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log_train.txt
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log_train.txt
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2022-10-24 17:02:40,801 - ==> Logging on master GPU: 0
2022-10-24 17:02:40,801 - ==> Running Trainer: CLS
2022-10-24 17:02:40,801 - ==> Using GPU: [0, 1, 2, 3, 4, 5, 6, 7] for Training
2022-10-24 17:02:40,801 - ==> Building model
2022-10-24 17:02:41,763 -
------------------------------------ MetaMobile ------------------------------------
| module | #parameters or shape | #flops |
|:------------------------------|:-----------------------|:-----------|
| model | 6.168M | 0.961G |
| stage0 | 2.76K | 19.269M |
| stage0.0.convs.0 | 0.72K | 8.731M |
| stage0.0.convs.0.0 | 0.672K | 8.129M |
| stage0.0.convs.0.0.weight | (24, 3, 3, 3) | |
| stage0.0.convs.0.0.bias | (24,) | |
| stage0.0.convs.0.1 | 48 | 0.602M |
| stage0.0.convs.0.1.weight | (24,) | |
| stage0.0.convs.0.1.bias | (24,) | |
| stage0.1 | 2.04K | 10.538M |
| stage0.1.conv_local | 0.264K | 3.312M |
| stage0.1.conv_local.conv | 0.216K | 2.71M |
| stage0.1.conv_local.norm | 48 | 0.602M |
| stage0.1.se | 1.2K | 1.152K |
| stage0.1.se.conv_reduce | 0.6K | 0.576K |
| stage0.1.se.conv_expand | 0.6K | 0.576K |
| stage0.1.proj.conv | 0.576K | 7.225M |
| stage0.1.proj.conv.weight | (24, 24, 1, 1) | |
| stage1 | 29.04K | 0.112G |
| stage1.0 | 8.112K | 47.266M |
| stage1.0.norm | 48 | 0.602M |
| stage1.0.norm.weight | (24,) | |
| stage1.0.norm.bias | (24,) | |
| stage1.0.v.conv | 2.4K | 28.901M |
| stage1.0.v.conv.weight | (96, 24, 1, 1) | |
| stage1.0.v.conv.bias | (96,) | |
| stage1.0.conv_local | 1.056K | 3.312M |
| stage1.0.conv_local.conv | 0.864K | 2.71M |
| stage1.0.conv_local.norm | 0.192K | 0.602M |
| stage1.0.proj.conv | 4.608K | 14.451M |
| stage1.0.proj.conv.weight | (48, 96, 1, 1) | |
| stage1.1 | 10.464K | 32.514M |
| stage1.1.norm | 96 | 0.301M |
| stage1.1.norm.weight | (48,) | |
| stage1.1.norm.bias | (48,) | |
| stage1.1.v.conv | 4.704K | 14.451M |
| stage1.1.v.conv.weight | (96, 48, 1, 1) | |
| stage1.1.v.conv.bias | (96,) | |
| stage1.1.conv_local | 1.056K | 3.312M |
| stage1.1.conv_local.conv | 0.864K | 2.71M |
| stage1.1.conv_local.norm | 0.192K | 0.602M |
| stage1.1.proj.conv | 4.608K | 14.451M |
| stage1.1.proj.conv.weight | (48, 96, 1, 1) | |
| stage1.2 | 10.464K | 32.514M |
| stage1.2.norm | 96 | 0.301M |
| stage1.2.norm.weight | (48,) | |
| stage1.2.norm.bias | (48,) | |
| stage1.2.v.conv | 4.704K | 14.451M |
| stage1.2.v.conv.weight | (96, 48, 1, 1) | |
| stage1.2.v.conv.bias | (96,) | |
| stage1.2.conv_local | 1.056K | 3.312M |
| stage1.2.conv_local.conv | 0.864K | 2.71M |
| stage1.2.conv_local.norm | 0.192K | 0.602M |
| stage1.2.proj.conv | 4.608K | 14.451M |
| stage1.2.proj.conv.weight | (48, 96, 1, 1) | |
| stage2 | 0.106M | 0.115G |
| stage2.0 | 38.112K | 62.394M |
| stage2.0.norm | 96 | 0.301M |
| stage2.0.norm.weight | (48,) | |
| stage2.0.norm.bias | (48,) | |
| stage2.0.v.conv | 14.112K | 43.352M |
| stage2.0.v.conv.weight | (288, 48, 1, 1) | |
| stage2.0.v.conv.bias | (288,) | |
| stage2.0.conv_local | 3.168K | 2.484M |
| stage2.0.conv_local.conv | 2.592K | 2.032M |
| stage2.0.conv_local.norm | 0.576K | 0.452M |
| stage2.0.proj.conv | 20.736K | 16.257M |
| stage2.0.proj.conv.weight | (72, 288, 1, 1) | |
| stage2.1 | 33.84K | 26.361M |
| stage2.1.norm | 0.144K | 0.113M |
| stage2.1.norm.weight | (72,) | |
| stage2.1.norm.bias | (72,) | |
| stage2.1.v.conv | 15.768K | 12.193M |
| stage2.1.v.conv.weight | (216, 72, 1, 1) | |
| stage2.1.v.conv.bias | (216,) | |
| stage2.1.conv_local | 2.376K | 1.863M |
| stage2.1.conv_local.conv | 1.944K | 1.524M |
| stage2.1.conv_local.norm | 0.432K | 0.339M |
| stage2.1.proj.conv | 15.552K | 12.193M |
| stage2.1.proj.conv.weight | (72, 216, 1, 1) | |
| stage2.2 | 33.84K | 26.361M |
| stage2.2.norm | 0.144K | 0.113M |
| stage2.2.norm.weight | (72,) | |
| stage2.2.norm.bias | (72,) | |
| stage2.2.v.conv | 15.768K | 12.193M |
| stage2.2.v.conv.weight | (216, 72, 1, 1) | |
| stage2.2.v.conv.bias | (216,) | |
| stage2.2.conv_local | 2.376K | 1.863M |
| stage2.2.conv_local.conv | 1.944K | 1.524M |
| stage2.2.conv_local.norm | 0.432K | 0.339M |
| stage2.2.proj.conv | 15.552K | 12.193M |
| stage2.2.proj.conv.weight | (72, 216, 1, 1) | |
| stage3 | 2.346M | 0.508G |
| stage3.0 | 0.15M | 53.908M |
| stage3.0.norm.norm | 0.144K | 0.282M |
| stage3.0.norm.norm.weight | (72,) | |
| stage3.0.norm.norm.bias | (72,) | |
| stage3.0.v.conv | 42.048K | 32.514M |
| stage3.0.v.conv.weight | (576, 72, 1, 1) | |
| stage3.0.v.conv.bias | (576,) | |
| stage3.0.conv_local | 15.552K | 3.048M |
| stage3.0.conv_local.conv | 14.4K | 2.822M |
| stage3.0.conv_local.norm | 1.152K | 0.226M |
| stage3.0.proj.conv | 92.16K | 18.063M |
| stage3.0.proj.conv.weight | (160, 576, 1, 1) | |
| stage3.1 | 0.275M | 56.793M |
| stage3.1.norm.norm | 0.32K | 0.157M |
| stage3.1.norm.norm.weight | (160,) | |
| stage3.1.norm.norm.bias | (160,) | |
| stage3.1.qk.conv | 51.52K | 10.035M |
| stage3.1.qk.conv.weight | (320, 160, 1, 1) | |
| stage3.1.qk.conv.bias | (320,) | |
| stage3.1.v.conv | 0.103M | 20.07M |
| stage3.1.v.conv.weight | (640, 160, 1, 1) | |
| stage3.1.v.conv.bias | (640,) | |
| stage3.1.conv_local | 17.28K | 3.387M |
| stage3.1.conv_local.conv | 16K | 3.136M |
| stage3.1.conv_local.norm | 1.28K | 0.251M |
| stage3.1.proj.conv | 0.102M | 20.07M |
| stage3.1.proj.conv.weight | (160, 640, 1, 1) | |
| stage3.2 | 0.275M | 56.793M |
| stage3.2.norm.norm | 0.32K | 0.157M |
| stage3.2.norm.norm.weight | (160,) | |
| stage3.2.norm.norm.bias | (160,) | |
| stage3.2.qk.conv | 51.52K | 10.035M |
| stage3.2.qk.conv.weight | (320, 160, 1, 1) | |
| stage3.2.qk.conv.bias | (320,) | |
| stage3.2.v.conv | 0.103M | 20.07M |
| stage3.2.v.conv.weight | (640, 160, 1, 1) | |
| stage3.2.v.conv.bias | (640,) | |
| stage3.2.conv_local | 17.28K | 3.387M |
| stage3.2.conv_local.conv | 16K | 3.136M |
| stage3.2.conv_local.norm | 1.28K | 0.251M |
| stage3.2.proj.conv | 0.102M | 20.07M |
| stage3.2.proj.conv.weight | (160, 640, 1, 1) | |
| stage3.3 | 0.275M | 56.793M |
| stage3.3.norm.norm | 0.32K | 0.157M |
| stage3.3.norm.norm.weight | (160,) | |
| stage3.3.norm.norm.bias | (160,) | |
| stage3.3.qk.conv | 51.52K | 10.035M |
| stage3.3.qk.conv.weight | (320, 160, 1, 1) | |
| stage3.3.qk.conv.bias | (320,) | |
| stage3.3.v.conv | 0.103M | 20.07M |
| stage3.3.v.conv.weight | (640, 160, 1, 1) | |
| stage3.3.v.conv.bias | (640,) | |
| stage3.3.conv_local | 17.28K | 3.387M |
| stage3.3.conv_local.conv | 16K | 3.136M |
| stage3.3.conv_local.norm | 1.28K | 0.251M |
| stage3.3.proj.conv | 0.102M | 20.07M |
| stage3.3.proj.conv.weight | (160, 640, 1, 1) | |
| stage3.4 | 0.275M | 56.793M |
| stage3.4.norm.norm | 0.32K | 0.157M |
| stage3.4.norm.norm.weight | (160,) | |
| stage3.4.norm.norm.bias | (160,) | |
| stage3.4.qk.conv | 51.52K | 10.035M |
| stage3.4.qk.conv.weight | (320, 160, 1, 1) | |
| stage3.4.qk.conv.bias | (320,) | |
| stage3.4.v.conv | 0.103M | 20.07M |
| stage3.4.v.conv.weight | (640, 160, 1, 1) | |
| stage3.4.v.conv.bias | (640,) | |
| stage3.4.conv_local | 17.28K | 3.387M |
| stage3.4.conv_local.conv | 16K | 3.136M |
| stage3.4.conv_local.norm | 1.28K | 0.251M |
| stage3.4.proj.conv | 0.102M | 20.07M |
| stage3.4.proj.conv.weight | (160, 640, 1, 1) | |
| stage3.5 | 0.275M | 56.793M |
| stage3.5.norm.norm | 0.32K | 0.157M |
| stage3.5.norm.norm.weight | (160,) | |
| stage3.5.norm.norm.bias | (160,) | |
| stage3.5.qk.conv | 51.52K | 10.035M |
| stage3.5.qk.conv.weight | (320, 160, 1, 1) | |
| stage3.5.qk.conv.bias | (320,) | |
| stage3.5.v.conv | 0.103M | 20.07M |
| stage3.5.v.conv.weight | (640, 160, 1, 1) | |
| stage3.5.v.conv.bias | (640,) | |
| stage3.5.conv_local | 17.28K | 3.387M |
| stage3.5.conv_local.conv | 16K | 3.136M |
| stage3.5.conv_local.norm | 1.28K | 0.251M |
| stage3.5.proj.conv | 0.102M | 20.07M |
| stage3.5.proj.conv.weight | (160, 640, 1, 1) | |
| stage3.6 | 0.275M | 56.793M |
| stage3.6.norm.norm | 0.32K | 0.157M |
| stage3.6.norm.norm.weight | (160,) | |
| stage3.6.norm.norm.bias | (160,) | |
| stage3.6.qk.conv | 51.52K | 10.035M |
| stage3.6.qk.conv.weight | (320, 160, 1, 1) | |
| stage3.6.qk.conv.bias | (320,) | |
| stage3.6.v.conv | 0.103M | 20.07M |
| stage3.6.v.conv.weight | (640, 160, 1, 1) | |
| stage3.6.v.conv.bias | (640,) | |
| stage3.6.conv_local | 17.28K | 3.387M |
| stage3.6.conv_local.conv | 16K | 3.136M |
| stage3.6.conv_local.norm | 1.28K | 0.251M |
| stage3.6.proj.conv | 0.102M | 20.07M |
| stage3.6.proj.conv.weight | (160, 640, 1, 1) | |
| stage3.7 | 0.275M | 56.793M |
| stage3.7.norm.norm | 0.32K | 0.157M |
| stage3.7.norm.norm.weight | (160,) | |
| stage3.7.norm.norm.bias | (160,) | |
| stage3.7.qk.conv | 51.52K | 10.035M |
| stage3.7.qk.conv.weight | (320, 160, 1, 1) | |
| stage3.7.qk.conv.bias | (320,) | |
| stage3.7.v.conv | 0.103M | 20.07M |
| stage3.7.v.conv.weight | (640, 160, 1, 1) | |
| stage3.7.v.conv.bias | (640,) | |
| stage3.7.conv_local | 17.28K | 3.387M |
| stage3.7.conv_local.conv | 16K | 3.136M |
| stage3.7.conv_local.norm | 1.28K | 0.251M |
| stage3.7.proj.conv | 0.102M | 20.07M |
| stage3.7.proj.conv.weight | (160, 640, 1, 1) | |
| stage3.8 | 0.275M | 56.793M |
| stage3.8.norm.norm | 0.32K | 0.157M |
| stage3.8.norm.norm.weight | (160,) | |
| stage3.8.norm.norm.bias | (160,) | |
| stage3.8.qk.conv | 51.52K | 10.035M |
| stage3.8.qk.conv.weight | (320, 160, 1, 1) | |
| stage3.8.qk.conv.bias | (320,) | |
| stage3.8.v.conv | 0.103M | 20.07M |
| stage3.8.v.conv.weight | (640, 160, 1, 1) | |
| stage3.8.v.conv.bias | (640,) | |
| stage3.8.conv_local | 17.28K | 3.387M |
| stage3.8.conv_local.conv | 16K | 3.136M |
| stage3.8.conv_local.norm | 1.28K | 0.251M |
| stage3.8.proj.conv | 0.102M | 20.07M |
| stage3.8.proj.conv.weight | (160, 640, 1, 1) | |
| stage4 | 3.363M | 0.205G |
| stage4.0 | 0.813M | 77.538M |
| stage4.0.norm.norm | 0.32K | 0.157M |
| stage4.0.norm.norm.weight | (160,) | |
| stage4.0.norm.norm.bias | (160,) | |
| stage4.0.v.conv | 0.258M | 50.176M |
| stage4.0.v.conv.weight | (1600, 160, 1, 1) | |
| stage4.0.v.conv.bias | (1600,) | |
| stage4.0.conv_local | 43.2K | 2.117M |
| stage4.0.conv_local.conv | 40K | 1.96M |
| stage4.0.conv_local.norm | 3.2K | 0.157M |
| stage4.0.proj.conv | 0.512M | 25.088M |
| stage4.0.proj.conv.weight | (320, 1600, 1, 1) | |
| stage4.1 | 1.275M | 63.943M |
| stage4.1.norm.norm | 0.64K | 78.4K |
| stage4.1.norm.norm.weight | (320,) | |
| stage4.1.norm.norm.bias | (320,) | |
| stage4.1.qk.conv | 0.205M | 10.035M |
| stage4.1.qk.conv.weight | (640, 320, 1, 1) | |
| stage4.1.qk.conv.bias | (640,) | |
| stage4.1.v.conv | 0.514M | 25.088M |
| stage4.1.v.conv.weight | (1600, 320, 1, 1) | |
| stage4.1.v.conv.bias | (1600,) | |
| stage4.1.conv_local | 43.2K | 2.117M |
| stage4.1.conv_local.conv | 40K | 1.96M |
| stage4.1.conv_local.norm | 3.2K | 0.157M |
| stage4.1.proj.conv | 0.512M | 25.088M |
| stage4.1.proj.conv.weight | (320, 1600, 1, 1) | |
| stage4.2 | 1.275M | 63.943M |
| stage4.2.norm.norm | 0.64K | 78.4K |
| stage4.2.norm.norm.weight | (320,) | |
| stage4.2.norm.norm.bias | (320,) | |
| stage4.2.qk.conv | 0.205M | 10.035M |
| stage4.2.qk.conv.weight | (640, 320, 1, 1) | |
| stage4.2.qk.conv.bias | (640,) | |
| stage4.2.v.conv | 0.514M | 25.088M |
| stage4.2.v.conv.weight | (1600, 320, 1, 1) | |
| stage4.2.v.conv.bias | (1600,) | |
| stage4.2.conv_local | 43.2K | 2.117M |
| stage4.2.conv_local.conv | 40K | 1.96M |
| stage4.2.conv_local.norm | 3.2K | 0.157M |
| stage4.2.proj.conv | 0.512M | 25.088M |
| stage4.2.proj.conv.weight | (320, 1600, 1, 1) | |
| norm.norm | 0.64K | 78.4K |
| norm.norm.weight | (320,) | |
| norm.norm.bias | (320,) | |
| head | 0.321M | 0.32M |
| head.weight | (1000, 320) | |
| head.bias | (1000,) | |
------------------------------------------------------------------------------------
2022-10-24 17:02:41,764 - ==> Creating optimizer
2022-10-24 17:02:41,766 - ==> Native DDP
2022-10-24 17:02:41,780 - ==> Loading dataset: ImageFolderLMDB
2022-10-24 17:02:41,850 - ==> ********** cfg **********
seed : 42
size : 224
type : CLS
data.name : ImageFolderLMDB
data.root : /dev/shm/tmp/imagenet
data.loader_type : pil
data.sampler : naive
data.nb_classes : 1000
data.train_transforms : [{'type': 'timm_create_transform', 'input_size': 224, 'is_training': True, 'color_jitter': 0.4, 'auto_augment': 'rand-m9-mstd0.5-inc1', 'interpolation': 'random', 'mean': (0.485, 0.456, 0.406), 'std': (0.229, 0.224, 0.225), 're_prob': 0.0, 're_mode': 'pixel', 're_count': 1}]
data.test_transforms : [{'type': 'Resize', 'size': 256, 'interpolation': <InterpolationMode.BICUBIC: 'bicubic'>}, {'type': 'CenterCrop', 'size': 224}, {'type': 'ToTensor'}, {'type': 'Normalize', 'mean': (0.485, 0.456, 0.406), 'std': (0.229, 0.224, 0.225), 'inplace': True}]
data.train_size : 625
data.test_size : 50
data.train_length : 1281167
data.test_length : 50000
model.name : MetaMobile_0925_3_3
model.model_kwargs : {'pretrained': False, 'checkpoint_path': '', 'ema': False, 'strict': True, 'num_classes': 1000}
optim.lr : 0.006
optim.optim_kwargs : {'name': 'adamw', 'betas': (0.9, 0.999), 'eps': 1e-08, 'weight_decay': 0.05, 'amsgrad': False}
trainer.name : CLS
trainer.checkpoint : runs_mobile
trainer.resume_dir :
trainer.cuda_deterministic : False
trainer.epoch_full : 300
trainer.scheduler_kwargs : {'name': 'cosine', 'lr_noise': None, 'noise_pct': 0.67, 'noise_std': 1.0, 'noise_seed': 42, 'lr_min': 1e-06, 'warmup_lr': 1e-06, 'warmup_iters': -1, 'cooldown_iters': 0, 'warmup_epochs': 20, 'cooldown_epochs': 0, 'use_iters': True, 'patience_iters': 0, 'patience_epochs': 0, 'decay_iters': 0, 'decay_epochs': 0, 'cycle_decay': 0.1}
trainer.data.batch_size : 2048
trainer.data.batch_size_per_gpu : 256
trainer.data.batch_size_test : 1000
trainer.data.batch_size_per_gpu_test : 125
trainer.data.num_workers_per_gpu : 8
trainer.data.drop_last : True
trainer.data.pin_memory : True
trainer.data.persistent_workers : False
trainer.data.num_workers : 64
trainer.mixup_kwargs : {'mixup_alpha': 0.8, 'cutmix_alpha': 1.0, 'cutmix_minmax': None, 'prob': 0.0, 'switch_prob': 0.5, 'mode': 'batch', 'correct_lam': True, 'label_smoothing': 0.1, 'num_classes': 1000}
trainer.scale_kwargs : {'n_scale': 0, 'base_h': 224, 'base_w': 224, 'min_h': 160, 'max_h': 320, 'min_w': 160, 'max_w': 320, 'check_scale_div_factor': 32}
trainer.start_test_epoch : 200
trainer.every_test_epoch : 5
trainer.find_unused_parameters : False
trainer.sync_BN : none
trainer.dist_BN :
trainer.scaler : native
trainer.ema : 0.9998
trainer.iter : 0
trainer.epoch : 0
trainer.topk_recorder : {'net_top1': [], 'net_top5': [], 'net_E_top1': [], 'net_E_top5': []}
trainer.iter_full : 187500
tea_model.name : tresnet_l_v2
tea_model.model_kwargs : {'pretrained': False, 'checkpoint_path': 'pretrained/tresnet_l_v2_83_9.pth', 'ema': False, 'strict': True, 'num_classes': 1000}
loss.loss_terms : [{'type': 'LabelSmoothingCE', 'name': 'CE', 'lam': 1.0, 'smoothing': 0.1}]
loss.clip_grad : 5.0
loss.create_graph : False
loss.retain_graph : False
logging.log_terms_train : [{'name': 'batch_t', 'fmt': ':>5.3f', 'add_name': 'avg'}, {'name': 'data_t', 'fmt': ':>5.3f'}, {'name': 'optim_t', 'fmt': ':>5.3f'}, {'name': 'lr', 'fmt': ':>7.6f'}, {'name': 'CE', 'fmt': ':>5.3f', 'add_name': 'avg'}, {'name': 'KD', 'fmt': ':>5.3f', 'add_name': 'avg'}]
logging.log_terms_test : [{'name': 'batch_t', 'fmt': ':>5.3f', 'add_name': 'avg'}, {'name': 'top1_cnt', 'fmt': ':>6.0f', 'show_name': 'sum'}, {'name': 'top5_cnt', 'fmt': ':>6.0f', 'show_name': 'sum'}, {'name': 'top_all', 'fmt': ':>6.0f', 'show_name': 'sum'}]
logging.train_reset_log_per : 50
logging.train_log_per : 50
logging.train_save_model_epoch : 1
logging.test_log_per : 50
cfg_path : configs.mobile.cls_metamobile
mode : train
sleep : -1
memory : -1
dist_url : env://
logger_rank : 0
opts : ['model.name=MetaMobile_0925_3_3']
command : python3 -m torch.distributed.launch --nproc_per_node=$nproc_per_node --nnodes=$nnodes --node_rank=$node_rank --master_addr=$master_addr --master_port=$master_port --use_env run.py -c configs.mobile.cls_metamobile -m train --sleep -1 --memory -1 --dist_url env:// --logger_rank 0 model.name=MetaMobile_0925_3_3
task_start_time : 509716.771854272
dist : True
world_size : 8
rank : 0
local_rank : 0
ngpus_per_node : 8
nnodes : 1
master : True
dist_backend : nccl
logdir : runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240
logger.filters : []
logger.name : root
logger.level : 20
logger.parent : None
logger.propagate : True
logger.disabled : False
logdir_train : runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240/show_train
logdir_test : runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240/show_test
2022-10-24 17:02:41,851 - ==> Starting training with 1 nodes x 8 GPUs
2022-10-24 17:02:55,435 - Reducer buckets have been rebuilt in this iteration.
