastreid.utils.events INFO:  eta: 0:34:45  iter: 24199  total_loss: 5.166  loss_cls_b1: 0.5397  loss_cls_b2: 0.4157  loss_cls_b21: 0.5571  loss_cls_b22: 0.7865  loss_cls_b3: 0.4065  loss_cls_b31: 0.6124  loss_cls_b32: 0.7384  loss_cls_b33: 0.9377  loss_triplet_b1: 0.02966  loss_triplet_b2: 0.02198  loss_triplet_b3: 0.02186  loss_triplet_b22: 0.02168  loss_triplet_b33: 0.01418  time: 0.3187  data_time: 0.0008  lr: 1.29e-04  max_mem: 19416M
[04/22 18:25:07] fastreid.utils.events INFO:  eta: 0:33:39  iter: 24399  total_loss: 3.966  loss_cls_b1: 0.4499  loss_cls_b2: 0.3243  loss_cls_b21: 0.4625  loss_cls_b22: 0.5806  loss_cls_b3: 0.3161  loss_cls_b31: 0.5309  loss_cls_b32: 0.5994  loss_cls_b33: 0.7337  loss_triplet_b1: 0.02508  loss_triplet_b2: 0.01643  loss_triplet_b3: 0.01763  loss_triplet_b22: 0.01183  loss_triplet_b33: 0.01018  time: 0.3188  data_time: 0.0006  lr: 1.23e-04  max_mem: 19416M
[04/22 18:26:13] fastreid.utils.events INFO:  eta: 0:32:33  iter: 24599  total_loss: 4.447  loss_cls_b1: 0.4366  loss_cls_b2: 0.3515  loss_cls_b21: 0.5243  loss_cls_b22: 0.6175  loss_cls_b3: 0.3608  loss_cls_b31: 0.6198  loss_cls_b32: 0.6707  loss_cls_b33: 0.7825  loss_triplet_b1: 0.02517  loss_triplet_b2: 0.01582  loss_triplet_b3: 0.01641  loss_triplet_b22: 0.01274  loss_triplet_b33: 0.009552  time: 0.3189  data_time: 0.0008  lr: 1.16e-04  max_mem: 19416M
[04/22 18:27:20] fastreid.utils.events INFO:  eta: 0:31:29  iter: 24799  total_loss: 4.131  loss_cls_b1: 0.4443  loss_cls_b2: 0.3424  loss_cls_b21: 0.4981  loss_cls_b22: 0.5882  loss_cls_b3: 0.3404  loss_cls_b31: 0.5478  loss_cls_b32: 0.6019  loss_cls_b33: 0.7711  loss_triplet_b1: 0.02986  loss_triplet_b2: 0.01345  loss_triplet_b3: 0.01516  loss_triplet_b22: 0.01456  loss_triplet_b33: 0.01263  time: 0.3190  data_time: 0.0006  lr: 1.09e-04  max_mem: 19416M
[04/22 18:28:26] fastreid.utils.events INFO:  eta: 0:30:22  iter: 24999  total_loss: 4.502  loss_cls_b1: 0.4661  loss_cls_b2: 0.361  loss_cls_b21: 0.4997  loss_cls_b22: 0.6123  loss_cls_b3: 0.3833  loss_cls_b31: 0.5639  loss_cls_b32: 0.6553  loss_cls_b33: 0.7468  loss_triplet_b1: 0.02246  loss_triplet_b2: 0.01859  loss_triplet_b3: 0.01827  loss_triplet_b22: 0.01484  loss_triplet_b33: 0.01159  time: 0.3190  data_time: 0.0008  lr: 1.02e-04  max_mem: 19416M
[04/22 18:29:33] fastreid.utils.events INFO:  eta: 0:29:17  iter: 25199  total_loss: 4.089  loss_cls_b1: 0.4304  loss_cls_b2: 0.338  loss_cls_b21: 0.4684  loss_cls_b22: 0.5975  loss_cls_b3: 0.3248  loss_cls_b31: 0.5226  loss_cls_b32: 0.6307  loss_cls_b33: 0.7141  loss_triplet_b1: 0.02437  loss_triplet_b2: 0.01769  loss_triplet_b3: 0.01355  loss_triplet_b22: 0.01355  loss_triplet_b33: 0.01054  time: 0.3191  data_time: 0.0006  lr: 9.60e-05  max_mem: 19416M
