[05/04 23:14:06] fastreid INFO: Rank of current process: 0. World size: 4
[05/04 23:14:07] 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, 

[05/04 23:14:07] fastreid INFO: Command line arguments: Namespace(config_file='configs/CMDM/market1501_mgn_R152ibn_lion.yml', finetune=False, resume=False, eval_only=False, num_gpus=4, num_machines=1, machine_rank=0, dist_url='tcp://127.0.0.1:34242', opts=[])
[05/04 23:14:07] fastreid INFO: Contents of args.config_file=configs/CMDM/market1501_mgn_R152ibn_lion.yml:
_BASE_: "../Base-MGN.yml"

MODEL:
  BACKBONE:
    WITH_IBN: True
    EXTRA_BN: True
    DEPTH: "152x"
    PRETRAIN_PATH: "/home/ma-user/work/Projects/ReIDNets_Checkpoints_TransReID/ResNet152_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: ("CMDM",)
  TESTS: ("CMDM",)
  KWARGS: 'data_name:market+split_mode:id+split_ratio:1.0'
  ROOT: "/home/ma-user/work/Datasets/ImageReID_Datasets/mixreid"

TEST:
  EVAL_PERIOD: 60

OUTPUT_DIR: "logs/market/ResNet152IBN_LION_MGN"

[05/04 23:14:07] 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: data_name:market+split_mode:id+split_ratio:1.0
  NAMES: ('CMDM',)
  ROOT: /home/ma-user/work/Datasets/ImageReID_Datasets/mixreid
  TESTS: ('CMDM',)
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: 152x
    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/ResNet152_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/market/ResNet152IBN_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
[05/04 23:14:07] fastreid INFO: Full config saved to /home/ma-user/work/Projects/ReIDNet_Finetune/FastReID/logs/market/ResNet152IBN_LION_MGN/config.yaml
[05/04 23:14:07] fastreid.utils.env INFO: Using a generated random seed 11340391
[05/04 23:14:07] fastreid.engine.defaults INFO: Prepare training set
[05/04 23:14:07] fastreid.data.datasets.bases INFO: => Loaded CMDM in csv format: 
[36m| subset   | # ids   | # images   | # cameras   |
|:---------|:--------|:-----------|:------------|
| train    | 751     | 12936      | 6           |[0m
[05/04 23:14:07] fastreid.engine.defaults INFO: Auto-scaling the config to num_classes=751, max_Iter=12120, wamrup_Iter=2020, freeze_Iter=2020, delay_Iter=6060, step_Iter=[8080, 18180], ckpt_Iter=-203, eval_Iter=12200.
[05/04 23:14:09] fastreid.modeling.backbones.resnet INFO: Loading pretrained model from /home/ma-user/work/Projects/ReIDNets_Checkpoints_TransReID/ResNet152_IBN.pth
[05/04 23:14:31] fastreid.engine.defaults INFO: Freeze layer group "backbone,b1,b2,b3" training for 2020 iterations
[05/04 23:14:31] fastreid.utils.checkpoint INFO: No checkpoint found. Training model from scratch
[05/04 23:14:31] fastreid.engine.train_loop INFO: Starting training from iteration 0
[05/04 23:16:59] fastreid.utils.events INFO:  eta: 2:20:17  iter: 199  total_loss: 55.12  loss_cls_b1: 6.305  loss_cls_b2: 6.326  loss_cls_b21: 6.238  loss_cls_b22: 6.22  loss_cls_b3: 6.361  loss_cls_b31: 6.334  loss_cls_b32: 6.41  loss_cls_b33: 6.357  loss_triplet_b1: 0.7024  loss_triplet_b2: 0.7144  loss_triplet_b3: 0.6995  loss_triplet_b22: 1.05  loss_triplet_b33: 1.441  time: 0.7089  data_time: 0.0005  lr: 3.76e-05  max_mem: 21551M
[05/04 23:19:21] fastreid.utils.events INFO:  eta: 2:17:52  iter: 399  total_loss: 53.87  loss_cls_b1: 6.152  loss_cls_b2: 6.295  loss_cls_b21: 6.244  loss_cls_b22: 6.202  loss_cls_b3: 6.24  loss_cls_b31: 6.309  loss_cls_b32: 6.15  loss_cls_b33: 6.222  loss_triplet_b1: 0.6385  loss_triplet_b2: 0.6452  loss_triplet_b3: 0.6363  loss_triplet_b22: 0.878  loss_triplet_b33: 1.203  time: 0.7081  data_time: 0.0005  lr: 7.19e-05  max_mem: 21551M
[05/04 23:21:43] fastreid.utils.events INFO:  eta: 2:15:30  iter: 599  total_loss: 52.02  loss_cls_b1: 6.045  loss_cls_b2: 6.076  loss_cls_b21: 6.005  loss_cls_b22: 6.081  loss_cls_b3: 5.993  loss_cls_b31: 6.017  loss_cls_b32: 6.06  loss_cls_b33: 5.926  loss_triplet_b1: 0.5746  loss_triplet_b2: 0.5659  loss_triplet_b3: 0.5586  loss_triplet_b22: 0.8044  loss_triplet_b33: 1.106  time: 0.7076  data_time: 0.0005  lr: 1.06e-04  max_mem: 21551M