2022-10-24 17:03:15,430 - Train: 0.03% [50/187500] [0.1/300.0] [batch_t 0.403 (0.641)] [data_t 0.017] [optim_t 0.386] [lr 0.000025] [CE 6.938 (6.946)] [KD 0.000 (0.000)]
2022-10-24 17:03:35,389 - Train: 0.05% [100/187500] [0.2/300.0] [batch_t 0.399 (0.399)] [data_t 0.011] [optim_t 0.389] [lr 0.000049] [CE 6.911 (6.925)] [KD 0.000 (0.000)]
2022-10-24 17:03:55,418 - Train: 0.08% [150/187500] [0.2/300.0] [batch_t 0.381 (0.400)] [data_t 0.018] [optim_t 0.363] [lr 0.000073] [CE 6.850 (6.879)] [KD 0.000 (0.000)]
2022-10-24 17:04:15,501 - Train: 0.11% [200/187500] [0.3/300.0] [batch_t 0.406 (0.402)] [data_t 0.014] [optim_t 0.392] [lr 0.000097] [CE 6.763 (6.801)] [KD 0.000 (0.000)]
2022-10-24 17:04:35,549 - Train: 0.13% [250/187500] [0.4/300.0] [batch_t 0.393 (0.401)] [data_t 0.020] [optim_t 0.373] [lr 0.000121] [CE 6.653 (6.702)] [KD 0.000 (0.000)]
2022-10-24 17:04:55,697 - Train: 0.16% [300/187500] [0.5/300.0] [batch_t 0.395 (0.403)] [data_t 0.019] [optim_t 0.376] [lr 0.000144] [CE 6.537 (6.605)] [KD 0.000 (0.000)]
2022-10-24 17:05:15,633 - Train: 0.19% [350/187500] [0.6/300.0] [batch_t 0.372 (0.399)] [data_t 0.023] [optim_t 0.349] [lr 0.000168] [CE 6.489 (6.516)] [KD 0.000 (0.000)]
2022-10-24 17:05:35,693 - Train: 0.21% [400/187500] [0.6/300.0] [batch_t 0.369 (0.401)] [data_t 0.018] [optim_t 0.351] [lr 0.000192] [CE 6.431 (6.440)] [KD 0.000 (0.000)]
2022-10-24 17:05:55,522 - Train: 0.24% [450/187500] [0.7/300.0] [batch_t 0.406 (0.396)] [data_t 0.016] [optim_t 0.390] [lr 0.000216] [CE 6.336 (6.364)] [KD 0.000 (0.000)]
2022-10-24 17:06:16,034 - Train: 0.27% [500/187500] [0.8/300.0] [batch_t 0.478 (0.410)] [data_t 0.015] [optim_t 0.463] [lr 0.000240] [CE 6.235 (6.290)] [KD 0.000 (0.000)]
2022-10-24 17:06:36,177 - Train: 0.29% [550/187500] [0.9/300.0] [batch_t 0.360 (0.403)] [data_t 0.010] [optim_t 0.350] [lr 0.000264] [CE 6.190 (6.214)] [KD 0.000 (0.000)]
2022-10-24 17:06:56,154 - Train: 0.32% [600/187500] [1.0/300.0] [batch_t 0.370 (0.399)] [data_t 0.019] [optim_t 0.351] [lr 0.000288] [CE 6.127 (6.143)] [KD 0.000 (0.000)]
2022-10-24 17:07:05,732 - ==> Total time: 0:04:43 Eta: 23:33:41 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 17:07:22,556 - Train: 0.35% [650/187500] [1.0/300.0] [batch_t 0.406 (0.415)] [data_t 0.018] [optim_t 0.388] [lr 0.000312] [CE 6.034 (6.051)] [KD 0.000 (0.000)]
2022-10-24 17:07:42,180 - Train: 0.37% [700/187500] [1.1/300.0] [batch_t 0.388 (0.392)] [data_t 0.020] [optim_t 0.368] [lr 0.000336] [CE 5.922 (6.006)] [KD 0.000 (0.000)]
2022-10-24 17:08:02,065 - Train: 0.40% [750/187500] [1.2/300.0] [batch_t 0.431 (0.398)] [data_t 0.018] [optim_t 0.413] [lr 0.000360] [CE 5.918 (5.956)] [KD 0.000 (0.000)]
2022-10-24 17:08:21,782 - Train: 0.43% [800/187500] [1.3/300.0] [batch_t 0.404 (0.394)] [data_t 0.017] [optim_t 0.387] [lr 0.000384] [CE 5.836 (5.881)] [KD 0.000 (0.000)]
2022-10-24 17:08:41,411 - Train: 0.45% [850/187500] [1.4/300.0] [batch_t 0.430 (0.392)] [data_t 0.018] [optim_t 0.413] [lr 0.000408] [CE 5.777 (5.830)] [KD 0.000 (0.000)]
2022-10-24 17:09:01,036 - Train: 0.48% [900/187500] [1.4/300.0] [batch_t 0.465 (0.392)] [data_t 0.038] [optim_t 0.427] [lr 0.000432] [CE 5.766 (5.773)] [KD 0.000 (0.000)]
2022-10-24 17:09:20,821 - Train: 0.51% [950/187500] [1.5/300.0] [batch_t 0.386 (0.396)] [data_t 0.018] [optim_t 0.367] [lr 0.000456] [CE 5.687 (5.714)] [KD 0.000 (0.000)]
2022-10-24 17:09:40,507 - Train: 0.53% [1000/187500] [1.6/300.0] [batch_t 0.430 (0.394)] [data_t 0.019] [optim_t 0.411] [lr 0.000480] [CE 5.621 (5.662)] [KD 0.000 (0.000)]
2022-10-24 17:10:00,075 - Train: 0.56% [1050/187500] [1.7/300.0] [batch_t 0.377 (0.391)] [data_t 0.021] [optim_t 0.356] [lr 0.000504] [CE 5.567 (5.614)] [KD 0.000 (0.000)]
2022-10-24 17:10:19,684 - Train: 0.59% [1100/187500] [1.8/300.0] [batch_t 0.431 (0.392)] [data_t 0.021] [optim_t 0.410] [lr 0.000528] [CE 5.566 (5.557)] [KD 0.000 (0.000)]
2022-10-24 17:10:39,309 - Train: 0.61% [1150/187500] [1.8/300.0] [batch_t 0.398 (0.392)] [data_t 0.018] [optim_t 0.380] [lr 0.000552] [CE 5.583 (5.501)] [KD 0.000 (0.000)]
2022-10-24 17:10:59,052 - Train: 0.64% [1200/187500] [1.9/300.0] [batch_t 0.404 (0.395)] [data_t 0.017] [optim_t 0.387] [lr 0.000576] [CE 5.455 (5.463)] [KD 0.000 (0.000)]
2022-10-24 17:11:18,337 - Train: 0.67% [1250/187500] [2.0/300.0] [batch_t 0.361 (0.386)] [data_t 0.016] [optim_t 0.346] [lr 0.000600] [CE 5.395 (5.408)] [KD 0.000 (0.000)]
2022-10-24 17:11:18,340 - ==> Total time: 0:08:56 Eta: 22:11:47 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 17:11:41,726 - Train: 0.69% [1300/187500] [2.1/300.0] [batch_t 0.381 (0.437)] [data_t 0.017] [optim_t 0.363] [lr 0.000624] [CE 5.319 (5.357)] [KD 0.000 (0.000)]
2022-10-24 17:12:01,056 - Train: 0.72% [1350/187500] [2.2/300.0] [batch_t 0.387 (0.387)] [data_t 0.017] [optim_t 0.370] [lr 0.000648] [CE 5.323 (5.322)] [KD 0.000 (0.000)]
2022-10-24 17:12:20,427 - Train: 0.75% [1400/187500] [2.2/300.0] [batch_t 0.391 (0.387)] [data_t 0.017] [optim_t 0.374] [lr 0.000672] [CE 5.302 (5.271)] [KD 0.000 (0.000)]
2022-10-24 17:12:39,872 - Train: 0.77% [1450/187500] [2.3/300.0] [batch_t 0.377 (0.389)] [data_t 0.028] [optim_t 0.350] [lr 0.000696] [CE 5.243 (5.230)] [KD 0.000 (0.000)]
2022-10-24 17:12:59,306 - Train: 0.80% [1500/187500] [2.4/300.0] [batch_t 0.367 (0.389)] [data_t 0.018] [optim_t 0.350] [lr 0.000720] [CE 5.206 (5.197)] [KD 0.000 (0.000)]
2022-10-24 17:13:18,764 - Train: 0.83% [1550/187500] [2.5/300.0] [batch_t 0.420 (0.389)] [data_t 0.026] [optim_t 0.395] [lr 0.000744] [CE 5.196 (5.165)] [KD 0.000 (0.000)]
2022-10-24 17:13:38,134 - Train: 0.85% [1600/187500] [2.6/300.0] [batch_t 0.392 (0.387)] [data_t 0.018] [optim_t 0.374] [lr 0.000768] [CE 5.102 (5.105)] [KD 0.000 (0.000)]
2022-10-24 17:13:57,622 - Train: 0.88% [1650/187500] [2.6/300.0] [batch_t 0.373 (0.390)] [data_t 0.017] [optim_t 0.356] [lr 0.000792] [CE 5.059 (5.090)] [KD 0.000 (0.000)]
2022-10-24 17:14:17,156 - Train: 0.91% [1700/187500] [2.7/300.0] [batch_t 0.387 (0.391)] [data_t 0.016] [optim_t 0.371] [lr 0.000816] [CE 5.020 (5.054)] [KD 0.000 (0.000)]
2022-10-24 17:14:36,701 - Train: 0.93% [1750/187500] [2.8/300.0] [batch_t 0.389 (0.391)] [data_t 0.018] [optim_t 0.371] [lr 0.000840] [CE 4.927 (5.013)] [KD 0.000 (0.000)]
2022-10-24 17:14:56,299 - Train: 0.96% [1800/187500] [2.9/300.0] [batch_t 0.368 (0.392)] [data_t 0.009] [optim_t 0.360] [lr 0.000864] [CE 4.985 (4.979)] [KD 0.000 (0.000)]
2022-10-24 17:15:15,948 - Train: 0.99% [1850/187500] [3.0/300.0] [batch_t 0.392 (0.393)] [data_t 0.017] [optim_t 0.375] [lr 0.000888] [CE 4.914 (4.938)] [KD 0.000 (0.000)]
2022-10-24 17:15:25,345 - ==> Total time: 0:13:03 Eta: 21:32:26 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 17:15:38,886 - Train: 1.01% [1900/187500] [3.0/300.0] [batch_t 0.380 (0.484)] [data_t 0.020] [optim_t 0.360] [lr 0.000912] [CE 4.887 (4.889)] [KD 0.000 (0.000)]
2022-10-24 17:15:58,402 - Train: 1.04% [1950/187500] [3.1/300.0] [batch_t 0.388 (0.390)] [data_t 0.018] [optim_t 0.370] [lr 0.000936] [CE 4.866 (4.854)] [KD 0.000 (0.000)]
2022-10-24 17:16:17,903 - Train: 1.07% [2000/187500] [3.2/300.0] [batch_t 0.388 (0.390)] [data_t 0.020] [optim_t 0.368] [lr 0.000960] [CE 4.839 (4.826)] [KD 0.000 (0.000)]
2022-10-24 17:16:37,358 - Train: 1.09% [2050/187500] [3.3/300.0] [batch_t 0.410 (0.389)] [data_t 0.020] [optim_t 0.390] [lr 0.000984] [CE 4.798 (4.796)] [KD 0.000 (0.000)]
2022-10-24 17:16:56,790 - Train: 1.12% [2100/187500] [3.4/300.0] [batch_t 0.370 (0.389)] [data_t 0.022] [optim_t 0.348] [lr 0.001008] [CE 4.721 (4.780)] [KD 0.000 (0.000)]
2022-10-24 17:17:16,492 - Train: 1.15% [2150/187500] [3.4/300.0] [batch_t 0.367 (0.394)] [data_t 0.019] [optim_t 0.348] [lr 0.001032] [CE 4.836 (4.753)] [KD 0.000 (0.000)]
2022-10-24 17:17:36,160 - Train: 1.17% [2200/187500] [3.5/300.0] [batch_t 0.437 (0.393)] [data_t 0.022] [optim_t 0.415] [lr 0.001056] [CE 4.656 (4.715)] [KD 0.000 (0.000)]
2022-10-24 17:17:55,799 - Train: 1.20% [2250/187500] [3.6/300.0] [batch_t 0.366 (0.393)] [data_t 0.018] [optim_t 0.347] [lr 0.001080] [CE 4.691 (4.705)] [KD 0.000 (0.000)]
2022-10-24 17:18:15,366 - Train: 1.23% [2300/187500] [3.7/300.0] [batch_t 0.427 (0.391)] [data_t 0.021] [optim_t 0.406] [lr 0.001104] [CE 4.645 (4.668)] [KD 0.000 (0.000)]
2022-10-24 17:18:34,831 - Train: 1.25% [2350/187500] [3.8/300.0] [batch_t 0.368 (0.389)] [data_t 0.017] [optim_t 0.351] [lr 0.001128] [CE 4.633 (4.643)] [KD 0.000 (0.000)]
2022-10-24 17:18:54,359 - Train: 1.28% [2400/187500] [3.8/300.0] [batch_t 0.410 (0.390)] [data_t 0.022] [optim_t 0.389] [lr 0.001152] [CE 4.586 (4.617)] [KD 0.000 (0.000)]
2022-10-24 17:19:14,135 - Train: 1.31% [2450/187500] [3.9/300.0] [batch_t 0.411 (0.395)] [data_t 0.016] [optim_t 0.394] [lr 0.001176] [CE 4.589 (4.582)] [KD 0.000 (0.000)]
2022-10-24 17:19:33,291 - Train: 1.33% [2500/187500] [4.0/300.0] [batch_t 0.361 (0.383)] [data_t 0.015] [optim_t 0.346] [lr 0.001200] [CE 4.577 (4.557)] [KD 0.000 (0.000)]
2022-10-24 17:19:33,293 - ==> Total time: 0:17:11 Eta: 21:11:52 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 17:19:57,069 - Train: 1.36% [2550/187500] [4.1/300.0] [batch_t 0.399 (0.445)] [data_t 0.019] [optim_t 0.380] [lr 0.001224] [CE 4.381 (4.509)] [KD 0.000 (0.000)]
2022-10-24 17:20:16,595 - Train: 1.39% [2600/187500] [4.2/300.0] [batch_t 0.380 (0.390)] [data_t 0.012] [optim_t 0.368] [lr 0.001248] [CE 4.465 (4.500)] [KD 0.000 (0.000)]
2022-10-24 17:20:36,212 - Train: 1.41% [2650/187500] [4.2/300.0] [batch_t 0.378 (0.392)] [data_t 0.018] [optim_t 0.360] [lr 0.001272] [CE 4.477 (4.484)] [KD 0.000 (0.000)]
2022-10-24 17:20:55,929 - Train: 1.44% [2700/187500] [4.3/300.0] [batch_t 0.386 (0.394)] [data_t 0.020] [optim_t 0.366] [lr 0.001296] [CE 4.455 (4.447)] [KD 0.000 (0.000)]
2022-10-24 17:21:15,446 - Train: 1.47% [2750/187500] [4.4/300.0] [batch_t 0.423 (0.390)] [data_t 0.017] [optim_t 0.406] [lr 0.001320] [CE 4.401 (4.441)] [KD 0.000 (0.000)]
2022-10-24 17:21:35,040 - Train: 1.49% [2800/187500] [4.5/300.0] [batch_t 0.388 (0.392)] [data_t 0.021] [optim_t 0.367] [lr 0.001344] [CE 4.453 (4.413)] [KD 0.000 (0.000)]
2022-10-24 17:21:54,676 - Train: 1.52% [2850/187500] [4.6/300.0] [batch_t 0.420 (0.393)] [data_t 0.022] [optim_t 0.398] [lr 0.001368] [CE 4.415 (4.394)] [KD 0.000 (0.000)]
2022-10-24 17:22:14,280 - Train: 1.55% [2900/187500] [4.6/300.0] [batch_t 0.378 (0.392)] [data_t 0.017] [optim_t 0.361] [lr 0.001392] [CE 4.381 (4.377)] [KD 0.000 (0.000)]
2022-10-24 17:22:33,996 - Train: 1.57% [2950/187500] [4.7/300.0] [batch_t 0.411 (0.394)] [data_t 0.027] [optim_t 0.385] [lr 0.001416] [CE 4.340 (4.356)] [KD 0.000 (0.000)]
2022-10-24 17:22:53,614 - Train: 1.60% [3000/187500] [4.8/300.0] [batch_t 0.387 (0.392)] [data_t 0.019] [optim_t 0.368] [lr 0.001440] [CE 4.338 (4.327)] [KD 0.000 (0.000)]
2022-10-24 17:23:13,214 - Train: 1.63% [3050/187500] [4.9/300.0] [batch_t 0.409 (0.392)] [data_t 0.019] [optim_t 0.390] [lr 0.001464] [CE 4.186 (4.299)] [KD 0.000 (0.000)]
2022-10-24 17:23:32,740 - Train: 1.65% [3100/187500] [5.0/300.0] [batch_t 0.417 (0.390)] [data_t 0.020] [optim_t 0.397] [lr 0.001488] [CE 4.192 (4.286)] [KD 0.000 (0.000)]
2022-10-24 17:23:52,797 - Test (net): 100.00% [50/50] [batch_t 0.061 (0.205)] [top1_cnt 17047] [top5_cnt 30536] [top_all 50000]
2022-10-24 17:23:52,798 - net: 34.094 (61.072)
2022-10-24 17:24:02,131 - Test (net_E): 100.00% [50/50] [batch_t 0.060 (0.168)] [top1_cnt 48] [top5_cnt 248] [top_all 50000]
2022-10-24 17:24:02,131 - net_E: 0.096 (0.496)
2022-10-24 17:24:02,408 - Max [top1: 34.094 (epoch: 5)] [top1-ema: 0.096 (epoch: 5)]
2022-10-24 17:24:02,409 - ==> Total time: 0:21:40 Eta: 21:18:41 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 17:24:19,575 - Train: 1.68% [3150/187500] [5.0/300.0] [batch_t 0.365 (0.479)] [data_t 0.017] [optim_t 0.348] [lr 0.001512] [CE 4.238 (4.215)] [KD 0.000 (0.000)]
2022-10-24 17:24:39,311 - Train: 1.71% [3200/187500] [5.1/300.0] [batch_t 0.384 (0.395)] [data_t 0.018] [optim_t 0.366] [lr 0.001536] [CE 4.215 (4.224)] [KD 0.000 (0.000)]
2022-10-24 17:24:58,864 - Train: 1.73% [3250/187500] [5.2/300.0] [batch_t 0.371 (0.391)] [data_t 0.007] [optim_t 0.364] [lr 0.001560] [CE 4.182 (4.215)] [KD 0.000 (0.000)]
2022-10-24 17:25:18,519 - Train: 1.76% [3300/187500] [5.3/300.0] [batch_t 0.407 (0.393)] [data_t 0.019] [optim_t 0.387] [lr 0.001584] [CE 4.121 (4.195)] [KD 0.000 (0.000)]
2022-10-24 17:25:38,113 - Train: 1.79% [3350/187500] [5.4/300.0] [batch_t 0.395 (0.392)] [data_t 0.019] [optim_t 0.376] [lr 0.001608] [CE 4.191 (4.169)] [KD 0.000 (0.000)]
2022-10-24 17:25:57,795 - Train: 1.81% [3400/187500] [5.4/300.0] [batch_t 0.380 (0.394)] [data_t 0.020] [optim_t 0.361] [lr 0.001632] [CE 4.180 (4.171)] [KD 0.000 (0.000)]
2022-10-24 17:26:17,333 - Train: 1.84% [3450/187500] [5.5/300.0] [batch_t 0.376 (0.391)] [data_t 0.019] [optim_t 0.357] [lr 0.001656] [CE 4.161 (4.137)] [KD 0.000 (0.000)]
2022-10-24 17:26:37,027 - Train: 1.87% [3500/187500] [5.6/300.0] [batch_t 0.394 (0.394)] [data_t 0.021] [optim_t 0.374] [lr 0.001680] [CE 4.080 (4.130)] [KD 0.000 (0.000)]
2022-10-24 17:26:56,643 - Train: 1.89% [3550/187500] [5.7/300.0] [batch_t 0.394 (0.392)] [data_t 0.016] [optim_t 0.377] [lr 0.001704] [CE 4.069 (4.118)] [KD 0.000 (0.000)]
2022-10-24 17:27:16,297 - Train: 1.92% [3600/187500] [5.8/300.0] [batch_t 0.414 (0.393)] [data_t 0.019] [optim_t 0.395] [lr 0.001728] [CE 4.056 (4.106)] [KD 0.000 (0.000)]
2022-10-24 17:27:35,923 - Train: 1.95% [3650/187500] [5.8/300.0] [batch_t 0.400 (0.392)] [data_t 0.020] [optim_t 0.380] [lr 0.001752] [CE 4.068 (4.078)] [KD 0.000 (0.000)]
2022-10-24 17:27:55,640 - Train: 1.97% [3700/187500] [5.9/300.0] [batch_t 0.404 (0.394)] [data_t 0.019] [optim_t 0.385] [lr 0.001776] [CE 4.132 (4.069)] [KD 0.000 (0.000)]