[04/22 18:30:39] fastreid.utils.events INFO:  eta: 0:28:10  iter: 25399  total_loss: 3.134  loss_cls_b1: 0.3316  loss_cls_b2: 0.2504  loss_cls_b21: 0.352  loss_cls_b22: 0.4513  loss_cls_b3: 0.2421  loss_cls_b31: 0.3999  loss_cls_b32: 0.4737  loss_cls_b33: 0.5739  loss_triplet_b1: 0.02002  loss_triplet_b2: 0.01043  loss_triplet_b3: 0.01064  loss_triplet_b22: 0.009841  loss_triplet_b33: 0.006317  time: 0.3192  data_time: 0.0004  lr: 8.97e-05  max_mem: 19416M
[04/22 18:31:45] fastreid.utils.events INFO:  eta: 0:27:05  iter: 25599  total_loss: 4.111  loss_cls_b1: 0.3876  loss_cls_b2: 0.3191  loss_cls_b21: 0.479  loss_cls_b22: 0.6108  loss_cls_b3: 0.323  loss_cls_b31: 0.5314  loss_cls_b32: 0.647  loss_cls_b33: 0.7608  loss_triplet_b1: 0.02038  loss_triplet_b2: 0.01418  loss_triplet_b3: 0.01431  loss_triplet_b22: 0.01175  loss_triplet_b33: 0.00877  time: 0.3193  data_time: 0.0006  lr: 8.35e-05  max_mem: 19416M
[04/22 18:32:52] fastreid.utils.events INFO:  eta: 0:25:58  iter: 25799  total_loss: 3.668  loss_cls_b1: 0.3641  loss_cls_b2: 0.2958  loss_cls_b21: 0.4423  loss_cls_b22: 0.5074  loss_cls_b3: 0.2851  loss_cls_b31: 0.4785  loss_cls_b32: 0.5143  loss_cls_b33: 0.6847  loss_triplet_b1: 0.02057  loss_triplet_b2: 0.01295  loss_triplet_b3: 0.01299  loss_triplet_b22: 0.01196  loss_triplet_b33: 0.008572  time: 0.3194  data_time: 0.0004  lr: 7.75e-05  max_mem: 19416M
[04/22 18:33:58] fastreid.utils.events INFO:  eta: 0:24:52  iter: 25999  total_loss: 4.214  loss_cls_b1: 0.4372  loss_cls_b2: 0.3342  loss_cls_b21: 0.4919  loss_cls_b22: 0.5947  loss_cls_b3: 0.3364  loss_cls_b31: 0.5606  loss_cls_b32: 0.6236  loss_cls_b33: 0.7054  loss_triplet_b1: 0.02349  loss_triplet_b2: 0.01996  loss_triplet_b3: 0.01963  loss_triplet_b22: 0.01614  loss_triplet_b33: 0.01202  time: 0.3194  data_time: 0.0007  lr: 7.16e-05  max_mem: 19416M
[04/22 18:35:05] fastreid.utils.events INFO:  eta: 0:23:47  iter: 26199  total_loss: 3.824  loss_cls_b1: 0.4021  loss_cls_b2: 0.3047  loss_cls_b21: 0.4447  loss_cls_b22: 0.4773  loss_cls_b3: 0.3011  loss_cls_b31: 0.475  loss_cls_b32: 0.5627  loss_cls_b33: 0.6307  loss_triplet_b1: 0.02126  loss_triplet_b2: 0.01106  loss_triplet_b3: 0.01178  loss_triplet_b22: 0.01048  loss_triplet_b33: 0.006406  time: 0.3195  data_time: 0.0005  lr: 6.59e-05  max_mem: 19416M
[04/22 18:36:11] fastreid.utils.events INFO:  eta: 0:22:42  iter: 26399  total_loss: 3.934  loss_cls_b1: 0.4065  loss_cls_b2: 0.294  loss_cls_b21: 0.4645  loss_cls_b22: 0.5839  loss_cls_b3: 0.315  loss_cls_b31: 0.5063  loss_cls_b32: 0.5998  loss_cls_b33: 0.7392  loss_triplet_b1: 0.02166  loss_triplet_b2: 0.01242  loss_triplet_b3: 0.01233  loss_triplet_b22: 0.008804  loss_triplet_b33: 0.006248  time: 0.3196  data_time: 0.0007  lr: 6.04e-05  max_mem: 19416M
