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add: SOTA ViT-S model and Configs

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Files changed (2) hide show
  1. train_log.txt +781 -0
  2. transformer_120.pth +3 -0
train_log.txt ADDED
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+ 2026-06-28 14:10:09 transreid INFO: Namespace(config_file='configs/market/fusion_vit_small.yml', opts=['MODEL.DEVICE_ID', "('0')"], local_rank=0)
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+ 2026-06-28 14:10:09 transreid INFO: Saving model in the path :log/transreid/market/vit_small_crossreid_fusion
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+ 2026-06-28 14:10:09 transreid INFO: Loaded configuration file configs/market/fusion_vit_small.yml
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+ 2026-06-28 14:10:09 transreid INFO: Running with config:
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+ DATALOADER:
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+ NUM_INSTANCE: 4
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+ NUM_WORKERS: 8
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+ REMOVE_TAIL: 0
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+ SAMPLER: softmax_triplet
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+ DATASETS:
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+ NAMES: market1501
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+ ROOT_DIR: /kaggle/input/datasets/pengcw1/market-1501
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+ ROOT_TRAIN_DIR: ../data
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+ ROOT_VAL_DIR: ../data
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+ DISTILL:
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+ DIST_TOKEN_INIT: copy_cls
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+ ENABLED: False
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+ LAMBDA: 1.0
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+ MATRIX_LOSS_HYPR: 0.3
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+ MATRIX_LOSS_TYPE: l1
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+ TEACHER_CACHE_VIEW: deterministic
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+ TEACHER_CHECKPOINT_PATH:
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+ TEACHER_EMBEDDINGS_PATH:
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+ USE_DIST_TOKEN_AT_EVAL: True
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+ INPUT:
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+ PADDING: 10
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+ PIXEL_MEAN: [0.5, 0.5, 0.5]
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+ PIXEL_STD: [0.5, 0.5, 0.5]
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+ PROB: 0.5
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+ RE_PROB: 0.5
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+ SIZE_TEST: [256, 128]
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+ SIZE_TRAIN: [256, 128]
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+ MODEL:
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+ ATT_DROP_RATE: 0.0
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+ COS_LAYER: False
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+ DEVICE: cuda
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+ DEVICE_ID: 0
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+ DEVIDE_LENGTH: 4
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+ DIST_TRAIN: False
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+ DROPOUT_RATE: 0.0
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+ DROP_OUT: 0.0
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+ DROP_PATH: 0.1
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+ FEAT_DIM: 512
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+ GRAM_ANCHOR_DINO_MODEL: dinov3-vits16-pretrain
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+ GRAM_ANCHOR_LOSS_WEIGHT: 1.0
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+ GRAM_ANCHOR_STUDENT_DIM: 384
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+ GRAM_ANCHOR_TEACHER_CHECKPOINT:
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+ GRAM_ANCHOR_TEACHER_DIM: 384
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+ GRAM_ANCHOR_TEACHER_MODEL_KEY: personvit-vit_small
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+ GRAM_ANCHOR_TEACHER_TYPE: dinov3
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+ GUIDED_ATTENTION_TEST: False
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+ GUIDED_ATTENTION_TRAIN: False
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+ GUIDED_SCALE_RATIO: 0.3
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+ ID_LOSS_TYPE: softmax
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+ ID_LOSS_WEIGHT: 1.0
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+ IF_LABELSMOOTH: off
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+ IF_WITH_CENTER: no
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+ JPM: False
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+ KOLEO_LOSS_WEIGHT: 1.0
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+ LAST_STRIDE: 1
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+ MASK_THRESHOLD: 0.1
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+ METRIC_LOSS_TYPE: triplet
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+ NAME: transformer
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+ NECK: bnneck
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+ NO_MARGIN: True
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+ POOLING: None
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+ PRETRAIN_CHOICE: imagenet
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+ PRETRAIN_HW_RATIO: 2
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+ PRETRAIN_PATH: /kaggle/input/notebooks/davidmagdy/download-personvit-models/personvit_model/vits.lup.256x128.wopt.csk.4-8.ar.375.n8/checkpoint0260.pth
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+ REDUCE_FEAT_DIM: False
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+ RE_ARRANGE: True
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+ SHIFT_NUM: 5
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+ SHUFFLE_GROUP: 2
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+ SIE_CAMERA: False
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+ SIE_COE: 3.0
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+ SIE_VIEW: False
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+ STEM_CONV: False
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+ STRIDE_SIZE: [16, 16]
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+ SUPCON_LOSS_WEIGHT: 1.0
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+ SUPCON_TEMPERATURE: 0.05
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+ TEXT_ALIGN_LOSS: text_center
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+ TEXT_ALIGN_TEMPERATURE: 0.1
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+ TEXT_ALIGN_WEIGHT: 0.3
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+ TEXT_EMB_BY_PID: True
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+ TEXT_EMB_DIM: 768
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+ TEXT_EMB_PATH: scripts/qwen_8B_v1.pt
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+ TEXT_LOSS_HYPR: 0.07
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+ TEXT_LOSS_TYPE: kl
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+ TEXT_LOSS_WEIGHT: 0.4
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+ TEXT_PROJ_HEAD: False
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+ TEXT_PROJ_WARMUP_EPOCHS: 10
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+ TRANSFORMER_TYPE: vit_small_patch16_224_TransReID
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+ TRIPLET_LOSS_WEIGHT: 1.0
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+ USE_GRAM_ANCHOR_LOSS: False
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+ USE_KOLEO_LOSS: True
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+ USE_SUPCON_LOSS: False
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+ OUTPUT_DIR: log/transreid/market/vit_small_crossreid_fusion
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+ SOLVER:
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+ BASE_LR: 0.0004
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+ BIAS_LR_FACTOR: 2
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+ CENTER_LOSS_WEIGHT: 0.0005
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+ CENTER_LR: 0.5
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+ CHECKPOINT_PERIOD: 120
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+ COSINE_MARGIN: 0.5
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+ COSINE_SCALE: 30
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+ EVAL_PERIOD: 20
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+ GAMMA: 0.1
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+ IMS_PER_BATCH: 128
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+ LARGE_FC_LR: False
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+ LOG_PERIOD: 20
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+ MARGIN: 0.3
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+ MAX_EPOCHS: 120
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+ MOMENTUM: 0.9
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+ OPTIMIZER_NAME: SGD
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+ SEED: 1234
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+ STEPS: (40, 70)
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+ TRP_L2: False
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+ WARMUP_EPOCHS: 20
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+ WARMUP_FACTOR: 0.01
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+ WARMUP_METHOD: cosine
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+ WEIGHT_DECAY: 0.0001
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+ WEIGHT_DECAY_BIAS: 0.0001
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+ TEST:
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+ DIST_MAT: dist_mat.npy
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+ EVAL: True
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+ FEAT_NORM: yes
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+ IMS_PER_BATCH: 256
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+ NECK_FEAT: before
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+ RE_RANKING: False
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+ WEIGHT:
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+ WANDB:
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+ ENABLE: True
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+ ENTITY:
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+ LOG_DISTILL_METRICS: False
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+ LOG_FREQ: 10
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+ NOTES: ViT-Small cross-modal doubled batch size, 120 epochs and KoLeo on Market-1501
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+ PROJECT: Cross-ReID-PersonViT
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+ RUN_NAME: vit_small_crossreid_koleo_distloss
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+ TAGS: ('crossreid', 'vit_small', 'market1501', 'dist_loss')
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+ 2026-06-28 14:10:11 transreid INFO: wandb initialized – project: Cross-ReID-PersonViT, run: vit_small_crossreid_koleo_distloss
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+ 2026-06-28 14:10:12 transreid.check INFO: Dataset statistics:
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+ 2026-06-28 14:10:12 transreid.check INFO: ----------------------------------------
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+ 2026-06-28 14:10:12 transreid.check INFO: subset | # ids | # images | # cameras
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+ 2026-06-28 14:10:12 transreid.check INFO: ----------------------------------------
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+ 2026-06-28 14:10:12 transreid.check INFO: train | 751 | 12936 | 6
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+ 2026-06-28 14:10:12 transreid.check INFO: query | 750 | 3368 | 6
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+ 2026-06-28 14:10:12 transreid.check INFO: gallery | 751 | 15913 | 6
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+ 2026-06-28 14:10:12 transreid.check INFO: ----------------------------------------
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+ 2026-06-28 14:10:18 transreid INFO: ===========using cosine learning rate=======
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+ 2026-06-28 14:10:18 transreid.train INFO: start training
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+ 2026-06-28 14:10:34 transreid.train INFO: Epoch[1] Iter[20/93] Loss: nan, Acc: 0.001, Base Lr: 2.38e-05
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+ 2026-06-28 14:10:45 transreid.train INFO: Epoch[1] Iter[40/93] Loss: nan, Acc: 0.001, Base Lr: 2.38e-05
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+ 2026-06-28 14:10:56 transreid.train INFO: Epoch[1] Iter[60/93] Loss: nan, Acc: 0.001, Base Lr: 2.38e-05
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+ 2026-06-28 14:11:07 transreid.train INFO: Epoch[1] Iter[80/93] Loss: nan, Acc: 0.001, Base Lr: 2.38e-05
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+ 2026-06-28 14:11:12 transreid.train INFO: Epoch 1 done. Time per epoch: 54.137[s] Speed: 212.8[samples/s]