2022-10-24 17:28:14,982 - Train: 2.00% [3750/187500] [6.0/300.0] [batch_t 0.353 (0.387)] [data_t 0.007] [optim_t 0.346] [lr 0.001800] [CE 4.015 (4.044)] [KD 0.000 (0.000)]
2022-10-24 17:28:14,984 - ==> Total time: 0:25:52 Eta: 21:08:13 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 17:28:38,244 - Train: 2.03% [3800/187500] [6.1/300.0] [batch_t 0.394 (0.435)] [data_t 0.017] [optim_t 0.376] [lr 0.001824] [CE 3.990 (4.006)] [KD 0.000 (0.000)]
2022-10-24 17:28:57,572 - Train: 2.05% [3850/187500] [6.2/300.0] [batch_t 0.389 (0.386)] [data_t 0.017] [optim_t 0.373] [lr 0.001848] [CE 3.933 (3.989)] [KD 0.000 (0.000)]
2022-10-24 17:29:17,140 - Train: 2.08% [3900/187500] [6.2/300.0] [batch_t 0.392 (0.391)] [data_t 0.017] [optim_t 0.376] [lr 0.001872] [CE 4.029 (3.994)] [KD 0.000 (0.000)]
2022-10-24 17:29:36,491 - Train: 2.11% [3950/187500] [6.3/300.0] [batch_t 0.385 (0.387)] [data_t 0.015] [optim_t 0.370] [lr 0.001896] [CE 4.009 (3.963)] [KD 0.000 (0.000)]
2022-10-24 17:29:55,954 - Train: 2.13% [4000/187500] [6.4/300.0] [batch_t 0.375 (0.389)] [data_t 0.017] [optim_t 0.358] [lr 0.001920] [CE 3.951 (3.974)] [KD 0.000 (0.000)]
2022-10-24 17:30:15,531 - Train: 2.16% [4050/187500] [6.5/300.0] [batch_t 0.400 (0.391)] [data_t 0.021] [optim_t 0.379] [lr 0.001944] [CE 3.927 (3.945)] [KD 0.000 (0.000)]
2022-10-24 17:30:34,850 - Train: 2.19% [4100/187500] [6.6/300.0] [batch_t 0.401 (0.386)] [data_t 0.020] [optim_t 0.381] [lr 0.001968] [CE 3.853 (3.947)] [KD 0.000 (0.000)]
2022-10-24 17:30:54,300 - Train: 2.21% [4150/187500] [6.6/300.0] [batch_t 0.387 (0.389)] [data_t 0.016] [optim_t 0.371] [lr 0.001992] [CE 3.870 (3.924)] [KD 0.000 (0.000)]
2022-10-24 17:31:13,815 - Train: 2.24% [4200/187500] [6.7/300.0] [batch_t 0.372 (0.390)] [data_t 0.017] [optim_t 0.355] [lr 0.002016] [CE 3.950 (3.912)] [KD 0.000 (0.000)]
2022-10-24 17:31:33,383 - Train: 2.27% [4250/187500] [6.8/300.0] [batch_t 0.372 (0.391)] [data_t 0.016] [optim_t 0.356] [lr 0.002040] [CE 3.928 (3.902)] [KD 0.000 (0.000)]
2022-10-24 17:31:52,911 - Train: 2.29% [4300/187500] [6.9/300.0] [batch_t 0.373 (0.390)] [data_t 0.018] [optim_t 0.355] [lr 0.002064] [CE 3.942 (3.898)] [KD 0.000 (0.000)]
2022-10-24 17:32:12,456 - Train: 2.32% [4350/187500] [7.0/300.0] [batch_t 0.402 (0.391)] [data_t 0.019] [optim_t 0.383] [lr 0.002088] [CE 3.869 (3.885)] [KD 0.000 (0.000)]
2022-10-24 17:32:21,794 - ==> Total time: 0:29:59 Eta: 20:55:32 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 17:32:35,210 - Train: 2.35% [4400/187500] [7.0/300.0] [batch_t 0.387 (0.486)] [data_t 0.018] [optim_t 0.369] [lr 0.002112] [CE 3.807 (3.826)] [KD 0.000 (0.000)]
2022-10-24 17:32:54,803 - Train: 2.37% [4450/187500] [7.1/300.0] [batch_t 0.386 (0.392)] [data_t 0.020] [optim_t 0.367] [lr 0.002136] [CE 3.824 (3.822)] [KD 0.000 (0.000)]
2022-10-24 17:33:14,202 - Train: 2.40% [4500/187500] [7.2/300.0] [batch_t 0.374 (0.388)] [data_t 0.017] [optim_t 0.357] [lr 0.002160] [CE 3.815 (3.826)] [KD 0.000 (0.000)]
2022-10-24 17:33:33,522 - Train: 2.43% [4550/187500] [7.3/300.0] [batch_t 0.368 (0.386)] [data_t 0.017] [optim_t 0.351] [lr 0.002184] [CE 3.796 (3.807)] [KD 0.000 (0.000)]
2022-10-24 17:33:52,950 - Train: 2.45% [4600/187500] [7.4/300.0] [batch_t 0.383 (0.388)] [data_t 0.018] [optim_t 0.365] [lr 0.002208] [CE 3.801 (3.800)] [KD 0.000 (0.000)]
2022-10-24 17:34:12,411 - Train: 2.48% [4650/187500] [7.4/300.0] [batch_t 0.365 (0.389)] [data_t 0.016] [optim_t 0.349] [lr 0.002232] [CE 3.756 (3.785)] [KD 0.000 (0.000)]
2022-10-24 17:34:31,820 - Train: 2.51% [4700/187500] [7.5/300.0] [batch_t 0.367 (0.388)] [data_t 0.014] [optim_t 0.352] [lr 0.002256] [CE 3.724 (3.784)] [KD 0.000 (0.000)]
2022-10-24 17:34:51,127 - Train: 2.53% [4750/187500] [7.6/300.0] [batch_t 0.368 (0.386)] [data_t 0.019] [optim_t 0.349] [lr 0.002280] [CE 3.767 (3.777)] [KD 0.000 (0.000)]
2022-10-24 17:35:10,594 - Train: 2.56% [4800/187500] [7.7/300.0] [batch_t 0.385 (0.389)] [data_t 0.018] [optim_t 0.366] [lr 0.002304] [CE 3.763 (3.747)] [KD 0.000 (0.000)]
2022-10-24 17:35:30,102 - Train: 2.59% [4850/187500] [7.8/300.0] [batch_t 0.436 (0.390)] [data_t 0.016] [optim_t 0.420] [lr 0.002328] [CE 3.713 (3.751)] [KD 0.000 (0.000)]
2022-10-24 17:35:49,344 - Train: 2.61% [4900/187500] [7.8/300.0] [batch_t 0.402 (0.385)] [data_t 0.016] [optim_t 0.386] [lr 0.002352] [CE 3.760 (3.740)] [KD 0.000 (0.000)]
2022-10-24 17:36:08,717 - Train: 2.64% [4950/187500] [7.9/300.0] [batch_t 0.388 (0.387)] [data_t 0.018] [optim_t 0.370] [lr 0.002376] [CE 3.737 (3.735)] [KD 0.000 (0.000)]
2022-10-24 17:36:27,889 - Train: 2.67% [5000/187500] [8.0/300.0] [batch_t 0.361 (0.383)] [data_t 0.013] [optim_t 0.347] [lr 0.002400] [CE 3.752 (3.723)] [KD 0.000 (0.000)]
2022-10-24 17:36:27,892 - ==> Total time: 0:34:05 Eta: 20:44:33 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 17:36:51,570 - Train: 2.69% [5050/187500] [8.1/300.0] [batch_t 0.386 (0.446)] [data_t 0.019] [optim_t 0.366] [lr 0.002424] [CE 3.573 (3.674)] [KD 0.000 (0.000)]
2022-10-24 17:37:11,193 - Train: 2.72% [5100/187500] [8.2/300.0] [batch_t 0.380 (0.392)] [data_t 0.019] [optim_t 0.361] [lr 0.002448] [CE 3.631 (3.664)] [KD 0.000 (0.000)]
2022-10-24 17:37:30,757 - Train: 2.75% [5150/187500] [8.2/300.0] [batch_t 0.413 (0.391)] [data_t 0.018] [optim_t 0.394] [lr 0.002472] [CE 3.740 (3.674)] [KD 0.000 (0.000)]
2022-10-24 17:37:50,268 - Train: 2.77% [5200/187500] [8.3/300.0] [batch_t 0.388 (0.390)] [data_t 0.021] [optim_t 0.368] [lr 0.002496] [CE 3.745 (3.657)] [KD 0.000 (0.000)]
2022-10-24 17:38:09,861 - Train: 2.80% [5250/187500] [8.4/300.0] [batch_t 0.398 (0.392)] [data_t 0.020] [optim_t 0.378] [lr 0.002520] [CE 3.649 (3.648)] [KD 0.000 (0.000)]
2022-10-24 17:38:29,495 - Train: 2.83% [5300/187500] [8.5/300.0] [batch_t 0.442 (0.393)] [data_t 0.018] [optim_t 0.424] [lr 0.002544] [CE 3.640 (3.640)] [KD 0.000 (0.000)]
2022-10-24 17:38:49,113 - Train: 2.85% [5350/187500] [8.6/300.0] [batch_t 0.413 (0.392)] [data_t 0.023] [optim_t 0.389] [lr 0.002568] [CE 3.556 (3.642)] [KD 0.000 (0.000)]
2022-10-24 17:39:08,748 - Train: 2.88% [5400/187500] [8.6/300.0] [batch_t 0.367 (0.393)] [data_t 0.018] [optim_t 0.350] [lr 0.002592] [CE 3.637 (3.633)] [KD 0.000 (0.000)]
2022-10-24 17:39:28,215 - Train: 2.91% [5450/187500] [8.7/300.0] [batch_t 0.394 (0.389)] [data_t 0.015] [optim_t 0.378] [lr 0.002616] [CE 3.574 (3.617)] [KD 0.000 (0.000)]
2022-10-24 17:39:47,789 - Train: 2.93% [5500/187500] [8.8/300.0] [batch_t 0.383 (0.391)] [data_t 0.018] [optim_t 0.364] [lr 0.002640] [CE 3.667 (3.611)] [KD 0.000 (0.000)]
2022-10-24 17:40:07,595 - Train: 2.96% [5550/187500] [8.9/300.0] [batch_t 0.416 (0.396)] [data_t 0.020] [optim_t 0.395] [lr 0.002664] [CE 3.649 (3.611)] [KD 0.000 (0.000)]
2022-10-24 17:40:27,100 - Train: 2.99% [5600/187500] [9.0/300.0] [batch_t 0.385 (0.390)] [data_t 0.015] [optim_t 0.370] [lr 0.002688] [CE 3.625 (3.604)] [KD 0.000 (0.000)]
2022-10-24 17:40:36,497 - ==> Total time: 0:38:14 Eta: 20:36:27 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 17:40:50,668 - Train: 3.01% [5650/187500] [9.0/300.0] [batch_t 0.417 (0.508)] [data_t 0.015] [optim_t 0.402] [lr 0.002712] [CE 3.546 (3.550)] [KD 0.000 (0.000)]
2022-10-24 17:41:10,363 - Train: 3.04% [5700/187500] [9.1/300.0] [batch_t 0.405 (0.394)] [data_t 0.018] [optim_t 0.387] [lr 0.002736] [CE 3.456 (3.554)] [KD 0.000 (0.000)]
2022-10-24 17:41:29,754 - Train: 3.07% [5750/187500] [9.2/300.0] [batch_t 0.379 (0.388)] [data_t 0.019] [optim_t 0.360] [lr 0.002760] [CE 3.539 (3.552)] [KD 0.000 (0.000)]
2022-10-24 17:41:49,307 - Train: 3.09% [5800/187500] [9.3/300.0] [batch_t 0.379 (0.391)] [data_t 0.018] [optim_t 0.361] [lr 0.002784] [CE 3.500 (3.541)] [KD 0.000 (0.000)]
2022-10-24 17:42:08,897 - Train: 3.12% [5850/187500] [9.4/300.0] [batch_t 0.383 (0.392)] [data_t 0.017] [optim_t 0.366] [lr 0.002808] [CE 3.559 (3.539)] [KD 0.000 (0.000)]
2022-10-24 17:42:28,429 - Train: 3.15% [5900/187500] [9.4/300.0] [batch_t 0.390 (0.391)] [data_t 0.018] [optim_t 0.372] [lr 0.002832] [CE 3.493 (3.537)] [KD 0.000 (0.000)]
2022-10-24 17:42:47,926 - Train: 3.17% [5950/187500] [9.5/300.0] [batch_t 0.417 (0.390)] [data_t 0.019] [optim_t 0.398] [lr 0.002856] [CE 3.526 (3.533)] [KD 0.000 (0.000)]
2022-10-24 17:43:07,481 - Train: 3.20% [6000/187500] [9.6/300.0] [batch_t 0.432 (0.391)] [data_t 0.033] [optim_t 0.399] [lr 0.002880] [CE 3.458 (3.511)] [KD 0.000 (0.000)]
2022-10-24 17:43:27,098 - Train: 3.23% [6050/187500] [9.7/300.0] [batch_t 0.427 (0.392)] [data_t 0.016] [optim_t 0.410] [lr 0.002904] [CE 3.560 (3.508)] [KD 0.000 (0.000)]
2022-10-24 17:43:46,630 - Train: 3.25% [6100/187500] [9.8/300.0] [batch_t 0.400 (0.391)] [data_t 0.019] [optim_t 0.381] [lr 0.002928] [CE 3.573 (3.500)] [KD 0.000 (0.000)]
2022-10-24 17:44:06,094 - Train: 3.28% [6150/187500] [9.8/300.0] [batch_t 0.387 (0.389)] [data_t 0.016] [optim_t 0.371] [lr 0.002952] [CE 3.458 (3.494)] [KD 0.000 (0.000)]
2022-10-24 17:44:25,590 - Train: 3.31% [6200/187500] [9.9/300.0] [batch_t 0.370 (0.390)] [data_t 0.018] [optim_t 0.353] [lr 0.002976] [CE 3.513 (3.491)] [KD 0.000 (0.000)]
2022-10-24 17:44:44,830 - Train: 3.33% [6250/187500] [10.0/300.0] [batch_t 0.365 (0.385)] [data_t 0.015] [optim_t 0.349] [lr 0.003000] [CE 3.524 (3.488)] [KD 0.000 (0.000)]
2022-10-24 17:44:55,371 - Test (net): 100.00% [50/50] [batch_t 0.060 (0.202)] [top1_cnt 26111] [top5_cnt 38861] [top_all 50000]
2022-10-24 17:44:55,372 - net: 52.222 (77.722)
2022-10-24 17:45:05,883 - Test (net_E): 100.00% [50/50] [batch_t 0.060 (0.195)] [top1_cnt 52] [top5_cnt 257] [top_all 50000]
2022-10-24 17:45:05,884 - net_E: 0.104 (0.514)
2022-10-24 17:45:06,240 - Max [top1: 52.222 (epoch: 10)] [top1-ema: 0.104 (epoch: 10)]
2022-10-24 17:45:06,240 - ==> Total time: 0:42:44 Eta: 20:39:21 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 17:45:32,197 - Train: 3.36% [6300/187500] [10.1/300.0] [batch_t 0.365 (0.432)] [data_t 0.016] [optim_t 0.349] [lr 0.003024] [CE 3.512 (3.441)] [KD 0.000 (0.000)]
2022-10-24 17:45:51,678 - Train: 3.39% [6350/187500] [10.2/300.0] [batch_t 0.371 (0.390)] [data_t 0.020] [optim_t 0.351] [lr 0.003048] [CE 3.462 (3.439)] [KD 0.000 (0.000)]
2022-10-24 17:46:11,289 - Train: 3.41% [6400/187500] [10.2/300.0] [batch_t 0.371 (0.392)] [data_t 0.020] [optim_t 0.351] [lr 0.003072] [CE 3.427 (3.437)] [KD 0.000 (0.000)]
2022-10-24 17:46:31,039 - Train: 3.44% [6450/187500] [10.3/300.0] [batch_t 0.388 (0.395)] [data_t 0.020] [optim_t 0.368] [lr 0.003096] [CE 3.424 (3.434)] [KD 0.000 (0.000)]
2022-10-24 17:46:50,618 - Train: 3.47% [6500/187500] [10.4/300.0] [batch_t 0.363 (0.391)] [data_t 0.016] [optim_t 0.347] [lr 0.003120] [CE 3.434 (3.434)] [KD 0.000 (0.000)]
2022-10-24 17:47:10,266 - Train: 3.49% [6550/187500] [10.5/300.0] [batch_t 0.391 (0.393)] [data_t 0.016] [optim_t 0.375] [lr 0.003144] [CE 3.429 (3.428)] [KD 0.000 (0.000)]
2022-10-24 17:47:29,775 - Train: 3.52% [6600/187500] [10.6/300.0] [batch_t 0.414 (0.390)] [data_t 0.034] [optim_t 0.379] [lr 0.003168] [CE 3.502 (3.420)] [KD 0.000 (0.000)]
2022-10-24 17:47:49,381 - Train: 3.55% [6650/187500] [10.6/300.0] [batch_t 0.367 (0.392)] [data_t 0.018] [optim_t 0.349] [lr 0.003192] [CE 3.292 (3.432)] [KD 0.000 (0.000)]
2022-10-24 17:48:09,180 - Train: 3.57% [6700/187500] [10.7/300.0] [batch_t 0.385 (0.396)] [data_t 0.018] [optim_t 0.367] [lr 0.003216] [CE 3.419 (3.430)] [KD 0.000 (0.000)]
2022-10-24 17:48:28,737 - Train: 3.60% [6750/187500] [10.8/300.0] [batch_t 0.409 (0.391)] [data_t 0.020] [optim_t 0.389] [lr 0.003240] [CE 3.427 (3.413)] [KD 0.000 (0.000)]
2022-10-24 17:48:48,466 - Train: 3.63% [6800/187500] [10.9/300.0] [batch_t 0.363 (0.394)] [data_t 0.017] [optim_t 0.346] [lr 0.003264] [CE 3.349 (3.396)] [KD 0.000 (0.000)]
2022-10-24 17:49:08,004 - Train: 3.65% [6850/187500] [11.0/300.0] [batch_t 0.392 (0.391)] [data_t 0.016] [optim_t 0.375] [lr 0.003288] [CE 3.467 (3.391)] [KD 0.000 (0.000)]
2022-10-24 17:49:17,458 - ==> Total time: 0:46:55 Eta: 20:32:48 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 17:49:31,196 - Train: 3.68% [6900/187500] [11.0/300.0] [batch_t 0.393 (0.492)] [data_t 0.017] [optim_t 0.375] [lr 0.003312] [CE 3.392 (3.350)] [KD 0.000 (0.000)]
2022-10-24 17:49:50,744 - Train: 3.71% [6950/187500] [11.1/300.0] [batch_t 0.379 (0.391)] [data_t 0.017] [optim_t 0.362] [lr 0.003336] [CE 3.374 (3.352)] [KD 0.000 (0.000)]
2022-10-24 17:50:10,259 - Train: 3.73% [7000/187500] [11.2/300.0] [batch_t 0.376 (0.390)] [data_t 0.020] [optim_t 0.356] [lr 0.003360] [CE 3.337 (3.364)] [KD 0.000 (0.000)]
2022-10-24 17:50:29,765 - Train: 3.76% [7050/187500] [11.3/300.0] [batch_t 0.375 (0.390)] [data_t 0.020] [optim_t 0.355] [lr 0.003384] [CE 3.352 (3.345)] [KD 0.000 (0.000)]
2022-10-24 17:50:49,399 - Train: 3.79% [7100/187500] [11.4/300.0] [batch_t 0.367 (0.393)] [data_t 0.019] [optim_t 0.348] [lr 0.003408] [CE 3.412 (3.347)] [KD 0.000 (0.000)]
2022-10-24 17:51:09,165 - Train: 3.81% [7150/187500] [11.4/300.0] [batch_t 0.381 (0.395)] [data_t 0.034] [optim_t 0.347] [lr 0.003432] [CE 3.370 (3.338)] [KD 0.000 (0.000)]
2022-10-24 17:51:28,690 - Train: 3.84% [7200/187500] [11.5/300.0] [batch_t 0.435 (0.390)] [data_t 0.024] [optim_t 0.411] [lr 0.003456] [CE 3.374 (3.352)] [KD 0.000 (0.000)]
2022-10-24 17:51:48,287 - Train: 3.87% [7250/187500] [11.6/300.0] [batch_t 0.416 (0.392)] [data_t 0.019] [optim_t 0.398] [lr 0.003480] [CE 3.361 (3.350)] [KD 0.000 (0.000)]
2022-10-24 17:52:07,769 - Train: 3.89% [7300/187500] [11.7/300.0] [batch_t 0.363 (0.390)] [data_t 0.016] [optim_t 0.348] [lr 0.003504] [CE 3.337 (3.349)] [KD 0.000 (0.000)]
2022-10-24 17:52:27,276 - Train: 3.92% [7350/187500] [11.8/300.0] [batch_t 0.364 (0.390)] [data_t 0.018] [optim_t 0.347] [lr 0.003528] [CE 3.301 (3.335)] [KD 0.000 (0.000)]