[05/04 23:24:05] fastreid.utils.events INFO:  eta: 2:13:07  iter: 799  total_loss: 50.1  loss_cls_b1: 5.803  loss_cls_b2: 5.742  loss_cls_b21: 5.859  loss_cls_b22: 5.83  loss_cls_b3: 5.749  loss_cls_b31: 5.793  loss_cls_b32: 5.871  loss_cls_b33: 5.894  loss_triplet_b1: 0.5403  loss_triplet_b2: 0.525  loss_triplet_b3: 0.5031  loss_triplet_b22: 0.7281  loss_triplet_b33: 0.9509  time: 0.7074  data_time: 0.0005  lr: 1.41e-04  max_mem: 21551M
[05/04 23:26:27] fastreid.utils.events INFO:  eta: 2:10:46  iter: 999  total_loss: 46.4  loss_cls_b1: 5.427  loss_cls_b2: 5.333  loss_cls_b21: 5.473  loss_cls_b22: 5.493  loss_cls_b3: 5.246  loss_cls_b31: 5.36  loss_cls_b32: 5.37  loss_cls_b33: 5.557  loss_triplet_b1: 0.4786  loss_triplet_b2: 0.4686  loss_triplet_b3: 0.4627  loss_triplet_b22: 0.5966  loss_triplet_b33: 0.8054  time: 0.7076  data_time: 0.0006  lr: 1.75e-04  max_mem: 21551M
[05/04 23:28:49] fastreid.utils.events INFO:  eta: 2:08:24  iter: 1199  total_loss: 42.65  loss_cls_b1: 4.808  loss_cls_b2: 4.937  loss_cls_b21: 4.973  loss_cls_b22: 5.013  loss_cls_b3: 4.995  loss_cls_b31: 5.052  loss_cls_b32: 5.058  loss_cls_b33: 5.1  loss_triplet_b1: 0.3829  loss_triplet_b2: 0.4082  loss_triplet_b3: 0.4067  loss_triplet_b22: 0.5074  loss_triplet_b33: 0.6674  time: 0.7076  data_time: 0.0005  lr: 2.09e-04  max_mem: 21551M
[05/04 23:31:11] fastreid.utils.events INFO:  eta: 2:06:03  iter: 1399  total_loss: 38.72  loss_cls_b1: 4.584  loss_cls_b2: 4.346  loss_cls_b21: 4.564  loss_cls_b22: 4.702  loss_cls_b3: 4.419  loss_cls_b31: 4.774  loss_cls_b32: 4.712  loss_cls_b33: 4.649  loss_triplet_b1: 0.3714  loss_triplet_b2: 0.3461  loss_triplet_b3: 0.3304  loss_triplet_b22: 0.482  loss_triplet_b33: 0.6044  time: 0.7075  data_time: 0.0005  lr: 2.43e-04  max_mem: 21551M
[05/04 23:33:33] fastreid.utils.events INFO:  eta: 2:03:42  iter: 1599  total_loss: 35.4  loss_cls_b1: 3.864  loss_cls_b2: 3.983  loss_cls_b21: 4.188  loss_cls_b22: 4.1  loss_cls_b3: 3.954  loss_cls_b31: 4.344  loss_cls_b32: 4.094  loss_cls_b33: 4.473  loss_triplet_b1: 0.3101  loss_triplet_b2: 0.3304  loss_triplet_b3: 0.3268  loss_triplet_b22: 0.4064  loss_triplet_b33: 0.4941  time: 0.7075  data_time: 0.0005  lr: 2.78e-04  max_mem: 21551M
[05/04 23:35:55] fastreid.utils.events INFO:  eta: 2:01:21  iter: 1799  total_loss: 31.1  loss_cls_b1: 3.456  loss_cls_b2: 3.463  loss_cls_b21: 3.709  loss_cls_b22: 3.877  loss_cls_b3: 3.515  loss_cls_b31: 3.891  loss_cls_b32: 3.766  loss_cls_b33: 3.926  loss_triplet_b1: 0.229  loss_triplet_b2: 0.2233  loss_triplet_b3: 0.2558  loss_triplet_b22: 0.2889  loss_triplet_b33: 0.3725  time: 0.7074  data_time: 0.0005  lr: 3.12e-04  max_mem: 21551M
[05/04 23:38:17] fastreid.utils.events INFO:  eta: 1:58:59  iter: 1999  total_loss: 29.41  loss_cls_b1: 3.257  loss_cls_b2: 3.223  loss_cls_b21: 3.372  loss_cls_b22: 3.534  loss_cls_b3: 3.245  loss_cls_b31: 3.716  loss_cls_b32: 3.55  loss_cls_b33: 3.96  loss_triplet_b1: 0.2563  loss_triplet_b2: 0.2274  loss_triplet_b3: 0.2398  loss_triplet_b22: 0.3575  loss_triplet_b33: 0.4505  time: 0.7073  data_time: 0.0005  lr: 3.46e-04  max_mem: 21551M
[05/04 23:41:05] fastreid.utils.events INFO:  eta: 1:56:47  iter: 2199  total_loss: 29.8  loss_cls_b1: 3.516  loss_cls_b2: 3.362  loss_cls_b21: 3.43  loss_cls_b22: 3.627  loss_cls_b3: 3.236  loss_cls_b31: 3.812  loss_cls_b32: 3.52  loss_cls_b33: 3.791  loss_triplet_b1: 0.2177  loss_triplet_b2: 0.2087  loss_triplet_b3: 0.1962  loss_triplet_b22: 0.245  loss_triplet_b33: 0.3107  time: 0.7174  data_time: 0.0007  lr: 3.50e-04  max_mem: 21551M
[05/04 23:43:55] fastreid.utils.events INFO:  eta: 1:54:58  iter: 2399  total_loss: 27.99  loss_cls_b1: 3.176  loss_cls_b2: 3.165  loss_cls_b21: 3.4  loss_cls_b22: 3.371  loss_cls_b3: 3.182  loss_cls_b31: 3.718  loss_cls_b32: 3.289  loss_cls_b33: 3.515  loss_triplet_b1: 0.1791  loss_triplet_b2: 0.1472  loss_triplet_b3: 0.1256  loss_triplet_b22: 0.137  loss_triplet_b33: 0.2965  time: 0.7267  data_time: 0.0006  lr: 3.50e-04  max_mem: 21551M