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+ 2026-06-28 14:11:25 transreid.train INFO: Epoch[2] Iter[20/93] Loss: nan, Acc: 0.002, Base Lr: 4.36e-05
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+ 2026-06-28 14:11:36 transreid.train INFO: Epoch[2] Iter[40/93] Loss: nan, Acc: 0.003, Base Lr: 4.36e-05
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+ 2026-06-28 14:11:46 transreid.train INFO: Epoch[2] Iter[60/93] Loss: nan, Acc: 0.003, Base Lr: 4.36e-05
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+ 2026-06-28 14:11:57 transreid.train INFO: Epoch[2] Iter[80/93] Loss: nan, Acc: 0.003, Base Lr: 4.36e-05
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+ 2026-06-28 14:12:03 transreid.train INFO: Epoch 2 done. Time per epoch: 50.861[s] Speed: 229.0[samples/s]
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+ 2026-06-28 14:12:16 transreid.train INFO: Epoch[3] Iter[20/93] Loss: nan, Acc: 0.004, Base Lr: 6.34e-05
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+ 2026-06-28 14:12:26 transreid.train INFO: Epoch[3] Iter[40/93] Loss: nan, Acc: 0.005, Base Lr: 6.34e-05
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+ 2026-06-28 14:12:37 transreid.train INFO: Epoch[3] Iter[60/93] Loss: nan, Acc: 0.008, Base Lr: 6.34e-05
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+ 2026-06-28 14:12:48 transreid.train INFO: Epoch[3] Iter[80/93] Loss: nan, Acc: 0.016, Base Lr: 6.34e-05
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+ 2026-06-28 14:12:53 transreid.train INFO: Epoch 3 done. Time per epoch: 50.158[s] Speed: 229.7[samples/s]
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+ 2026-06-28 14:13:06 transreid.train INFO: Epoch[4] Iter[20/93] Loss: nan, Acc: 0.030, Base Lr: 8.32e-05
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+ 2026-06-28 14:13:16 transreid.train INFO: Epoch[4] Iter[40/93] Loss: nan, Acc: 0.049, Base Lr: 8.32e-05
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+ 2026-06-28 14:13:27 transreid.train INFO: Epoch[4] Iter[60/93] Loss: nan, Acc: 0.061, Base Lr: 8.32e-05
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+ 2026-06-28 14:13:38 transreid.train INFO: Epoch[4] Iter[80/93] Loss: nan, Acc: 0.084, Base Lr: 8.32e-05
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+ 2026-06-28 14:13:43 transreid.train INFO: Epoch 4 done. Time per epoch: 49.832[s] Speed: 231.2[samples/s]
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+ 2026-06-28 14:13:56 transreid.train INFO: Epoch[5] Iter[20/93] Loss: nan, Acc: 0.107, Base Lr: 1.03e-04
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+ 2026-06-28 14:14:06 transreid.train INFO: Epoch[5] Iter[40/93] Loss: nan, Acc: 0.120, Base Lr: 1.03e-04
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+ 2026-06-28 14:14:17 transreid.train INFO: Epoch[5] Iter[60/93] Loss: nan, Acc: 0.145, Base Lr: 1.03e-04
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+ 2026-06-28 14:14:28 transreid.train INFO: Epoch[5] Iter[80/93] Loss: nan, Acc: 0.201, Base Lr: 1.03e-04
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+ 2026-06-28 14:14:33 transreid.train INFO: Epoch 5 done. Time per epoch: 50.104[s] Speed: 229.9[samples/s]
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+ 2026-06-28 14:14:46 transreid.train INFO: Epoch[6] Iter[20/93] Loss: nan, Acc: 0.182, Base Lr: 1.23e-04
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+ 2026-06-28 14:14:56 transreid.train INFO: Epoch[6] Iter[40/93] Loss: nan, Acc: 0.201, Base Lr: 1.23e-04
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+ 2026-06-28 14:15:07 transreid.train INFO: Epoch[6] Iter[60/93] Loss: nan, Acc: 0.235, Base Lr: 1.23e-04
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+ 2026-06-28 14:15:18 transreid.train INFO: Epoch[6] Iter[80/93] Loss: nan, Acc: 0.285, Base Lr: 1.23e-04
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+ 2026-06-28 14:15:24 transreid.train INFO: Epoch 6 done. Time per epoch: 50.564[s] Speed: 230.4[samples/s]
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+ 2026-06-28 14:15:36 transreid.train INFO: Epoch[7] Iter[20/93] Loss: nan, Acc: 0.227, Base Lr: 1.43e-04
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+ 2026-06-28 14:15:47 transreid.train INFO: Epoch[7] Iter[40/93] Loss: nan, Acc: 0.248, Base Lr: 1.43e-04
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+ 2026-06-28 14:15:58 transreid.train INFO: Epoch[7] Iter[60/93] Loss: nan, Acc: 0.284, Base Lr: 1.43e-04
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+ 2026-06-28 14:16:08 transreid.train INFO: Epoch[7] Iter[80/93] Loss: nan, Acc: 0.335, Base Lr: 1.43e-04
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+ 2026-06-28 14:16:14 transreid.train INFO: Epoch 7 done. Time per epoch: 49.988[s] Speed: 230.5[samples/s]
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+ 2026-06-28 14:16:26 transreid.train INFO: Epoch[8] Iter[20/93] Loss: nan, Acc: 0.225, Base Lr: 1.62e-04
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+ 2026-06-28 14:16:37 transreid.train INFO: Epoch[8] Iter[40/93] Loss: nan, Acc: 0.270, Base Lr: 1.62e-04
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+ 2026-06-28 14:16:48 transreid.train INFO: Epoch[8] Iter[60/93] Loss: nan, Acc: 0.318, Base Lr: 1.62e-04
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+ 2026-06-28 14:16:58 transreid.train INFO: Epoch[8] Iter[80/93] Loss: nan, Acc: 0.379, Base Lr: 1.62e-04
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+ 2026-06-28 14:17:04 transreid.train INFO: Epoch 8 done. Time per epoch: 50.302[s] Speed: 231.6[samples/s]
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+ 2026-06-28 14:17:16 transreid.train INFO: Epoch[9] Iter[20/93] Loss: nan, Acc: 0.279, Base Lr: 1.82e-04
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+ 2026-06-28 14:17:27 transreid.train INFO: Epoch[9] Iter[40/93] Loss: nan, Acc: 0.309, Base Lr: 1.82e-04
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+ 2026-06-28 14:17:38 transreid.train INFO: Epoch[9] Iter[60/93] Loss: nan, Acc: 0.339, Base Lr: 1.82e-04
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+ 2026-06-28 14:17:48 transreid.train INFO: Epoch[9] Iter[80/93] Loss: nan, Acc: 0.398, Base Lr: 1.82e-04
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+ 2026-06-28 14:17:54 transreid.train INFO: Epoch 9 done. Time per epoch: 49.861[s] Speed: 231.0[samples/s]
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+ 2026-06-28 14:18:06 transreid.train INFO: Epoch[10] Iter[20/93] Loss: nan, Acc: 0.293, Base Lr: 2.02e-04
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+ 2026-06-28 14:18:17 transreid.train INFO: Epoch[10] Iter[40/93] Loss: nan, Acc: 0.321, Base Lr: 2.02e-04
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+ 2026-06-28 14:18:28 transreid.train INFO: Epoch[10] Iter[60/93] Loss: nan, Acc: 0.363, Base Lr: 2.02e-04
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+ 2026-06-28 14:18:39 transreid.train INFO: Epoch[10] Iter[80/93] Loss: nan, Acc: 0.421, Base Lr: 2.02e-04
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+ 2026-06-28 14:18:44 transreid.train INFO: Epoch 10 done. Time per epoch: 50.512[s] Speed: 230.6[samples/s]
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+ 2026-06-28 14:18:57 transreid.train INFO: Epoch[11] Iter[20/93] Loss: nan, Acc: 0.272, Base Lr: 2.22e-04
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+ 2026-06-28 14:19:08 transreid.train INFO: Epoch[11] Iter[40/93] Loss: nan, Acc: 0.324, Base Lr: 2.22e-04
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+ 2026-06-28 14:19:18 transreid.train INFO: Epoch[11] Iter[60/93] Loss: nan, Acc: 0.368, Base Lr: 2.22e-04
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+ 2026-06-28 14:19:29 transreid.train INFO: Epoch[11] Iter[80/93] Loss: nan, Acc: 0.433, Base Lr: 2.22e-04
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+ 2026-06-28 14:19:35 transreid.train INFO: Epoch 11 done. Time per epoch: 50.504[s] Speed: 230.6[samples/s]
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+ 2026-06-28 14:19:47 transreid.train INFO: Epoch[12] Iter[20/93] Loss: nan, Acc: 0.287, Base Lr: 2.42e-04
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+ 2026-06-28 14:19:58 transreid.train INFO: Epoch[12] Iter[40/93] Loss: nan, Acc: 0.337, Base Lr: 2.42e-04
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+ 2026-06-28 14:20:09 transreid.train INFO: Epoch[12] Iter[60/93] Loss: nan, Acc: 0.375, Base Lr: 2.42e-04
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+ 2026-06-28 14:20:19 transreid.train INFO: Epoch[12] Iter[80/93] Loss: nan, Acc: 0.442, Base Lr: 2.42e-04
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+ 2026-06-28 14:20:25 transreid.train INFO: Epoch 12 done. Time per epoch: 49.928[s] Speed: 230.7[samples/s]
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+ 2026-06-28 14:20:37 transreid.train INFO: Epoch[13] Iter[20/93] Loss: nan, Acc: 0.305, Base Lr: 2.61e-04
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+ 2026-06-28 14:20:48 transreid.train INFO: Epoch[13] Iter[40/93] Loss: nan, Acc: 0.330, Base Lr: 2.61e-04
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+ 2026-06-28 14:20:59 transreid.train INFO: Epoch[13] Iter[60/93] Loss: nan, Acc: 0.377, Base Lr: 2.61e-04
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+ 2026-06-28 14:21:10 transreid.train INFO: Epoch[13] Iter[80/93] Loss: nan, Acc: 0.441, Base Lr: 2.61e-04
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+ 2026-06-28 14:21:15 transreid.train INFO: Epoch 13 done. Time per epoch: 50.558[s] Speed: 230.4[samples/s]
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+ 2026-06-28 14:21:28 transreid.train INFO: Epoch[14] Iter[20/93] Loss: nan, Acc: 0.294, Base Lr: 2.81e-04
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+ 2026-06-28 14:21:38 transreid.train INFO: Epoch[14] Iter[40/93] Loss: nan, Acc: 0.339, Base Lr: 2.81e-04
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+ 2026-06-28 14:21:49 transreid.train INFO: Epoch[14] Iter[60/93] Loss: nan, Acc: 0.398, Base Lr: 2.81e-04
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+ 2026-06-28 14:22:00 transreid.train INFO: Epoch[14] Iter[80/93] Loss: nan, Acc: 0.455, Base Lr: 2.81e-04
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+ 2026-06-28 14:22:05 transreid.train INFO: Epoch 14 done. Time per epoch: 49.827[s] Speed: 231.2[samples/s]
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+ 2026-06-28 14:22:17 transreid.train INFO: Epoch[15] Iter[20/93] Loss: nan, Acc: 0.330, Base Lr: 3.01e-04
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+ 2026-06-28 14:22:28 transreid.train INFO: Epoch[15] Iter[40/93] Loss: nan, Acc: 0.366, Base Lr: 3.01e-04
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+ 2026-06-28 14:22:39 transreid.train INFO: Epoch[15] Iter[60/93] Loss: nan, Acc: 0.407, Base Lr: 3.01e-04
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+ 2026-06-28 14:22:50 transreid.train INFO: Epoch[15] Iter[80/93] Loss: nan, Acc: 0.472, Base Lr: 3.01e-04
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+ 2026-06-28 14:22:56 transreid.train INFO: Epoch 15 done. Time per epoch: 50.457[s] Speed: 230.9[samples/s]
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+ 2026-06-28 14:23:08 transreid.train INFO: Epoch[16] Iter[20/93] Loss: nan, Acc: 0.312, Base Lr: 3.21e-04
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+ 2026-06-28 14:23:19 transreid.train INFO: Epoch[16] Iter[40/93] Loss: nan, Acc: 0.352, Base Lr: 3.21e-04
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+ 2026-06-28 14:23:29 transreid.train INFO: Epoch[16] Iter[60/93] Loss: nan, Acc: 0.403, Base Lr: 3.21e-04
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+ 2026-06-28 14:23:40 transreid.train INFO: Epoch[16] Iter[80/93] Loss: nan, Acc: 0.466, Base Lr: 3.21e-04
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+ 2026-06-28 14:23:46 transreid.train INFO: Epoch 16 done. Time per epoch: 50.285[s] Speed: 231.6[samples/s]
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+ 2026-06-28 14:23:59 transreid.train INFO: Epoch[17] Iter[20/93] Loss: nan, Acc: 0.339, Base Lr: 3.41e-04
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+ 2026-06-28 14:24:09 transreid.train INFO: Epoch[17] Iter[40/93] Loss: nan, Acc: 0.372, Base Lr: 3.41e-04
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+ 2026-06-28 14:24:20 transreid.train INFO: Epoch[17] Iter[60/93] Loss: nan, Acc: 0.417, Base Lr: 3.41e-04
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+ 2026-06-28 14:24:31 transreid.train INFO: Epoch[17] Iter[80/93] Loss: nan, Acc: 0.465, Base Lr: 3.41e-04
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+ 2026-06-28 14:24:36 transreid.train INFO: Epoch 17 done. Time per epoch: 50.214[s] Speed: 229.4[samples/s]
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+ 2026-06-28 14:24:49 transreid.train INFO: Epoch[18] Iter[20/93] Loss: nan, Acc: 0.323, Base Lr: 3.60e-04
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+ 2026-06-28 14:25:00 transreid.train INFO: Epoch[18] Iter[40/93] Loss: nan, Acc: 0.362, Base Lr: 3.60e-04
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+ 2026-06-28 14:25:21 transreid.train INFO: Epoch[18] Iter[80/93] Loss: nan, Acc: 0.467, Base Lr: 3.60e-04
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+ 2026-06-28 14:25:27 transreid.train INFO: Epoch 18 done. Time per epoch: 50.639[s] Speed: 230.0[samples/s]