2022-10-24 17:52:46,796 - Train: 3.95% [7400/187500] [11.8/300.0] [batch_t 0.393 (0.390)] [data_t 0.019] [optim_t 0.374] [lr 0.003552] [CE 3.380 (3.322)] [KD 0.000 (0.000)]
2022-10-24 17:53:06,299 - Train: 3.97% [7450/187500] [11.9/300.0] [batch_t 0.398 (0.390)] [data_t 0.021] [optim_t 0.377] [lr 0.003576] [CE 3.305 (3.327)] [KD 0.000 (0.000)]
2022-10-24 17:53:25,572 - Train: 4.00% [7500/187500] [12.0/300.0] [batch_t 0.362 (0.385)] [data_t 0.017] [optim_t 0.345] [lr 0.003600] [CE 3.233 (3.330)] [KD 0.000 (0.000)]
2022-10-24 17:53:25,575 - ==> Total time: 0:51:03 Eta: 20:25:24 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 17:53:48,932 - Train: 4.03% [7550/187500] [12.1/300.0] [batch_t 0.382 (0.440)] [data_t 0.018] [optim_t 0.364] [lr 0.003624] [CE 3.275 (3.293)] [KD 0.000 (0.000)]
2022-10-24 17:54:08,452 - Train: 4.05% [7600/187500] [12.2/300.0] [batch_t 0.399 (0.390)] [data_t 0.018] [optim_t 0.381] [lr 0.003648] [CE 3.309 (3.284)] [KD 0.000 (0.000)]
2022-10-24 17:54:27,867 - Train: 4.08% [7650/187500] [12.2/300.0] [batch_t 0.398 (0.388)] [data_t 0.017] [optim_t 0.380] [lr 0.003672] [CE 3.263 (3.289)] [KD 0.000 (0.000)]
2022-10-24 17:54:47,443 - Train: 4.11% [7700/187500] [12.3/300.0] [batch_t 0.408 (0.391)] [data_t 0.018] [optim_t 0.390] [lr 0.003696] [CE 3.253 (3.284)] [KD 0.000 (0.000)]
2022-10-24 17:55:07,119 - Train: 4.13% [7750/187500] [12.4/300.0] [batch_t 0.367 (0.393)] [data_t 0.017] [optim_t 0.349] [lr 0.003720] [CE 3.258 (3.294)] [KD 0.000 (0.000)]
2022-10-24 17:55:26,597 - Train: 4.16% [7800/187500] [12.5/300.0] [batch_t 0.397 (0.389)] [data_t 0.020] [optim_t 0.378] [lr 0.003744] [CE 3.298 (3.290)] [KD 0.000 (0.000)]
2022-10-24 17:55:46,109 - Train: 4.19% [7850/187500] [12.6/300.0] [batch_t 0.366 (0.390)] [data_t 0.018] [optim_t 0.348] [lr 0.003768] [CE 3.324 (3.280)] [KD 0.000 (0.000)]
2022-10-24 17:56:05,725 - Train: 4.21% [7900/187500] [12.6/300.0] [batch_t 0.412 (0.392)] [data_t 0.027] [optim_t 0.384] [lr 0.003792] [CE 3.290 (3.271)] [KD 0.000 (0.000)]
2022-10-24 17:56:25,150 - Train: 4.24% [7950/187500] [12.7/300.0] [batch_t 0.389 (0.388)] [data_t 0.014] [optim_t 0.375] [lr 0.003816] [CE 3.352 (3.284)] [KD 0.000 (0.000)]
2022-10-24 17:56:44,640 - Train: 4.27% [8000/187500] [12.8/300.0] [batch_t 0.375 (0.390)] [data_t 0.018] [optim_t 0.357] [lr 0.003840] [CE 3.284 (3.264)] [KD 0.000 (0.000)]
2022-10-24 17:57:04,265 - Train: 4.29% [8050/187500] [12.9/300.0] [batch_t 0.376 (0.392)] [data_t 0.018] [optim_t 0.358] [lr 0.003864] [CE 3.257 (3.277)] [KD 0.000 (0.000)]
2022-10-24 17:57:23,705 - Train: 4.32% [8100/187500] [13.0/300.0] [batch_t 0.403 (0.389)] [data_t 0.025] [optim_t 0.378] [lr 0.003888] [CE 3.290 (3.277)] [KD 0.000 (0.000)]
2022-10-24 17:57:33,070 - ==> Total time: 0:55:11 Eta: 20:18:17 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 17:57:47,042 - Train: 4.35% [8150/187500] [13.0/300.0] [batch_t 0.409 (0.504)] [data_t 0.019] [optim_t 0.390] [lr 0.003912] [CE 3.199 (3.216)] [KD 0.000 (0.000)]
2022-10-24 17:58:06,740 - Train: 4.37% [8200/187500] [13.1/300.0] [batch_t 0.419 (0.394)] [data_t 0.018] [optim_t 0.401] [lr 0.003936] [CE 3.158 (3.226)] [KD 0.000 (0.000)]
2022-10-24 17:58:26,443 - Train: 4.40% [8250/187500] [13.2/300.0] [batch_t 0.399 (0.394)] [data_t 0.019] [optim_t 0.381] [lr 0.003960] [CE 3.280 (3.228)] [KD 0.000 (0.000)]
2022-10-24 17:58:46,163 - Train: 4.43% [8300/187500] [13.3/300.0] [batch_t 0.455 (0.394)] [data_t 0.018] [optim_t 0.437] [lr 0.003984] [CE 3.242 (3.238)] [KD 0.000 (0.000)]
2022-10-24 17:59:05,811 - Train: 4.45% [8350/187500] [13.4/300.0] [batch_t 0.395 (0.393)] [data_t 0.023] [optim_t 0.372] [lr 0.004008] [CE 3.186 (3.235)] [KD 0.000 (0.000)]
2022-10-24 17:59:25,409 - Train: 4.48% [8400/187500] [13.4/300.0] [batch_t 0.374 (0.392)] [data_t 0.018] [optim_t 0.356] [lr 0.004032] [CE 3.240 (3.225)] [KD 0.000 (0.000)]
2022-10-24 17:59:45,070 - Train: 4.51% [8450/187500] [13.5/300.0] [batch_t 0.384 (0.393)] [data_t 0.019] [optim_t 0.365] [lr 0.004056] [CE 3.262 (3.225)] [KD 0.000 (0.000)]
2022-10-24 18:00:04,689 - Train: 4.53% [8500/187500] [13.6/300.0] [batch_t 0.407 (0.392)] [data_t 0.020] [optim_t 0.388] [lr 0.004080] [CE 3.280 (3.238)] [KD 0.000 (0.000)]
2022-10-24 18:00:24,283 - Train: 4.56% [8550/187500] [13.7/300.0] [batch_t 0.401 (0.392)] [data_t 0.007] [optim_t 0.393] [lr 0.004104] [CE 3.148 (3.226)] [KD 0.000 (0.000)]
2022-10-24 18:00:43,927 - Train: 4.59% [8600/187500] [13.8/300.0] [batch_t 0.365 (0.393)] [data_t 0.018] [optim_t 0.347] [lr 0.004128] [CE 3.274 (3.233)] [KD 0.000 (0.000)]
2022-10-24 18:01:03,580 - Train: 4.61% [8650/187500] [13.8/300.0] [batch_t 0.409 (0.393)] [data_t 0.019] [optim_t 0.390] [lr 0.004152] [CE 3.235 (3.231)] [KD 0.000 (0.000)]
2022-10-24 18:01:23,338 - Train: 4.64% [8700/187500] [13.9/300.0] [batch_t 0.385 (0.395)] [data_t 0.018] [optim_t 0.367] [lr 0.004176] [CE 3.248 (3.218)] [KD 0.000 (0.000)]
2022-10-24 18:01:42,556 - Train: 4.67% [8750/187500] [14.0/300.0] [batch_t 0.363 (0.384)] [data_t 0.018] [optim_t 0.345] [lr 0.004200] [CE 3.225 (3.211)] [KD 0.000 (0.000)]
2022-10-24 18:01:42,559 - ==> Total time: 0:59:20 Eta: 20:12:16 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 18:02:06,254 - Train: 4.69% [8800/187500] [14.1/300.0] [batch_t 0.398 (0.448)] [data_t 0.020] [optim_t 0.377] [lr 0.004224] [CE 3.139 (3.179)] [KD 0.000 (0.000)]
2022-10-24 18:02:25,923 - Train: 4.72% [8850/187500] [14.2/300.0] [batch_t 0.389 (0.393)] [data_t 0.019] [optim_t 0.371] [lr 0.004248] [CE 3.170 (3.177)] [KD 0.000 (0.000)]
2022-10-24 18:02:45,521 - Train: 4.75% [8900/187500] [14.2/300.0] [batch_t 0.401 (0.392)] [data_t 0.018] [optim_t 0.383] [lr 0.004272] [CE 3.114 (3.194)] [KD 0.000 (0.000)]
2022-10-24 18:03:05,165 - Train: 4.77% [8950/187500] [14.3/300.0] [batch_t 0.373 (0.393)] [data_t 0.018] [optim_t 0.355] [lr 0.004296] [CE 3.223 (3.191)] [KD 0.000 (0.000)]
2022-10-24 18:03:24,594 - Train: 4.80% [9000/187500] [14.4/300.0] [batch_t 0.392 (0.388)] [data_t 0.018] [optim_t 0.374] [lr 0.004320] [CE 3.211 (3.192)] [KD 0.000 (0.000)]
2022-10-24 18:03:44,192 - Train: 4.83% [9050/187500] [14.5/300.0] [batch_t 0.385 (0.392)] [data_t 0.017] [optim_t 0.368] [lr 0.004344] [CE 3.221 (3.198)] [KD 0.000 (0.000)]
2022-10-24 18:04:03,987 - Train: 4.85% [9100/187500] [14.6/300.0] [batch_t 0.394 (0.396)] [data_t 0.007] [optim_t 0.387] [lr 0.004368] [CE 3.228 (3.195)] [KD 0.000 (0.000)]
2022-10-24 18:04:23,745 - Train: 4.88% [9150/187500] [14.6/300.0] [batch_t 0.387 (0.395)] [data_t 0.019] [optim_t 0.367] [lr 0.004392] [CE 3.182 (3.174)] [KD 0.000 (0.000)]
2022-10-24 18:04:43,441 - Train: 4.91% [9200/187500] [14.7/300.0] [batch_t 0.436 (0.394)] [data_t 0.011] [optim_t 0.425] [lr 0.004416] [CE 3.165 (3.177)] [KD 0.000 (0.000)]
2022-10-24 18:05:03,140 - Train: 4.93% [9250/187500] [14.8/300.0] [batch_t 0.427 (0.394)] [data_t 0.021] [optim_t 0.406] [lr 0.004440] [CE 3.213 (3.176)] [KD 0.000 (0.000)]
2022-10-24 18:05:22,592 - Train: 4.96% [9300/187500] [14.9/300.0] [batch_t 0.396 (0.389)] [data_t 0.017] [optim_t 0.379] [lr 0.004464] [CE 3.230 (3.189)] [KD 0.000 (0.000)]
2022-10-24 18:05:42,289 - Train: 4.99% [9350/187500] [15.0/300.0] [batch_t 0.398 (0.394)] [data_t 0.019] [optim_t 0.379] [lr 0.004488] [CE 3.160 (3.182)] [KD 0.000 (0.000)]
2022-10-24 18:06:01,503 - Test (net): 100.00% [50/50] [batch_t 0.062 (0.186)] [top1_cnt 28932] [top5_cnt 40905] [top_all 50000]
2022-10-24 18:06:01,504 - net: 57.864 (81.810)
2022-10-24 18:06:11,258 - Test (net_E): 100.00% [50/50] [batch_t 0.060 (0.179)] [top1_cnt 56] [top5_cnt 251] [top_all 50000]
2022-10-24 18:06:11,259 - net_E: 0.112 (0.502)
2022-10-24 18:06:11,607 - Max [top1: 57.864 (epoch: 15)] [top1-ema: 0.112 (epoch: 15)]
2022-10-24 18:06:11,607 - ==> Total time: 1:03:49 Eta: 20:12:41 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 18:06:27,541 - Train: 5.01% [9400/187500] [15.0/300.0] [batch_t 0.400 (0.469)] [data_t 0.018] [optim_t 0.381] [lr 0.004512] [CE 3.072 (3.116)] [KD 0.000 (0.000)]
2022-10-24 18:06:47,222 - Train: 5.04% [9450/187500] [15.1/300.0] [batch_t 0.418 (0.394)] [data_t 0.034] [optim_t 0.383] [lr 0.004536] [CE 3.110 (3.130)] [KD 0.000 (0.000)]
2022-10-24 18:07:06,687 - Train: 5.07% [9500/187500] [15.2/300.0] [batch_t 0.396 (0.389)] [data_t 0.016] [optim_t 0.380] [lr 0.004560] [CE 3.094 (3.146)] [KD 0.000 (0.000)]
2022-10-24 18:07:26,195 - Train: 5.09% [9550/187500] [15.3/300.0] [batch_t 0.380 (0.390)] [data_t 0.017] [optim_t 0.363] [lr 0.004584] [CE 3.215 (3.155)] [KD 0.000 (0.000)]
2022-10-24 18:07:46,001 - Train: 5.12% [9600/187500] [15.4/300.0] [batch_t 0.399 (0.396)] [data_t 0.017] [optim_t 0.382] [lr 0.004608] [CE 3.181 (3.158)] [KD 0.000 (0.000)]
2022-10-24 18:08:05,799 - Train: 5.15% [9650/187500] [15.4/300.0] [batch_t 0.403 (0.396)] [data_t 0.017] [optim_t 0.386] [lr 0.004632] [CE 3.149 (3.150)] [KD 0.000 (0.000)]
2022-10-24 18:08:25,357 - Train: 5.17% [9700/187500] [15.5/300.0] [batch_t 0.396 (0.391)] [data_t 0.017] [optim_t 0.379] [lr 0.004656] [CE 3.135 (3.159)] [KD 0.000 (0.000)]
2022-10-24 18:08:44,845 - Train: 5.20% [9750/187500] [15.6/300.0] [batch_t 0.410 (0.390)] [data_t 0.010] [optim_t 0.400] [lr 0.004680] [CE 3.100 (3.163)] [KD 0.000 (0.000)]
2022-10-24 18:09:04,624 - Train: 5.23% [9800/187500] [15.7/300.0] [batch_t 0.379 (0.395)] [data_t 0.018] [optim_t 0.360] [lr 0.004704] [CE 3.216 (3.151)] [KD 0.000 (0.000)]
2022-10-24 18:09:24,240 - Train: 5.25% [9850/187500] [15.8/300.0] [batch_t 0.424 (0.392)] [data_t 0.015] [optim_t 0.410] [lr 0.004728] [CE 3.131 (3.153)] [KD 0.000 (0.000)]
2022-10-24 18:09:43,891 - Train: 5.28% [9900/187500] [15.8/300.0] [batch_t 0.438 (0.393)] [data_t 0.010] [optim_t 0.428] [lr 0.004752] [CE 3.137 (3.154)] [KD 0.000 (0.000)]
2022-10-24 18:10:03,682 - Train: 5.31% [9950/187500] [15.9/300.0] [batch_t 0.369 (0.396)] [data_t 0.018] [optim_t 0.352] [lr 0.004776] [CE 3.176 (3.158)] [KD 0.000 (0.000)]
2022-10-24 18:10:22,988 - Train: 5.33% [10000/187500] [16.0/300.0] [batch_t 0.362 (0.386)] [data_t 0.017] [optim_t 0.345] [lr 0.004800] [CE 3.042 (3.146)] [KD 0.000 (0.000)]
2022-10-24 18:10:22,990 - ==> Total time: 1:08:00 Eta: 20:07:16 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 18:10:46,164 - Train: 5.36% [10050/187500] [16.1/300.0] [batch_t 0.412 (0.436)] [data_t 0.018] [optim_t 0.394] [lr 0.004824] [CE 3.087 (3.103)] [KD 0.000 (0.000)]
2022-10-24 18:11:05,831 - Train: 5.39% [10100/187500] [16.2/300.0] [batch_t 0.421 (0.393)] [data_t 0.018] [optim_t 0.403] [lr 0.004848] [CE 3.173 (3.121)] [KD 0.000 (0.000)]
2022-10-24 18:11:25,237 - Train: 5.41% [10150/187500] [16.2/300.0] [batch_t 0.400 (0.388)] [data_t 0.038] [optim_t 0.361] [lr 0.004872] [CE 3.180 (3.124)] [KD 0.000 (0.000)]
2022-10-24 18:11:44,806 - Train: 5.44% [10200/187500] [16.3/300.0] [batch_t 0.392 (0.391)] [data_t 0.018] [optim_t 0.374] [lr 0.004896] [CE 3.144 (3.117)] [KD 0.000 (0.000)]
2022-10-24 18:12:04,338 - Train: 5.47% [10250/187500] [16.4/300.0] [batch_t 0.380 (0.391)] [data_t 0.014] [optim_t 0.366] [lr 0.004920] [CE 3.045 (3.120)] [KD 0.000 (0.000)]
2022-10-24 18:12:23,743 - Train: 5.49% [10300/187500] [16.5/300.0] [batch_t 0.391 (0.388)] [data_t 0.018] [optim_t 0.372] [lr 0.004944] [CE 3.161 (3.129)] [KD 0.000 (0.000)]
2022-10-24 18:12:43,217 - Train: 5.52% [10350/187500] [16.6/300.0] [batch_t 0.382 (0.389)] [data_t 0.036] [optim_t 0.347] [lr 0.004968] [CE 3.171 (3.126)] [KD 0.000 (0.000)]
2022-10-24 18:13:02,818 - Train: 5.55% [10400/187500] [16.6/300.0] [batch_t 0.354 (0.392)] [data_t 0.007] [optim_t 0.346] [lr 0.004992] [CE 3.102 (3.125)] [KD 0.000 (0.000)]
2022-10-24 18:13:22,533 - Train: 5.57% [10450/187500] [16.7/300.0] [batch_t 0.385 (0.394)] [data_t 0.017] [optim_t 0.367] [lr 0.005016] [CE 3.100 (3.122)] [KD 0.000 (0.000)]
2022-10-24 18:13:42,143 - Train: 5.60% [10500/187500] [16.8/300.0] [batch_t 0.366 (0.392)] [data_t 0.017] [optim_t 0.349] [lr 0.005040] [CE 3.162 (3.134)] [KD 0.000 (0.000)]
2022-10-24 18:14:01,812 - Train: 5.63% [10550/187500] [16.9/300.0] [batch_t 0.379 (0.393)] [data_t 0.017] [optim_t 0.362] [lr 0.005064] [CE 3.144 (3.128)] [KD 0.000 (0.000)]
2022-10-24 18:14:21,570 - Train: 5.65% [10600/187500] [17.0/300.0] [batch_t 0.384 (0.395)] [data_t 0.017] [optim_t 0.367] [lr 0.005088] [CE 3.189 (3.123)] [KD 0.000 (0.000)]
2022-10-24 18:14:31,101 - ==> Total time: 1:12:09 Eta: 20:01:05 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 18:14:45,061 - Train: 5.68% [10650/187500] [17.0/300.0] [batch_t 0.387 (0.503)] [data_t 0.020] [optim_t 0.367] [lr 0.005112] [CE 3.122 (3.072)] [KD 0.000 (0.000)]
2022-10-24 18:15:04,782 - Train: 5.71% [10700/187500] [17.1/300.0] [batch_t 0.374 (0.394)] [data_t 0.018] [optim_t 0.356] [lr 0.005136] [CE 3.012 (3.099)] [KD 0.000 (0.000)]
2022-10-24 18:15:24,362 - Train: 5.73% [10750/187500] [17.2/300.0] [batch_t 0.389 (0.391)] [data_t 0.018] [optim_t 0.371] [lr 0.005160] [CE 3.153 (3.100)] [KD 0.000 (0.000)]
2022-10-24 18:15:43,972 - Train: 5.76% [10800/187500] [17.3/300.0] [batch_t 0.367 (0.392)] [data_t 0.018] [optim_t 0.349] [lr 0.005184] [CE 3.057 (3.106)] [KD 0.000 (0.000)]
2022-10-24 18:16:03,680 - Train: 5.79% [10850/187500] [17.4/300.0] [batch_t 0.419 (0.394)] [data_t 0.017] [optim_t 0.402] [lr 0.005208] [CE 3.115 (3.108)] [KD 0.000 (0.000)]
2022-10-24 18:16:23,157 - Train: 5.81% [10900/187500] [17.4/300.0] [batch_t 0.426 (0.389)] [data_t 0.023] [optim_t 0.403] [lr 0.005232] [CE 3.125 (3.112)] [KD 0.000 (0.000)]
2022-10-24 18:16:42,553 - Train: 5.84% [10950/187500] [17.5/300.0] [batch_t 0.378 (0.388)] [data_t 0.019] [optim_t 0.359] [lr 0.005256] [CE 3.109 (3.115)] [KD 0.000 (0.000)]
2022-10-24 18:17:02,163 - Train: 5.87% [11000/187500] [17.6/300.0] [batch_t 0.389 (0.392)] [data_t 0.020] [optim_t 0.369] [lr 0.005280] [CE 3.113 (3.112)] [KD 0.000 (0.000)]