[05/04 23:46:45] fastreid.utils.events INFO:  eta: 2:10:34  iter: 2599  total_loss: 24.08  loss_cls_b1: 2.802  loss_cls_b2: 2.687  loss_cls_b21: 3.004  loss_cls_b22: 2.924  loss_cls_b3: 2.602  loss_cls_b31: 3.288  loss_cls_b32: 2.902  loss_cls_b33: 3.396  loss_triplet_b1: 0.1421  loss_triplet_b2: 0.108  loss_triplet_b3: 0.1429  loss_triplet_b22: 0.09327  loss_triplet_b33: 0.1644  time: 0.7344  data_time: 0.0005  lr: 3.50e-04  max_mem: 21551M
[05/04 23:49:35] fastreid.utils.events INFO:  eta: 2:08:09  iter: 2799  total_loss: 20.44  loss_cls_b1: 2.271  loss_cls_b2: 2.2  loss_cls_b21: 2.602  loss_cls_b22: 2.682  loss_cls_b3: 2.247  loss_cls_b31: 2.765  loss_cls_b32: 2.494  loss_cls_b33: 2.969  loss_triplet_b1: 0.04112  loss_triplet_b2: 0.02564  loss_triplet_b3: 0.04174  loss_triplet_b22: 0.04203  loss_triplet_b33: 0.0382  time: 0.7410  data_time: 0.0005  lr: 3.50e-04  max_mem: 21551M
[05/04 23:52:25] fastreid.utils.events INFO:  eta: 2:05:35  iter: 2999  total_loss: 20  loss_cls_b1: 2.25  loss_cls_b2: 2.152  loss_cls_b21: 2.486  loss_cls_b22: 2.51  loss_cls_b3: 2.271  loss_cls_b31: 2.683  loss_cls_b32: 2.458  loss_cls_b33: 2.85  loss_triplet_b1: 0.05788  loss_triplet_b2: 0.0504  loss_triplet_b3: 0.04946  loss_triplet_b22: 0.04616  loss_triplet_b33: 0.0672  time: 0.7467  data_time: 0.0005  lr: 3.50e-04  max_mem: 21551M
[05/04 23:55:15] fastreid.utils.events INFO:  eta: 2:02:50  iter: 3199  total_loss: 18.34  loss_cls_b1: 1.937  loss_cls_b2: 1.891  loss_cls_b21: 2.325  loss_cls_b22: 2.38  loss_cls_b3: 1.901  loss_cls_b31: 2.634  loss_cls_b32: 2.243  loss_cls_b33: 2.663  loss_triplet_b1: 0.09018  loss_triplet_b2: 0.07398  loss_triplet_b3: 0.08739  loss_triplet_b22: 0.08482  loss_triplet_b33: 0.136  time: 0.7519  data_time: 0.0005  lr: 3.50e-04  max_mem: 21551M
[05/04 23:58:06] fastreid.utils.events INFO:  eta: 2:00:05  iter: 3399  total_loss: 17.93  loss_cls_b1: 1.916  loss_cls_b2: 1.993  loss_cls_b21: 2.354  loss_cls_b22: 2.259  loss_cls_b3: 1.905  loss_cls_b31: 2.445  loss_cls_b32: 2.206  loss_cls_b33: 2.54  loss_triplet_b1: 0.04752  loss_triplet_b2: 0.03154  loss_triplet_b3: 0.04005  loss_triplet_b22: 0.04262  loss_triplet_b33: 0.03671  time: 0.7564  data_time: 0.0006  lr: 3.50e-04  max_mem: 21551M
[05/05 00:00:56] fastreid.utils.events INFO:  eta: 1:57:23  iter: 3599  total_loss: 16.44  loss_cls_b1: 1.76  loss_cls_b2: 1.737  loss_cls_b21: 2.112  loss_cls_b22: 2.064  loss_cls_b3: 1.735  loss_cls_b31: 2.308  loss_cls_b32: 2.004  loss_cls_b33: 2.348  loss_triplet_b1: 0.04131  loss_triplet_b2: 0.03842  loss_triplet_b3: 0.04565  loss_triplet_b22: 0.04438  loss_triplet_b33: 0.05801  time: 0.7604  data_time: 0.0006  lr: 3.50e-04  max_mem: 21551M
[05/05 00:03:46] fastreid.utils.events INFO:  eta: 1:54:40  iter: 3799  total_loss: 16.19  loss_cls_b1: 1.659  loss_cls_b2: 1.657  loss_cls_b21: 2.015  loss_cls_b22: 2.015  loss_cls_b3: 1.732  loss_cls_b31: 2.31  loss_cls_b32: 1.91  loss_cls_b33: 2.402  loss_triplet_b1: 0.03998  loss_triplet_b2: 0.03382  loss_triplet_b3: 0.03517  loss_triplet_b22: 0.02926  loss_triplet_b33: 0.0335  time: 0.7640  data_time: 0.0006  lr: 3.50e-04  max_mem: 21551M
[05/05 00:06:36] fastreid.utils.events INFO:  eta: 1:51:53  iter: 3999  total_loss: 15.26  loss_cls_b1: 1.642  loss_cls_b2: 1.519  loss_cls_b21: 1.97  loss_cls_b22: 1.941  loss_cls_b3: 1.555  loss_cls_b31: 2.133  loss_cls_b32: 1.893  loss_cls_b33: 2.357  loss_triplet_b1: 0.03286  loss_triplet_b2: 0.02686  loss_triplet_b3: 0.02363  loss_triplet_b22: 0.02575  loss_triplet_b33: 0.02295  time: 0.7671  data_time: 0.0006  lr: 3.50e-04  max_mem: 21551M
[05/05 00:09:26] fastreid.utils.events INFO:  eta: 1:49:06  iter: 4199  total_loss: 15.07  loss_cls_b1: 1.604  loss_cls_b2: 1.541  loss_cls_b21: 1.9  loss_cls_b22: 2.021  loss_cls_b3: 1.483  loss_cls_b31: 2.142  loss_cls_b32: 1.796  loss_cls_b33: 2.254  loss_triplet_b1: 0.02401  loss_triplet_b2: 0.01372  loss_triplet_b3: 0.02218  loss_triplet_b22: 0.01819  loss_triplet_b33: 0.02179  time: 0.7699  data_time: 0.0005  lr: 3.50e-04  max_mem: 21551M