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+ 2026-06-28 14:25:40 transreid.train INFO: Epoch[19] Iter[20/93] Loss: nan, Acc: 0.317, Base Lr: 3.80e-04
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+ 2026-06-28 14:25:50 transreid.train INFO: Epoch[19] Iter[40/93] Loss: nan, Acc: 0.360, Base Lr: 3.80e-04
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+ 2026-06-28 14:26:12 transreid.train INFO: Epoch[19] Iter[80/93] Loss: nan, Acc: 0.469, Base Lr: 3.80e-04
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+ 2026-06-28 14:26:18 transreid.train INFO: Epoch 19 done. Time per epoch: 51.408[s] Speed: 226.6[samples/s]
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+ 2026-06-28 14:26:31 transreid.train INFO: Epoch[20] Iter[20/93] Loss: nan, Acc: 0.330, Base Lr: 3.73e-04
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+ 2026-06-28 14:26:41 transreid.train INFO: Epoch[20] Iter[40/93] Loss: nan, Acc: 0.367, Base Lr: 3.73e-04
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+ 2026-06-28 14:26:52 transreid.train INFO: Epoch[20] Iter[60/93] Loss: nan, Acc: 0.411, Base Lr: 3.73e-04
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+ 2026-06-28 14:27:03 transreid.train INFO: Epoch[20] Iter[80/93] Loss: nan, Acc: 0.471, Base Lr: 3.73e-04
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+ 2026-06-28 14:27:09 transreid.train INFO: Epoch 20 done. Time per epoch: 50.478[s] Speed: 230.8[samples/s]
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+ 2026-06-28 14:27:48 transreid.train INFO: Validation Results - Epoch: 20
252
+ 2026-06-28 14:27:48 transreid.train INFO: mAP: 89.6%
253
+ 2026-06-28 14:27:48 transreid.train INFO: CMC curve, Rank-1 :95.0%
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+ 2026-06-28 14:27:48 transreid.train INFO: CMC curve, Rank-5 :98.6%
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+ 2026-06-28 14:27:48 transreid.train INFO: CMC curve, Rank-10 :99.2%
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+ 2026-06-28 14:28:00 transreid.train INFO: Epoch[21] Iter[20/93] Loss: nan, Acc: 0.339, Base Lr: 3.71e-04
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+ 2026-06-28 14:28:11 transreid.train INFO: Epoch[21] Iter[40/93] Loss: nan, Acc: 0.365, Base Lr: 3.71e-04
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+ 2026-06-28 14:28:22 transreid.train INFO: Epoch[21] Iter[60/93] Loss: nan, Acc: 0.396, Base Lr: 3.71e-04
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+ 2026-06-28 14:28:33 transreid.train INFO: Epoch[21] Iter[80/93] Loss: nan, Acc: 0.464, Base Lr: 3.71e-04
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+ 2026-06-28 14:28:38 transreid.train INFO: Epoch 21 done. Time per epoch: 50.365[s] Speed: 228.7[samples/s]
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+ 2026-06-28 14:28:51 transreid.train INFO: Epoch[22] Iter[20/93] Loss: nan, Acc: 0.340, Base Lr: 3.68e-04
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+ 2026-06-28 14:29:01 transreid.train INFO: Epoch[22] Iter[40/93] Loss: nan, Acc: 0.371, Base Lr: 3.68e-04
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+ 2026-06-28 14:29:12 transreid.train INFO: Epoch[22] Iter[60/93] Loss: nan, Acc: 0.413, Base Lr: 3.68e-04
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+ 2026-06-28 14:29:23 transreid.train INFO: Epoch[22] Iter[80/93] Loss: nan, Acc: 0.473, Base Lr: 3.68e-04
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+ 2026-06-28 14:29:28 transreid.train INFO: Epoch 22 done. Time per epoch: 50.144[s] Speed: 229.7[samples/s]
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+ 2026-06-28 14:29:41 transreid.train INFO: Epoch[23] Iter[20/93] Loss: nan, Acc: 0.325, Base Lr: 3.65e-04
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+ 2026-06-28 14:29:52 transreid.train INFO: Epoch[23] Iter[40/93] Loss: nan, Acc: 0.366, Base Lr: 3.65e-04
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+ 2026-06-28 14:30:02 transreid.train INFO: Epoch[23] Iter[60/93] Loss: nan, Acc: 0.423, Base Lr: 3.65e-04
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+ 2026-06-28 14:30:13 transreid.train INFO: Epoch[23] Iter[80/93] Loss: nan, Acc: 0.481, Base Lr: 3.65e-04
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+ 2026-06-28 14:30:18 transreid.train INFO: Epoch 23 done. Time per epoch: 50.126[s] Speed: 229.8[samples/s]
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+ 2026-06-28 14:30:31 transreid.train INFO: Epoch[24] Iter[20/93] Loss: nan, Acc: 0.335, Base Lr: 3.62e-04
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+ 2026-06-28 14:30:42 transreid.train INFO: Epoch[24] Iter[40/93] Loss: nan, Acc: 0.369, Base Lr: 3.62e-04
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+ 2026-06-28 14:30:52 transreid.train INFO: Epoch[24] Iter[60/93] Loss: nan, Acc: 0.415, Base Lr: 3.62e-04
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+ 2026-06-28 14:31:03 transreid.train INFO: Epoch[24] Iter[80/93] Loss: nan, Acc: 0.482, Base Lr: 3.62e-04
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+ 2026-06-28 14:31:08 transreid.train INFO: Epoch 24 done. Time per epoch: 50.075[s] Speed: 230.1[samples/s]
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+ 2026-06-28 14:31:21 transreid.train INFO: Epoch[25] Iter[20/93] Loss: nan, Acc: 0.336, Base Lr: 3.59e-04
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+ 2026-06-28 14:31:32 transreid.train INFO: Epoch[25] Iter[40/93] Loss: nan, Acc: 0.360, Base Lr: 3.59e-04
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+ 2026-06-28 14:31:43 transreid.train INFO: Epoch[25] Iter[60/93] Loss: nan, Acc: 0.405, Base Lr: 3.59e-04
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+ 2026-06-28 14:31:53 transreid.train INFO: Epoch[25] Iter[80/93] Loss: nan, Acc: 0.482, Base Lr: 3.59e-04
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+ 2026-06-28 14:31:59 transreid.train INFO: Epoch 25 done. Time per epoch: 50.247[s] Speed: 229.3[samples/s]
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+ 2026-06-28 14:32:11 transreid.train INFO: Epoch[26] Iter[20/93] Loss: nan, Acc: 0.335, Base Lr: 3.56e-04
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+ 2026-06-28 14:32:22 transreid.train INFO: Epoch[26] Iter[40/93] Loss: nan, Acc: 0.374, Base Lr: 3.56e-04
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+ 2026-06-28 14:32:33 transreid.train INFO: Epoch[26] Iter[60/93] Loss: nan, Acc: 0.420, Base Lr: 3.56e-04
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+ 2026-06-28 14:32:43 transreid.train INFO: Epoch[26] Iter[80/93] Loss: nan, Acc: 0.491, Base Lr: 3.56e-04
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+ 2026-06-28 14:32:49 transreid.train INFO: Epoch 26 done. Time per epoch: 50.186[s] Speed: 229.5[samples/s]
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+ 2026-06-28 14:33:01 transreid.train INFO: Epoch[27] Iter[20/93] Loss: nan, Acc: 0.348, Base Lr: 3.52e-04
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+ 2026-06-28 14:33:12 transreid.train INFO: Epoch[27] Iter[40/93] Loss: nan, Acc: 0.367, Base Lr: 3.52e-04
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+ 2026-06-28 14:33:23 transreid.train INFO: Epoch[27] Iter[60/93] Loss: nan, Acc: 0.425, Base Lr: 3.52e-04
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+ 2026-06-28 14:33:34 transreid.train INFO: Epoch[27] Iter[80/93] Loss: nan, Acc: 0.495, Base Lr: 3.52e-04
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+ 2026-06-28 14:33:39 transreid.train INFO: Epoch 27 done. Time per epoch: 50.543[s] Speed: 230.5[samples/s]
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+ 2026-06-28 14:33:52 transreid.train INFO: Epoch[28] Iter[20/93] Loss: nan, Acc: 0.354, Base Lr: 3.49e-04
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+ 2026-06-28 14:34:03 transreid.train INFO: Epoch[28] Iter[40/93] Loss: nan, Acc: 0.382, Base Lr: 3.49e-04
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+ 2026-06-28 14:34:14 transreid.train INFO: Epoch[28] Iter[60/93] Loss: nan, Acc: 0.440, Base Lr: 3.49e-04
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+ 2026-06-28 14:34:25 transreid.train INFO: Epoch[28] Iter[80/93] Loss: nan, Acc: 0.505, Base Lr: 3.49e-04
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+ 2026-06-28 14:34:30 transreid.train INFO: Epoch 28 done. Time per epoch: 50.399[s] Speed: 228.6[samples/s]
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+ 2026-06-28 14:34:42 transreid.train INFO: Epoch[29] Iter[20/93] Loss: nan, Acc: 0.356, Base Lr: 3.45e-04
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+ 2026-06-28 14:34:53 transreid.train INFO: Epoch[29] Iter[40/93] Loss: nan, Acc: 0.394, Base Lr: 3.45e-04
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+ 2026-06-28 14:35:04 transreid.train INFO: Epoch[29] Iter[60/93] Loss: nan, Acc: 0.443, Base Lr: 3.45e-04
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+ 2026-06-28 14:35:15 transreid.train INFO: Epoch[29] Iter[80/93] Loss: nan, Acc: 0.506, Base Lr: 3.45e-04
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+ 2026-06-28 14:35:20 transreid.train INFO: Epoch 29 done. Time per epoch: 50.380[s] Speed: 228.7[samples/s]
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+ 2026-06-28 14:35:33 transreid.train INFO: Epoch[30] Iter[20/93] Loss: nan, Acc: 0.356, Base Lr: 3.42e-04
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+ 2026-06-28 14:35:44 transreid.train INFO: Epoch[30] Iter[40/93] Loss: nan, Acc: 0.401, Base Lr: 3.42e-04
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+ 2026-06-28 14:35:55 transreid.train INFO: Epoch[30] Iter[60/93] Loss: nan, Acc: 0.456, Base Lr: 3.42e-04
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+ 2026-06-28 14:36:05 transreid.train INFO: Epoch[30] Iter[80/93] Loss: nan, Acc: 0.523, Base Lr: 3.42e-04
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+ 2026-06-28 14:36:11 transreid.train INFO: Epoch 30 done. Time per epoch: 50.516[s] Speed: 228.0[samples/s]
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+ 2026-06-28 14:36:24 transreid.train INFO: Epoch[31] Iter[20/93] Loss: nan, Acc: 0.392, Base Lr: 3.38e-04
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+ 2026-06-28 14:36:34 transreid.train INFO: Epoch[31] Iter[40/93] Loss: nan, Acc: 0.429, Base Lr: 3.38e-04
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+ 2026-06-28 14:36:45 transreid.train INFO: Epoch[31] Iter[60/93] Loss: nan, Acc: 0.475, Base Lr: 3.38e-04
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+ 2026-06-28 14:36:56 transreid.train INFO: Epoch[31] Iter[80/93] Loss: nan, Acc: 0.536, Base Lr: 3.38e-04
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+ 2026-06-28 14:37:02 transreid.train INFO: Epoch 31 done. Time per epoch: 50.905[s] Speed: 228.8[samples/s]
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+ 2026-06-28 14:37:15 transreid.train INFO: Epoch[32] Iter[20/93] Loss: nan, Acc: 0.399, Base Lr: 3.34e-04
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+ 2026-06-28 14:37:25 transreid.train INFO: Epoch[32] Iter[40/93] Loss: nan, Acc: 0.432, Base Lr: 3.34e-04
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+ 2026-06-28 14:37:36 transreid.train INFO: Epoch[32] Iter[60/93] Loss: nan, Acc: 0.477, Base Lr: 3.34e-04
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+ 2026-06-28 14:37:47 transreid.train INFO: Epoch[32] Iter[80/93] Loss: nan, Acc: 0.537, Base Lr: 3.34e-04
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+ 2026-06-28 14:37:53 transreid.train INFO: Epoch 32 done. Time per epoch: 51.554[s] Speed: 225.9[samples/s]
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+ 2026-06-28 14:38:06 transreid.train INFO: Epoch[33] Iter[20/93] Loss: nan, Acc: 0.387, Base Lr: 3.30e-04
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+ 2026-06-28 14:38:16 transreid.train INFO: Epoch[33] Iter[40/93] Loss: nan, Acc: 0.437, Base Lr: 3.30e-04
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+ 2026-06-28 14:38:27 transreid.train INFO: Epoch[33] Iter[60/93] Loss: nan, Acc: 0.482, Base Lr: 3.30e-04
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+ 2026-06-28 14:38:38 transreid.train INFO: Epoch[33] Iter[80/93] Loss: nan, Acc: 0.543, Base Lr: 3.30e-04
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+ 2026-06-28 14:38:43 transreid.train INFO: Epoch 33 done. Time per epoch: 50.060[s] Speed: 230.1[samples/s]
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+ 2026-06-28 14:38:56 transreid.train INFO: Epoch[34] Iter[20/93] Loss: nan, Acc: 0.352, Base Lr: 3.26e-04
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+ 2026-06-28 14:39:07 transreid.train INFO: Epoch[34] Iter[40/93] Loss: nan, Acc: 0.419, Base Lr: 3.26e-04
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+ 2026-06-28 14:39:18 transreid.train INFO: Epoch[34] Iter[60/93] Loss: nan, Acc: 0.475, Base Lr: 3.26e-04
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+ 2026-06-28 14:39:28 transreid.train INFO: Epoch[34] Iter[80/93] Loss: nan, Acc: 0.548, Base Lr: 3.26e-04
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+ 2026-06-28 14:39:34 transreid.train INFO: Epoch 34 done. Time per epoch: 50.279[s] Speed: 229.1[samples/s]
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+ 2026-06-28 14:39:46 transreid.train INFO: Epoch[35] Iter[20/93] Loss: nan, Acc: 0.422, Base Lr: 3.22e-04
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+ 2026-06-28 14:39:57 transreid.train INFO: Epoch[35] Iter[40/93] Loss: nan, Acc: 0.455, Base Lr: 3.22e-04