2022-10-24 18:17:21,731 - Train: 5.89% [11050/187500] [17.7/300.0] [batch_t 0.378 (0.391)] [data_t 0.016] [optim_t 0.361] [lr 0.005304] [CE 3.054 (3.108)] [KD 0.000 (0.000)]
2022-10-24 18:17:41,355 - Train: 5.92% [11100/187500] [17.8/300.0] [batch_t 0.435 (0.392)] [data_t 0.022] [optim_t 0.412] [lr 0.005328] [CE 3.143 (3.115)] [KD 0.000 (0.000)]
2022-10-24 18:18:00,784 - Train: 5.95% [11150/187500] [17.8/300.0] [batch_t 0.401 (0.388)] [data_t 0.016] [optim_t 0.385] [lr 0.005352] [CE 3.135 (3.119)] [KD 0.000 (0.000)]
2022-10-24 18:18:20,446 - Train: 5.97% [11200/187500] [17.9/300.0] [batch_t 0.407 (0.393)] [data_t 0.017] [optim_t 0.389] [lr 0.005376] [CE 3.097 (3.111)] [KD 0.000 (0.000)]
2022-10-24 18:18:39,701 - Train: 6.00% [11250/187500] [18.0/300.0] [batch_t 0.361 (0.385)] [data_t 0.017] [optim_t 0.345] [lr 0.005400] [CE 3.108 (3.113)] [KD 0.000 (0.000)]
2022-10-24 18:18:39,704 - ==> Total time: 1:16:17 Eta: 19:55:16 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 18:19:03,148 - Train: 6.03% [11300/187500] [18.1/300.0] [batch_t 0.382 (0.439)] [data_t 0.019] [optim_t 0.362] [lr 0.005424] [CE 3.034 (3.074)] [KD 0.000 (0.000)]
2022-10-24 18:19:22,591 - Train: 6.05% [11350/187500] [18.2/300.0] [batch_t 0.366 (0.389)] [data_t 0.019] [optim_t 0.347] [lr 0.005448] [CE 3.126 (3.073)] [KD 0.000 (0.000)]
2022-10-24 18:19:42,052 - Train: 6.08% [11400/187500] [18.2/300.0] [batch_t 0.396 (0.389)] [data_t 0.020] [optim_t 0.377] [lr 0.005472] [CE 3.113 (3.085)] [KD 0.000 (0.000)]
2022-10-24 18:20:01,513 - Train: 6.11% [11450/187500] [18.3/300.0] [batch_t 0.402 (0.389)] [data_t 0.021] [optim_t 0.381] [lr 0.005496] [CE 3.071 (3.085)] [KD 0.000 (0.000)]
2022-10-24 18:20:20,939 - Train: 6.13% [11500/187500] [18.4/300.0] [batch_t 0.382 (0.388)] [data_t 0.019] [optim_t 0.363] [lr 0.005520] [CE 3.060 (3.090)] [KD 0.000 (0.000)]
2022-10-24 18:20:40,620 - Train: 6.16% [11550/187500] [18.5/300.0] [batch_t 0.424 (0.394)] [data_t 0.022] [optim_t 0.403] [lr 0.005544] [CE 3.101 (3.089)] [KD 0.000 (0.000)]
2022-10-24 18:21:00,134 - Train: 6.19% [11600/187500] [18.6/300.0] [batch_t 0.422 (0.390)] [data_t 0.019] [optim_t 0.403] [lr 0.005568] [CE 3.010 (3.101)] [KD 0.000 (0.000)]
2022-10-24 18:21:19,686 - Train: 6.21% [11650/187500] [18.6/300.0] [batch_t 0.375 (0.391)] [data_t 0.020] [optim_t 0.354] [lr 0.005592] [CE 3.090 (3.090)] [KD 0.000 (0.000)]
2022-10-24 18:21:39,140 - Train: 6.24% [11700/187500] [18.7/300.0] [batch_t 0.364 (0.389)] [data_t 0.017] [optim_t 0.347] [lr 0.005616] [CE 3.090 (3.106)] [KD 0.000 (0.000)]
2022-10-24 18:21:58,601 - Train: 6.27% [11750/187500] [18.8/300.0] [batch_t 0.370 (0.389)] [data_t 0.020] [optim_t 0.350] [lr 0.005640] [CE 3.134 (3.111)] [KD 0.000 (0.000)]
2022-10-24 18:22:18,194 - Train: 6.29% [11800/187500] [18.9/300.0] [batch_t 0.391 (0.392)] [data_t 0.018] [optim_t 0.373] [lr 0.005664] [CE 3.060 (3.095)] [KD 0.000 (0.000)]
2022-10-24 18:22:37,648 - Train: 6.32% [11850/187500] [19.0/300.0] [batch_t 0.397 (0.389)] [data_t 0.018] [optim_t 0.380] [lr 0.005688] [CE 3.118 (3.092)] [KD 0.000 (0.000)]
2022-10-24 18:22:47,057 - ==> Total time: 1:20:25 Eta: 19:49:19 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 18:23:01,429 - Train: 6.35% [11900/187500] [19.0/300.0] [batch_t 0.385 (0.514)] [data_t 0.016] [optim_t 0.368] [lr 0.005712] [CE 2.983 (3.030)] [KD 0.000 (0.000)]
2022-10-24 18:23:21,009 - Train: 6.37% [11950/187500] [19.1/300.0] [batch_t 0.365 (0.392)] [data_t 0.016] [optim_t 0.349] [lr 0.005736] [CE 3.001 (3.055)] [KD 0.000 (0.000)]
2022-10-24 18:23:40,819 - Train: 6.40% [12000/187500] [19.2/300.0] [batch_t 0.387 (0.396)] [data_t 0.018] [optim_t 0.369] [lr 0.005760] [CE 3.075 (3.049)] [KD 0.000 (0.000)]
2022-10-24 18:24:00,564 - Train: 6.43% [12050/187500] [19.3/300.0] [batch_t 0.369 (0.395)] [data_t 0.021] [optim_t 0.348] [lr 0.005784] [CE 3.106 (3.074)] [KD 0.000 (0.000)]
2022-10-24 18:24:20,136 - Train: 6.45% [12100/187500] [19.4/300.0] [batch_t 0.365 (0.391)] [data_t 0.007] [optim_t 0.358] [lr 0.005808] [CE 3.019 (3.063)] [KD 0.000 (0.000)]
2022-10-24 18:24:39,742 - Train: 6.48% [12150/187500] [19.4/300.0] [batch_t 0.396 (0.392)] [data_t 0.018] [optim_t 0.378] [lr 0.005832] [CE 3.132 (3.073)] [KD 0.000 (0.000)]
2022-10-24 18:24:59,530 - Train: 6.51% [12200/187500] [19.5/300.0] [batch_t 0.390 (0.396)] [data_t 0.017] [optim_t 0.373] [lr 0.005856] [CE 3.102 (3.081)] [KD 0.000 (0.000)]
2022-10-24 18:25:19,140 - Train: 6.53% [12250/187500] [19.6/300.0] [batch_t 0.376 (0.392)] [data_t 0.020] [optim_t 0.356] [lr 0.005880] [CE 3.108 (3.096)] [KD 0.000 (0.000)]
2022-10-24 18:25:38,689 - Train: 6.56% [12300/187500] [19.7/300.0] [batch_t 0.402 (0.391)] [data_t 0.018] [optim_t 0.383] [lr 0.005904] [CE 3.029 (3.081)] [KD 0.000 (0.000)]
2022-10-24 18:25:58,378 - Train: 6.59% [12350/187500] [19.8/300.0] [batch_t 0.380 (0.394)] [data_t 0.018] [optim_t 0.362] [lr 0.005928] [CE 3.118 (3.089)] [KD 0.000 (0.000)]
2022-10-24 18:26:18,070 - Train: 6.61% [12400/187500] [19.8/300.0] [batch_t 0.404 (0.394)] [data_t 0.020] [optim_t 0.384] [lr 0.005952] [CE 3.116 (3.086)] [KD 0.000 (0.000)]
2022-10-24 18:26:37,815 - Train: 6.64% [12450/187500] [19.9/300.0] [batch_t 0.401 (0.395)] [data_t 0.018] [optim_t 0.383] [lr 0.005976] [CE 3.045 (3.080)] [KD 0.000 (0.000)]
2022-10-24 18:26:57,077 - Train: 6.67% [12500/187500] [20.0/300.0] [batch_t 0.362 (0.385)] [data_t 0.016] [optim_t 0.346] [lr 0.006000] [CE 3.035 (3.096)] [KD 0.000 (0.000)]
2022-10-24 18:27:07,466 - Test (net): 100.00% [50/50] [batch_t 0.286 (0.200)] [top1_cnt 29768] [top5_cnt 41344] [top_all 50000]
2022-10-24 18:27:07,467 - net: 59.536 (82.688)
2022-10-24 18:27:18,313 - Test (net_E): 100.00% [50/50] [batch_t 0.061 (0.200)] [top1_cnt 59] [top5_cnt 262] [top_all 50000]
2022-10-24 18:27:18,313 - net_E: 0.118 (0.524)
2022-10-24 18:27:18,766 - Max [top1: 59.536 (epoch: 20)] [top1-ema: 0.118 (epoch: 20)]
2022-10-24 18:27:18,767 - ==> Total time: 1:24:56 Eta: 19:49:14 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 18:27:44,867 - Train: 6.69% [12550/187500] [20.1/300.0] [batch_t 0.385 (0.432)] [data_t 0.019] [optim_t 0.366] [lr 0.005934] [CE 3.089 (3.045)] [KD 0.000 (0.000)]
2022-10-24 18:28:04,275 - Train: 6.72% [12600/187500] [20.2/300.0] [batch_t 0.387 (0.388)] [data_t 0.017] [optim_t 0.370] [lr 0.005933] [CE 3.104 (3.045)] [KD 0.000 (0.000)]
2022-10-24 18:28:23,825 - Train: 6.75% [12650/187500] [20.2/300.0] [batch_t 0.415 (0.391)] [data_t 0.019] [optim_t 0.396] [lr 0.005933] [CE 3.128 (3.052)] [KD 0.000 (0.000)]
2022-10-24 18:28:43,280 - Train: 6.77% [12700/187500] [20.3/300.0] [batch_t 0.382 (0.389)] [data_t 0.015] [optim_t 0.366] [lr 0.005932] [CE 3.060 (3.055)] [KD 0.000 (0.000)]
2022-10-24 18:29:02,734 - Train: 6.80% [12750/187500] [20.4/300.0] [batch_t 0.389 (0.389)] [data_t 0.021] [optim_t 0.368] [lr 0.005932] [CE 3.079 (3.057)] [KD 0.000 (0.000)]
2022-10-24 18:29:22,310 - Train: 6.83% [12800/187500] [20.5/300.0] [batch_t 0.371 (0.391)] [data_t 0.018] [optim_t 0.353] [lr 0.005931] [CE 3.048 (3.050)] [KD 0.000 (0.000)]
2022-10-24 18:29:41,715 - Train: 6.85% [12850/187500] [20.6/300.0] [batch_t 0.366 (0.388)] [data_t 0.016] [optim_t 0.350] [lr 0.005931] [CE 3.155 (3.057)] [KD 0.000 (0.000)]
2022-10-24 18:30:01,468 - Train: 6.88% [12900/187500] [20.6/300.0] [batch_t 0.397 (0.395)] [data_t 0.010] [optim_t 0.387] [lr 0.005930] [CE 3.063 (3.062)] [KD 0.000 (0.000)]
2022-10-24 18:30:21,025 - Train: 6.91% [12950/187500] [20.7/300.0] [batch_t 0.412 (0.391)] [data_t 0.018] [optim_t 0.393] [lr 0.005930] [CE 3.060 (3.056)] [KD 0.000 (0.000)]
2022-10-24 18:30:40,466 - Train: 6.93% [13000/187500] [20.8/300.0] [batch_t 0.398 (0.389)] [data_t 0.018] [optim_t 0.380] [lr 0.005929] [CE 3.165 (3.045)] [KD 0.000 (0.000)]
2022-10-24 18:31:00,004 - Train: 6.96% [13050/187500] [20.9/300.0] [batch_t 0.394 (0.391)] [data_t 0.017] [optim_t 0.377] [lr 0.005929] [CE 3.073 (3.063)] [KD 0.000 (0.000)]
2022-10-24 18:31:19,479 - Train: 6.99% [13100/187500] [21.0/300.0] [batch_t 0.434 (0.389)] [data_t 0.020] [optim_t 0.414] [lr 0.005928] [CE 3.070 (3.060)] [KD 0.000 (0.000)]
2022-10-24 18:31:28,858 - ==> Total time: 1:29:06 Eta: 19:43:56 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 18:31:42,330 - Train: 7.01% [13150/187500] [21.0/300.0] [batch_t 0.401 (0.480)] [data_t 0.021] [optim_t 0.380] [lr 0.005927] [CE 3.088 (3.009)] [KD 0.000 (0.000)]
2022-10-24 18:32:01,659 - Train: 7.04% [13200/187500] [21.1/300.0] [batch_t 0.404 (0.386)] [data_t 0.022] [optim_t 0.382] [lr 0.005927] [CE 3.080 (3.009)] [KD 0.000 (0.000)]
2022-10-24 18:32:21,193 - Train: 7.07% [13250/187500] [21.2/300.0] [batch_t 0.409 (0.391)] [data_t 0.019] [optim_t 0.390] [lr 0.005926] [CE 3.005 (3.026)] [KD 0.000 (0.000)]
2022-10-24 18:32:40,613 - Train: 7.09% [13300/187500] [21.3/300.0] [batch_t 0.384 (0.388)] [data_t 0.016] [optim_t 0.368] [lr 0.005926] [CE 3.068 (3.028)] [KD 0.000 (0.000)]
2022-10-24 18:33:00,232 - Train: 7.12% [13350/187500] [21.4/300.0] [batch_t 0.390 (0.392)] [data_t 0.017] [optim_t 0.373] [lr 0.005925] [CE 2.919 (3.025)] [KD 0.000 (0.000)]
2022-10-24 18:33:19,755 - Train: 7.15% [13400/187500] [21.4/300.0] [batch_t 0.406 (0.390)] [data_t 0.018] [optim_t 0.388] [lr 0.005925] [CE 3.107 (3.027)] [KD 0.000 (0.000)]
2022-10-24 18:33:39,396 - Train: 7.17% [13450/187500] [21.5/300.0] [batch_t 0.403 (0.393)] [data_t 0.017] [optim_t 0.386] [lr 0.005924] [CE 2.997 (3.020)] [KD 0.000 (0.000)]
2022-10-24 18:33:58,809 - Train: 7.20% [13500/187500] [21.6/300.0] [batch_t 0.433 (0.388)] [data_t 0.019] [optim_t 0.415] [lr 0.005924] [CE 2.965 (3.020)] [KD 0.000 (0.000)]
2022-10-24 18:34:18,370 - Train: 7.23% [13550/187500] [21.7/300.0] [batch_t 0.424 (0.391)] [data_t 0.017] [optim_t 0.407] [lr 0.005923] [CE 3.024 (3.044)] [KD 0.000 (0.000)]
2022-10-24 18:34:37,943 - Train: 7.25% [13600/187500] [21.8/300.0] [batch_t 0.417 (0.391)] [data_t 0.030] [optim_t 0.387] [lr 0.005922] [CE 3.019 (3.034)] [KD 0.000 (0.000)]
2022-10-24 18:34:57,575 - Train: 7.28% [13650/187500] [21.8/300.0] [batch_t 0.380 (0.393)] [data_t 0.018] [optim_t 0.363] [lr 0.005922] [CE 3.019 (3.040)] [KD 0.000 (0.000)]
2022-10-24 18:35:17,211 - Train: 7.31% [13700/187500] [21.9/300.0] [batch_t 0.389 (0.393)] [data_t 0.018] [optim_t 0.371] [lr 0.005921] [CE 3.066 (3.037)] [KD 0.000 (0.000)]
2022-10-24 18:35:36,522 - Train: 7.33% [13750/187500] [22.0/300.0] [batch_t 0.362 (0.386)] [data_t 0.017] [optim_t 0.345] [lr 0.005921] [CE 2.928 (3.032)] [KD 0.000 (0.000)]
2022-10-24 18:35:36,524 - ==> Total time: 1:33:14 Eta: 19:38:13 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 18:35:59,996 - Train: 7.36% [13800/187500] [22.1/300.0] [batch_t 0.383 (0.443)] [data_t 0.017] [optim_t 0.366] [lr 0.005920] [CE 3.011 (2.974)] [KD 0.000 (0.000)]
2022-10-24 18:36:19,386 - Train: 7.39% [13850/187500] [22.2/300.0] [batch_t 0.394 (0.388)] [data_t 0.010] [optim_t 0.384] [lr 0.005920] [CE 3.098 (2.993)] [KD 0.000 (0.000)]
2022-10-24 18:36:38,812 - Train: 7.41% [13900/187500] [22.2/300.0] [batch_t 0.369 (0.388)] [data_t 0.021] [optim_t 0.347] [lr 0.005919] [CE 3.009 (3.008)] [KD 0.000 (0.000)]
2022-10-24 18:36:58,305 - Train: 7.44% [13950/187500] [22.3/300.0] [batch_t 0.384 (0.390)] [data_t 0.021] [optim_t 0.364] [lr 0.005918] [CE 3.018 (3.008)] [KD 0.000 (0.000)]
2022-10-24 18:37:17,937 - Train: 7.47% [14000/187500] [22.4/300.0] [batch_t 0.365 (0.393)] [data_t 0.017] [optim_t 0.348] [lr 0.005918] [CE 3.057 (3.011)] [KD 0.000 (0.000)]
2022-10-24 18:37:37,467 - Train: 7.49% [14050/187500] [22.5/300.0] [batch_t 0.385 (0.390)] [data_t 0.016] [optim_t 0.369] [lr 0.005917] [CE 3.003 (3.003)] [KD 0.000 (0.000)]
2022-10-24 18:37:56,909 - Train: 7.52% [14100/187500] [22.6/300.0] [batch_t 0.396 (0.389)] [data_t 0.018] [optim_t 0.378] [lr 0.005917] [CE 2.997 (3.009)] [KD 0.000 (0.000)]
2022-10-24 18:38:16,442 - Train: 7.55% [14150/187500] [22.6/300.0] [batch_t 0.388 (0.391)] [data_t 0.019] [optim_t 0.369] [lr 0.005916] [CE 3.034 (3.018)] [KD 0.000 (0.000)]
2022-10-24 18:38:35,995 - Train: 7.57% [14200/187500] [22.7/300.0] [batch_t 0.412 (0.391)] [data_t 0.019] [optim_t 0.393] [lr 0.005916] [CE 3.031 (3.013)] [KD 0.000 (0.000)]
2022-10-24 18:38:55,579 - Train: 7.60% [14250/187500] [22.8/300.0] [batch_t 0.383 (0.392)] [data_t 0.011] [optim_t 0.372] [lr 0.005915] [CE 2.920 (3.011)] [KD 0.000 (0.000)]
2022-10-24 18:39:15,117 - Train: 7.63% [14300/187500] [22.9/300.0] [batch_t 0.365 (0.391)] [data_t 0.017] [optim_t 0.348] [lr 0.005914] [CE 3.004 (3.022)] [KD 0.000 (0.000)]
2022-10-24 18:39:34,629 - Train: 7.65% [14350/187500] [23.0/300.0] [batch_t 0.382 (0.390)] [data_t 0.007] [optim_t 0.374] [lr 0.005914] [CE 3.020 (3.021)] [KD 0.000 (0.000)]
2022-10-24 18:39:44,071 - ==> Total time: 1:37:22 Eta: 19:32:38 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 18:39:58,236 - Train: 7.68% [14400/187500] [23.0/300.0] [batch_t 0.404 (0.515)] [data_t 0.019] [optim_t 0.385] [lr 0.005913] [CE 2.857 (2.950)] [KD 0.000 (0.000)]
2022-10-24 18:40:17,719 - Train: 7.71% [14450/187500] [23.1/300.0] [batch_t 0.372 (0.390)] [data_t 0.017] [optim_t 0.355] [lr 0.005913] [CE 2.965 (2.969)] [KD 0.000 (0.000)]
2022-10-24 18:40:37,374 - Train: 7.73% [14500/187500] [23.2/300.0] [batch_t 0.380 (0.393)] [data_t 0.017] [optim_t 0.364] [lr 0.005912] [CE 2.985 (2.981)] [KD 0.000 (0.000)]
2022-10-24 18:40:56,926 - Train: 7.76% [14550/187500] [23.3/300.0] [batch_t 0.402 (0.391)] [data_t 0.021] [optim_t 0.381] [lr 0.005911] [CE 2.937 (2.982)] [KD 0.000 (0.000)]
2022-10-24 18:41:16,504 - Train: 7.79% [14600/187500] [23.4/300.0] [batch_t 0.386 (0.391)] [data_t 0.021] [optim_t 0.365] [lr 0.005911] [CE 2.966 (2.981)] [KD 0.000 (0.000)]