[04/22 18:37:17] fastreid.utils.events INFO:  eta: 0:21:36  iter: 26599  total_loss: 3.816  loss_cls_b1: 0.3768  loss_cls_b2: 0.2842  loss_cls_b21: 0.4353  loss_cls_b22: 0.5159  loss_cls_b3: 0.3017  loss_cls_b31: 0.5119  loss_cls_b32: 0.6008  loss_cls_b33: 0.698  loss_triplet_b1: 0.0219  loss_triplet_b2: 0.01373  loss_triplet_b3: 0.01641  loss_triplet_b22: 0.009717  loss_triplet_b33: 0.00936  time: 0.3197  data_time: 0.0005  lr: 5.51e-05  max_mem: 19416M
[04/22 18:38:24] fastreid.utils.events INFO:  eta: 0:20:30  iter: 26799  total_loss: 3.785  loss_cls_b1: 0.3823  loss_cls_b2: 0.3065  loss_cls_b21: 0.4157  loss_cls_b22: 0.5483  loss_cls_b3: 0.2817  loss_cls_b31: 0.4822  loss_cls_b32: 0.6138  loss_cls_b33: 0.7293  loss_triplet_b1: 0.02226  loss_triplet_b2: 0.01401  loss_triplet_b3: 0.01205  loss_triplet_b22: 0.01087  loss_triplet_b33: 0.00796  time: 0.3197  data_time: 0.0008  lr: 5.00e-05  max_mem: 19416M
[04/22 18:39:30] fastreid.utils.events INFO:  eta: 0:19:24  iter: 26999  total_loss: 3.79  loss_cls_b1: 0.3817  loss_cls_b2: 0.2822  loss_cls_b21: 0.426  loss_cls_b22: 0.5102  loss_cls_b3: 0.3025  loss_cls_b31: 0.4883  loss_cls_b32: 0.5347  loss_cls_b33: 0.6677  loss_triplet_b1: 0.01746  loss_triplet_b2: 0.01136  loss_triplet_b3: 0.01011  loss_triplet_b22: 0.01004  loss_triplet_b33: 0.007614  time: 0.3198  data_time: 0.0005  lr: 4.51e-05  max_mem: 19416M
[04/22 18:40:37] fastreid.utils.events INFO:  eta: 0:18:18  iter: 27199  total_loss: 3.428  loss_cls_b1: 0.3287  loss_cls_b2: 0.2529  loss_cls_b21: 0.3654  loss_cls_b22: 0.4896  loss_cls_b3: 0.2626  loss_cls_b31: 0.4278  loss_cls_b32: 0.5674  loss_cls_b33: 0.5944  loss_triplet_b1: 0.01466  loss_triplet_b2: 0.007993  loss_triplet_b3: 0.01074  loss_triplet_b22: 0.009356  loss_triplet_b33: 0.006534  time: 0.3199  data_time: 0.0008  lr: 4.04e-05  max_mem: 19416M
[04/22 18:41:43] fastreid.utils.events INFO:  eta: 0:17:12  iter: 27399  total_loss: 3.988  loss_cls_b1: 0.3925  loss_cls_b2: 0.2923  loss_cls_b21: 0.4794  loss_cls_b22: 0.546  loss_cls_b3: 0.3059  loss_cls_b31: 0.5169  loss_cls_b32: 0.6083  loss_cls_b33: 0.7258  loss_triplet_b1: 0.01494  loss_triplet_b2: 0.009117  loss_triplet_b3: 0.009986  loss_triplet_b22: 0.007002  loss_triplet_b33: 0.005275  time: 0.3200  data_time: 0.0006  lr: 3.60e-05  max_mem: 19416M
[04/22 18:42:49] fastreid.utils.events INFO:  eta: 0:16:07  iter: 27599  total_loss: 3.708  loss_cls_b1: 0.3766  loss_cls_b2: 0.2879  loss_cls_b21: 0.4312  loss_cls_b22: 0.4888  loss_cls_b3: 0.2902  loss_cls_b31: 0.4797  loss_cls_b32: 0.5371  loss_cls_b33: 0.6313  loss_triplet_b1: 0.0252  loss_triplet_b2: 0.01534  loss_triplet_b3: 0.01271  loss_triplet_b22: 0.01102  loss_triplet_b33: 0.008948  time: 0.3200  data_time: 0.0009  lr: 3.18e-05  max_mem: 19416M