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+ 2026-06-28 14:40:08 transreid.train INFO: Epoch[35] Iter[60/93] Loss: nan, Acc: 0.493, Base Lr: 3.22e-04
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+ 2026-06-28 14:40:18 transreid.train INFO: Epoch[35] Iter[80/93] Loss: nan, Acc: 0.560, Base Lr: 3.22e-04
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+ 2026-06-28 14:40:24 transreid.train INFO: Epoch 35 done. Time per epoch: 50.205[s] Speed: 229.5[samples/s]
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+ 2026-06-28 14:40:36 transreid.train INFO: Epoch[36] Iter[20/93] Loss: nan, Acc: 0.406, Base Lr: 3.18e-04
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+ 2026-06-28 14:40:47 transreid.train INFO: Epoch[36] Iter[40/93] Loss: nan, Acc: 0.436, Base Lr: 3.18e-04
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+ 2026-06-28 14:40:58 transreid.train INFO: Epoch[36] Iter[60/93] Loss: nan, Acc: 0.493, Base Lr: 3.18e-04
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+ 2026-06-28 14:41:09 transreid.train INFO: Epoch[36] Iter[80/93] Loss: nan, Acc: 0.567, Base Lr: 3.18e-04
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+ 2026-06-28 14:41:14 transreid.train INFO: Epoch 36 done. Time per epoch: 50.132[s] Speed: 229.8[samples/s]
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+ 2026-06-28 14:41:26 transreid.train INFO: Epoch[37] Iter[20/93] Loss: nan, Acc: 0.422, Base Lr: 3.13e-04
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+ 2026-06-28 14:41:37 transreid.train INFO: Epoch[37] Iter[40/93] Loss: nan, Acc: 0.462, Base Lr: 3.13e-04
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+ 2026-06-28 14:41:48 transreid.train INFO: Epoch[37] Iter[60/93] Loss: nan, Acc: 0.511, Base Lr: 3.13e-04
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+ 2026-06-28 14:41:59 transreid.train INFO: Epoch[37] Iter[80/93] Loss: nan, Acc: 0.584, Base Lr: 3.13e-04
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+ 2026-06-28 14:42:04 transreid.train INFO: Epoch 37 done. Time per epoch: 50.043[s] Speed: 230.2[samples/s]
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+ 2026-06-28 14:42:16 transreid.train INFO: Epoch[38] Iter[20/93] Loss: nan, Acc: 0.434, Base Lr: 3.09e-04
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+ 2026-06-28 14:42:27 transreid.train INFO: Epoch[38] Iter[40/93] Loss: nan, Acc: 0.471, Base Lr: 3.09e-04
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+ 2026-06-28 14:42:38 transreid.train INFO: Epoch[38] Iter[60/93] Loss: nan, Acc: 0.526, Base Lr: 3.09e-04
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+ 2026-06-28 14:42:49 transreid.train INFO: Epoch[38] Iter[80/93] Loss: nan, Acc: 0.592, Base Lr: 3.09e-04
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+ 2026-06-28 14:42:54 transreid.train INFO: Epoch 38 done. Time per epoch: 49.916[s] Speed: 230.8[samples/s]
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+ 2026-06-28 14:43:06 transreid.train INFO: Epoch[39] Iter[20/93] Loss: nan, Acc: 0.431, Base Lr: 3.05e-04
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+ 2026-06-28 14:43:17 transreid.train INFO: Epoch[39] Iter[40/93] Loss: nan, Acc: 0.477, Base Lr: 3.05e-04
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+ 2026-06-28 14:43:28 transreid.train INFO: Epoch[39] Iter[60/93] Loss: nan, Acc: 0.533, Base Lr: 3.05e-04
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+ 2026-06-28 14:43:39 transreid.train INFO: Epoch[39] Iter[80/93] Loss: nan, Acc: 0.596, Base Lr: 3.05e-04
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+ 2026-06-28 14:43:44 transreid.train INFO: Epoch 39 done. Time per epoch: 50.042[s] Speed: 230.2[samples/s]
351
+ 2026-06-28 14:43:56 transreid.train INFO: Epoch[40] Iter[20/93] Loss: nan, Acc: 0.419, Base Lr: 3.00e-04
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+ 2026-06-28 14:44:07 transreid.train INFO: Epoch[40] Iter[40/93] Loss: nan, Acc: 0.474, Base Lr: 3.00e-04
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+ 2026-06-28 14:44:18 transreid.train INFO: Epoch[40] Iter[60/93] Loss: nan, Acc: 0.538, Base Lr: 3.00e-04
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+ 2026-06-28 14:44:29 transreid.train INFO: Epoch[40] Iter[80/93] Loss: nan, Acc: 0.605, Base Lr: 3.00e-04
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+ 2026-06-28 14:44:35 transreid.train INFO: Epoch 40 done. Time per epoch: 50.655[s] Speed: 229.9[samples/s]
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+ 2026-06-28 14:45:12 transreid.train INFO: Validation Results - Epoch: 40
357
+ 2026-06-28 14:45:12 transreid.train INFO: mAP: 92.9%
358
+ 2026-06-28 14:45:12 transreid.train INFO: CMC curve, Rank-1 :96.3%
359
+ 2026-06-28 14:45:12 transreid.train INFO: CMC curve, Rank-5 :98.9%
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+ 2026-06-28 14:45:12 transreid.train INFO: CMC curve, Rank-10 :99.4%
361
+ 2026-06-28 14:45:24 transreid.train INFO: Epoch[41] Iter[20/93] Loss: nan, Acc: 0.455, Base Lr: 2.96e-04
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+ 2026-06-28 14:45:35 transreid.train INFO: Epoch[41] Iter[40/93] Loss: nan, Acc: 0.490, Base Lr: 2.96e-04
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+ 2026-06-28 14:45:46 transreid.train INFO: Epoch[41] Iter[60/93] Loss: nan, Acc: 0.553, Base Lr: 2.96e-04
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+ 2026-06-28 14:45:57 transreid.train INFO: Epoch[41] Iter[80/93] Loss: nan, Acc: 0.612, Base Lr: 2.96e-04
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+ 2026-06-28 14:46:02 transreid.train INFO: Epoch 41 done. Time per epoch: 50.265[s] Speed: 229.2[samples/s]
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+ 2026-06-28 14:46:15 transreid.train INFO: Epoch[42] Iter[20/93] Loss: nan, Acc: 0.470, Base Lr: 2.91e-04
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+ 2026-06-28 14:46:25 transreid.train INFO: Epoch[42] Iter[40/93] Loss: nan, Acc: 0.505, Base Lr: 2.91e-04
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+ 2026-06-28 14:46:36 transreid.train INFO: Epoch[42] Iter[60/93] Loss: nan, Acc: 0.558, Base Lr: 2.91e-04
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+ 2026-06-28 14:46:47 transreid.train INFO: Epoch[42] Iter[80/93] Loss: nan, Acc: 0.619, Base Lr: 2.91e-04
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+ 2026-06-28 14:46:53 transreid.train INFO: Epoch 42 done. Time per epoch: 50.760[s] Speed: 229.5[samples/s]
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+ 2026-06-28 14:47:05 transreid.train INFO: Epoch[43] Iter[20/93] Loss: nan, Acc: 0.445, Base Lr: 2.86e-04
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+ 2026-06-28 14:47:16 transreid.train INFO: Epoch[43] Iter[40/93] Loss: nan, Acc: 0.492, Base Lr: 2.86e-04
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+ 2026-06-28 14:47:27 transreid.train INFO: Epoch[43] Iter[60/93] Loss: nan, Acc: 0.563, Base Lr: 2.86e-04
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+ 2026-06-28 14:47:38 transreid.train INFO: Epoch[43] Iter[80/93] Loss: nan, Acc: 0.630, Base Lr: 2.86e-04
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+ 2026-06-28 14:47:44 transreid.train INFO: Epoch 43 done. Time per epoch: 50.822[s] Speed: 229.2[samples/s]
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+ 2026-06-28 14:47:58 transreid.train INFO: Epoch[44] Iter[20/93] Loss: nan, Acc: 0.468, Base Lr: 2.82e-04
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+ 2026-06-28 14:48:08 transreid.train INFO: Epoch[44] Iter[40/93] Loss: nan, Acc: 0.514, Base Lr: 2.82e-04
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+ 2026-06-28 14:48:19 transreid.train INFO: Epoch[44] Iter[60/93] Loss: nan, Acc: 0.570, Base Lr: 2.82e-04
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+ 2026-06-28 14:48:30 transreid.train INFO: Epoch[44] Iter[80/93] Loss: nan, Acc: 0.637, Base Lr: 2.82e-04
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+ 2026-06-28 14:48:35 transreid.train INFO: Epoch 44 done. Time per epoch: 51.761[s] Speed: 222.6[samples/s]
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+ 2026-06-28 14:48:48 transreid.train INFO: Epoch[45] Iter[20/93] Loss: nan, Acc: 0.477, Base Lr: 2.77e-04
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+ 2026-06-28 14:48:59 transreid.train INFO: Epoch[45] Iter[40/93] Loss: nan, Acc: 0.528, Base Lr: 2.77e-04
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+ 2026-06-28 14:49:10 transreid.train INFO: Epoch[45] Iter[60/93] Loss: nan, Acc: 0.584, Base Lr: 2.77e-04
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+ 2026-06-28 14:49:21 transreid.train INFO: Epoch[45] Iter[80/93] Loss: nan, Acc: 0.642, Base Lr: 2.77e-04
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+ 2026-06-28 14:49:26 transreid.train INFO: Epoch 45 done. Time per epoch: 50.573[s] Speed: 227.8[samples/s]
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+ 2026-06-28 14:49:39 transreid.train INFO: Epoch[46] Iter[20/93] Loss: nan, Acc: 0.498, Base Lr: 2.72e-04
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+ 2026-06-28 14:49:50 transreid.train INFO: Epoch[46] Iter[40/93] Loss: nan, Acc: 0.548, Base Lr: 2.72e-04
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+ 2026-06-28 14:50:00 transreid.train INFO: Epoch[46] Iter[60/93] Loss: nan, Acc: 0.600, Base Lr: 2.72e-04
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+ 2026-06-28 14:50:11 transreid.train INFO: Epoch[46] Iter[80/93] Loss: nan, Acc: 0.658, Base Lr: 2.72e-04
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+ 2026-06-28 14:50:16 transreid.train INFO: Epoch 46 done. Time per epoch: 50.534[s] Speed: 228.0[samples/s]
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+ 2026-06-28 14:50:29 transreid.train INFO: Epoch[47] Iter[20/93] Loss: nan, Acc: 0.485, Base Lr: 2.67e-04
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+ 2026-06-28 14:50:40 transreid.train INFO: Epoch[47] Iter[40/93] Loss: nan, Acc: 0.531, Base Lr: 2.67e-04
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+ 2026-06-28 14:50:51 transreid.train INFO: Epoch[47] Iter[60/93] Loss: nan, Acc: 0.593, Base Lr: 2.67e-04
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+ 2026-06-28 14:51:02 transreid.train INFO: Epoch[47] Iter[80/93] Loss: nan, Acc: 0.664, Base Lr: 2.67e-04
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+ 2026-06-28 14:51:08 transreid.train INFO: Epoch 47 done. Time per epoch: 51.252[s] Speed: 227.3[samples/s]
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+ 2026-06-28 14:51:20 transreid.train INFO: Epoch[48] Iter[20/93] Loss: nan, Acc: 0.486, Base Lr: 2.62e-04
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+ 2026-06-28 14:51:31 transreid.train INFO: Epoch[48] Iter[40/93] Loss: nan, Acc: 0.554, Base Lr: 2.62e-04
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+ 2026-06-28 14:51:52 transreid.train INFO: Epoch[48] Iter[80/93] Loss: nan, Acc: 0.671, Base Lr: 2.62e-04
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+ 2026-06-28 14:51:58 transreid.train INFO: Epoch 48 done. Time per epoch: 49.996[s] Speed: 230.4[samples/s]
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+ 2026-06-28 14:52:10 transreid.train INFO: Epoch[49] Iter[20/93] Loss: nan, Acc: 0.466, Base Lr: 2.57e-04
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+ 2026-06-28 14:52:21 transreid.train INFO: Epoch[49] Iter[40/93] Loss: nan, Acc: 0.539, Base Lr: 2.57e-04
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+ 2026-06-28 14:52:32 transreid.train INFO: Epoch[49] Iter[60/93] Loss: nan, Acc: 0.607, Base Lr: 2.57e-04
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+ 2026-06-28 14:52:42 transreid.train INFO: Epoch[49] Iter[80/93] Loss: nan, Acc: 0.679, Base Lr: 2.57e-04
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+ 2026-06-28 14:52:48 transreid.train INFO: Epoch 49 done. Time per epoch: 49.991[s] Speed: 230.4[samples/s]
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+ 2026-06-28 14:53:00 transreid.train INFO: Epoch[50] Iter[20/93] Loss: nan, Acc: 0.535, Base Lr: 2.52e-04
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+ 2026-06-28 14:53:11 transreid.train INFO: Epoch[50] Iter[40/93] Loss: nan, Acc: 0.576, Base Lr: 2.52e-04
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+ 2026-06-28 14:53:22 transreid.train INFO: Epoch[50] Iter[60/93] Loss: nan, Acc: 0.633, Base Lr: 2.52e-04
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+ 2026-06-28 14:53:33 transreid.train INFO: Epoch[50] Iter[80/93] Loss: nan, Acc: 0.686, Base Lr: 2.52e-04
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+ 2026-06-28 14:53:38 transreid.train INFO: Epoch 50 done. Time per epoch: 50.139[s] Speed: 229.8[samples/s]
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+ 2026-06-28 14:53:50 transreid.train INFO: Epoch[51] Iter[20/93] Loss: nan, Acc: 0.542, Base Lr: 2.47e-04
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+ 2026-06-28 14:54:01 transreid.train INFO: Epoch[51] Iter[40/93] Loss: nan, Acc: 0.578, Base Lr: 2.47e-04
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+ 2026-06-28 14:54:12 transreid.train INFO: Epoch[51] Iter[60/93] Loss: nan, Acc: 0.626, Base Lr: 2.47e-04
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+ 2026-06-28 14:54:23 transreid.train INFO: Epoch[51] Iter[80/93] Loss: nan, Acc: 0.687, Base Lr: 2.47e-04
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+ 2026-06-28 14:54:28 transreid.train INFO: Epoch 51 done. Time per epoch: 50.517[s] Speed: 230.6[samples/s]