2022-10-24 18:41:35,908 - Train: 7.81% [14650/187500] [23.4/300.0] [batch_t 0.368 (0.388)] [data_t 0.018] [optim_t 0.350] [lr 0.005910] [CE 2.989 (2.973)] [KD 0.000 (0.000)]
2022-10-24 18:41:55,398 - Train: 7.84% [14700/187500] [23.5/300.0] [batch_t 0.384 (0.390)] [data_t 0.018] [optim_t 0.366] [lr 0.005909] [CE 2.951 (2.994)] [KD 0.000 (0.000)]
2022-10-24 18:42:14,796 - Train: 7.87% [14750/187500] [23.6/300.0] [batch_t 0.389 (0.388)] [data_t 0.018] [optim_t 0.371] [lr 0.005909] [CE 2.962 (2.989)] [KD 0.000 (0.000)]
2022-10-24 18:42:34,363 - Train: 7.89% [14800/187500] [23.7/300.0] [batch_t 0.416 (0.391)] [data_t 0.020] [optim_t 0.396] [lr 0.005908] [CE 3.008 (2.996)] [KD 0.000 (0.000)]
2022-10-24 18:42:53,905 - Train: 7.92% [14850/187500] [23.8/300.0] [batch_t 0.424 (0.391)] [data_t 0.018] [optim_t 0.406] [lr 0.005908] [CE 2.967 (2.989)] [KD 0.000 (0.000)]
2022-10-24 18:43:13,440 - Train: 7.95% [14900/187500] [23.8/300.0] [batch_t 0.397 (0.391)] [data_t 0.019] [optim_t 0.378] [lr 0.005907] [CE 3.017 (2.986)] [KD 0.000 (0.000)]
2022-10-24 18:43:32,994 - Train: 7.97% [14950/187500] [23.9/300.0] [batch_t 0.376 (0.391)] [data_t 0.017] [optim_t 0.359] [lr 0.005906] [CE 3.011 (2.999)] [KD 0.000 (0.000)]
2022-10-24 18:43:52,144 - Train: 8.00% [15000/187500] [24.0/300.0] [batch_t 0.360 (0.383)] [data_t 0.014] [optim_t 0.346] [lr 0.005906] [CE 2.946 (2.998)] [KD 0.000 (0.000)]
2022-10-24 18:43:52,146 - ==> Total time: 1:41:30 Eta: 19:27:16 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 18:44:15,773 - Train: 8.03% [15050/187500] [24.1/300.0] [batch_t 0.396 (0.444)] [data_t 0.017] [optim_t 0.380] [lr 0.005905] [CE 2.953 (2.941)] [KD 0.000 (0.000)]
2022-10-24 18:44:35,377 - Train: 8.05% [15100/187500] [24.2/300.0] [batch_t 0.380 (0.392)] [data_t 0.018] [optim_t 0.362] [lr 0.005905] [CE 2.962 (2.958)] [KD 0.000 (0.000)]
2022-10-24 18:44:54,999 - Train: 8.08% [15150/187500] [24.2/300.0] [batch_t 0.364 (0.392)] [data_t 0.018] [optim_t 0.346] [lr 0.005904] [CE 2.988 (2.959)] [KD 0.000 (0.000)]
2022-10-24 18:45:14,613 - Train: 8.11% [15200/187500] [24.3/300.0] [batch_t 0.367 (0.392)] [data_t 0.017] [optim_t 0.350] [lr 0.005903] [CE 3.012 (2.967)] [KD 0.000 (0.000)]
2022-10-24 18:45:34,124 - Train: 8.13% [15250/187500] [24.4/300.0] [batch_t 0.399 (0.390)] [data_t 0.018] [optim_t 0.381] [lr 0.005903] [CE 2.969 (2.963)] [KD 0.000 (0.000)]
2022-10-24 18:45:53,592 - Train: 8.16% [15300/187500] [24.5/300.0] [batch_t 0.372 (0.389)] [data_t 0.018] [optim_t 0.353] [lr 0.005902] [CE 2.956 (2.975)] [KD 0.000 (0.000)]
2022-10-24 18:46:13,217 - Train: 8.19% [15350/187500] [24.6/300.0] [batch_t 0.406 (0.392)] [data_t 0.019] [optim_t 0.388] [lr 0.005901] [CE 2.941 (2.964)] [KD 0.000 (0.000)]
2022-10-24 18:46:32,761 - Train: 8.21% [15400/187500] [24.6/300.0] [batch_t 0.383 (0.391)] [data_t 0.018] [optim_t 0.365] [lr 0.005901] [CE 3.053 (2.973)] [KD 0.000 (0.000)]
2022-10-24 18:46:52,381 - Train: 8.24% [15450/187500] [24.7/300.0] [batch_t 0.396 (0.392)] [data_t 0.016] [optim_t 0.380] [lr 0.005900] [CE 2.960 (2.979)] [KD 0.000 (0.000)]
2022-10-24 18:47:11,951 - Train: 8.27% [15500/187500] [24.8/300.0] [batch_t 0.387 (0.391)] [data_t 0.007] [optim_t 0.379] [lr 0.005899] [CE 3.029 (2.985)] [KD 0.000 (0.000)]
2022-10-24 18:47:31,519 - Train: 8.29% [15550/187500] [24.9/300.0] [batch_t 0.425 (0.391)] [data_t 0.018] [optim_t 0.407] [lr 0.005899] [CE 2.941 (2.971)] [KD 0.000 (0.000)]
2022-10-24 18:47:51,243 - Train: 8.32% [15600/187500] [25.0/300.0] [batch_t 0.434 (0.394)] [data_t 0.019] [optim_t 0.415] [lr 0.005898] [CE 2.915 (2.963)] [KD 0.000 (0.000)]
2022-10-24 18:48:10,881 - Test (net): 100.00% [50/50] [batch_t 0.368 (0.196)] [top1_cnt 31010] [top5_cnt 42218] [top_all 50000]
2022-10-24 18:48:10,881 - net: 62.020 (84.436)
2022-10-24 18:48:20,115 - Test (net_E): 100.00% [50/50] [batch_t 0.187 (0.167)] [top1_cnt 494] [top5_cnt 1661] [top_all 50000]
2022-10-24 18:48:20,115 - net_E: 0.988 (3.322)
2022-10-24 18:48:20,532 - Max [top1: 62.020 (epoch: 25)] [top1-ema: 0.988 (epoch: 25)]
2022-10-24 18:48:20,533 - ==> Total time: 1:45:58 Eta: 19:25:43 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 18:48:36,942 - Train: 8.35% [15650/187500] [25.0/300.0] [batch_t 0.415 (0.474)] [data_t 0.010] [optim_t 0.404] [lr 0.005897] [CE 2.956 (2.927)] [KD 0.000 (0.000)]
2022-10-24 18:48:56,767 - Train: 8.37% [15700/187500] [25.1/300.0] [batch_t 0.407 (0.396)] [data_t 0.018] [optim_t 0.389] [lr 0.005897] [CE 2.980 (2.930)] [KD 0.000 (0.000)]
2022-10-24 18:49:16,271 - Train: 8.40% [15750/187500] [25.2/300.0] [batch_t 0.365 (0.390)] [data_t 0.018] [optim_t 0.347] [lr 0.005896] [CE 2.950 (2.957)] [KD 0.000 (0.000)]
2022-10-24 18:49:35,864 - Train: 8.43% [15800/187500] [25.3/300.0] [batch_t 0.408 (0.392)] [data_t 0.023] [optim_t 0.385] [lr 0.005896] [CE 2.934 (2.947)] [KD 0.000 (0.000)]
2022-10-24 18:49:55,403 - Train: 8.45% [15850/187500] [25.4/300.0] [batch_t 0.356 (0.391)] [data_t 0.008] [optim_t 0.348] [lr 0.005895] [CE 2.996 (2.951)] [KD 0.000 (0.000)]
2022-10-24 18:50:15,090 - Train: 8.48% [15900/187500] [25.4/300.0] [batch_t 0.409 (0.394)] [data_t 0.020] [optim_t 0.390] [lr 0.005894] [CE 2.960 (2.947)] [KD 0.000 (0.000)]
2022-10-24 18:50:34,578 - Train: 8.51% [15950/187500] [25.5/300.0] [batch_t 0.396 (0.390)] [data_t 0.019] [optim_t 0.377] [lr 0.005894] [CE 2.892 (2.944)] [KD 0.000 (0.000)]
2022-10-24 18:50:54,117 - Train: 8.53% [16000/187500] [25.6/300.0] [batch_t 0.368 (0.391)] [data_t 0.019] [optim_t 0.349] [lr 0.005893] [CE 2.959 (2.956)] [KD 0.000 (0.000)]
2022-10-24 18:51:13,770 - Train: 8.56% [16050/187500] [25.7/300.0] [batch_t 0.368 (0.393)] [data_t 0.019] [optim_t 0.349] [lr 0.005892] [CE 2.935 (2.964)] [KD 0.000 (0.000)]
2022-10-24 18:51:33,624 - Train: 8.59% [16100/187500] [25.8/300.0] [batch_t 0.401 (0.397)] [data_t 0.018] [optim_t 0.384] [lr 0.005892] [CE 2.964 (2.961)] [KD 0.000 (0.000)]
2022-10-24 18:51:53,187 - Train: 8.61% [16150/187500] [25.8/300.0] [batch_t 0.364 (0.391)] [data_t 0.018] [optim_t 0.346] [lr 0.005891] [CE 2.996 (2.950)] [KD 0.000 (0.000)]
2022-10-24 18:52:12,863 - Train: 8.64% [16200/187500] [25.9/300.0] [batch_t 0.384 (0.393)] [data_t 0.018] [optim_t 0.365] [lr 0.005890] [CE 2.991 (2.965)] [KD 0.000 (0.000)]
2022-10-24 18:52:32,053 - Train: 8.67% [16250/187500] [26.0/300.0] [batch_t 0.361 (0.384)] [data_t 0.013] [optim_t 0.348] [lr 0.005890] [CE 3.034 (2.959)] [KD 0.000 (0.000)]
2022-10-24 18:52:32,056 - ==> Total time: 1:50:10 Eta: 19:20:59 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 18:52:56,236 - Train: 8.69% [16300/187500] [26.1/300.0] [batch_t 0.369 (0.448)] [data_t 0.018] [optim_t 0.350] [lr 0.005889] [CE 2.932 (2.922)] [KD 0.000 (0.000)]
2022-10-24 18:53:15,824 - Train: 8.72% [16350/187500] [26.2/300.0] [batch_t 0.397 (0.392)] [data_t 0.018] [optim_t 0.379] [lr 0.005888] [CE 2.921 (2.916)] [KD 0.000 (0.000)]
2022-10-24 18:53:35,301 - Train: 8.75% [16400/187500] [26.2/300.0] [batch_t 0.390 (0.389)] [data_t 0.020] [optim_t 0.370] [lr 0.005887] [CE 2.937 (2.938)] [KD 0.000 (0.000)]
2022-10-24 18:53:54,874 - Train: 8.77% [16450/187500] [26.3/300.0] [batch_t 0.364 (0.391)] [data_t 0.018] [optim_t 0.347] [lr 0.005887] [CE 2.988 (2.934)] [KD 0.000 (0.000)]
2022-10-24 18:54:14,571 - Train: 8.80% [16500/187500] [26.4/300.0] [batch_t 0.389 (0.394)] [data_t 0.021] [optim_t 0.368] [lr 0.005886] [CE 2.895 (2.938)] [KD 0.000 (0.000)]
2022-10-24 18:54:34,201 - Train: 8.83% [16550/187500] [26.5/300.0] [batch_t 0.379 (0.392)] [data_t 0.018] [optim_t 0.361] [lr 0.005885] [CE 2.960 (2.936)] [KD 0.000 (0.000)]
2022-10-24 18:54:53,726 - Train: 8.85% [16600/187500] [26.6/300.0] [batch_t 0.386 (0.390)] [data_t 0.020] [optim_t 0.365] [lr 0.005885] [CE 2.943 (2.943)] [KD 0.000 (0.000)]
2022-10-24 18:55:13,273 - Train: 8.88% [16650/187500] [26.6/300.0] [batch_t 0.391 (0.391)] [data_t 0.020] [optim_t 0.371] [lr 0.005884] [CE 2.938 (2.956)] [KD 0.000 (0.000)]
2022-10-24 18:55:32,678 - Train: 8.91% [16700/187500] [26.7/300.0] [batch_t 0.371 (0.388)] [data_t 0.020] [optim_t 0.351] [lr 0.005883] [CE 2.956 (2.947)] [KD 0.000 (0.000)]
2022-10-24 18:55:52,165 - Train: 8.93% [16750/187500] [26.8/300.0] [batch_t 0.385 (0.390)] [data_t 0.012] [optim_t 0.374] [lr 0.005883] [CE 2.979 (2.944)] [KD 0.000 (0.000)]
2022-10-24 18:56:11,751 - Train: 8.96% [16800/187500] [26.9/300.0] [batch_t 0.380 (0.392)] [data_t 0.019] [optim_t 0.361] [lr 0.005882] [CE 3.030 (2.953)] [KD 0.000 (0.000)]
2022-10-24 18:56:31,412 - Train: 8.99% [16850/187500] [27.0/300.0] [batch_t 0.380 (0.393)] [data_t 0.016] [optim_t 0.363] [lr 0.005881] [CE 3.014 (2.941)] [KD 0.000 (0.000)]
2022-10-24 18:56:40,937 - ==> Total time: 1:54:18 Eta: 19:15:50 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 18:56:55,401 - Train: 9.01% [16900/187500] [27.0/300.0] [batch_t 0.406 (0.516)] [data_t 0.019] [optim_t 0.388] [lr 0.005881] [CE 2.863 (2.889)] [KD 0.000 (0.000)]
2022-10-24 18:57:15,024 - Train: 9.04% [16950/187500] [27.1/300.0] [batch_t 0.416 (0.392)] [data_t 0.019] [optim_t 0.398] [lr 0.005880] [CE 2.939 (2.900)] [KD 0.000 (0.000)]
2022-10-24 18:57:34,608 - Train: 9.07% [17000/187500] [27.2/300.0] [batch_t 0.366 (0.392)] [data_t 0.015] [optim_t 0.351] [lr 0.005879] [CE 2.977 (2.915)] [KD 0.000 (0.000)]
2022-10-24 18:57:54,319 - Train: 9.09% [17050/187500] [27.3/300.0] [batch_t 0.397 (0.394)] [data_t 0.018] [optim_t 0.379] [lr 0.005878] [CE 2.885 (2.929)] [KD 0.000 (0.000)]
2022-10-24 18:58:13,922 - Train: 9.12% [17100/187500] [27.4/300.0] [batch_t 0.366 (0.392)] [data_t 0.018] [optim_t 0.347] [lr 0.005878] [CE 2.933 (2.920)] [KD 0.000 (0.000)]
2022-10-24 18:58:33,611 - Train: 9.15% [17150/187500] [27.4/300.0] [batch_t 0.382 (0.394)] [data_t 0.018] [optim_t 0.364] [lr 0.005877] [CE 2.915 (2.925)] [KD 0.000 (0.000)]
2022-10-24 18:58:53,271 - Train: 9.17% [17200/187500] [27.5/300.0] [batch_t 0.378 (0.393)] [data_t 0.020] [optim_t 0.358] [lr 0.005876] [CE 2.931 (2.940)] [KD 0.000 (0.000)]
2022-10-24 18:59:12,752 - Train: 9.20% [17250/187500] [27.6/300.0] [batch_t 0.372 (0.389)] [data_t 0.018] [optim_t 0.354] [lr 0.005876] [CE 2.883 (2.925)] [KD 0.000 (0.000)]
2022-10-24 18:59:32,410 - Train: 9.23% [17300/187500] [27.7/300.0] [batch_t 0.432 (0.393)] [data_t 0.019] [optim_t 0.413] [lr 0.005875] [CE 2.947 (2.943)] [KD 0.000 (0.000)]
2022-10-24 18:59:52,033 - Train: 9.25% [17350/187500] [27.8/300.0] [batch_t 0.404 (0.392)] [data_t 0.018] [optim_t 0.385] [lr 0.005874] [CE 2.916 (2.934)] [KD 0.000 (0.000)]
2022-10-24 19:00:11,663 - Train: 9.28% [17400/187500] [27.8/300.0] [batch_t 0.404 (0.392)] [data_t 0.017] [optim_t 0.387] [lr 0.005873] [CE 2.953 (2.935)] [KD 0.000 (0.000)]
2022-10-24 19:00:31,354 - Train: 9.31% [17450/187500] [27.9/300.0] [batch_t 0.384 (0.394)] [data_t 0.018] [optim_t 0.366] [lr 0.005873] [CE 2.921 (2.938)] [KD 0.000 (0.000)]
2022-10-24 19:00:50,612 - Train: 9.33% [17500/187500] [28.0/300.0] [batch_t 0.362 (0.385)] [data_t 0.016] [optim_t 0.347] [lr 0.005872] [CE 3.008 (2.935)] [KD 0.000 (0.000)]
2022-10-24 19:00:50,615 - ==> Total time: 1:58:28 Eta: 19:10:54 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 19:01:14,488 - Train: 9.36% [17550/187500] [28.1/300.0] [batch_t 0.390 (0.447)] [data_t 0.016] [optim_t 0.374] [lr 0.005871] [CE 2.943 (2.886)] [KD 0.000 (0.000)]
2022-10-24 19:01:34,054 - Train: 9.39% [17600/187500] [28.2/300.0] [batch_t 0.366 (0.391)] [data_t 0.018] [optim_t 0.348] [lr 0.005871] [CE 2.951 (2.902)] [KD 0.000 (0.000)]
2022-10-24 19:01:53,740 - Train: 9.41% [17650/187500] [28.2/300.0] [batch_t 0.382 (0.394)] [data_t 0.020] [optim_t 0.362] [lr 0.005870] [CE 2.917 (2.901)] [KD 0.000 (0.000)]
2022-10-24 19:02:13,294 - Train: 9.44% [17700/187500] [28.3/300.0] [batch_t 0.396 (0.391)] [data_t 0.019] [optim_t 0.377] [lr 0.005869] [CE 2.938 (2.906)] [KD 0.000 (0.000)]
2022-10-24 19:02:32,871 - Train: 9.47% [17750/187500] [28.4/300.0] [batch_t 0.415 (0.391)] [data_t 0.020] [optim_t 0.395] [lr 0.005868] [CE 2.893 (2.906)] [KD 0.000 (0.000)]
2022-10-24 19:02:52,262 - Train: 9.49% [17800/187500] [28.5/300.0] [batch_t 0.395 (0.388)] [data_t 0.020] [optim_t 0.374] [lr 0.005868] [CE 2.924 (2.922)] [KD 0.000 (0.000)]
2022-10-24 19:03:11,802 - Train: 9.52% [17850/187500] [28.6/300.0] [batch_t 0.392 (0.391)] [data_t 0.019] [optim_t 0.373] [lr 0.005867] [CE 2.920 (2.909)] [KD 0.000 (0.000)]
2022-10-24 19:03:31,420 - Train: 9.55% [17900/187500] [28.6/300.0] [batch_t 0.365 (0.392)] [data_t 0.018] [optim_t 0.348] [lr 0.005866] [CE 2.929 (2.926)] [KD 0.000 (0.000)]
2022-10-24 19:03:51,002 - Train: 9.57% [17950/187500] [28.7/300.0] [batch_t 0.369 (0.392)] [data_t 0.018] [optim_t 0.351] [lr 0.005865] [CE 2.948 (2.926)] [KD 0.000 (0.000)]
2022-10-24 19:04:10,425 - Train: 9.60% [18000/187500] [28.8/300.0] [batch_t 0.366 (0.388)] [data_t 0.018] [optim_t 0.348] [lr 0.005865] [CE 2.979 (2.924)] [KD 0.000 (0.000)]
2022-10-24 19:04:30,074 - Train: 9.63% [18050/187500] [28.9/300.0] [batch_t 0.396 (0.393)] [data_t 0.022] [optim_t 0.374] [lr 0.005864] [CE 2.924 (2.920)] [KD 0.000 (0.000)]
2022-10-24 19:04:49,667 - Train: 9.65% [18100/187500] [29.0/300.0] [batch_t 0.398 (0.392)] [data_t 0.018] [optim_t 0.380] [lr 0.005863] [CE 2.895 (2.911)] [KD 0.000 (0.000)]
2022-10-24 19:04:59,152 - ==> Total time: 2:02:37 Eta: 19:05:50 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 19:05:13,497 - Train: 9.68% [18150/187500] [29.0/300.0] [batch_t 0.382 (0.518)] [data_t 0.020] [optim_t 0.362] [lr 0.005862] [CE 2.890 (2.874)] [KD 0.000 (0.000)]
2022-10-24 19:05:32,954 - Train: 9.71% [18200/187500] [29.1/300.0] [batch_t 0.388 (0.389)] [data_t 0.019] [optim_t 0.369] [lr 0.005862] [CE 2.901 (2.885)] [KD 0.000 (0.000)]