[04/22 18:43:56] fastreid.utils.events INFO:  eta: 0:15:01  iter: 27799  total_loss: 3.285  loss_cls_b1: 0.32  loss_cls_b2: 0.2518  loss_cls_b21: 0.343  loss_cls_b22: 0.4793  loss_cls_b3: 0.2562  loss_cls_b31: 0.4618  loss_cls_b32: 0.5046  loss_cls_b33: 0.598  loss_triplet_b1: 0.0151  loss_triplet_b2: 0.01025  loss_triplet_b3: 0.01154  loss_triplet_b22: 0.00888  loss_triplet_b33: 0.005832  time: 0.3201  data_time: 0.0006  lr: 2.78e-05  max_mem: 19416M
[04/22 18:45:03] fastreid.utils.events INFO:  eta: 0:13:56  iter: 27999  total_loss: 2.535  loss_cls_b1: 0.2841  loss_cls_b2: 0.1998  loss_cls_b21: 0.3065  loss_cls_b22: 0.3366  loss_cls_b3: 0.2101  loss_cls_b31: 0.3154  loss_cls_b32: 0.367  loss_cls_b33: 0.4501  loss_triplet_b1: 0.01208  loss_triplet_b2: 0.00672  loss_triplet_b3: 0.007448  loss_triplet_b22: 0.005528  loss_triplet_b33: 0.002842  time: 0.3202  data_time: 0.0008  lr: 2.41e-05  max_mem: 19416M
[04/22 18:46:09] fastreid.utils.events INFO:  eta: 0:12:50  iter: 28199  total_loss: 3  loss_cls_b1: 0.3119  loss_cls_b2: 0.226  loss_cls_b21: 0.3372  loss_cls_b22: 0.4321  loss_cls_b3: 0.2383  loss_cls_b31: 0.3821  loss_cls_b32: 0.4364  loss_cls_b33: 0.5586  loss_triplet_b1: 0.01406  loss_triplet_b2: 0.007595  loss_triplet_b3: 0.006758  loss_triplet_b22: 0.005146  loss_triplet_b33: 0.003782  time: 0.3202  data_time: 0.0007  lr: 2.06e-05  max_mem: 19416M
[04/22 18:47:15] fastreid.utils.events INFO:  eta: 0:11:44  iter: 28399  total_loss: 2.893  loss_cls_b1: 0.2989  loss_cls_b2: 0.2299  loss_cls_b21: 0.3225  loss_cls_b22: 0.3936  loss_cls_b3: 0.2289  loss_cls_b31: 0.3644  loss_cls_b32: 0.432  loss_cls_b33: 0.5581  loss_triplet_b1: 0.01512  loss_triplet_b2: 0.009577  loss_triplet_b3: 0.00964  loss_triplet_b22: 0.006971  loss_triplet_b33: 0.003894  time: 0.3203  data_time: 0.0004  lr: 1.74e-05  max_mem: 19416M
[04/22 18:48:22] fastreid.utils.events INFO:  eta: 0:10:38  iter: 28599  total_loss: 3.195  loss_cls_b1: 0.3122  loss_cls_b2: 0.2578  loss_cls_b21: 0.3844  loss_cls_b22: 0.4599  loss_cls_b3: 0.2484  loss_cls_b31: 0.4269  loss_cls_b32: 0.5282  loss_cls_b33: 0.5877  loss_triplet_b1: 0.0153  loss_triplet_b2: 0.008818  loss_triplet_b3: 0.008636  loss_triplet_b22: 0.008256  loss_triplet_b33: 0.00456  time: 0.3204  data_time: 0.0007  lr: 1.45e-05  max_mem: 19416M
[04/22 18:49:29] fastreid.utils.events INFO:  eta: 0:09:32  iter: 28799  total_loss: 2.562  loss_cls_b1: 0.2931  loss_cls_b2: 0.2317  loss_cls_b21: 0.3441  loss_cls_b22: 0.3645  loss_cls_b3: 0.211  loss_cls_b31: 0.3581  loss_cls_b32: 0.3809  loss_cls_b33: 0.4964  loss_triplet_b1: 0.01376  loss_triplet_b2: 0.007476  loss_triplet_b3: 0.006709  loss_triplet_b22: 0.005465  loss_triplet_b33: 0.003449  time: 0.3204  data_time: 0.0004  lr: 1.19e-05  max_mem: 19416M