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+ 2026-06-28 14:54:41 transreid.train INFO: Epoch[52] Iter[20/93] Loss: nan, Acc: 0.535, Base Lr: 2.42e-04
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+ 2026-06-28 14:54:52 transreid.train INFO: Epoch[52] Iter[40/93] Loss: nan, Acc: 0.599, Base Lr: 2.42e-04
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+ 2026-06-28 14:55:03 transreid.train INFO: Epoch[52] Iter[60/93] Loss: nan, Acc: 0.645, Base Lr: 2.42e-04
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+ 2026-06-28 14:55:13 transreid.train INFO: Epoch[52] Iter[80/93] Loss: nan, Acc: 0.697, Base Lr: 2.42e-04
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+ 2026-06-28 14:55:19 transreid.train INFO: Epoch 52 done. Time per epoch: 50.891[s] Speed: 228.9[samples/s]
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+ 2026-06-28 14:55:32 transreid.train INFO: Epoch[53] Iter[20/93] Loss: nan, Acc: 0.531, Base Lr: 2.37e-04
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+ 2026-06-28 14:55:42 transreid.train INFO: Epoch[53] Iter[40/93] Loss: nan, Acc: 0.569, Base Lr: 2.37e-04
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+ 2026-06-28 14:55:53 transreid.train INFO: Epoch[53] Iter[60/93] Loss: nan, Acc: 0.638, Base Lr: 2.37e-04
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+ 2026-06-28 14:56:04 transreid.train INFO: Epoch[53] Iter[80/93] Loss: nan, Acc: 0.702, Base Lr: 2.37e-04
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+ 2026-06-28 14:56:09 transreid.train INFO: Epoch 53 done. Time per epoch: 50.172[s] Speed: 232.2[samples/s]
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+ 2026-06-28 14:56:22 transreid.train INFO: Epoch[54] Iter[20/93] Loss: nan, Acc: 0.543, Base Lr: 2.32e-04
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+ 2026-06-28 14:56:33 transreid.train INFO: Epoch[54] Iter[40/93] Loss: nan, Acc: 0.593, Base Lr: 2.32e-04
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+ 2026-06-28 14:56:43 transreid.train INFO: Epoch[54] Iter[60/93] Loss: nan, Acc: 0.648, Base Lr: 2.32e-04
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+ 2026-06-28 14:56:54 transreid.train INFO: Epoch[54] Iter[80/93] Loss: nan, Acc: 0.709, Base Lr: 2.32e-04
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+ 2026-06-28 14:57:00 transreid.train INFO: Epoch 54 done. Time per epoch: 50.065[s] Speed: 230.1[samples/s]
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+ 2026-06-28 14:57:12 transreid.train INFO: Epoch[55] Iter[20/93] Loss: nan, Acc: 0.531, Base Lr: 2.26e-04
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+ 2026-06-28 14:57:23 transreid.train INFO: Epoch[55] Iter[40/93] Loss: nan, Acc: 0.597, Base Lr: 2.26e-04
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+ 2026-06-28 14:57:34 transreid.train INFO: Epoch[55] Iter[60/93] Loss: nan, Acc: 0.661, Base Lr: 2.26e-04
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+ 2026-06-28 14:57:44 transreid.train INFO: Epoch[55] Iter[80/93] Loss: nan, Acc: 0.717, Base Lr: 2.26e-04
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+ 2026-06-28 14:57:50 transreid.train INFO: Epoch 55 done. Time per epoch: 50.001[s] Speed: 230.4[samples/s]
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+ 2026-06-28 14:58:02 transreid.train INFO: Epoch[56] Iter[20/93] Loss: nan, Acc: 0.576, Base Lr: 2.21e-04
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+ 2026-06-28 14:58:13 transreid.train INFO: Epoch[56] Iter[40/93] Loss: nan, Acc: 0.605, Base Lr: 2.21e-04
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+ 2026-06-28 14:58:23 transreid.train INFO: Epoch[56] Iter[60/93] Loss: nan, Acc: 0.667, Base Lr: 2.21e-04
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+ 2026-06-28 14:58:34 transreid.train INFO: Epoch[56] Iter[80/93] Loss: nan, Acc: 0.721, Base Lr: 2.21e-04
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+ 2026-06-28 14:58:39 transreid.train INFO: Epoch 56 done. Time per epoch: 49.887[s] Speed: 230.9[samples/s]
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+ 2026-06-28 14:58:52 transreid.train INFO: Epoch[57] Iter[20/93] Loss: nan, Acc: 0.562, Base Lr: 2.16e-04
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+ 2026-06-28 14:59:02 transreid.train INFO: Epoch[57] Iter[40/93] Loss: nan, Acc: 0.621, Base Lr: 2.16e-04
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+ 2026-06-28 14:59:13 transreid.train INFO: Epoch[57] Iter[60/93] Loss: nan, Acc: 0.677, Base Lr: 2.16e-04
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+ 2026-06-28 14:59:24 transreid.train INFO: Epoch[57] Iter[80/93] Loss: nan, Acc: 0.727, Base Lr: 2.16e-04
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+ 2026-06-28 14:59:30 transreid.train INFO: Epoch 57 done. Time per epoch: 50.234[s] Speed: 231.9[samples/s]
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+ 2026-06-28 14:59:42 transreid.train INFO: Epoch[58] Iter[20/93] Loss: nan, Acc: 0.600, Base Lr: 2.11e-04
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+ 2026-06-28 14:59:53 transreid.train INFO: Epoch[58] Iter[40/93] Loss: nan, Acc: 0.636, Base Lr: 2.11e-04
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+ 2026-06-28 15:00:03 transreid.train INFO: Epoch[58] Iter[60/93] Loss: nan, Acc: 0.680, Base Lr: 2.11e-04
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+ 2026-06-28 15:00:14 transreid.train INFO: Epoch[58] Iter[80/93] Loss: nan, Acc: 0.733, Base Lr: 2.11e-04
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+ 2026-06-28 15:00:20 transreid.train INFO: Epoch 58 done. Time per epoch: 50.159[s] Speed: 232.2[samples/s]
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+ 2026-06-28 15:00:32 transreid.train INFO: Epoch[59] Iter[20/93] Loss: nan, Acc: 0.558, Base Lr: 2.06e-04
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+ 2026-06-28 15:00:43 transreid.train INFO: Epoch[59] Iter[40/93] Loss: nan, Acc: 0.644, Base Lr: 2.06e-04
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+ 2026-06-28 15:00:54 transreid.train INFO: Epoch[59] Iter[60/93] Loss: nan, Acc: 0.690, Base Lr: 2.06e-04
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+ 2026-06-28 15:01:04 transreid.train INFO: Epoch[59] Iter[80/93] Loss: nan, Acc: 0.739, Base Lr: 2.06e-04
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+ 2026-06-28 15:01:10 transreid.train INFO: Epoch 59 done. Time per epoch: 49.702[s] Speed: 231.8[samples/s]
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+ 2026-06-28 15:01:22 transreid.train INFO: Epoch[60] Iter[20/93] Loss: nan, Acc: 0.580, Base Lr: 2.00e-04
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+ 2026-06-28 15:01:33 transreid.train INFO: Epoch[60] Iter[40/93] Loss: nan, Acc: 0.634, Base Lr: 2.00e-04
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+ 2026-06-28 15:01:43 transreid.train INFO: Epoch[60] Iter[60/93] Loss: nan, Acc: 0.691, Base Lr: 2.00e-04
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+ 2026-06-28 15:01:54 transreid.train INFO: Epoch[60] Iter[80/93] Loss: nan, Acc: 0.742, Base Lr: 2.00e-04
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+ 2026-06-28 15:01:59 transreid.train INFO: Epoch 60 done. Time per epoch: 49.772[s] Speed: 231.5[samples/s]
461
+ 2026-06-28 15:02:36 transreid.train INFO: Validation Results - Epoch: 60
462
+ 2026-06-28 15:02:36 transreid.train INFO: mAP: 93.6%
463
+ 2026-06-28 15:02:36 transreid.train INFO: CMC curve, Rank-1 :97.0%
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+ 2026-06-28 15:02:36 transreid.train INFO: CMC curve, Rank-5 :99.0%
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+ 2026-06-28 15:02:36 transreid.train INFO: CMC curve, Rank-10 :99.4%
466
+ 2026-06-28 15:02:48 transreid.train INFO: Epoch[61] Iter[20/93] Loss: nan, Acc: 0.616, Base Lr: 1.95e-04
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+ 2026-06-28 15:02:59 transreid.train INFO: Epoch[61] Iter[40/93] Loss: nan, Acc: 0.648, Base Lr: 1.95e-04
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+ 2026-06-28 15:03:10 transreid.train INFO: Epoch[61] Iter[60/93] Loss: nan, Acc: 0.698, Base Lr: 1.95e-04
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+ 2026-06-28 15:03:21 transreid.train INFO: Epoch[61] Iter[80/93] Loss: nan, Acc: 0.748, Base Lr: 1.95e-04
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+ 2026-06-28 15:03:26 transreid.train INFO: Epoch 61 done. Time per epoch: 49.915[s] Speed: 230.8[samples/s]
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+ 2026-06-28 15:03:38 transreid.train INFO: Epoch[62] Iter[20/93] Loss: nan, Acc: 0.573, Base Lr: 1.90e-04
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+ 2026-06-28 15:03:49 transreid.train INFO: Epoch[62] Iter[40/93] Loss: nan, Acc: 0.639, Base Lr: 1.90e-04
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+ 2026-06-28 15:04:00 transreid.train INFO: Epoch[62] Iter[60/93] Loss: nan, Acc: 0.704, Base Lr: 1.90e-04
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+ 2026-06-28 15:04:10 transreid.train INFO: Epoch[62] Iter[80/93] Loss: nan, Acc: 0.756, Base Lr: 1.90e-04
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+ 2026-06-28 15:04:16 transreid.train INFO: Epoch 62 done. Time per epoch: 49.833[s] Speed: 231.2[samples/s]
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+ 2026-06-28 15:04:28 transreid.train INFO: Epoch[63] Iter[20/93] Loss: nan, Acc: 0.610, Base Lr: 1.85e-04
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+ 2026-06-28 15:04:39 transreid.train INFO: Epoch[63] Iter[40/93] Loss: nan, Acc: 0.649, Base Lr: 1.85e-04
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+ 2026-06-28 15:04:50 transreid.train INFO: Epoch[63] Iter[60/93] Loss: nan, Acc: 0.706, Base Lr: 1.85e-04
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+ 2026-06-28 15:05:00 transreid.train INFO: Epoch[63] Iter[80/93] Loss: nan, Acc: 0.760, Base Lr: 1.85e-04
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+ 2026-06-28 15:05:06 transreid.train INFO: Epoch 63 done. Time per epoch: 49.861[s] Speed: 231.0[samples/s]
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+ 2026-06-28 15:05:18 transreid.train INFO: Epoch[64] Iter[20/93] Loss: nan, Acc: 0.590, Base Lr: 1.80e-04
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+ 2026-06-28 15:05:29 transreid.train INFO: Epoch[64] Iter[40/93] Loss: nan, Acc: 0.660, Base Lr: 1.80e-04
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+ 2026-06-28 15:05:39 transreid.train INFO: Epoch[64] Iter[60/93] Loss: nan, Acc: 0.713, Base Lr: 1.80e-04
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+ 2026-06-28 15:05:50 transreid.train INFO: Epoch[64] Iter[80/93] Loss: nan, Acc: 0.763, Base Lr: 1.80e-04
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+ 2026-06-28 15:05:55 transreid.train INFO: Epoch 64 done. Time per epoch: 49.770[s] Speed: 231.5[samples/s]
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+ 2026-06-28 15:06:08 transreid.train INFO: Epoch[65] Iter[20/93] Loss: nan, Acc: 0.611, Base Lr: 1.74e-04
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+ 2026-06-28 15:06:18 transreid.train INFO: Epoch[65] Iter[40/93] Loss: nan, Acc: 0.661, Base Lr: 1.74e-04
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+ 2026-06-28 15:06:29 transreid.train INFO: Epoch[65] Iter[60/93] Loss: nan, Acc: 0.717, Base Lr: 1.74e-04
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+ 2026-06-28 15:06:40 transreid.train INFO: Epoch[65] Iter[80/93] Loss: nan, Acc: 0.763, Base Lr: 1.74e-04
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+ 2026-06-28 15:06:45 transreid.train INFO: Epoch 65 done. Time per epoch: 49.888[s] Speed: 230.9[samples/s]
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+ 2026-06-28 15:06:57 transreid.train INFO: Epoch[66] Iter[20/93] Loss: nan, Acc: 0.632, Base Lr: 1.69e-04
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+ 2026-06-28 15:07:08 transreid.train INFO: Epoch[66] Iter[40/93] Loss: nan, Acc: 0.679, Base Lr: 1.69e-04
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+ 2026-06-28 15:07:19 transreid.train INFO: Epoch[66] Iter[60/93] Loss: nan, Acc: 0.730, Base Lr: 1.69e-04
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+ 2026-06-28 15:07:30 transreid.train INFO: Epoch[66] Iter[80/93] Loss: nan, Acc: 0.773, Base Lr: 1.69e-04
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+ 2026-06-28 15:07:35 transreid.train INFO: Epoch 66 done. Time per epoch: 49.700[s] Speed: 231.8[samples/s]
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+ 2026-06-28 15:07:47 transreid.train INFO: Epoch[67] Iter[20/93] Loss: nan, Acc: 0.629, Base Lr: 1.64e-04
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+ 2026-06-28 15:07:58 transreid.train INFO: Epoch[67] Iter[40/93] Loss: nan, Acc: 0.671, Base Lr: 1.64e-04
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+ 2026-06-28 15:08:09 transreid.train INFO: Epoch[67] Iter[60/93] Loss: nan, Acc: 0.728, Base Lr: 1.64e-04
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+ 2026-06-28 15:08:20 transreid.train INFO: Epoch[67] Iter[80/93] Loss: nan, Acc: 0.777, Base Lr: 1.64e-04
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+ 2026-06-28 15:08:25 transreid.train INFO: Epoch 67 done. Time per epoch: 50.349[s] Speed: 231.3[samples/s]
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+ 2026-06-28 15:08:38 transreid.train INFO: Epoch[68] Iter[20/93] Loss: nan, Acc: 0.598, Base Lr: 1.59e-04
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+ 2026-06-28 15:08:48 transreid.train INFO: Epoch[68] Iter[40/93] Loss: nan, Acc: 0.671, Base Lr: 1.59e-04
