2025-05-18 16:44:25,343 transreid INFO: Loaded configuration file: configs/Market/kat_market1.yml
2025-05-18 16:44:25,344 transreid INFO: Running with config:
DATALOADER:
  NUM_INSTANCE: 4
  NUM_WORKERS: 8
  SAMPLER: softmax_triplet
DATASETS:
  NAMES: market1501
  ROOT_DIR: /data_sata/ReID_Group/ReID_Group/KANTransfarmers/TransReID/data
INPUT:
  PADDING: 10
  PIXEL_MEAN: [0.5, 0.5, 0.5]
  PIXEL_STD: [0.5, 0.5, 0.5]
  PROB: 0.5
  RE_PROB: 0.5
  SIZE_TEST: [256, 128]
  SIZE_TRAIN: [256, 128]
KAT:
  ACTIVATION: swish
  DEPTH_MULT: 1.0
  WEIGHT_INIT: kan_mimetic
  WIDTH_MULT: 1.0
MODEL:
  ATT_DROP_RATE: 0.0
  COS_LAYER: False
  DEVICE: cuda
  DEVICE_ID: 5
  DEVIDE_LENGTH: 4
  DIST_TRAIN: False
  DROP_OUT: 0.0
  DROP_PATH: 0.1
  ID_LOSS_TYPE: softmax
  ID_LOSS_WEIGHT: 1.0
  IF_LABELSMOOTH: off
  IF_WITH_CENTER: no
  JPM: False
  KAT:
    ACTIVATION: swish
    DEPTH: 12
    EMBED_DIM: 768
    NUM_HEADS: 12
    WEIGHT_INIT: kan_mimetic
  LAST_STRIDE: 1
  METRIC_LOSS_TYPE: triplet
  NAME: transformer
  NECK: bnneck
  NO_MARGIN: True
  PRETRAIN_CHOICE: imagenet
  PRETRAIN_PATH: /data_sata/ReID_Group/ReID_Group/KANTransfarmers/TransReID/checkpoint/kat_base_patch16_224.pth
  RE_ARRANGE: True
  SHIFT_NUM: 5
  SHUFFLE_GROUP: 2
  SIE_CAMERA: False
  SIE_COE: 3.0
  SIE_VIEW: False
  STRIDE_SIZE: [16, 16]
  TRANSFORMER_TYPE: kat_base_patch16_224_TransReID
  TRIPLET_LOSS_WEIGHT: 1.0
OUTPUT_DIR: ../logs/market_kat_transreid_1
SOLVER:
  BASE_LR: 0.0006
  BIAS_LR_FACTOR: 2
  CENTER_LOSS_WEIGHT: 0.0005
  CENTER_LR: 0.5
  CHECKPOINT_PERIOD: 10
  COSINE_MARGIN: 0.5
  COSINE_SCALE: 30
  EVAL_PERIOD: 10
  FREEZE_BACKBONE_EPOCHS: 2
  GAMMA: 0.1
  IMS_PER_BATCH: 64
  LARGE_FC_LR: False
  LOG_PERIOD: 50
  MARGIN: 0.3
  MAX_EPOCHS: 60
  MOMENTUM: 0.9
  OPTIMIZER_NAME: AdamW
  SEED: 1234
  STEPS: (40, 70)
  WARMUP_EPOCHS: 10
  WARMUP_FACTOR: 0.01
  WARMUP_METHOD: linear
  WEIGHT_DECAY: 0.05
  WEIGHT_DECAY_BIAS: 0.0001
TEST:
  DIST_MAT: dist_mat.npy
  EVAL: True
  FEAT_NORM: yes
  IMS_PER_BATCH: 256
  NECK_FEAT: before
  RE_RANKING: False
  WEIGHT: 
2025-05-18 16:44:25,345 transreid.dataset INFO: Initializing dataset 'market1501' with root '/data_sata/ReID_Group/ReID_Group/KANTransfarmers/TransReID/data'
2025-05-18 16:44:26,131 transreid.dataset INFO: Loaded 12936 training images.
2025-05-18 16:44:26,132 transreid.dataset INFO: Loaded 3368 query images.
2025-05-18 16:44:26,132 transreid.dataset INFO: Loaded 15913 gallery images.
2025-05-18 16:44:34,264 transreid.test INFO: Loading checkpoint from /data_sata/ReID_Group/ReID_Group/KANTransfarmers/logs/market_kat_transreid_1/transformer_60.pkl
2025-05-18 16:44:34,913 transreid.test INFO: Loading from custom checkpoint format
2025-05-18 16:44:35,314 transreid.test INFO: Loaded checkpoint from epoch 60
2025-05-18 16:44:35,376 transreid INFO: Printing model details...
2025-05-18 16:44:35,376 transreid INFO: Starting validation...
2025-05-18 16:44:35,376 transreid.test INFO: Enter inferencing
2025-05-18 16:45:34,048 transreid.test INFO: Validation Results 
2025-05-18 16:45:34,049 transreid.test INFO: mAP: 78.8%
2025-05-18 16:45:34,049 transreid.test INFO: CMC curve, Rank-1  :91.1%
2025-05-18 16:45:34,049 transreid.test INFO: CMC curve, Rank-5  :96.9%
2025-05-18 16:45:34,049 transreid.test INFO: CMC curve, Rank-10 :98.2%