2022-10-24 19:05:52,514 - Train: 9.73% [18250/187500] [29.2/300.0] [batch_t 0.389 (0.391)] [data_t 0.019] [optim_t 0.371] [lr 0.005861] [CE 2.854 (2.898)] [KD 0.000 (0.000)]
2022-10-24 19:06:12,074 - Train: 9.76% [18300/187500] [29.3/300.0] [batch_t 0.436 (0.391)] [data_t 0.018] [optim_t 0.418] [lr 0.005860] [CE 2.916 (2.896)] [KD 0.000 (0.000)]
2022-10-24 19:06:31,464 - Train: 9.79% [18350/187500] [29.4/300.0] [batch_t 0.409 (0.388)] [data_t 0.019] [optim_t 0.390] [lr 0.005859] [CE 2.918 (2.898)] [KD 0.000 (0.000)]
2022-10-24 19:06:50,987 - Train: 9.81% [18400/187500] [29.4/300.0] [batch_t 0.403 (0.390)] [data_t 0.018] [optim_t 0.386] [lr 0.005859] [CE 2.883 (2.903)] [KD 0.000 (0.000)]
2022-10-24 19:07:10,560 - Train: 9.84% [18450/187500] [29.5/300.0] [batch_t 0.394 (0.391)] [data_t 0.021] [optim_t 0.373] [lr 0.005858] [CE 2.917 (2.911)] [KD 0.000 (0.000)]
2022-10-24 19:07:30,059 - Train: 9.87% [18500/187500] [29.6/300.0] [batch_t 0.365 (0.390)] [data_t 0.018] [optim_t 0.347] [lr 0.005857] [CE 2.913 (2.915)] [KD 0.000 (0.000)]
2022-10-24 19:07:49,581 - Train: 9.89% [18550/187500] [29.7/300.0] [batch_t 0.406 (0.390)] [data_t 0.025] [optim_t 0.381] [lr 0.005856] [CE 2.889 (2.910)] [KD 0.000 (0.000)]
2022-10-24 19:08:09,068 - Train: 9.92% [18600/187500] [29.8/300.0] [batch_t 0.380 (0.390)] [data_t 0.015] [optim_t 0.365] [lr 0.005856] [CE 2.951 (2.905)] [KD 0.000 (0.000)]
2022-10-24 19:08:28,632 - Train: 9.95% [18650/187500] [29.8/300.0] [batch_t 0.409 (0.391)] [data_t 0.015] [optim_t 0.394] [lr 0.005855] [CE 2.828 (2.919)] [KD 0.000 (0.000)]
2022-10-24 19:08:48,131 - Train: 9.97% [18700/187500] [29.9/300.0] [batch_t 0.390 (0.390)] [data_t 0.017] [optim_t 0.373] [lr 0.005854] [CE 2.886 (2.907)] [KD 0.000 (0.000)]
2022-10-24 19:09:07,334 - Train: 10.00% [18750/187500] [30.0/300.0] [batch_t 0.362 (0.384)] [data_t 0.017] [optim_t 0.345] [lr 0.005853] [CE 2.957 (2.912)] [KD 0.000 (0.000)]
2022-10-24 19:09:16,839 - Test (net): 100.00% [50/50] [batch_t 0.061 (0.180)] [top1_cnt 31498] [top5_cnt 42699] [top_all 50000]
2022-10-24 19:09:16,839 - net: 62.996 (85.398)
2022-10-24 19:09:27,388 - Test (net_E): 100.00% [50/50] [batch_t 0.060 (0.193)] [top1_cnt 15919] [top5_cnt 28012] [top_all 50000]
2022-10-24 19:09:27,389 - net_E: 31.838 (56.024)
2022-10-24 19:09:27,795 - Max [top1: 62.996 (epoch: 30)] [top1-ema: 31.838 (epoch: 30)]
2022-10-24 19:09:27,795 - ==> Total time: 2:07:05 Eta: 19:03:51 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 19:09:53,411 - Train: 10.03% [18800/187500] [30.1/300.0] [batch_t 0.406 (0.427)] [data_t 0.018] [optim_t 0.388] [lr 0.005852] [CE 2.866 (2.866)] [KD 0.000 (0.000)]
2022-10-24 19:10:12,945 - Train: 10.05% [18850/187500] [30.2/300.0] [batch_t 0.385 (0.391)] [data_t 0.018] [optim_t 0.367] [lr 0.005852] [CE 2.953 (2.880)] [KD 0.000 (0.000)]
2022-10-24 19:10:32,464 - Train: 10.08% [18900/187500] [30.2/300.0] [batch_t 0.400 (0.390)] [data_t 0.021] [optim_t 0.379] [lr 0.005851] [CE 2.885 (2.891)] [KD 0.000 (0.000)]
2022-10-24 19:10:52,083 - Train: 10.11% [18950/187500] [30.3/300.0] [batch_t 0.391 (0.392)] [data_t 0.016] [optim_t 0.375] [lr 0.005850] [CE 2.969 (2.894)] [KD 0.000 (0.000)]
2022-10-24 19:11:11,655 - Train: 10.13% [19000/187500] [30.4/300.0] [batch_t 0.429 (0.391)] [data_t 0.015] [optim_t 0.414] [lr 0.005849] [CE 2.900 (2.891)] [KD 0.000 (0.000)]
2022-10-24 19:11:31,113 - Train: 10.16% [19050/187500] [30.5/300.0] [batch_t 0.367 (0.389)] [data_t 0.018] [optim_t 0.350] [lr 0.005849] [CE 2.882 (2.896)] [KD 0.000 (0.000)]
2022-10-24 19:11:50,586 - Train: 10.19% [19100/187500] [30.6/300.0] [batch_t 0.471 (0.389)] [data_t 0.010] [optim_t 0.461] [lr 0.005848] [CE 2.880 (2.893)] [KD 0.000 (0.000)]
2022-10-24 19:12:10,092 - Train: 10.21% [19150/187500] [30.6/300.0] [batch_t 0.405 (0.390)] [data_t 0.020] [optim_t 0.385] [lr 0.005847] [CE 2.939 (2.902)] [KD 0.000 (0.000)]
2022-10-24 19:12:29,701 - Train: 10.24% [19200/187500] [30.7/300.0] [batch_t 0.369 (0.392)] [data_t 0.021] [optim_t 0.348] [lr 0.005846] [CE 2.900 (2.911)] [KD 0.000 (0.000)]
2022-10-24 19:12:49,315 - Train: 10.27% [19250/187500] [30.8/300.0] [batch_t 0.386 (0.392)] [data_t 0.017] [optim_t 0.370] [lr 0.005845] [CE 2.921 (2.908)] [KD 0.000 (0.000)]
2022-10-24 19:13:09,002 - Train: 10.29% [19300/187500] [30.9/300.0] [batch_t 0.402 (0.394)] [data_t 0.018] [optim_t 0.384] [lr 0.005845] [CE 2.856 (2.901)] [KD 0.000 (0.000)]
2022-10-24 19:13:28,564 - Train: 10.32% [19350/187500] [31.0/300.0] [batch_t 0.388 (0.391)] [data_t 0.017] [optim_t 0.371] [lr 0.005844] [CE 2.901 (2.902)] [KD 0.000 (0.000)]
2022-10-24 19:13:38,063 - ==> Total time: 2:11:16 Eta: 18:59:03 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 19:13:52,586 - Train: 10.35% [19400/187500] [31.0/300.0] [batch_t 0.404 (0.521)] [data_t 0.016] [optim_t 0.388] [lr 0.005843] [CE 2.910 (2.855)] [KD 0.000 (0.000)]
2022-10-24 19:14:12,246 - Train: 10.37% [19450/187500] [31.1/300.0] [batch_t 0.395 (0.393)] [data_t 0.016] [optim_t 0.379] [lr 0.005842] [CE 2.856 (2.859)] [KD 0.000 (0.000)]
2022-10-24 19:14:31,953 - Train: 10.40% [19500/187500] [31.2/300.0] [batch_t 0.386 (0.394)] [data_t 0.017] [optim_t 0.368] [lr 0.005841] [CE 2.830 (2.877)] [KD 0.000 (0.000)]
2022-10-24 19:14:51,546 - Train: 10.43% [19550/187500] [31.3/300.0] [batch_t 0.367 (0.392)] [data_t 0.019] [optim_t 0.348] [lr 0.005841] [CE 2.915 (2.884)] [KD 0.000 (0.000)]
2022-10-24 19:15:11,285 - Train: 10.45% [19600/187500] [31.4/300.0] [batch_t 0.402 (0.395)] [data_t 0.018] [optim_t 0.383] [lr 0.005840] [CE 2.952 (2.886)] [KD 0.000 (0.000)]
2022-10-24 19:15:30,866 - Train: 10.48% [19650/187500] [31.4/300.0] [batch_t 0.386 (0.392)] [data_t 0.016] [optim_t 0.370] [lr 0.005839] [CE 2.818 (2.888)] [KD 0.000 (0.000)]
2022-10-24 19:15:50,467 - Train: 10.51% [19700/187500] [31.5/300.0] [batch_t 0.431 (0.392)] [data_t 0.018] [optim_t 0.414] [lr 0.005838] [CE 2.920 (2.888)] [KD 0.000 (0.000)]
2022-10-24 19:16:10,142 - Train: 10.53% [19750/187500] [31.6/300.0] [batch_t 0.422 (0.393)] [data_t 0.042] [optim_t 0.380] [lr 0.005837] [CE 2.939 (2.892)] [KD 0.000 (0.000)]
2022-10-24 19:16:29,907 - Train: 10.56% [19800/187500] [31.7/300.0] [batch_t 0.404 (0.395)] [data_t 0.019] [optim_t 0.386] [lr 0.005836] [CE 2.954 (2.893)] [KD 0.000 (0.000)]
2022-10-24 19:16:49,349 - Train: 10.59% [19850/187500] [31.8/300.0] [batch_t 0.371 (0.389)] [data_t 0.018] [optim_t 0.353] [lr 0.005836] [CE 2.881 (2.888)] [KD 0.000 (0.000)]
2022-10-24 19:17:08,916 - Train: 10.61% [19900/187500] [31.8/300.0] [batch_t 0.400 (0.391)] [data_t 0.016] [optim_t 0.384] [lr 0.005835] [CE 2.927 (2.904)] [KD 0.000 (0.000)]
2022-10-24 19:17:28,465 - Train: 10.64% [19950/187500] [31.9/300.0] [batch_t 0.392 (0.391)] [data_t 0.018] [optim_t 0.375] [lr 0.005834] [CE 2.892 (2.894)] [KD 0.000 (0.000)]
2022-10-24 19:17:47,727 - Train: 10.67% [20000/187500] [32.0/300.0] [batch_t 0.361 (0.385)] [data_t 0.015] [optim_t 0.346] [lr 0.005833] [CE 2.843 (2.890)] [KD 0.000 (0.000)]
2022-10-24 19:17:47,730 - ==> Total time: 2:15:25 Eta: 18:54:12 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 19:18:11,471 - Train: 10.69% [20050/187500] [32.1/300.0] [batch_t 0.390 (0.442)] [data_t 0.019] [optim_t 0.372] [lr 0.005832] [CE 2.867 (2.843)] [KD 0.000 (0.000)]
2022-10-24 19:18:30,996 - Train: 10.72% [20100/187500] [32.2/300.0] [batch_t 0.364 (0.390)] [data_t 0.018] [optim_t 0.346] [lr 0.005832] [CE 2.845 (2.850)] [KD 0.000 (0.000)]
2022-10-24 19:18:50,492 - Train: 10.75% [20150/187500] [32.2/300.0] [batch_t 0.373 (0.390)] [data_t 0.018] [optim_t 0.354] [lr 0.005831] [CE 2.896 (2.877)] [KD 0.000 (0.000)]
2022-10-24 19:19:10,083 - Train: 10.77% [20200/187500] [32.3/300.0] [batch_t 0.375 (0.392)] [data_t 0.019] [optim_t 0.357] [lr 0.005830] [CE 2.935 (2.878)] [KD 0.000 (0.000)]
2022-10-24 19:19:29,405 - Train: 10.80% [20250/187500] [32.4/300.0] [batch_t 0.381 (0.386)] [data_t 0.010] [optim_t 0.370] [lr 0.005829] [CE 2.896 (2.876)] [KD 0.000 (0.000)]
2022-10-24 19:19:48,923 - Train: 10.83% [20300/187500] [32.5/300.0] [batch_t 0.374 (0.390)] [data_t 0.013] [optim_t 0.361] [lr 0.005828] [CE 2.829 (2.882)] [KD 0.000 (0.000)]
2022-10-24 19:20:08,555 - Train: 10.85% [20350/187500] [32.6/300.0] [batch_t 0.383 (0.393)] [data_t 0.018] [optim_t 0.365] [lr 0.005827] [CE 2.844 (2.879)] [KD 0.000 (0.000)]
2022-10-24 19:20:27,986 - Train: 10.88% [20400/187500] [32.6/300.0] [batch_t 0.403 (0.389)] [data_t 0.019] [optim_t 0.383] [lr 0.005826] [CE 2.897 (2.896)] [KD 0.000 (0.000)]
2022-10-24 19:20:47,423 - Train: 10.91% [20450/187500] [32.7/300.0] [batch_t 0.364 (0.389)] [data_t 0.017] [optim_t 0.347] [lr 0.005826] [CE 2.928 (2.893)] [KD 0.000 (0.000)]
2022-10-24 19:21:06,983 - Train: 10.93% [20500/187500] [32.8/300.0] [batch_t 0.373 (0.391)] [data_t 0.010] [optim_t 0.364] [lr 0.005825] [CE 3.020 (2.886)] [KD 0.000 (0.000)]
2022-10-24 19:21:26,607 - Train: 10.96% [20550/187500] [32.9/300.0] [batch_t 0.397 (0.392)] [data_t 0.018] [optim_t 0.379] [lr 0.005824] [CE 2.875 (2.887)] [KD 0.000 (0.000)]
2022-10-24 19:21:46,288 - Train: 10.99% [20600/187500] [33.0/300.0] [batch_t 0.368 (0.394)] [data_t 0.018] [optim_t 0.350] [lr 0.005823] [CE 2.829 (2.882)] [KD 0.000 (0.000)]
2022-10-24 19:21:55,739 - ==> Total time: 2:19:33 Eta: 18:49:10 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 19:22:10,056 - Train: 11.01% [20650/187500] [33.0/300.0] [batch_t 0.395 (0.490)] [data_t 0.019] [optim_t 0.377] [lr 0.005822] [CE 2.785 (2.834)] [KD 0.000 (0.000)]
2022-10-24 19:22:29,546 - Train: 11.04% [20700/187500] [33.1/300.0] [batch_t 0.415 (0.390)] [data_t 0.011] [optim_t 0.404] [lr 0.005821] [CE 2.814 (2.847)] [KD 0.000 (0.000)]
2022-10-24 19:22:48,955 - Train: 11.07% [20750/187500] [33.2/300.0] [batch_t 0.366 (0.388)] [data_t 0.018] [optim_t 0.348] [lr 0.005821] [CE 2.865 (2.859)] [KD 0.000 (0.000)]
2022-10-24 19:23:08,595 - Train: 11.09% [20800/187500] [33.3/300.0] [batch_t 0.359 (0.393)] [data_t 0.007] [optim_t 0.352] [lr 0.005820] [CE 2.836 (2.869)] [KD 0.000 (0.000)]
2022-10-24 19:23:28,137 - Train: 11.12% [20850/187500] [33.4/300.0] [batch_t 0.380 (0.391)] [data_t 0.019] [optim_t 0.361] [lr 0.005819] [CE 2.912 (2.862)] [KD 0.000 (0.000)]
2022-10-24 19:23:47,583 - Train: 11.15% [20900/187500] [33.4/300.0] [batch_t 0.394 (0.389)] [data_t 0.019] [optim_t 0.375] [lr 0.005818] [CE 2.807 (2.875)] [KD 0.000 (0.000)]
2022-10-24 19:24:07,197 - Train: 11.17% [20950/187500] [33.5/300.0] [batch_t 0.395 (0.392)] [data_t 0.009] [optim_t 0.386] [lr 0.005817] [CE 2.904 (2.871)] [KD 0.000 (0.000)]
2022-10-24 19:24:26,709 - Train: 11.20% [21000/187500] [33.6/300.0] [batch_t 0.368 (0.390)] [data_t 0.019] [optim_t 0.348] [lr 0.005816] [CE 2.817 (2.868)] [KD 0.000 (0.000)]
2022-10-24 19:24:46,284 - Train: 11.23% [21050/187500] [33.7/300.0] [batch_t 0.367 (0.391)] [data_t 0.018] [optim_t 0.349] [lr 0.005815] [CE 2.810 (2.878)] [KD 0.000 (0.000)]
2022-10-24 19:25:05,838 - Train: 11.25% [21100/187500] [33.8/300.0] [batch_t 0.366 (0.391)] [data_t 0.018] [optim_t 0.348] [lr 0.005815] [CE 2.892 (2.882)] [KD 0.000 (0.000)]
2022-10-24 19:25:25,253 - Train: 11.28% [21150/187500] [33.8/300.0] [batch_t 0.385 (0.388)] [data_t 0.018] [optim_t 0.366] [lr 0.005814] [CE 2.917 (2.875)] [KD 0.000 (0.000)]
2022-10-24 19:25:44,790 - Train: 11.31% [21200/187500] [33.9/300.0] [batch_t 0.366 (0.391)] [data_t 0.019] [optim_t 0.348] [lr 0.005813] [CE 2.835 (2.875)] [KD 0.000 (0.000)]
2022-10-24 19:26:03,903 - Train: 11.33% [21250/187500] [34.0/300.0] [batch_t 0.362 (0.382)] [data_t 0.016] [optim_t 0.346] [lr 0.005812] [CE 2.863 (2.881)] [KD 0.000 (0.000)]
2022-10-24 19:26:03,906 - ==> Total time: 2:23:41 Eta: 18:44:13 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 19:26:27,396 - Train: 11.36% [21300/187500] [34.1/300.0] [batch_t 0.369 (0.441)] [data_t 0.020] [optim_t 0.349] [lr 0.005811] [CE 2.777 (2.834)] [KD 0.000 (0.000)]
2022-10-24 19:26:46,855 - Train: 11.39% [21350/187500] [34.2/300.0] [batch_t 0.396 (0.389)] [data_t 0.017] [optim_t 0.378] [lr 0.005810] [CE 2.809 (2.859)] [KD 0.000 (0.000)]
2022-10-24 19:27:06,432 - Train: 11.41% [21400/187500] [34.2/300.0] [batch_t 0.392 (0.391)] [data_t 0.019] [optim_t 0.374] [lr 0.005809] [CE 2.871 (2.848)] [KD 0.000 (0.000)]
2022-10-24 19:27:25,964 - Train: 11.44% [21450/187500] [34.3/300.0] [batch_t 0.395 (0.391)] [data_t 0.018] [optim_t 0.378] [lr 0.005808] [CE 2.804 (2.867)] [KD 0.000 (0.000)]
2022-10-24 19:27:45,421 - Train: 11.47% [21500/187500] [34.4/300.0] [batch_t 0.432 (0.389)] [data_t 0.024] [optim_t 0.408] [lr 0.005807] [CE 2.909 (2.856)] [KD 0.000 (0.000)]
2022-10-24 19:28:05,068 - Train: 11.49% [21550/187500] [34.5/300.0] [batch_t 0.389 (0.393)] [data_t 0.018] [optim_t 0.371] [lr 0.005807] [CE 2.857 (2.864)] [KD 0.000 (0.000)]
2022-10-24 19:28:24,659 - Train: 11.52% [21600/187500] [34.6/300.0] [batch_t 0.404 (0.392)] [data_t 0.021] [optim_t 0.383] [lr 0.005806] [CE 2.899 (2.879)] [KD 0.000 (0.000)]
2022-10-24 19:28:44,163 - Train: 11.55% [21650/187500] [34.6/300.0] [batch_t 0.404 (0.390)] [data_t 0.040] [optim_t 0.365] [lr 0.005805] [CE 2.836 (2.867)] [KD 0.000 (0.000)]
2022-10-24 19:29:03,794 - Train: 11.57% [21700/187500] [34.7/300.0] [batch_t 0.374 (0.393)] [data_t 0.019] [optim_t 0.355] [lr 0.005804] [CE 2.879 (2.870)] [KD 0.000 (0.000)]
2022-10-24 19:29:23,363 - Train: 11.60% [21750/187500] [34.8/300.0] [batch_t 0.368 (0.391)] [data_t 0.020] [optim_t 0.349] [lr 0.005803] [CE 2.894 (2.867)] [KD 0.000 (0.000)]
2022-10-24 19:29:43,080 - Train: 11.63% [21800/187500] [34.9/300.0] [batch_t 0.434 (0.394)] [data_t 0.019] [optim_t 0.415] [lr 0.005802] [CE 2.883 (2.865)] [KD 0.000 (0.000)]
2022-10-24 19:30:02,736 - Train: 11.65% [21850/187500] [35.0/300.0] [batch_t 0.394 (0.393)] [data_t 0.017] [optim_t 0.376] [lr 0.005801] [CE 2.936 (2.878)] [KD 0.000 (0.000)]