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+ 2026-06-28 15:08:59 transreid.train INFO: Epoch[68] Iter[60/93] Loss: nan, Acc: 0.730, Base Lr: 1.59e-04
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+ 2026-06-28 15:09:10 transreid.train INFO: Epoch[68] Iter[80/93] Loss: nan, Acc: 0.778, Base Lr: 1.59e-04
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+ 2026-06-28 15:09:16 transreid.train INFO: Epoch 68 done. Time per epoch: 50.324[s] Speed: 231.5[samples/s]
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+ 2026-06-28 15:09:28 transreid.train INFO: Epoch[69] Iter[20/93] Loss: nan, Acc: 0.629, Base Lr: 1.54e-04
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+ 2026-06-28 15:09:39 transreid.train INFO: Epoch[69] Iter[40/93] Loss: nan, Acc: 0.682, Base Lr: 1.54e-04
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+ 2026-06-28 15:09:50 transreid.train INFO: Epoch[69] Iter[60/93] Loss: nan, Acc: 0.731, Base Lr: 1.54e-04
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+ 2026-06-28 15:10:00 transreid.train INFO: Epoch[69] Iter[80/93] Loss: nan, Acc: 0.781, Base Lr: 1.54e-04
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+ 2026-06-28 15:10:06 transreid.train INFO: Epoch 69 done. Time per epoch: 50.388[s] Speed: 231.2[samples/s]
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+ 2026-06-28 15:10:18 transreid.train INFO: Epoch[70] Iter[20/93] Loss: nan, Acc: 0.643, Base Lr: 1.49e-04
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+ 2026-06-28 15:10:29 transreid.train INFO: Epoch[70] Iter[40/93] Loss: nan, Acc: 0.685, Base Lr: 1.49e-04
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+ 2026-06-28 15:10:40 transreid.train INFO: Epoch[70] Iter[60/93] Loss: nan, Acc: 0.732, Base Lr: 1.49e-04
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+ 2026-06-28 15:10:51 transreid.train INFO: Epoch[70] Iter[80/93] Loss: nan, Acc: 0.786, Base Lr: 1.49e-04
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+ 2026-06-28 15:10:57 transreid.train INFO: Epoch 70 done. Time per epoch: 50.519[s] Speed: 230.6[samples/s]
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+ 2026-06-28 15:11:09 transreid.train INFO: Epoch[71] Iter[20/93] Loss: nan, Acc: 0.651, Base Lr: 1.44e-04
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+ 2026-06-28 15:11:20 transreid.train INFO: Epoch[71] Iter[40/93] Loss: nan, Acc: 0.691, Base Lr: 1.44e-04
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+ 2026-06-28 15:11:31 transreid.train INFO: Epoch[71] Iter[60/93] Loss: nan, Acc: 0.741, Base Lr: 1.44e-04
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+ 2026-06-28 15:11:41 transreid.train INFO: Epoch[71] Iter[80/93] Loss: nan, Acc: 0.788, Base Lr: 1.44e-04
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+ 2026-06-28 15:11:47 transreid.train INFO: Epoch 71 done. Time per epoch: 50.545[s] Speed: 230.4[samples/s]
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+ 2026-06-28 15:12:00 transreid.train INFO: Epoch[72] Iter[20/93] Loss: nan, Acc: 0.647, Base Lr: 1.39e-04
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+ 2026-06-28 15:12:11 transreid.train INFO: Epoch[72] Iter[40/93] Loss: nan, Acc: 0.697, Base Lr: 1.39e-04
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+ 2026-06-28 15:12:21 transreid.train INFO: Epoch[72] Iter[60/93] Loss: nan, Acc: 0.746, Base Lr: 1.39e-04
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+ 2026-06-28 15:12:32 transreid.train INFO: Epoch[72] Iter[80/93] Loss: nan, Acc: 0.790, Base Lr: 1.39e-04
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+ 2026-06-28 15:12:37 transreid.train INFO: Epoch 72 done. Time per epoch: 50.365[s] Speed: 228.7[samples/s]
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+ 2026-06-28 15:12:50 transreid.train INFO: Epoch[73] Iter[20/93] Loss: nan, Acc: 0.641, Base Lr: 1.34e-04
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+ 2026-06-28 15:13:01 transreid.train INFO: Epoch[73] Iter[40/93] Loss: nan, Acc: 0.698, Base Lr: 1.34e-04
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+ 2026-06-28 15:13:12 transreid.train INFO: Epoch[73] Iter[60/93] Loss: nan, Acc: 0.744, Base Lr: 1.34e-04
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+ 2026-06-28 15:13:22 transreid.train INFO: Epoch[73] Iter[80/93] Loss: nan, Acc: 0.793, Base Lr: 1.34e-04
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+ 2026-06-28 15:13:28 transreid.train INFO: Epoch 73 done. Time per epoch: 50.158[s] Speed: 229.7[samples/s]
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+ 2026-06-28 15:13:40 transreid.train INFO: Epoch[74] Iter[20/93] Loss: nan, Acc: 0.645, Base Lr: 1.29e-04
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+ 2026-06-28 15:13:51 transreid.train INFO: Epoch[74] Iter[40/93] Loss: nan, Acc: 0.701, Base Lr: 1.29e-04
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+ 2026-06-28 15:14:02 transreid.train INFO: Epoch[74] Iter[60/93] Loss: nan, Acc: 0.750, Base Lr: 1.29e-04
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+ 2026-06-28 15:14:12 transreid.train INFO: Epoch[74] Iter[80/93] Loss: nan, Acc: 0.795, Base Lr: 1.29e-04
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+ 2026-06-28 15:14:18 transreid.train INFO: Epoch 74 done. Time per epoch: 50.561[s] Speed: 230.4[samples/s]
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+ 2026-06-28 15:14:31 transreid.train INFO: Epoch[75] Iter[20/93] Loss: nan, Acc: 0.644, Base Lr: 1.24e-04
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+ 2026-06-28 15:14:42 transreid.train INFO: Epoch[75] Iter[40/93] Loss: nan, Acc: 0.700, Base Lr: 1.24e-04
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+ 2026-06-28 15:14:52 transreid.train INFO: Epoch[75] Iter[60/93] Loss: nan, Acc: 0.757, Base Lr: 1.24e-04
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+ 2026-06-28 15:15:03 transreid.train INFO: Epoch[75] Iter[80/93] Loss: nan, Acc: 0.800, Base Lr: 1.24e-04
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+ 2026-06-28 15:15:08 transreid.train INFO: Epoch 75 done. Time per epoch: 50.268[s] Speed: 229.2[samples/s]
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+ 2026-06-28 15:15:21 transreid.train INFO: Epoch[76] Iter[20/93] Loss: nan, Acc: 0.652, Base Lr: 1.19e-04
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+ 2026-06-28 15:15:32 transreid.train INFO: Epoch[76] Iter[40/93] Loss: nan, Acc: 0.697, Base Lr: 1.19e-04
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+ 2026-06-28 15:15:43 transreid.train INFO: Epoch[76] Iter[60/93] Loss: nan, Acc: 0.752, Base Lr: 1.19e-04
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+ 2026-06-28 15:15:53 transreid.train INFO: Epoch[76] Iter[80/93] Loss: nan, Acc: 0.801, Base Lr: 1.19e-04
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+ 2026-06-28 15:15:59 transreid.train INFO: Epoch 76 done. Time per epoch: 50.910[s] Speed: 228.8[samples/s]
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+ 2026-06-28 15:16:12 transreid.train INFO: Epoch[77] Iter[20/93] Loss: nan, Acc: 0.655, Base Lr: 1.14e-04
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+ 2026-06-28 15:16:23 transreid.train INFO: Epoch[77] Iter[40/93] Loss: nan, Acc: 0.706, Base Lr: 1.14e-04
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+ 2026-06-28 15:16:33 transreid.train INFO: Epoch[77] Iter[60/93] Loss: nan, Acc: 0.757, Base Lr: 1.14e-04
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+ 2026-06-28 15:16:44 transreid.train INFO: Epoch[77] Iter[80/93] Loss: nan, Acc: 0.802, Base Lr: 1.14e-04
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+ 2026-06-28 15:16:50 transreid.train INFO: Epoch 77 done. Time per epoch: 50.721[s] Speed: 229.6[samples/s]
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+ 2026-06-28 15:17:03 transreid.train INFO: Epoch[78] Iter[20/93] Loss: nan, Acc: 0.652, Base Lr: 1.10e-04
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+ 2026-06-28 15:17:14 transreid.train INFO: Epoch[78] Iter[40/93] Loss: nan, Acc: 0.708, Base Lr: 1.10e-04
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+ 2026-06-28 15:17:25 transreid.train INFO: Epoch[78] Iter[60/93] Loss: nan, Acc: 0.762, Base Lr: 1.10e-04
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+ 2026-06-28 15:17:35 transreid.train INFO: Epoch[78] Iter[80/93] Loss: nan, Acc: 0.807, Base Lr: 1.10e-04
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+ 2026-06-28 15:17:41 transreid.train INFO: Epoch 78 done. Time per epoch: 51.378[s] Speed: 226.7[samples/s]
556
+ 2026-06-28 15:17:54 transreid.train INFO: Epoch[79] Iter[20/93] Loss: nan, Acc: 0.652, Base Lr: 1.05e-04
557
+ 2026-06-28 15:18:05 transreid.train INFO: Epoch[79] Iter[40/93] Loss: nan, Acc: 0.712, Base Lr: 1.05e-04
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+ 2026-06-28 15:18:15 transreid.train INFO: Epoch[79] Iter[60/93] Loss: nan, Acc: 0.762, Base Lr: 1.05e-04
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+ 2026-06-28 15:18:26 transreid.train INFO: Epoch[79] Iter[80/93] Loss: nan, Acc: 0.806, Base Lr: 1.05e-04
560
+ 2026-06-28 15:18:32 transreid.train INFO: Epoch 79 done. Time per epoch: 50.091[s] Speed: 230.0[samples/s]
561
+ 2026-06-28 15:18:44 transreid.train INFO: Epoch[80] Iter[20/93] Loss: nan, Acc: 0.643, Base Lr: 1.01e-04
562
+ 2026-06-28 15:18:55 transreid.train INFO: Epoch[80] Iter[40/93] Loss: nan, Acc: 0.701, Base Lr: 1.01e-04
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+ 2026-06-28 15:19:06 transreid.train INFO: Epoch[80] Iter[60/93] Loss: nan, Acc: 0.756, Base Lr: 1.01e-04
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+ 2026-06-28 15:19:16 transreid.train INFO: Epoch[80] Iter[80/93] Loss: nan, Acc: 0.806, Base Lr: 1.01e-04
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+ 2026-06-28 15:19:21 transreid.train INFO: Epoch 80 done. Time per epoch: 49.942[s] Speed: 230.7[samples/s]
566
+ 2026-06-28 15:19:58 transreid.train INFO: Validation Results - Epoch: 80
567
+ 2026-06-28 15:19:58 transreid.train INFO: mAP: 94.0%
568
+ 2026-06-28 15:19:58 transreid.train INFO: CMC curve, Rank-1 :97.1%
569
+ 2026-06-28 15:19:58 transreid.train INFO: CMC curve, Rank-5 :99.2%
570
+ 2026-06-28 15:19:58 transreid.train INFO: CMC curve, Rank-10 :99.5%
571
+ 2026-06-28 15:20:11 transreid.train INFO: Epoch[81] Iter[20/93] Loss: nan, Acc: 0.678, Base Lr: 9.61e-05
572
+ 2026-06-28 15:20:21 transreid.train INFO: Epoch[81] Iter[40/93] Loss: nan, Acc: 0.724, Base Lr: 9.61e-05
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+ 2026-06-28 15:20:32 transreid.train INFO: Epoch[81] Iter[60/93] Loss: nan, Acc: 0.763, Base Lr: 9.61e-05
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+ 2026-06-28 15:20:43 transreid.train INFO: Epoch[81] Iter[80/93] Loss: nan, Acc: 0.809, Base Lr: 9.61e-05
575
+ 2026-06-28 15:20:48 transreid.train INFO: Epoch 81 done. Time per epoch: 50.217[s] Speed: 229.4[samples/s]
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+ 2026-06-28 15:21:01 transreid.train INFO: Epoch[82] Iter[20/93] Loss: nan, Acc: 0.670, Base Lr: 9.17e-05
577
+ 2026-06-28 15:21:11 transreid.train INFO: Epoch[82] Iter[40/93] Loss: nan, Acc: 0.721, Base Lr: 9.17e-05
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+ 2026-06-28 15:21:22 transreid.train INFO: Epoch[82] Iter[60/93] Loss: nan, Acc: 0.769, Base Lr: 9.17e-05
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+ 2026-06-28 15:21:33 transreid.train INFO: Epoch[82] Iter[80/93] Loss: nan, Acc: 0.812, Base Lr: 9.17e-05
580
+ 2026-06-28 15:21:38 transreid.train INFO: Epoch 82 done. Time per epoch: 49.933[s] Speed: 230.7[samples/s]
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+ 2026-06-28 15:21:51 transreid.train INFO: Epoch[83] Iter[20/93] Loss: nan, Acc: 0.667, Base Lr: 8.73e-05
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+ 2026-06-28 15:22:01 transreid.train INFO: Epoch[83] Iter[40/93] Loss: nan, Acc: 0.720, Base Lr: 8.73e-05
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+ 2026-06-28 15:22:12 transreid.train INFO: Epoch[83] Iter[60/93] Loss: nan, Acc: 0.770, Base Lr: 8.73e-05
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+ 2026-06-28 15:22:23 transreid.train INFO: Epoch[83] Iter[80/93] Loss: nan, Acc: 0.814, Base Lr: 8.73e-05
585
+ 2026-06-28 15:22:28 transreid.train INFO: Epoch 83 done. Time per epoch: 50.135[s] Speed: 229.8[samples/s]
586
+ 2026-06-28 15:22:41 transreid.train INFO: Epoch[84] Iter[20/93] Loss: nan, Acc: 0.666, Base Lr: 8.31e-05
587
+ 2026-06-28 15:22:51 transreid.train INFO: Epoch[84] Iter[40/93] Loss: nan, Acc: 0.715, Base Lr: 8.31e-05
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+ 2026-06-28 15:23:02 transreid.train INFO: Epoch[84] Iter[60/93] Loss: nan, Acc: 0.770, Base Lr: 8.31e-05
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+ 2026-06-28 15:23:13 transreid.train INFO: Epoch[84] Iter[80/93] Loss: nan, Acc: 0.816, Base Lr: 8.31e-05
590
+ 2026-06-28 15:23:18 transreid.train INFO: Epoch 84 done. Time per epoch: 50.073[s] Speed: 230.1[samples/s]
591
+ 2026-06-28 15:23:31 transreid.train INFO: Epoch[85] Iter[20/93] Loss: nan, Acc: 0.682, Base Lr: 7.89e-05
592
+ 2026-06-28 15:23:41 transreid.train INFO: Epoch[85] Iter[40/93] Loss: nan, Acc: 0.722, Base Lr: 7.89e-05
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+ 2026-06-28 15:23:52 transreid.train INFO: Epoch[85] Iter[60/93] Loss: nan, Acc: 0.768, Base Lr: 7.89e-05
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+ 2026-06-28 15:24:03 transreid.train INFO: Epoch[85] Iter[80/93] Loss: nan, Acc: 0.817, Base Lr: 7.89e-05