[04/22 18:50:35] fastreid.utils.events INFO:  eta: 0:08:26  iter: 28999  total_loss: 2.935  loss_cls_b1: 0.2967  loss_cls_b2: 0.2264  loss_cls_b21: 0.3823  loss_cls_b22: 0.3946  loss_cls_b3: 0.2279  loss_cls_b31: 0.4118  loss_cls_b32: 0.4502  loss_cls_b33: 0.5329  loss_triplet_b1: 0.01168  loss_triplet_b2: 0.007202  loss_triplet_b3: 0.007597  loss_triplet_b22: 0.005914  loss_triplet_b33: 0.003574  time: 0.3205  data_time: 0.0007  lr: 9.47e-06  max_mem: 19416M
[04/22 18:51:42] fastreid.utils.events INFO:  eta: 0:07:21  iter: 29199  total_loss: 2.855  loss_cls_b1: 0.2792  loss_cls_b2: 0.2267  loss_cls_b21: 0.3537  loss_cls_b22: 0.4192  loss_cls_b3: 0.2354  loss_cls_b31: 0.3984  loss_cls_b32: 0.4316  loss_cls_b33: 0.5503  loss_triplet_b1: 0.01198  loss_triplet_b2: 0.006754  loss_triplet_b3: 0.008779  loss_triplet_b22: 0.006511  loss_triplet_b33: 0.004485  time: 0.3206  data_time: 0.0005  lr: 7.37e-06  max_mem: 19416M
[04/22 18:52:48] fastreid.utils.events INFO:  eta: 0:06:15  iter: 29399  total_loss: 3.265  loss_cls_b1: 0.303  loss_cls_b2: 0.2535  loss_cls_b21: 0.3858  loss_cls_b22: 0.4731  loss_cls_b3: 0.25  loss_cls_b31: 0.4606  loss_cls_b32: 0.496  loss_cls_b33: 0.6269  loss_triplet_b1: 0.01514  loss_triplet_b2: 0.0102  loss_triplet_b3: 0.01003  loss_triplet_b22: 0.006995  loss_triplet_b33: 0.006078  time: 0.3206  data_time: 0.0008  lr: 5.56e-06  max_mem: 19416M
[04/22 18:53:54] fastreid.utils.events INFO:  eta: 0:05:09  iter: 29599  total_loss: 2.811  loss_cls_b1: 0.2794  loss_cls_b2: 0.2298  loss_cls_b21: 0.2957  loss_cls_b22: 0.4388  loss_cls_b3: 0.2227  loss_cls_b31: 0.3572  loss_cls_b32: 0.4315  loss_cls_b33: 0.5796  loss_triplet_b1: 0.01298  loss_triplet_b2: 0.006564  loss_triplet_b3: 0.007566  loss_triplet_b22: 0.004349  loss_triplet_b33: 0.003419  time: 0.3207  data_time: 0.0005  lr: 4.03e-06  max_mem: 19416M
[04/22 18:55:01] fastreid.utils.events INFO:  eta: 0:04:03  iter: 29799  total_loss: 3.247  loss_cls_b1: 0.3296  loss_cls_b2: 0.2541  loss_cls_b21: 0.3713  loss_cls_b22: 0.4965  loss_cls_b3: 0.2533  loss_cls_b31: 0.3935  loss_cls_b32: 0.4751  loss_cls_b33: 0.6478  loss_triplet_b1: 0.01356  loss_triplet_b2: 0.008079  loss_triplet_b3: 0.008172  loss_triplet_b22: 0.006254  loss_triplet_b33: 0.005004  time: 0.3207  data_time: 0.0009  lr: 2.80e-06  max_mem: 19416M
[04/22 18:56:07] fastreid.utils.events INFO:  eta: 0:02:57  iter: 29999  total_loss: 3.027  loss_cls_b1: 0.2916  loss_cls_b2: 0.2328  loss_cls_b21: 0.3515  loss_cls_b22: 0.4155  loss_cls_b3: 0.2461  loss_cls_b31: 0.3954  loss_cls_b32: 0.4793  loss_cls_b33: 0.518  loss_triplet_b1: 0.01423  loss_triplet_b2: 0.008379  loss_triplet_b3: 0.008955  loss_triplet_b22: 0.005098  loss_triplet_b33: 0.004642  time: 0.3208  data_time: 0.0006  lr: 1.85e-06  max_mem: 19416M