[05/05 00:12:16] fastreid.utils.events INFO:  eta: 1:46:22  iter: 4399  total_loss: 14.87  loss_cls_b1: 1.596  loss_cls_b2: 1.513  loss_cls_b21: 1.944  loss_cls_b22: 1.923  loss_cls_b3: 1.495  loss_cls_b31: 2.018  loss_cls_b32: 1.831  loss_cls_b33: 2.266  loss_triplet_b1: 0.03123  loss_triplet_b2: 0.02885  loss_triplet_b3: 0.03073  loss_triplet_b22: 0.02121  loss_triplet_b33: 0.03006  time: 0.7726  data_time: 0.0005  lr: 3.50e-04  max_mem: 21551M
[05/05 00:15:06] fastreid.utils.events INFO:  eta: 1:43:35  iter: 4599  total_loss: 13.3  loss_cls_b1: 1.398  loss_cls_b2: 1.339  loss_cls_b21: 1.806  loss_cls_b22: 1.632  loss_cls_b3: 1.252  loss_cls_b31: 1.967  loss_cls_b32: 1.61  loss_cls_b33: 2.051  loss_triplet_b1: 0.05808  loss_triplet_b2: 0.0372  loss_triplet_b3: 0.02769  loss_triplet_b22: 0.03226  loss_triplet_b33: 0.03207  time: 0.7750  data_time: 0.0005  lr: 3.50e-04  max_mem: 21551M
[05/05 00:17:56] fastreid.utils.events INFO:  eta: 1:40:50  iter: 4799  total_loss: 12.99  loss_cls_b1: 1.386  loss_cls_b2: 1.317  loss_cls_b21: 1.796  loss_cls_b22: 1.674  loss_cls_b3: 1.344  loss_cls_b31: 2.005  loss_cls_b32: 1.601  loss_cls_b33: 1.932  loss_triplet_b1: 0.03553  loss_triplet_b2: 0.02716  loss_triplet_b3: 0.0237  loss_triplet_b22: 0.0307  loss_triplet_b33: 0.02118  time: 0.7772  data_time: 0.0005  lr: 3.50e-04  max_mem: 21551M
[05/05 00:20:46] fastreid.utils.events INFO:  eta: 1:38:09  iter: 4999  total_loss: 12.1  loss_cls_b1: 1.261  loss_cls_b2: 1.112  loss_cls_b21: 1.546  loss_cls_b22: 1.605  loss_cls_b3: 1.128  loss_cls_b31: 1.755  loss_cls_b32: 1.492  loss_cls_b33: 2.01  loss_triplet_b1: 0.02035  loss_triplet_b2: 0.01145  loss_triplet_b3: 0.01594  loss_triplet_b22: 0.01303  loss_triplet_b33: 0.01104  time: 0.7793  data_time: 0.0005  lr: 3.50e-04  max_mem: 21551M
[05/05 00:23:36] fastreid.utils.events INFO:  eta: 1:35:24  iter: 5199  total_loss: 11.78  loss_cls_b1: 1.205  loss_cls_b2: 1.13  loss_cls_b21: 1.533  loss_cls_b22: 1.584  loss_cls_b3: 1.223  loss_cls_b31: 1.78  loss_cls_b32: 1.409  loss_cls_b33: 1.894  loss_triplet_b1: 0.02312  loss_triplet_b2: 0.01234  loss_triplet_b3: 0.01574  loss_triplet_b22: 0.009465  loss_triplet_b33: 0.01254  time: 0.7812  data_time: 0.0005  lr: 3.50e-04  max_mem: 21551M
[05/05 00:26:26] fastreid.utils.events INFO:  eta: 1:32:36  iter: 5399  total_loss: 11.38  loss_cls_b1: 1.18  loss_cls_b2: 1.052  loss_cls_b21: 1.429  loss_cls_b22: 1.564  loss_cls_b3: 1.093  loss_cls_b31: 1.645  loss_cls_b32: 1.344  loss_cls_b33: 1.936  loss_triplet_b1: 0.03177  loss_triplet_b2: 0.02313  loss_triplet_b3: 0.02387  loss_triplet_b22: 0.02245  loss_triplet_b33: 0.01664  time: 0.7829  data_time: 0.0005  lr: 3.50e-04  max_mem: 21551M
[05/05 00:29:16] fastreid.utils.events INFO:  eta: 1:29:50  iter: 5599  total_loss: 10.33  loss_cls_b1: 1  loss_cls_b2: 0.9638  loss_cls_b21: 1.368  loss_cls_b22: 1.388  loss_cls_b3: 0.9673  loss_cls_b31: 1.472  loss_cls_b32: 1.243  loss_cls_b33: 1.814  loss_triplet_b1: 0.02529  loss_triplet_b2: 0.01949  loss_triplet_b3: 0.01608  loss_triplet_b22: 0.02032  loss_triplet_b33: 0.01381  time: 0.7845  data_time: 0.0005  lr: 3.50e-04  max_mem: 21551M
[05/05 00:32:06] fastreid.utils.events INFO:  eta: 1:27:04  iter: 5799  total_loss: 10.91  loss_cls_b1: 1.086  loss_cls_b2: 1.071  loss_cls_b21: 1.39  loss_cls_b22: 1.481  loss_cls_b3: 1.023  loss_cls_b31: 1.656  loss_cls_b32: 1.336  loss_cls_b33: 1.775  loss_triplet_b1: 0.02569  loss_triplet_b2: 0.01816  loss_triplet_b3: 0.01977  loss_triplet_b22: 0.01576  loss_triplet_b33: 0.01494  time: 0.7860  data_time: 0.0005  lr: 3.50e-04  max_mem: 21551M