595
+ 2026-06-28 15:24:08 transreid.train INFO: Epoch 85 done. Time per epoch: 49.849[s] Speed: 231.1[samples/s]
596
+ 2026-06-28 15:24:21 transreid.train INFO: Epoch[86] Iter[20/93] Loss: nan, Acc: 0.656, Base Lr: 7.48e-05
597
+ 2026-06-28 15:24:31 transreid.train INFO: Epoch[86] Iter[40/93] Loss: nan, Acc: 0.724, Base Lr: 7.48e-05
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+ 2026-06-28 15:24:42 transreid.train INFO: Epoch[86] Iter[60/93] Loss: nan, Acc: 0.775, Base Lr: 7.48e-05
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+ 2026-06-28 15:24:53 transreid.train INFO: Epoch[86] Iter[80/93] Loss: nan, Acc: 0.819, Base Lr: 7.48e-05
600
+ 2026-06-28 15:24:58 transreid.train INFO: Epoch 86 done. Time per epoch: 49.995[s] Speed: 230.4[samples/s]
601
+ 2026-06-28 15:25:10 transreid.train INFO: Epoch[87] Iter[20/93] Loss: nan, Acc: 0.684, Base Lr: 7.08e-05
602
+ 2026-06-28 15:25:21 transreid.train INFO: Epoch[87] Iter[40/93] Loss: nan, Acc: 0.719, Base Lr: 7.08e-05
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+ 2026-06-28 15:25:32 transreid.train INFO: Epoch[87] Iter[60/93] Loss: nan, Acc: 0.773, Base Lr: 7.08e-05
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+ 2026-06-28 15:25:43 transreid.train INFO: Epoch[87] Iter[80/93] Loss: nan, Acc: 0.818, Base Lr: 7.08e-05
605
+ 2026-06-28 15:25:49 transreid.train INFO: Epoch 87 done. Time per epoch: 50.348[s] Speed: 231.3[samples/s]
606
+ 2026-06-28 15:26:01 transreid.train INFO: Epoch[88] Iter[20/93] Loss: nan, Acc: 0.670, Base Lr: 6.68e-05
607
+ 2026-06-28 15:26:12 transreid.train INFO: Epoch[88] Iter[40/93] Loss: nan, Acc: 0.734, Base Lr: 6.68e-05
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+ 2026-06-28 15:26:22 transreid.train INFO: Epoch[88] Iter[60/93] Loss: nan, Acc: 0.783, Base Lr: 6.68e-05
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+ 2026-06-28 15:26:33 transreid.train INFO: Epoch[88] Iter[80/93] Loss: nan, Acc: 0.818, Base Lr: 6.68e-05
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+ 2026-06-28 15:26:38 transreid.train INFO: Epoch 88 done. Time per epoch: 49.900[s] Speed: 230.9[samples/s]
611
+ 2026-06-28 15:26:51 transreid.train INFO: Epoch[89] Iter[20/93] Loss: nan, Acc: 0.679, Base Lr: 6.30e-05
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+ 2026-06-28 15:27:02 transreid.train INFO: Epoch[89] Iter[40/93] Loss: nan, Acc: 0.733, Base Lr: 6.30e-05
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+ 2026-06-28 15:27:12 transreid.train INFO: Epoch[89] Iter[60/93] Loss: nan, Acc: 0.778, Base Lr: 6.30e-05
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+ 2026-06-28 15:27:23 transreid.train INFO: Epoch[89] Iter[80/93] Loss: nan, Acc: 0.818, Base Lr: 6.30e-05
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+ 2026-06-28 15:27:29 transreid.train INFO: Epoch 89 done. Time per epoch: 50.476[s] Speed: 230.8[samples/s]
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+ 2026-06-28 15:27:42 transreid.train INFO: Epoch[90] Iter[20/93] Loss: nan, Acc: 0.693, Base Lr: 5.93e-05
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+ 2026-06-28 15:27:52 transreid.train INFO: Epoch[90] Iter[40/93] Loss: nan, Acc: 0.745, Base Lr: 5.93e-05
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+ 2026-06-28 15:28:03 transreid.train INFO: Epoch[90] Iter[60/93] Loss: nan, Acc: 0.786, Base Lr: 5.93e-05
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+ 2026-06-28 15:28:14 transreid.train INFO: Epoch[90] Iter[80/93] Loss: nan, Acc: 0.824, Base Lr: 5.93e-05
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+ 2026-06-28 15:28:19 transreid.train INFO: Epoch 90 done. Time per epoch: 50.325[s] Speed: 228.9[samples/s]
621
+ 2026-06-28 15:28:32 transreid.train INFO: Epoch[91] Iter[20/93] Loss: nan, Acc: 0.680, Base Lr: 5.56e-05
622
+ 2026-06-28 15:28:43 transreid.train INFO: Epoch[91] Iter[40/93] Loss: nan, Acc: 0.736, Base Lr: 5.56e-05
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+ 2026-06-28 15:28:53 transreid.train INFO: Epoch[91] Iter[60/93] Loss: nan, Acc: 0.780, Base Lr: 5.56e-05
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+ 2026-06-28 15:29:04 transreid.train INFO: Epoch[91] Iter[80/93] Loss: nan, Acc: 0.823, Base Lr: 5.56e-05
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+ 2026-06-28 15:29:10 transreid.train INFO: Epoch 91 done. Time per epoch: 50.231[s] Speed: 229.3[samples/s]
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+ 2026-06-28 15:29:22 transreid.train INFO: Epoch[92] Iter[20/93] Loss: nan, Acc: 0.693, Base Lr: 5.21e-05
627
+ 2026-06-28 15:29:33 transreid.train INFO: Epoch[92] Iter[40/93] Loss: nan, Acc: 0.746, Base Lr: 5.21e-05
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+ 2026-06-28 15:29:44 transreid.train INFO: Epoch[92] Iter[60/93] Loss: nan, Acc: 0.792, Base Lr: 5.21e-05
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+ 2026-06-28 15:29:54 transreid.train INFO: Epoch[92] Iter[80/93] Loss: nan, Acc: 0.828, Base Lr: 5.21e-05
630
+ 2026-06-28 15:30:00 transreid.train INFO: Epoch 92 done. Time per epoch: 50.750[s] Speed: 229.5[samples/s]
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+ 2026-06-28 15:30:13 transreid.train INFO: Epoch[93] Iter[20/93] Loss: nan, Acc: 0.697, Base Lr: 4.86e-05
632
+ 2026-06-28 15:30:24 transreid.train INFO: Epoch[93] Iter[40/93] Loss: nan, Acc: 0.730, Base Lr: 4.86e-05
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+ 2026-06-28 15:30:35 transreid.train INFO: Epoch[93] Iter[60/93] Loss: nan, Acc: 0.777, Base Lr: 4.86e-05
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+ 2026-06-28 15:30:45 transreid.train INFO: Epoch[93] Iter[80/93] Loss: nan, Acc: 0.823, Base Lr: 4.86e-05
635
+ 2026-06-28 15:30:52 transreid.train INFO: Epoch 93 done. Time per epoch: 51.366[s] Speed: 226.8[samples/s]
636
+ 2026-06-28 15:31:04 transreid.train INFO: Epoch[94] Iter[20/93] Loss: nan, Acc: 0.699, Base Lr: 4.53e-05
637
+ 2026-06-28 15:31:15 transreid.train INFO: Epoch[94] Iter[40/93] Loss: nan, Acc: 0.735, Base Lr: 4.53e-05
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+ 2026-06-28 15:31:26 transreid.train INFO: Epoch[94] Iter[60/93] Loss: nan, Acc: 0.781, Base Lr: 4.53e-05
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+ 2026-06-28 15:31:36 transreid.train INFO: Epoch[94] Iter[80/93] Loss: nan, Acc: 0.824, Base Lr: 4.53e-05
640
+ 2026-06-28 15:31:42 transreid.train INFO: Epoch 94 done. Time per epoch: 49.931[s] Speed: 230.7[samples/s]
641
+ 2026-06-28 15:31:54 transreid.train INFO: Epoch[95] Iter[20/93] Loss: nan, Acc: 0.675, Base Lr: 4.20e-05
642
+ 2026-06-28 15:32:05 transreid.train INFO: Epoch[95] Iter[40/93] Loss: nan, Acc: 0.736, Base Lr: 4.20e-05
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+ 2026-06-28 15:32:15 transreid.train INFO: Epoch[95] Iter[60/93] Loss: nan, Acc: 0.785, Base Lr: 4.20e-05
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+ 2026-06-28 15:32:26 transreid.train INFO: Epoch[95] Iter[80/93] Loss: nan, Acc: 0.825, Base Lr: 4.20e-05
645
+ 2026-06-28 15:32:31 transreid.train INFO: Epoch 95 done. Time per epoch: 49.777[s] Speed: 231.4[samples/s]
646
+ 2026-06-28 15:32:44 transreid.train INFO: Epoch[96] Iter[20/93] Loss: nan, Acc: 0.700, Base Lr: 3.89e-05
647
+ 2026-06-28 15:32:55 transreid.train INFO: Epoch[96] Iter[40/93] Loss: nan, Acc: 0.743, Base Lr: 3.89e-05
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+ 2026-06-28 15:33:05 transreid.train INFO: Epoch[96] Iter[60/93] Loss: nan, Acc: 0.790, Base Lr: 3.89e-05
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+ 2026-06-28 15:33:16 transreid.train INFO: Epoch[96] Iter[80/93] Loss: nan, Acc: 0.828, Base Lr: 3.89e-05
650
+ 2026-06-28 15:33:22 transreid.train INFO: Epoch 96 done. Time per epoch: 50.446[s] Speed: 230.9[samples/s]
651
+ 2026-06-28 15:33:34 transreid.train INFO: Epoch[97] Iter[20/93] Loss: nan, Acc: 0.670, Base Lr: 3.59e-05
652
+ 2026-06-28 15:33:45 transreid.train INFO: Epoch[97] Iter[40/93] Loss: nan, Acc: 0.730, Base Lr: 3.59e-05
653
+ 2026-06-28 15:33:56 transreid.train INFO: Epoch[97] Iter[60/93] Loss: nan, Acc: 0.785, Base Lr: 3.59e-05
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+ 2026-06-28 15:34:07 transreid.train INFO: Epoch[97] Iter[80/93] Loss: nan, Acc: 0.827, Base Lr: 3.59e-05
655
+ 2026-06-28 15:34:12 transreid.train INFO: Epoch 97 done. Time per epoch: 50.081[s] Speed: 230.0[samples/s]
656
+ 2026-06-28 15:34:24 transreid.train INFO: Epoch[98] Iter[20/93] Loss: nan, Acc: 0.699, Base Lr: 3.30e-05
657
+ 2026-06-28 15:34:35 transreid.train INFO: Epoch[98] Iter[40/93] Loss: nan, Acc: 0.737, Base Lr: 3.30e-05
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+ 2026-06-28 15:34:46 transreid.train INFO: Epoch[98] Iter[60/93] Loss: nan, Acc: 0.786, Base Lr: 3.30e-05
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+ 2026-06-28 15:34:57 transreid.train INFO: Epoch[98] Iter[80/93] Loss: nan, Acc: 0.826, Base Lr: 3.30e-05
660
+ 2026-06-28 15:35:02 transreid.train INFO: Epoch 98 done. Time per epoch: 50.135[s] Speed: 229.8[samples/s]
661
+ 2026-06-28 15:35:14 transreid.train INFO: Epoch[99] Iter[20/93] Loss: nan, Acc: 0.702, Base Lr: 3.02e-05
662
+ 2026-06-28 15:35:25 transreid.train INFO: Epoch[99] Iter[40/93] Loss: nan, Acc: 0.745, Base Lr: 3.02e-05
663
+ 2026-06-28 15:35:36 transreid.train INFO: Epoch[99] Iter[60/93] Loss: nan, Acc: 0.787, Base Lr: 3.02e-05
664
+ 2026-06-28 15:35:47 transreid.train INFO: Epoch[99] Iter[80/93] Loss: nan, Acc: 0.829, Base Lr: 3.02e-05
665
+ 2026-06-28 15:35:52 transreid.train INFO: Epoch 99 done. Time per epoch: 50.069[s] Speed: 230.1[samples/s]
666
+ 2026-06-28 15:36:05 transreid.train INFO: Epoch[100] Iter[20/93] Loss: nan, Acc: 0.675, Base Lr: 2.75e-05
667
+ 2026-06-28 15:36:15 transreid.train INFO: Epoch[100] Iter[40/93] Loss: nan, Acc: 0.745, Base Lr: 2.75e-05
668
+ 2026-06-28 15:36:26 transreid.train INFO: Epoch[100] Iter[60/93] Loss: nan, Acc: 0.789, Base Lr: 2.75e-05
669
+ 2026-06-28 15:36:37 transreid.train INFO: Epoch[100] Iter[80/93] Loss: nan, Acc: 0.829, Base Lr: 2.75e-05
670
+ 2026-06-28 15:36:42 transreid.train INFO: Epoch 100 done. Time per epoch: 50.136[s] Speed: 229.8[samples/s]
671
+ 2026-06-28 15:37:19 transreid.train INFO: Validation Results - Epoch: 100
672
+ 2026-06-28 15:37:19 transreid.train INFO: mAP: 94.2%
673
+ 2026-06-28 15:37:19 transreid.train INFO: CMC curve, Rank-1 :97.3%
674
+ 2026-06-28 15:37:19 transreid.train INFO: CMC curve, Rank-5 :99.2%
675
+ 2026-06-28 15:37:19 transreid.train INFO: CMC curve, Rank-10 :99.5%
676
+ 2026-06-28 15:37:32 transreid.train INFO: Epoch[101] Iter[20/93] Loss: nan, Acc: 0.676, Base Lr: 2.50e-05
677
+ 2026-06-28 15:37:42 transreid.train INFO: Epoch[101] Iter[40/93] Loss: nan, Acc: 0.743, Base Lr: 2.50e-05
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+ 2026-06-28 15:37:53 transreid.train INFO: Epoch[101] Iter[60/93] Loss: nan, Acc: 0.790, Base Lr: 2.50e-05
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+ 2026-06-28 15:38:04 transreid.train INFO: Epoch[101] Iter[80/93] Loss: nan, Acc: 0.831, Base Lr: 2.50e-05
680
+ 2026-06-28 15:38:09 transreid.train INFO: Epoch 101 done. Time per epoch: 50.348[s] Speed: 228.8[samples/s]
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+ 2026-06-28 15:38:22 transreid.train INFO: Epoch[102] Iter[20/93] Loss: nan, Acc: 0.680, Base Lr: 2.26e-05
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+ 2026-06-28 15:38:33 transreid.train INFO: Epoch[102] Iter[40/93] Loss: nan, Acc: 0.737, Base Lr: 2.26e-05
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+ 2026-06-28 15:38:44 transreid.train INFO: Epoch[102] Iter[60/93] Loss: nan, Acc: 0.789, Base Lr: 2.26e-05
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+ 2026-06-28 15:38:54 transreid.train INFO: Epoch[102] Iter[80/93] Loss: nan, Acc: 0.829, Base Lr: 2.26e-05
685
+ 2026-06-28 15:39:00 transreid.train INFO: Epoch 102 done. Time per epoch: 50.247[s] Speed: 229.3[samples/s]
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+ 2026-06-28 15:39:12 transreid.train INFO: Epoch[103] Iter[20/93] Loss: nan, Acc: 0.691, Base Lr: 2.02e-05
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+ 2026-06-28 15:39:23 transreid.train INFO: Epoch[103] Iter[40/93] Loss: nan, Acc: 0.750, Base Lr: 2.02e-05
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+ 2026-06-28 15:39:34 transreid.train INFO: Epoch[103] Iter[60/93] Loss: nan, Acc: 0.796, Base Lr: 2.02e-05
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+ 2026-06-28 15:39:44 transreid.train INFO: Epoch[103] Iter[80/93] Loss: nan, Acc: 0.830, Base Lr: 2.02e-05
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+ 2026-06-28 15:39:50 transreid.train INFO: Epoch 103 done. Time per epoch: 50.100[s] Speed: 229.9[samples/s]
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+ 2026-06-28 15:40:02 transreid.train INFO: Epoch[104] Iter[20/93] Loss: nan, Acc: 0.653, Base Lr: 1.81e-05
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+ 2026-06-28 15:40:13 transreid.train INFO: Epoch[104] Iter[40/93] Loss: nan, Acc: 0.727, Base Lr: 1.81e-05
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+ 2026-06-28 15:40:24 transreid.train INFO: Epoch[104] Iter[60/93] Loss: nan, Acc: 0.788, Base Lr: 1.81e-05
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+ 2026-06-28 15:40:35 transreid.train INFO: Epoch[104] Iter[80/93] Loss: nan, Acc: 0.831, Base Lr: 1.81e-05
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+ 2026-06-28 15:40:40 transreid.train INFO: Epoch 104 done. Time per epoch: 50.047[s] Speed: 230.2[samples/s]
