| 2025-05-24 17:26:17,069 transreid INFO: Namespace(config_file='configs/MSMT17/KAT_base_MSMT.yml', opts=['TEST.WEIGHT', '/data_sata/ReID_Group/ReID_Group/KANTransfarmers/logs/msmt17_KAT_base_I3/transformer_120.pth']) | |
| 2025-05-24 17:26:17,070 transreid INFO: Loaded configuration file configs/MSMT17/KAT_base_MSMT.yml | |
| 2025-05-24 17:26:17,070 transreid INFO: | |
| MODEL: | |
| PRETRAIN_CHOICE: 'imagenet' | |
| PRETRAIN_PATH: '/data_sata/ReID_Group/ReID_Group/KANTransfarmers/TransReID/checkpoint/kat_base_patch16_224.pth' | |
| METRIC_LOSS_TYPE: 'triplet' | |
| IF_LABELSMOOTH: 'off' | |
| IF_WITH_CENTER: 'no' | |
| NAME: 'transformer' | |
| NO_MARGIN: True | |
| DEVICE_ID: ('2') | |
| TRANSFORMER_TYPE: 'kat_base_patch16_224_TransReID' | |
| STRIDE_SIZE: [16, 16] | |
| KAT: | |
| ACTIVATION: "swish" | |
| WEIGHT_INIT: "kan_mimetic" | |
| INPUT: | |
| SIZE_TRAIN: [256, 128] | |
| SIZE_TEST: [256, 128] | |
| PROB: 0.5 # random horizontal flip | |
| RE_PROB: 0.5 # random erasing | |
| PADDING: 10 | |
| PIXEL_MEAN: [0.5, 0.5, 0.5] | |
| PIXEL_STD: [0.5, 0.5, 0.5] | |
| DATASETS: | |
| NAMES: ('msmt17') | |
| ROOT_DIR: ('/data_sata/ReID_Group/ReID_Group/KANTransfarmers/TransReID/data') | |
| DATALOADER: | |
| SAMPLER: 'softmax_triplet' | |
| NUM_INSTANCE: 4 | |
| NUM_WORKERS: 8 | |
| SOLVER: | |
| OPTIMIZER_NAME: 'AdamW' | |
| MAX_EPOCHS: 120 | |
| BASE_LR: 6e-4 | |
| IMS_PER_BATCH: 192 | |
| WARMUP_METHOD: 'linear' | |
| CHECKPOINT_PERIOD: 10 | |
| LARGE_FC_LR: False | |
| LOG_PERIOD: 50 | |
| EVAL_PERIOD: 60 | |
| WEIGHT_DECAY: 1e-4 | |
| WEIGHT_DECAY_BIAS: 1e-4 | |
| BIAS_LR_FACTOR: 2 | |
| FREEZE_BACKBONE_EPOCHS: 2 | |
| TEST: | |
| EVAL: True | |
| IMS_PER_BATCH: 256 | |
| RE_RANKING: False | |
| WEIGHT: '' | |
| NECK_FEAT: 'before' | |
| FEAT_NORM: 'yes' | |
| OUTPUT_DIR: '../logs/msmt17_KAT_base_I3' | |
| 2025-05-24 17:26:17,070 transreid INFO: Running with config: | |
| DATALOADER: | |
| NUM_INSTANCE: 4 | |
| NUM_WORKERS: 8 | |
| SAMPLER: softmax_triplet | |
| DATASETS: | |
| NAMES: msmt17 | |
| 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: 2 | |
| 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/msmt17_KAT_base_I3 | |
| 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: 60 | |
| FREEZE_BACKBONE_EPOCHS: 2 | |
| GAMMA: 0.1 | |
| IMS_PER_BATCH: 192 | |
| LARGE_FC_LR: False | |
| LOG_PERIOD: 50 | |
| MARGIN: 0.3 | |
| MAX_EPOCHS: 120 | |
| MOMENTUM: 0.9 | |
| OPTIMIZER_NAME: AdamW | |
| SEED: 1234 | |
| STEPS: (40, 70) | |
| WARMUP_EPOCHS: 5 | |
| WARMUP_FACTOR: 0.01 | |
| WARMUP_METHOD: linear | |
| WEIGHT_DECAY: 0.0001 | |
| WEIGHT_DECAY_BIAS: 0.0001 | |
| TEST: | |
| DIST_MAT: dist_mat.npy | |
| EVAL: True | |
| FEAT_NORM: yes | |
| IMS_PER_BATCH: 256 | |
| NECK_FEAT: before | |
| RE_RANKING: False | |
| WEIGHT: /data_sata/ReID_Group/ReID_Group/KANTransfarmers/logs/msmt17_KAT_base_I3/transformer_120.pth | |
| 2025-05-24 17:26:17,071 transreid.dataset INFO: Initializing dataset 'msmt17' with root '/data_sata/ReID_Group/ReID_Group/KANTransfarmers/TransReID/data' | |
| 2025-05-24 17:26:17,428 transreid.dataset INFO: Loaded 32620 training images. | |
| 2025-05-24 17:26:17,428 transreid.dataset INFO: Loaded 11658 query images. | |
| 2025-05-24 17:26:17,428 transreid.dataset INFO: Loaded 82160 gallery images. | |
| 2025-05-24 17:26:20,320 transreid.test INFO: Enter inferencing | |
| 2025-05-24 17:34:21,373 transreid.test INFO: Validation Results | |
| 2025-05-24 17:34:21,374 transreid.test INFO: mAP: 38.8% | |
| 2025-05-24 17:34:21,374 transreid.test INFO: CMC curve, Rank-1 :61.5% | |
| 2025-05-24 17:34:21,374 transreid.test INFO: CMC curve, Rank-5 :76.6% | |
| 2025-05-24 17:34:21,374 transreid.test INFO: CMC curve, Rank-10 :82.2% | |