[05/05 00:34:56] fastreid.utils.events INFO:  eta: 1:24:18  iter: 5999  total_loss: 10.44  loss_cls_b1: 1.006  loss_cls_b2: 0.9094  loss_cls_b21: 1.322  loss_cls_b22: 1.305  loss_cls_b3: 0.9753  loss_cls_b31: 1.583  loss_cls_b32: 1.403  loss_cls_b33: 1.617  loss_triplet_b1: 0.03768  loss_triplet_b2: 0.0229  loss_triplet_b3: 0.01773  loss_triplet_b22: 0.01973  loss_triplet_b33: 0.01979  time: 0.7874  data_time: 0.0005  lr: 3.50e-04  max_mem: 21551M
[05/05 00:37:46] fastreid.utils.events INFO:  eta: 1:21:33  iter: 6199  total_loss: 9.476  loss_cls_b1: 0.888  loss_cls_b2: 0.828  loss_cls_b21: 1.237  loss_cls_b22: 1.148  loss_cls_b3: 0.9265  loss_cls_b31: 1.46  loss_cls_b32: 1.183  loss_cls_b33: 1.541  loss_triplet_b1: 0.01893  loss_triplet_b2: 0.01568  loss_triplet_b3: 0.01839  loss_triplet_b22: 0.01601  loss_triplet_b33: 0.01429  time: 0.7888  data_time: 0.0005  lr: 3.50e-04  max_mem: 21551M
[05/05 00:40:36] fastreid.utils.events INFO:  eta: 1:18:49  iter: 6399  total_loss: 8.766  loss_cls_b1: 0.8338  loss_cls_b2: 0.7804  loss_cls_b21: 1.076  loss_cls_b22: 1.198  loss_cls_b3: 0.8025  loss_cls_b31: 1.373  loss_cls_b32: 1.011  loss_cls_b33: 1.518  loss_triplet_b1: 0.0119  loss_triplet_b2: 0.009205  loss_triplet_b3: 0.01114  loss_triplet_b22: 0.008817  loss_triplet_b33: 0.007448  time: 0.7900  data_time: 0.0005  lr: 3.47e-04  max_mem: 21551M
[05/05 00:43:26] fastreid.utils.events INFO:  eta: 1:16:06  iter: 6599  total_loss: 8.426  loss_cls_b1: 0.8635  loss_cls_b2: 0.7606  loss_cls_b21: 1.17  loss_cls_b22: 1.102  loss_cls_b3: 0.857  loss_cls_b31: 1.339  loss_cls_b32: 1.097  loss_cls_b33: 1.383  loss_triplet_b1: 0.01677  loss_triplet_b2: 0.01226  loss_triplet_b3: 0.02038  loss_triplet_b22: 0.0125  loss_triplet_b33: 0.007528  time: 0.7912  data_time: 0.0005  lr: 3.43e-04  max_mem: 21551M
[05/05 00:46:17] fastreid.utils.events INFO:  eta: 1:13:20  iter: 6799  total_loss: 7.649  loss_cls_b1: 0.7655  loss_cls_b2: 0.6884  loss_cls_b21: 0.9804  loss_cls_b22: 0.9793  loss_cls_b3: 0.705  loss_cls_b31: 1.153  loss_cls_b32: 0.9629  loss_cls_b33: 1.261  loss_triplet_b1: 0.01016  loss_triplet_b2: 0.006932  loss_triplet_b3: 0.01074  loss_triplet_b22: 0.00468  loss_triplet_b33: 0.007714  time: 0.7923  data_time: 0.0006  lr: 3.37e-04  max_mem: 21551M
[05/05 00:49:07] fastreid.utils.events INFO:  eta: 1:10:35  iter: 6999  total_loss: 7.924  loss_cls_b1: 0.7986  loss_cls_b2: 0.6838  loss_cls_b21: 0.9324  loss_cls_b22: 1.013  loss_cls_b3: 0.7161  loss_cls_b31: 1.183  loss_cls_b32: 0.985  loss_cls_b33: 1.302  loss_triplet_b1: 0.01186  loss_triplet_b2: 0.01183  loss_triplet_b3: 0.006819  loss_triplet_b22: 0.01135  loss_triplet_b33: 0.006973  time: 0.7934  data_time: 0.0006  lr: 3.30e-04  max_mem: 21551M
[05/05 00:51:57] fastreid.utils.events INFO:  eta: 1:07:50  iter: 7199  total_loss: 7.485  loss_cls_b1: 0.753  loss_cls_b2: 0.6752  loss_cls_b21: 1.004  loss_cls_b22: 0.9119  loss_cls_b3: 0.6655  loss_cls_b31: 1.193  loss_cls_b32: 0.9986  loss_cls_b33: 1.203  loss_triplet_b1: 0.01454  loss_triplet_b2: 0.0152  loss_triplet_b3: 0.01109  loss_triplet_b22: 0.01093  loss_triplet_b33: 0.007766  time: 0.7944  data_time: 0.0006  lr: 3.20e-04  max_mem: 21551M
[05/05 00:54:48] fastreid.utils.events INFO:  eta: 1:05:06  iter: 7399  total_loss: 7.357  loss_cls_b1: 0.7026  loss_cls_b2: 0.6454  loss_cls_b21: 1.019  loss_cls_b22: 0.9154  loss_cls_b3: 0.6592  loss_cls_b31: 1.157  loss_cls_b32: 0.9373  loss_cls_b33: 1.142  loss_triplet_b1: 0.01062  loss_triplet_b2: 0.01029  loss_triplet_b3: 0.01054  loss_triplet_b22: 0.009201  loss_triplet_b33: 0.005299  time: 0.7953  data_time: 0.0006  lr: 3.10e-04  max_mem: 21551M
[05/05 00:57:38] fastreid.utils.events INFO:  eta: 1:02:20  iter: 7599  total_loss: 6.329  loss_cls_b1: 0.6168  loss_cls_b2: 0.5475  loss_cls_b21: 0.8382  loss_cls_b22: 0.7764  loss_cls_b3: 0.5825  loss_cls_b31: 0.9715  loss_cls_b32: 0.798  loss_cls_b33: 1.046  loss_triplet_b1: 0.01019  loss_triplet_b2: 0.006604  loss_triplet_b3: 0.00995  loss_triplet_b22: 0.004441  loss_triplet_b33: 0.00282  time: 0.7962  data_time: 0.0006  lr: 2.97e-04  max_mem: 21551M