[04/22 18:57:14] fastreid.utils.events INFO:  eta: 0:01:52  iter: 30199  total_loss: 3.254  loss_cls_b1: 0.3095  loss_cls_b2: 0.2386  loss_cls_b21: 0.3885  loss_cls_b22: 0.4578  loss_cls_b3: 0.2553  loss_cls_b31: 0.4558  loss_cls_b32: 0.4978  loss_cls_b33: 0.652  loss_triplet_b1: 0.01737  loss_triplet_b2: 0.0107  loss_triplet_b3: 0.01219  loss_triplet_b22: 0.008473  loss_triplet_b33: 0.007184  time: 0.3208  data_time: 0.0009  lr: 1.20e-06  max_mem: 19416M
[04/22 18:58:20] fastreid.utils.events INFO:  eta: 0:00:46  iter: 30399  total_loss: 2.796  loss_cls_b1: 0.2637  loss_cls_b2: 0.2179  loss_cls_b21: 0.3324  loss_cls_b22: 0.3776  loss_cls_b3: 0.2154  loss_cls_b31: 0.3777  loss_cls_b32: 0.4068  loss_cls_b33: 0.5399  loss_triplet_b1: 0.01056  loss_triplet_b2: 0.007586  loss_triplet_b3: 0.006423  loss_triplet_b22: 0.005855  loss_triplet_b33: 0.003599  time: 0.3209  data_time: 0.0006  lr: 8.43e-07  max_mem: 19416M
[04/22 18:59:06] fastreid.engine.defaults INFO: Prepare testing set
[04/22 18:59:07] fastreid.data.datasets.bases INFO: => Loaded MSMT17 in csv format: 
[36m| subset   | # ids   | # images   | # cameras   |
|:---------|:--------|:-----------|:------------|
| query    | 3060    | 11659      | 15          |
| gallery  | 3060    | 82161      | 15          |[0m
[04/22 18:59:07] fastreid.evaluation.evaluator INFO: Start inference on 93820 images
[04/22 18:59:17] fastreid.evaluation.evaluator INFO: Inference done 11/733. 0.0243 s / batch. ETA=0:00:44
[04/22 18:59:47] fastreid.evaluation.evaluator INFO: Inference done 388/733. 0.0322 s / batch. ETA=0:00:27
[04/22 19:00:14] fastreid.evaluation.evaluator INFO: Total inference time: 0:00:57.692400 (0.079248 s / batch per device)
[04/22 19:00:14] fastreid.evaluation.evaluator INFO: Total inference pure compute time: 0:00:22 (0.031168 s / batch per device)
[04/22 19:26:23] fastreid.evaluation.testing INFO: Evaluation results in csv format: 
[36m| Datasets   | Rank-1   | Rank-5   | Rank-10   | mAP    | mINP   |
|:-----------|:---------|:---------|:----------|:-------|:-------|
| MSMT17     | 89.77%   | 94.97%   | 96.25%    | 74.26% | 26.34% |[0m
[04/22 19:26:23] fastreid.utils.events INFO:  eta: 0:00:00  iter: 30539  total_loss: 2.439  loss_cls_b1: 0.2503  loss_cls_b2: 0.1986  loss_cls_b21: 0.2589  loss_cls_b22: 0.3138  loss_cls_b3: 0.2008  loss_cls_b31: 0.3198  loss_cls_b32: 0.378  loss_cls_b33: 0.4304  loss_triplet_b1: 0.009828  loss_triplet_b2: 0.005997  loss_triplet_b3: 0.005538  loss_triplet_b22: 0.003771  loss_triplet_b33: 0.002391  time: 0.3209  data_time: 0.0004  lr: 7.70e-07  max_mem: 19416M
[04/22 19:26:23] fastreid.engine.hooks INFO: Overall training speed: 30537 iterations in 2:43:20 (0.3209 s / it)
[04/22 19:26:23] fastreid.engine.hooks INFO: Total training time: 3:14:06 (0:30:45 on hooks)