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+ 2026-06-28 15:40:52 transreid.train INFO: Epoch[105] Iter[20/93] Loss: nan, Acc: 0.679, Base Lr: 1.60e-05
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+ 2026-06-28 15:41:03 transreid.train INFO: Epoch[105] Iter[40/93] Loss: nan, Acc: 0.743, Base Lr: 1.60e-05
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+ 2026-06-28 15:41:14 transreid.train INFO: Epoch[105] Iter[60/93] Loss: nan, Acc: 0.791, Base Lr: 1.60e-05
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+ 2026-06-28 15:41:25 transreid.train INFO: Epoch[105] Iter[80/93] Loss: nan, Acc: 0.832, Base Lr: 1.60e-05
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+ 2026-06-28 15:41:30 transreid.train INFO: Epoch 105 done. Time per epoch: 49.986[s] Speed: 230.5[samples/s]
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+ 2026-06-28 15:41:42 transreid.train INFO: Epoch[106] Iter[20/93] Loss: nan, Acc: 0.704, Base Lr: 1.41e-05
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+ 2026-06-28 15:41:53 transreid.train INFO: Epoch[106] Iter[40/93] Loss: nan, Acc: 0.740, Base Lr: 1.41e-05
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+ 2026-06-28 15:42:04 transreid.train INFO: Epoch[106] Iter[60/93] Loss: nan, Acc: 0.785, Base Lr: 1.41e-05
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+ 2026-06-28 15:42:15 transreid.train INFO: Epoch[106] Iter[80/93] Loss: nan, Acc: 0.829, Base Lr: 1.41e-05
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+ 2026-06-28 15:42:20 transreid.train INFO: Epoch 106 done. Time per epoch: 50.008[s] Speed: 230.4[samples/s]
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+ 2026-06-28 15:42:32 transreid.train INFO: Epoch[107] Iter[20/93] Loss: nan, Acc: 0.691, Base Lr: 1.22e-05
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+ 2026-06-28 15:42:43 transreid.train INFO: Epoch[107] Iter[40/93] Loss: nan, Acc: 0.745, Base Lr: 1.22e-05
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+ 2026-06-28 15:42:54 transreid.train INFO: Epoch[107] Iter[60/93] Loss: nan, Acc: 0.794, Base Lr: 1.22e-05
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+ 2026-06-28 15:43:04 transreid.train INFO: Epoch[107] Iter[80/93] Loss: nan, Acc: 0.832, Base Lr: 1.22e-05
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+ 2026-06-28 15:43:10 transreid.train INFO: Epoch 107 done. Time per epoch: 49.774[s] Speed: 231.4[samples/s]
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+ 2026-06-28 15:43:22 transreid.train INFO: Epoch[108] Iter[20/93] Loss: nan, Acc: 0.700, Base Lr: 1.06e-05
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+ 2026-06-28 15:43:33 transreid.train INFO: Epoch[108] Iter[40/93] Loss: nan, Acc: 0.747, Base Lr: 1.06e-05
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+ 2026-06-28 15:43:44 transreid.train INFO: Epoch[108] Iter[60/93] Loss: nan, Acc: 0.787, Base Lr: 1.06e-05
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+ 2026-06-28 15:43:54 transreid.train INFO: Epoch[108] Iter[80/93] Loss: nan, Acc: 0.829, Base Lr: 1.06e-05
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+ 2026-06-28 15:44:00 transreid.train INFO: Epoch 108 done. Time per epoch: 50.465[s] Speed: 230.8[samples/s]
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+ 2026-06-28 15:44:13 transreid.train INFO: Epoch[109] Iter[20/93] Loss: nan, Acc: 0.704, Base Lr: 9.02e-06
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+ 2026-06-28 15:44:23 transreid.train INFO: Epoch[109] Iter[40/93] Loss: nan, Acc: 0.752, Base Lr: 9.02e-06
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+ 2026-06-28 15:44:34 transreid.train INFO: Epoch[109] Iter[60/93] Loss: nan, Acc: 0.793, Base Lr: 9.02e-06
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+ 2026-06-28 15:44:45 transreid.train INFO: Epoch[109] Iter[80/93] Loss: nan, Acc: 0.832, Base Lr: 9.02e-06
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+ 2026-06-28 15:44:50 transreid.train INFO: Epoch 109 done. Time per epoch: 50.135[s] Speed: 229.8[samples/s]
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+ 2026-06-28 15:45:03 transreid.train INFO: Epoch[110] Iter[20/93] Loss: nan, Acc: 0.685, Base Lr: 7.60e-06
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+ 2026-06-28 15:45:14 transreid.train INFO: Epoch[110] Iter[40/93] Loss: nan, Acc: 0.742, Base Lr: 7.60e-06
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+ 2026-06-28 15:45:24 transreid.train INFO: Epoch[110] Iter[60/93] Loss: nan, Acc: 0.789, Base Lr: 7.60e-06
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+ 2026-06-28 15:45:35 transreid.train INFO: Epoch[110] Iter[80/93] Loss: nan, Acc: 0.830, Base Lr: 7.60e-06
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+ 2026-06-28 15:45:41 transreid.train INFO: Epoch 110 done. Time per epoch: 50.618[s] Speed: 230.1[samples/s]
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+ 2026-06-28 15:45:54 transreid.train INFO: Epoch[111] Iter[20/93] Loss: nan, Acc: 0.704, Base Lr: 6.31e-06
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+ 2026-06-28 15:46:04 transreid.train INFO: Epoch[111] Iter[40/93] Loss: nan, Acc: 0.753, Base Lr: 6.31e-06
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+ 2026-06-28 15:46:15 transreid.train INFO: Epoch[111] Iter[60/93] Loss: nan, Acc: 0.791, Base Lr: 6.31e-06
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+ 2026-06-28 15:46:26 transreid.train INFO: Epoch[111] Iter[80/93] Loss: nan, Acc: 0.831, Base Lr: 6.31e-06
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+ 2026-06-28 15:46:31 transreid.train INFO: Epoch 111 done. Time per epoch: 50.342[s] Speed: 228.8[samples/s]
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+ 2026-06-28 15:46:44 transreid.train INFO: Epoch[112] Iter[20/93] Loss: nan, Acc: 0.717, Base Lr: 5.16e-06
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+ 2026-06-28 15:46:55 transreid.train INFO: Epoch[112] Iter[40/93] Loss: nan, Acc: 0.754, Base Lr: 5.16e-06
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+ 2026-06-28 15:47:06 transreid.train INFO: Epoch[112] Iter[60/93] Loss: nan, Acc: 0.795, Base Lr: 5.16e-06
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+ 2026-06-28 15:47:16 transreid.train INFO: Epoch[112] Iter[80/93] Loss: nan, Acc: 0.832, Base Lr: 5.16e-06
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+ 2026-06-28 15:47:22 transreid.train INFO: Epoch 112 done. Time per epoch: 50.302[s] Speed: 229.0[samples/s]
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+ 2026-06-28 15:47:34 transreid.train INFO: Epoch[113] Iter[20/93] Loss: nan, Acc: 0.688, Base Lr: 4.14e-06
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+ 2026-06-28 15:47:45 transreid.train INFO: Epoch[113] Iter[40/93] Loss: nan, Acc: 0.749, Base Lr: 4.14e-06
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+ 2026-06-28 15:47:56 transreid.train INFO: Epoch[113] Iter[60/93] Loss: nan, Acc: 0.794, Base Lr: 4.14e-06
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+ 2026-06-28 15:48:07 transreid.train INFO: Epoch[113] Iter[80/93] Loss: nan, Acc: 0.831, Base Lr: 4.14e-06
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+ 2026-06-28 15:48:13 transreid.train INFO: Epoch 113 done. Time per epoch: 51.318[s] Speed: 227.0[samples/s]
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+ 2026-06-28 15:48:25 transreid.train INFO: Epoch[114] Iter[20/93] Loss: nan, Acc: 0.677, Base Lr: 3.26e-06
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+ 2026-06-28 15:48:36 transreid.train INFO: Epoch[114] Iter[40/93] Loss: nan, Acc: 0.737, Base Lr: 3.26e-06
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+ 2026-06-28 15:48:47 transreid.train INFO: Epoch[114] Iter[60/93] Loss: nan, Acc: 0.791, Base Lr: 3.26e-06
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+ 2026-06-28 15:48:57 transreid.train INFO: Epoch[114] Iter[80/93] Loss: nan, Acc: 0.828, Base Lr: 3.26e-06
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+ 2026-06-28 15:49:03 transreid.train INFO: Epoch 114 done. Time per epoch: 49.792[s] Speed: 231.4[samples/s]
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+ 2026-06-28 15:49:15 transreid.train INFO: Epoch[115] Iter[20/93] Loss: nan, Acc: 0.694, Base Lr: 2.51e-06
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+ 2026-06-28 15:49:26 transreid.train INFO: Epoch[115] Iter[40/93] Loss: nan, Acc: 0.739, Base Lr: 2.51e-06
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+ 2026-06-28 15:49:37 transreid.train INFO: Epoch[115] Iter[60/93] Loss: nan, Acc: 0.792, Base Lr: 2.51e-06
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+ 2026-06-28 15:49:47 transreid.train INFO: Epoch[115] Iter[80/93] Loss: nan, Acc: 0.833, Base Lr: 2.51e-06
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+ 2026-06-28 15:49:53 transreid.train INFO: Epoch 115 done. Time per epoch: 49.945[s] Speed: 230.7[samples/s]
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+ 2026-06-28 15:50:05 transreid.train INFO: Epoch[116] Iter[20/93] Loss: nan, Acc: 0.696, Base Lr: 1.89e-06
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+ 2026-06-28 15:50:16 transreid.train INFO: Epoch[116] Iter[40/93] Loss: nan, Acc: 0.750, Base Lr: 1.89e-06
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+ 2026-06-28 15:50:27 transreid.train INFO: Epoch[116] Iter[60/93] Loss: nan, Acc: 0.793, Base Lr: 1.89e-06
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+ 2026-06-28 15:50:37 transreid.train INFO: Epoch[116] Iter[80/93] Loss: nan, Acc: 0.834, Base Lr: 1.89e-06
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+ 2026-06-28 15:50:43 transreid.train INFO: Epoch 116 done. Time per epoch: 50.434[s] Speed: 231.0[samples/s]
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+ 2026-06-28 15:50:56 transreid.train INFO: Epoch[117] Iter[20/93] Loss: nan, Acc: 0.680, Base Lr: 1.42e-06
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+ 2026-06-28 15:51:06 transreid.train INFO: Epoch[117] Iter[40/93] Loss: nan, Acc: 0.743, Base Lr: 1.42e-06
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+ 2026-06-28 15:51:17 transreid.train INFO: Epoch[117] Iter[60/93] Loss: nan, Acc: 0.792, Base Lr: 1.42e-06
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+ 2026-06-28 15:51:28 transreid.train INFO: Epoch[117] Iter[80/93] Loss: nan, Acc: 0.831, Base Lr: 1.42e-06
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+ 2026-06-28 15:51:33 transreid.train INFO: Epoch 117 done. Time per epoch: 50.170[s] Speed: 229.6[samples/s]
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+ 2026-06-28 15:51:46 transreid.train INFO: Epoch[118] Iter[20/93] Loss: nan, Acc: 0.684, Base Lr: 1.07e-06
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+ 2026-06-28 15:51:56 transreid.train INFO: Epoch[118] Iter[40/93] Loss: nan, Acc: 0.741, Base Lr: 1.07e-06
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+ 2026-06-28 15:52:07 transreid.train INFO: Epoch[118] Iter[60/93] Loss: nan, Acc: 0.787, Base Lr: 1.07e-06
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+ 2026-06-28 15:52:18 transreid.train INFO: Epoch[118] Iter[80/93] Loss: nan, Acc: 0.832, Base Lr: 1.07e-06
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+ 2026-06-28 15:52:23 transreid.train INFO: Epoch 118 done. Time per epoch: 49.820[s] Speed: 231.2[samples/s]
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+ 2026-06-28 15:52:35 transreid.train INFO: Epoch[119] Iter[20/93] Loss: nan, Acc: 0.673, Base Lr: 8.68e-07
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+ 2026-06-28 15:52:46 transreid.train INFO: Epoch[119] Iter[40/93] Loss: nan, Acc: 0.747, Base Lr: 8.68e-07
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+ 2026-06-28 15:52:57 transreid.train INFO: Epoch[119] Iter[60/93] Loss: nan, Acc: 0.791, Base Lr: 8.68e-07
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+ 2026-06-28 15:53:08 transreid.train INFO: Epoch[119] Iter[80/93] Loss: nan, Acc: 0.830, Base Lr: 8.68e-07
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+ 2026-06-28 15:53:13 transreid.train INFO: Epoch 119 done. Time per epoch: 49.822[s] Speed: 231.2[samples/s]
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+ 2026-06-28 15:53:25 transreid.train INFO: Epoch[120] Iter[20/93] Loss: nan, Acc: 0.690, Base Lr: 8.00e-07
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+ 2026-06-28 15:53:36 transreid.train INFO: Epoch[120] Iter[40/93] Loss: nan, Acc: 0.743, Base Lr: 8.00e-07
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+ 2026-06-28 15:53:47 transreid.train INFO: Epoch[120] Iter[60/93] Loss: nan, Acc: 0.792, Base Lr: 8.00e-07
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+ 2026-06-28 15:53:57 transreid.train INFO: Epoch[120] Iter[80/93] Loss: nan, Acc: 0.833, Base Lr: 8.00e-07
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+ 2026-06-28 15:54:03 transreid.train INFO: Epoch 120 done. Time per epoch: 50.284[s] Speed: 231.6[samples/s]
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+ 2026-06-28 15:54:39 transreid.train INFO: Validation Results - Epoch: 120
777
+ 2026-06-28 15:54:39 transreid.train INFO: mAP: 94.2%
778
+ 2026-06-28 15:54:39 transreid.train INFO: CMC curve, Rank-1 :97.4%
779
+ 2026-06-28 15:54:39 transreid.train INFO: CMC curve, Rank-5 :99.1%
780
+ 2026-06-28 15:54:39 transreid.train INFO: CMC curve, Rank-10 :99.6%
781
+
transformer_120.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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