[05/05 01:00:28] fastreid.utils.events INFO:  eta: 0:59:35  iter: 7799  total_loss: 6.643  loss_cls_b1: 0.6685  loss_cls_b2: 0.584  loss_cls_b21: 0.8849  loss_cls_b22: 0.8435  loss_cls_b3: 0.5557  loss_cls_b31: 1.035  loss_cls_b32: 0.8168  loss_cls_b33: 1.061  loss_triplet_b1: 0.01345  loss_triplet_b2: 0.008441  loss_triplet_b3: 0.007359  loss_triplet_b22: 0.007242  loss_triplet_b33: 0.002595  time: 0.7970  data_time: 0.0005  lr: 2.84e-04  max_mem: 21551M
[05/05 01:03:19] fastreid.utils.events INFO:  eta: 0:56:50  iter: 7999  total_loss: 6.613  loss_cls_b1: 0.6684  loss_cls_b2: 0.5993  loss_cls_b21: 0.7991  loss_cls_b22: 0.8822  loss_cls_b3: 0.5982  loss_cls_b31: 0.9984  loss_cls_b32: 0.8458  loss_cls_b33: 1.108  loss_triplet_b1: 0.01577  loss_triplet_b2: 0.007293  loss_triplet_b3: 0.009145  loss_triplet_b22: 0.006473  loss_triplet_b33: 0.003069  time: 0.7978  data_time: 0.0005  lr: 2.69e-04  max_mem: 21551M
[05/05 01:06:10] fastreid.utils.events INFO:  eta: 0:54:05  iter: 8199  total_loss: 6.134  loss_cls_b1: 0.612  loss_cls_b2: 0.5226  loss_cls_b21: 0.8177  loss_cls_b22: 0.7726  loss_cls_b3: 0.5451  loss_cls_b31: 0.986  loss_cls_b32: 0.8078  loss_cls_b33: 0.9987  loss_triplet_b1: 0.009526  loss_triplet_b2: 0.007624  loss_triplet_b3: 0.008205  loss_triplet_b22: 0.00259  loss_triplet_b33: 0.002356  time: 0.7986  data_time: 0.0005  lr: 2.53e-04  max_mem: 21551M
[05/05 01:09:00] fastreid.utils.events INFO:  eta: 0:51:19  iter: 8399  total_loss: 5.133  loss_cls_b1: 0.5026  loss_cls_b2: 0.4369  loss_cls_b21: 0.7007  loss_cls_b22: 0.6953  loss_cls_b3: 0.4445  loss_cls_b31: 0.7821  loss_cls_b32: 0.6525  loss_cls_b33: 0.8682  loss_triplet_b1: 0.00731  loss_triplet_b2: 0.00421  loss_triplet_b3: 0.003249  loss_triplet_b22: 0.002434  loss_triplet_b33: 0.0009096  time: 0.7994  data_time: 0.0005  lr: 2.37e-04  max_mem: 21551M
[05/05 01:11:51] fastreid.utils.events INFO:  eta: 0:48:35  iter: 8599  total_loss: 5.345  loss_cls_b1: 0.5436  loss_cls_b2: 0.4718  loss_cls_b21: 0.7409  loss_cls_b22: 0.6553  loss_cls_b3: 0.4409  loss_cls_b31: 0.8394  loss_cls_b32: 0.689  loss_cls_b33: 0.8698  loss_triplet_b1: 0.009921  loss_triplet_b2: 0.006824  loss_triplet_b3: 0.006126  loss_triplet_b22: 0.003101  loss_triplet_b33: 0.002268  time: 0.8001  data_time: 0.0005  lr: 2.19e-04  max_mem: 21551M
[05/05 01:14:41] fastreid.utils.events INFO:  eta: 0:45:49  iter: 8799  total_loss: 4.331  loss_cls_b1: 0.419  loss_cls_b2: 0.3664  loss_cls_b21: 0.5807  loss_cls_b22: 0.584  loss_cls_b3: 0.3812  loss_cls_b31: 0.642  loss_cls_b32: 0.6197  loss_cls_b33: 0.6963  loss_triplet_b1: 0.003066  loss_triplet_b2: 0.004786  loss_triplet_b3: 0.00275  loss_triplet_b22: 0.001168  loss_triplet_b33: 0.001134  time: 0.8007  data_time: 0.0006  lr: 2.02e-04  max_mem: 21551M
[05/05 01:17:31] fastreid.utils.events INFO:  eta: 0:43:03  iter: 8999  total_loss: 4.747  loss_cls_b1: 0.4642  loss_cls_b2: 0.4157  loss_cls_b21: 0.6277  loss_cls_b22: 0.6438  loss_cls_b3: 0.4518  loss_cls_b31: 0.7268  loss_cls_b32: 0.6099  loss_cls_b33: 0.8802  loss_triplet_b1: 0.006924  loss_triplet_b2: 0.003434  loss_triplet_b3: 0.004089  loss_triplet_b22: 0.002455  loss_triplet_b33: 0.001155  time: 0.8013  data_time: 0.0006  lr: 1.84e-04  max_mem: 21551M
[05/05 01:20:21] fastreid.utils.events INFO:  eta: 0:40:16  iter: 9199  total_loss: 4.409  loss_cls_b1: 0.4513  loss_cls_b2: 0.3694  loss_cls_b21: 0.5522  loss_cls_b22: 0.6207  loss_cls_b3: 0.3658  loss_cls_b31: 0.6753  loss_cls_b32: 0.5932  loss_cls_b33: 0.7696  loss_triplet_b1: 0.00514  loss_triplet_b2: 0.004128  loss_triplet_b3: 0.003172  loss_triplet_b22: 0.003332  loss_triplet_b33: 0.0006402  time: 0.8020  data_time: 0.0005  lr: 1.66e-04  max_mem: 21551M
[05/05 01:23:12] fastreid.utils.events INFO:  eta: 0:37:31  iter: 9399  total_loss: 4.301  loss_cls_b1: 0.4636  loss_cls_b2: 0.3311  loss_cls_b21: 0.5849  loss_cls_b22: 0.5357  loss_cls_b3: 0.3738  loss_cls_b31: 0.6981  loss_cls_b32: 0.5843  loss_cls_b33: 0.6834  loss_triplet_b1: 0.005718  loss_triplet_b2: 0.003104  loss_triplet_b3: 0.003158  loss_triplet_b22: 0.001599  loss_triplet_b33: 0.0008788  time: 0.8025  data_time: 0.0005  lr: 1.48e-04  max_mem: 21551M
[05/05 01:26:02] fastreid.utils.events INFO:  eta: 0:34:46  iter: 9599  total_loss: 3.517  loss_cls_b1: 0.3242  loss_cls_b2: 0.2988  loss_cls_b21: 0.4198  loss_cls_b22: 0.4808  loss_cls_b3: 0.286  loss_cls_b31: 0.5332  loss_cls_b32: 0.4671  loss_cls_b33: 0.6706  loss_triplet_b1: 0.004226  loss_triplet_b2: 0.003335  loss_triplet_b3: 0.002343  loss_triplet_b22: 0.001339  loss_triplet_b33: 0.0005568  time: 0.8031  data_time: 0.0005  lr: 1.30e-04  max_mem: 21551M
[05/05 01:28:52] fastreid.utils.events INFO:  eta: 0:32:00  iter: 9799  total_loss: 3.682  loss_cls_b1: 0.3494  loss_cls_b2: 0.3157  loss_cls_b21: 0.4756  loss_cls_b22: 0.4794  loss_cls_b3: 0.3217  loss_cls_b31: 0.5631  loss_cls_b32: 0.5264  loss_cls_b33: 0.5719  loss_triplet_b1: 0.004721  loss_triplet_b2: 0.003047  loss_triplet_b3: 0.003624  loss_triplet_b22: 0.001194  loss_triplet_b33: 0.0008816  time: 0.8036  data_time: 0.0005  lr: 1.13e-04  max_mem: 21551M
[05/05 01:31:43] fastreid.utils.events INFO:  eta: 0:29:15  iter: 9999  total_loss: 3.348  loss_cls_b1: 0.2992  loss_cls_b2: 0.2608  loss_cls_b21: 0.4485  loss_cls_b22: 0.4436  loss_cls_b3: 0.2613  loss_cls_b31: 0.5185  loss_cls_b32: 0.4224  loss_cls_b33: 0.6006  loss_triplet_b1: 0.002504  loss_triplet_b2: 0.001677  loss_triplet_b3: 0.00226  loss_triplet_b22: 0.0007022  loss_triplet_b33: 0.0005226  time: 0.8042  data_time: 0.0005  lr: 9.61e-05  max_mem: 21551M
[05/05 01:34:33] fastreid.utils.events INFO:  eta: 0:26:29  iter: 10199  total_loss: 3.056  loss_cls_b1: 0.2801  loss_cls_b2: 0.2541  loss_cls_b21: 0.4087  loss_cls_b22: 0.3689  loss_cls_b3: 0.257  loss_cls_b31: 0.523  loss_cls_b32: 0.4067  loss_cls_b33: 0.5488  loss_triplet_b1: 0.003588  loss_triplet_b2: 0.002714  loss_triplet_b3: 0.00234  loss_triplet_b22: 0.001054  loss_triplet_b33: 0.0009944  time: 0.8046  data_time: 0.0005  lr: 8.04e-05  max_mem: 21551M
[05/05 01:37:23] fastreid.utils.events INFO:  eta: 0:23:44  iter: 10399  total_loss: 2.894  loss_cls_b1: 0.2743  loss_cls_b2: 0.2384  loss_cls_b21: 0.3612  loss_cls_b22: 0.3792  loss_cls_b3: 0.2529  loss_cls_b31: 0.4434  loss_cls_b32: 0.4003  loss_cls_b33: 0.4935  loss_triplet_b1: 0.004009  loss_triplet_b2: 0.002203  loss_triplet_b3: 0.002957  loss_triplet_b22: 0.001382  loss_triplet_b33: 0.0004219  time: 0.8051  data_time: 0.0005  lr: 6.58e-05  max_mem: 21551M
[05/05 01:40:13] fastreid.utils.events INFO:  eta: 0:20:58  iter: 10599  total_loss: 2.79  loss_cls_b1: 0.2829  loss_cls_b2: 0.2409  loss_cls_b21: 0.3948  loss_cls_b22: 0.3693  loss_cls_b3: 0.2633  loss_cls_b31: 0.4733  loss_cls_b32: 0.3943  loss_cls_b33: 0.4864  loss_triplet_b1: 0.00328  loss_triplet_b2: 0.003251  loss_triplet_b3: 0.003475  loss_triplet_b22: 0.001747  loss_triplet_b33: 0.000775  time: 0.8055  data_time: 0.0005  lr: 5.23e-05  max_mem: 21551M
[05/05 01:43:04] fastreid.utils.events INFO:  eta: 0:18:12  iter: 10799  total_loss: 2.647  loss_cls_b1: 0.2751  loss_cls_b2: 0.2284  loss_cls_b21: 0.3367  loss_cls_b22: 0.3231  loss_cls_b3: 0.2263  loss_cls_b31: 0.4551  loss_cls_b32: 0.3812  loss_cls_b33: 0.4402  loss_triplet_b1: 0.002161  loss_triplet_b2: 0.001964  loss_triplet_b3: 0.002039  loss_triplet_b22: 0.000886  loss_triplet_b33: 0.0003027  time: 0.8060  data_time: 0.0006  lr: 4.01e-05  max_mem: 21551M
[05/05 01:45:54] fastreid.utils.events INFO:  eta: 0:15:26  iter: 10999  total_loss: 2.629  loss_cls_b1: 0.2371  loss_cls_b2: 0.2231  loss_cls_b21: 0.36  loss_cls_b22: 0.349  loss_cls_b3: 0.2229  loss_cls_b31: 0.4062  loss_cls_b32: 0.3563  loss_cls_b33: 0.4242  loss_triplet_b1: 0.002387  loss_triplet_b2: 0.001521  loss_triplet_b3: 0.001621  loss_triplet_b22: 0.0004988  loss_triplet_b33: 0.0002402  time: 0.8064  data_time: 0.0006  lr: 2.94e-05  max_mem: 21551M
[05/05 01:48:45] fastreid.utils.events INFO:  eta: 0:12:42  iter: 11199  total_loss: 2.53  loss_cls_b1: 0.2321  loss_cls_b2: 0.2176  loss_cls_b21: 0.3307  loss_cls_b22: 0.328  loss_cls_b3: 0.2349  loss_cls_b31: 0.359  loss_cls_b32: 0.3249  loss_cls_b33: 0.4057  loss_triplet_b1: 0.002296  loss_triplet_b2: 0.001971  loss_triplet_b3: 0.002803  loss_triplet_b22: 0.001018  loss_triplet_b33: 0.000315  time: 0.8068  data_time: 0.0006  lr: 2.03e-05  max_mem: 21551M
[05/05 01:51:35] fastreid.utils.events INFO:  eta: 0:09:56  iter: 11399  total_loss: 2.555  loss_cls_b1: 0.2634  loss_cls_b2: 0.2313  loss_cls_b21: 0.3222  loss_cls_b22: 0.3497  loss_cls_b3: 0.2341  loss_cls_b31: 0.416  loss_cls_b32: 0.3438  loss_cls_b33: 0.4197  loss_triplet_b1: 0.002268  loss_triplet_b2: 0.001896  loss_triplet_b3: 0.001504  loss_triplet_b22: 0.0007573  loss_triplet_b33: 0.0002253  time: 0.8072  data_time: 0.0006  lr: 1.28e-05  max_mem: 21551M
[05/05 01:54:26] fastreid.utils.events INFO:  eta: 0:07:11  iter: 11599  total_loss: 2.454  loss_cls_b1: 0.2296  loss_cls_b2: 0.2003  loss_cls_b21: 0.3139  loss_cls_b22: 0.3015  loss_cls_b3: 0.229  loss_cls_b31: 0.3764  loss_cls_b32: 0.3138  loss_cls_b33: 0.3806  loss_triplet_b1: 0.001318  loss_triplet_b2: 0.001283  loss_triplet_b3: 0.001152  loss_triplet_b22: 0.0003853  loss_triplet_b33: 8.161e-05  time: 0.8076  data_time: 0.0006  lr: 7.10e-06  max_mem: 21551M
[05/05 01:57:15] fastreid.utils.events INFO:  eta: 0:04:25  iter: 11799  total_loss: 2.263  loss_cls_b1: 0.2237  loss_cls_b2: 0.2114  loss_cls_b21: 0.2873  loss_cls_b22: 0.2797  loss_cls_b3: 0.2046  loss_cls_b31: 0.3237  loss_cls_b32: 0.2891  loss_cls_b33: 0.3659  loss_triplet_b1: 0.001542  loss_triplet_b2: 0.00154  loss_triplet_b3: 0.001278  loss_triplet_b22: 0.0003248  loss_triplet_b33: 9.811e-05  time: 0.8079  data_time: 0.0005  lr: 3.18e-06  max_mem: 21551M
[05/05 02:00:05] fastreid.utils.events INFO:  eta: 0:01:40  iter: 11999  total_loss: 2.488  loss_cls_b1: 0.2293  loss_cls_b2: 0.2044  loss_cls_b21: 0.356  loss_cls_b22: 0.3062  loss_cls_b3: 0.2225  loss_cls_b31: 0.4283  loss_cls_b32: 0.3243  loss_cls_b33: 0.358  loss_triplet_b1: 0.002238  loss_triplet_b2: 0.001723  loss_triplet_b3: 0.001792  loss_triplet_b22: 0.00101  loss_triplet_b33: 0.0002457  time: 0.8083  data_time: 0.0005  lr: 1.11e-06  max_mem: 21551M
[05/05 02:01:48] fastreid.engine.defaults INFO: Prepare testing set
[05/05 02:01:48] fastreid.data.datasets.bases INFO: => Loaded CMDM in csv format: 
[36m| subset   | # ids   | # images   | # cameras   |
|:---------|:--------|:-----------|:------------|
| query    | 750     | 3368       | 6           |
| gallery  | 751     | 15913      | 6           |[0m
[05/05 02:01:48] fastreid.evaluation.evaluator INFO: Start inference on 19281 images
[05/05 02:01:58] fastreid.evaluation.evaluator INFO: Inference done 11/151. 0.0876 s / batch. ETA=0:00:20
[05/05 02:02:25] fastreid.evaluation.evaluator INFO: Total inference time: 0:00:27.350027 (0.187329 s / batch per device)
[05/05 02:02:25] fastreid.evaluation.evaluator INFO: Total inference pure compute time: 0:00:16 (0.111271 s / batch per device)
[05/05 02:03:53] fastreid.evaluation.testing INFO: Evaluation results in csv format: 
[36m| Datasets   | Rank-1   | Rank-5   | Rank-10   | mAP    | mINP   |
|:-----------|:---------|:---------|:----------|:-------|:-------|
| CMDM       | 97.30%   | 99.20%   | 99.52%    | 94.25% | 81.70% |[0m
[05/05 02:03:53] fastreid.utils.events INFO:  eta: 0:00:00  iter: 12119  total_loss: 2.397  loss_cls_b1: 0.2359  loss_cls_b2: 0.1973  loss_cls_b21: 0.3008  loss_cls_b22: 0.2821  loss_cls_b3: 0.2244  loss_cls_b31: 0.3812  loss_cls_b32: 0.3135  loss_cls_b33: 0.3803  loss_triplet_b1: 0.001899  loss_triplet_b2: 0.001061  loss_triplet_b3: 0.001038  loss_triplet_b22: 0.0002545  loss_triplet_b33: 8.537e-05  time: 0.8085  data_time: 0.0005  lr: 7.70e-07  max_mem: 21551M
[05/05 02:03:53] fastreid.engine.hooks INFO: Overall training speed: 12117 iterations in 2:43:17 (0.8085 s / it)
[05/05 02:03:53] fastreid.engine.hooks INFO: Total training time: 2:49:15 (0:05:58 on hooks)