2022-10-24 19:30:22,318 - Test (net): 100.00% [50/50] [batch_t 0.060 (0.194)] [top1_cnt 31962] [top5_cnt 42928] [top_all 50000]
2022-10-24 19:30:22,319 - net: 63.924 (85.856)
2022-10-24 19:30:31,629 - Test (net_E): 100.00% [50/50] [batch_t 0.062 (0.169)] [top1_cnt 29773] [top5_cnt 41318] [top_all 50000]
2022-10-24 19:30:31,629 - net_E: 59.546 (82.636)
2022-10-24 19:30:32,046 - Max [top1: 63.924 (epoch: 35)] [top1-ema: 59.546 (epoch: 35)]
2022-10-24 19:30:32,047 - ==> Total time: 2:28:09 Eta: 18:41:49 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 19:30:48,292 - Train: 11.68% [21900/187500] [35.0/300.0] [batch_t 0.388 (0.466)] [data_t 0.018] [optim_t 0.370] [lr 0.005800] [CE 2.852 (2.817)] [KD 0.000 (0.000)]
2022-10-24 19:31:07,955 - Train: 11.71% [21950/187500] [35.1/300.0] [batch_t 0.429 (0.393)] [data_t 0.024] [optim_t 0.405] [lr 0.005799] [CE 2.838 (2.824)] [KD 0.000 (0.000)]
2022-10-24 19:31:27,544 - Train: 11.73% [22000/187500] [35.2/300.0] [batch_t 0.391 (0.392)] [data_t 0.020] [optim_t 0.370] [lr 0.005799] [CE 2.857 (2.853)] [KD 0.000 (0.000)]
2022-10-24 19:31:47,183 - Train: 11.76% [22050/187500] [35.3/300.0] [batch_t 0.393 (0.393)] [data_t 0.020] [optim_t 0.373] [lr 0.005798] [CE 2.847 (2.849)] [KD 0.000 (0.000)]
2022-10-24 19:32:06,748 - Train: 11.79% [22100/187500] [35.4/300.0] [batch_t 0.426 (0.391)] [data_t 0.017] [optim_t 0.409] [lr 0.005797] [CE 2.866 (2.852)] [KD 0.000 (0.000)]
2022-10-24 19:32:26,503 - Train: 11.81% [22150/187500] [35.4/300.0] [batch_t 0.410 (0.395)] [data_t 0.017] [optim_t 0.393] [lr 0.005796] [CE 2.851 (2.855)] [KD 0.000 (0.000)]
2022-10-24 19:32:46,042 - Train: 11.84% [22200/187500] [35.5/300.0] [batch_t 0.387 (0.391)] [data_t 0.020] [optim_t 0.366] [lr 0.005795] [CE 2.903 (2.876)] [KD 0.000 (0.000)]
2022-10-24 19:33:05,703 - Train: 11.87% [22250/187500] [35.6/300.0] [batch_t 0.402 (0.393)] [data_t 0.021] [optim_t 0.381] [lr 0.005794] [CE 2.850 (2.857)] [KD 0.000 (0.000)]
2022-10-24 19:33:25,366 - Train: 11.89% [22300/187500] [35.7/300.0] [batch_t 0.376 (0.393)] [data_t 0.018] [optim_t 0.358] [lr 0.005793] [CE 2.773 (2.865)] [KD 0.000 (0.000)]
2022-10-24 19:33:45,157 - Train: 11.92% [22350/187500] [35.8/300.0] [batch_t 0.396 (0.396)] [data_t 0.018] [optim_t 0.377] [lr 0.005792] [CE 2.917 (2.878)] [KD 0.000 (0.000)]
2022-10-24 19:34:04,787 - Train: 11.95% [22400/187500] [35.8/300.0] [batch_t 0.367 (0.392)] [data_t 0.018] [optim_t 0.349] [lr 0.005791] [CE 2.837 (2.872)] [KD 0.000 (0.000)]
2022-10-24 19:34:24,410 - Train: 11.97% [22450/187500] [35.9/300.0] [batch_t 0.379 (0.392)] [data_t 0.018] [optim_t 0.360] [lr 0.005790] [CE 2.866 (2.869)] [KD 0.000 (0.000)]
2022-10-24 19:34:43,714 - Train: 12.00% [22500/187500] [36.0/300.0] [batch_t 0.362 (0.386)] [data_t 0.017] [optim_t 0.344] [lr 0.005789] [CE 2.878 (2.873)] [KD 0.000 (0.000)]
2022-10-24 19:34:43,716 - ==> Total time: 2:32:21 Eta: 18:37:18 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 19:35:06,981 - Train: 12.03% [22550/187500] [36.1/300.0] [batch_t 0.369 (0.436)] [data_t 0.018] [optim_t 0.351] [lr 0.005788] [CE 2.828 (2.824)] [KD 0.000 (0.000)]
2022-10-24 19:35:26,561 - Train: 12.05% [22600/187500] [36.2/300.0] [batch_t 0.373 (0.391)] [data_t 0.019] [optim_t 0.354] [lr 0.005788] [CE 2.908 (2.830)] [KD 0.000 (0.000)]
2022-10-24 19:35:46,139 - Train: 12.08% [22650/187500] [36.2/300.0] [batch_t 0.408 (0.391)] [data_t 0.016] [optim_t 0.392] [lr 0.005787] [CE 2.850 (2.847)] [KD 0.000 (0.000)]
2022-10-24 19:36:05,604 - Train: 12.11% [22700/187500] [36.3/300.0] [batch_t 0.417 (0.389)] [data_t 0.021] [optim_t 0.395] [lr 0.005786] [CE 2.939 (2.848)] [KD 0.000 (0.000)]
2022-10-24 19:36:25,230 - Train: 12.13% [22750/187500] [36.4/300.0] [batch_t 0.380 (0.392)] [data_t 0.019] [optim_t 0.362] [lr 0.005785] [CE 2.800 (2.845)] [KD 0.000 (0.000)]
2022-10-24 19:36:44,745 - Train: 12.16% [22800/187500] [36.5/300.0] [batch_t 0.371 (0.390)] [data_t 0.018] [optim_t 0.353] [lr 0.005784] [CE 2.840 (2.858)] [KD 0.000 (0.000)]
2022-10-24 19:37:04,179 - Train: 12.19% [22850/187500] [36.6/300.0] [batch_t 0.402 (0.389)] [data_t 0.018] [optim_t 0.383] [lr 0.005783] [CE 2.811 (2.853)] [KD 0.000 (0.000)]
2022-10-24 19:37:23,723 - Train: 12.21% [22900/187500] [36.6/300.0] [batch_t 0.371 (0.391)] [data_t 0.017] [optim_t 0.354] [lr 0.005782] [CE 2.881 (2.854)] [KD 0.000 (0.000)]
2022-10-24 19:37:43,263 - Train: 12.24% [22950/187500] [36.7/300.0] [batch_t 0.388 (0.391)] [data_t 0.018] [optim_t 0.370] [lr 0.005781] [CE 2.835 (2.854)] [KD 0.000 (0.000)]
2022-10-24 19:38:02,924 - Train: 12.27% [23000/187500] [36.8/300.0] [batch_t 0.400 (0.393)] [data_t 0.018] [optim_t 0.381] [lr 0.005780] [CE 2.861 (2.866)] [KD 0.000 (0.000)]
2022-10-24 19:38:22,611 - Train: 12.29% [23050/187500] [36.9/300.0] [batch_t 0.463 (0.394)] [data_t 0.014] [optim_t 0.449] [lr 0.005779] [CE 2.868 (2.870)] [KD 0.000 (0.000)]
2022-10-24 19:38:42,301 - Train: 12.32% [23100/187500] [37.0/300.0] [batch_t 0.388 (0.394)] [data_t 0.017] [optim_t 0.370] [lr 0.005778] [CE 2.881 (2.863)] [KD 0.000 (0.000)]
2022-10-24 19:38:51,715 - ==> Total time: 2:36:29 Eta: 18:32:22 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 19:39:05,821 - Train: 12.35% [23150/187500] [37.0/300.0] [batch_t 0.387 (0.506)] [data_t 0.020] [optim_t 0.367] [lr 0.005777] [CE 2.827 (2.810)] [KD 0.000 (0.000)]
2022-10-24 19:39:25,296 - Train: 12.37% [23200/187500] [37.1/300.0] [batch_t 0.378 (0.389)] [data_t 0.021] [optim_t 0.358] [lr 0.005776] [CE 2.870 (2.820)] [KD 0.000 (0.000)]
2022-10-24 19:39:44,862 - Train: 12.40% [23250/187500] [37.2/300.0] [batch_t 0.375 (0.391)] [data_t 0.018] [optim_t 0.357] [lr 0.005775] [CE 2.872 (2.833)] [KD 0.000 (0.000)]
2022-10-24 19:40:04,283 - Train: 12.43% [23300/187500] [37.3/300.0] [batch_t 0.366 (0.388)] [data_t 0.018] [optim_t 0.347] [lr 0.005774] [CE 2.849 (2.841)] [KD 0.000 (0.000)]
2022-10-24 19:40:23,810 - Train: 12.45% [23350/187500] [37.4/300.0] [batch_t 0.407 (0.390)] [data_t 0.017] [optim_t 0.390] [lr 0.005773] [CE 2.824 (2.848)] [KD 0.000 (0.000)]
2022-10-24 19:40:43,349 - Train: 12.48% [23400/187500] [37.4/300.0] [batch_t 0.378 (0.391)] [data_t 0.019] [optim_t 0.359] [lr 0.005772] [CE 2.796 (2.848)] [KD 0.000 (0.000)]
2022-10-24 19:41:02,927 - Train: 12.51% [23450/187500] [37.5/300.0] [batch_t 0.388 (0.391)] [data_t 0.007] [optim_t 0.381] [lr 0.005771] [CE 2.840 (2.848)] [KD 0.000 (0.000)]
2022-10-24 19:41:22,526 - Train: 12.53% [23500/187500] [37.6/300.0] [batch_t 0.366 (0.392)] [data_t 0.019] [optim_t 0.347] [lr 0.005770] [CE 2.847 (2.861)] [KD 0.000 (0.000)]
2022-10-24 19:41:42,162 - Train: 12.56% [23550/187500] [37.7/300.0] [batch_t 0.398 (0.393)] [data_t 0.019] [optim_t 0.378] [lr 0.005770] [CE 2.850 (2.849)] [KD 0.000 (0.000)]
2022-10-24 19:42:01,695 - Train: 12.59% [23600/187500] [37.8/300.0] [batch_t 0.377 (0.391)] [data_t 0.019] [optim_t 0.358] [lr 0.005769] [CE 2.879 (2.847)] [KD 0.000 (0.000)]
2022-10-24 19:42:21,381 - Train: 12.61% [23650/187500] [37.8/300.0] [batch_t 0.424 (0.394)] [data_t 0.016] [optim_t 0.408] [lr 0.005768] [CE 2.835 (2.852)] [KD 0.000 (0.000)]
2022-10-24 19:42:40,918 - Train: 12.64% [23700/187500] [37.9/300.0] [batch_t 0.368 (0.391)] [data_t 0.017] [optim_t 0.351] [lr 0.005767] [CE 2.853 (2.856)] [KD 0.000 (0.000)]
2022-10-24 19:43:00,169 - Train: 12.67% [23750/187500] [38.0/300.0] [batch_t 0.361 (0.385)] [data_t 0.016] [optim_t 0.345] [lr 0.005766] [CE 2.915 (2.864)] [KD 0.000 (0.000)]
2022-10-24 19:43:00,172 - ==> Total time: 2:40:38 Eta: 18:27:32 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 19:43:24,168 - Train: 12.69% [23800/187500] [38.1/300.0] [batch_t 0.376 (0.449)] [data_t 0.017] [optim_t 0.359] [lr 0.005765] [CE 2.773 (2.809)] [KD 0.000 (0.000)]
2022-10-24 19:43:43,783 - Train: 12.72% [23850/187500] [38.2/300.0] [batch_t 0.370 (0.392)] [data_t 0.020] [optim_t 0.351] [lr 0.005764] [CE 2.778 (2.817)] [KD 0.000 (0.000)]
2022-10-24 19:44:03,424 - Train: 12.75% [23900/187500] [38.2/300.0] [batch_t 0.408 (0.393)] [data_t 0.019] [optim_t 0.390] [lr 0.005763] [CE 2.869 (2.832)] [KD 0.000 (0.000)]
2022-10-24 19:44:23,125 - Train: 12.77% [23950/187500] [38.3/300.0] [batch_t 0.368 (0.394)] [data_t 0.017] [optim_t 0.351] [lr 0.005762] [CE 2.785 (2.835)] [KD 0.000 (0.000)]
2022-10-24 19:44:42,667 - Train: 12.80% [24000/187500] [38.4/300.0] [batch_t 0.389 (0.391)] [data_t 0.020] [optim_t 0.369] [lr 0.005761] [CE 2.766 (2.830)] [KD 0.000 (0.000)]
2022-10-24 19:45:02,242 - Train: 12.83% [24050/187500] [38.5/300.0] [batch_t 0.389 (0.391)] [data_t 0.021] [optim_t 0.367] [lr 0.005760] [CE 2.777 (2.846)] [KD 0.000 (0.000)]
2022-10-24 19:45:21,886 - Train: 12.85% [24100/187500] [38.6/300.0] [batch_t 0.422 (0.393)] [data_t 0.022] [optim_t 0.399] [lr 0.005759] [CE 2.871 (2.844)] [KD 0.000 (0.000)]
2022-10-24 19:45:41,464 - Train: 12.88% [24150/187500] [38.6/300.0] [batch_t 0.376 (0.391)] [data_t 0.020] [optim_t 0.356] [lr 0.005758] [CE 2.898 (2.855)] [KD 0.000 (0.000)]
2022-10-24 19:46:00,984 - Train: 12.91% [24200/187500] [38.7/300.0] [batch_t 0.386 (0.390)] [data_t 0.019] [optim_t 0.366] [lr 0.005757] [CE 2.954 (2.873)] [KD 0.000 (0.000)]
2022-10-24 19:46:20,669 - Train: 12.93% [24250/187500] [38.8/300.0] [batch_t 0.403 (0.394)] [data_t 0.018] [optim_t 0.385] [lr 0.005756] [CE 2.860 (2.851)] [KD 0.000 (0.000)]
2022-10-24 19:46:40,307 - Train: 12.96% [24300/187500] [38.9/300.0] [batch_t 0.394 (0.393)] [data_t 0.021] [optim_t 0.373] [lr 0.005755] [CE 2.830 (2.854)] [KD 0.000 (0.000)]
2022-10-24 19:46:59,957 - Train: 12.99% [24350/187500] [39.0/300.0] [batch_t 0.393 (0.393)] [data_t 0.019] [optim_t 0.374] [lr 0.005754] [CE 2.796 (2.851)] [KD 0.000 (0.000)]
2022-10-24 19:47:09,526 - ==> Total time: 2:44:47 Eta: 18:22:50 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 19:47:23,495 - Train: 13.01% [24400/187500] [39.0/300.0] [batch_t 0.464 (0.500)] [data_t 0.017] [optim_t 0.447] [lr 0.005753] [CE 2.815 (2.799)] [KD 0.000 (0.000)]
2022-10-24 19:47:43,028 - Train: 13.04% [24450/187500] [39.1/300.0] [batch_t 0.373 (0.391)] [data_t 0.019] [optim_t 0.355] [lr 0.005752] [CE 2.716 (2.813)] [KD 0.000 (0.000)]
2022-10-24 19:48:02,559 - Train: 13.07% [24500/187500] [39.2/300.0] [batch_t 0.425 (0.391)] [data_t 0.018] [optim_t 0.407] [lr 0.005751] [CE 2.850 (2.813)] [KD 0.000 (0.000)]
2022-10-24 19:48:22,076 - Train: 13.09% [24550/187500] [39.3/300.0] [batch_t 0.388 (0.390)] [data_t 0.024] [optim_t 0.364] [lr 0.005750] [CE 2.860 (2.841)] [KD 0.000 (0.000)]
2022-10-24 19:48:41,575 - Train: 13.12% [24600/187500] [39.4/300.0] [batch_t 0.359 (0.390)] [data_t 0.008] [optim_t 0.352] [lr 0.005749] [CE 2.858 (2.828)] [KD 0.000 (0.000)]
2022-10-24 19:49:01,037 - Train: 13.15% [24650/187500] [39.4/300.0] [batch_t 0.391 (0.389)] [data_t 0.018] [optim_t 0.373] [lr 0.005748] [CE 2.840 (2.843)] [KD 0.000 (0.000)]
2022-10-24 19:49:20,552 - Train: 13.17% [24700/187500] [39.5/300.0] [batch_t 0.429 (0.390)] [data_t 0.021] [optim_t 0.408] [lr 0.005747] [CE 2.780 (2.845)] [KD 0.000 (0.000)]
2022-10-24 19:49:40,132 - Train: 13.20% [24750/187500] [39.6/300.0] [batch_t 0.368 (0.391)] [data_t 0.019] [optim_t 0.349] [lr 0.005746] [CE 2.836 (2.842)] [KD 0.000 (0.000)]
2022-10-24 19:49:59,713 - Train: 13.23% [24800/187500] [39.7/300.0] [batch_t 0.418 (0.392)] [data_t 0.017] [optim_t 0.401] [lr 0.005745] [CE 2.802 (2.841)] [KD 0.000 (0.000)]
2022-10-24 19:50:19,250 - Train: 13.25% [24850/187500] [39.8/300.0] [batch_t 0.371 (0.391)] [data_t 0.019] [optim_t 0.352] [lr 0.005744] [CE 2.822 (2.846)] [KD 0.000 (0.000)]
2022-10-24 19:50:38,833 - Train: 13.28% [24900/187500] [39.8/300.0] [batch_t 0.384 (0.392)] [data_t 0.018] [optim_t 0.366] [lr 0.005743] [CE 2.943 (2.851)] [KD 0.000 (0.000)]
2022-10-24 19:50:58,370 - Train: 13.31% [24950/187500] [39.9/300.0] [batch_t 0.381 (0.391)] [data_t 0.007] [optim_t 0.373] [lr 0.005742] [CE 2.871 (2.858)] [KD 0.000 (0.000)]
2022-10-24 19:51:17,579 - Train: 13.33% [25000/187500] [40.0/300.0] [batch_t 0.361 (0.384)] [data_t 0.017] [optim_t 0.345] [lr 0.005741] [CE 2.841 (2.847)] [KD 0.000 (0.000)]
2022-10-24 19:51:27,082 - Test (net): 100.00% [50/50] [batch_t 0.084 (0.180)] [top1_cnt 31944] [top5_cnt 42976] [top_all 50000]
2022-10-24 19:51:27,082 - net: 63.888 (85.952)
2022-10-24 19:51:37,536 - Test (net_E): 100.00% [50/50] [batch_t 0.061 (0.192)] [top1_cnt 33670] [top5_cnt 43977] [top_all 50000]
2022-10-24 19:51:37,537 - net_E: 67.340 (87.954)
2022-10-24 19:51:37,941 - Max [top1: 63.924 (epoch: 35)] [top1-ema: 67.340 (epoch: 40)]
2022-10-24 19:51:37,942 - ==> Total time: 2:49:15 Eta: 18:20:13 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 19:52:02,978 - Train: 13.36% [25050/187500] [40.1/300.0] [batch_t 0.415 (0.449)] [data_t 0.022] [optim_t 0.393] [lr 0.005740] [CE 2.865 (2.801)] [KD 0.000 (0.000)]
2022-10-24 19:52:22,612 - Train: 13.39% [25100/187500] [40.2/300.0] [batch_t 0.404 (0.393)] [data_t 0.021] [optim_t 0.383] [lr 0.005739] [CE 2.846 (2.819)] [KD 0.000 (0.000)]
2022-10-24 19:52:42,154 - Train: 13.41% [25150/187500] [40.2/300.0] [batch_t 0.393 (0.391)] [data_t 0.017] [optim_t 0.376] [lr 0.005738] [CE 2.873 (2.827)] [KD 0.000 (0.000)]
2022-10-24 19:53:01,937 - Train: 13.44% [25200/187500] [40.3/300.0] [batch_t 0.401 (0.396)] [data_t 0.017] [optim_t 0.384] [lr 0.005737] [CE 2.847 (2.824)] [KD 0.000 (0.000)]
2022-10-24 19:53:21,462 - Train: 13.47% [25250/187500] [40.4/300.0] [batch_t 0.373 (0.390)] [data_t 0.017] [optim_t 0.355] [lr 0.005736] [CE 2.902 (2.835)] [KD 0.000 (0.000)]
2022-10-24 19:53:40,968 - Train: 13.49% [25300/187500] [40.5/300.0] [batch_t 0.395 (0.390)] [data_t 0.020] [optim_t 0.376] [lr 0.005735] [CE 2.878 (2.829)] [KD 0.000 (0.000)]
2022-10-24 19:54:00,625 - Train: 13.52% [25350/187500] [40.6/300.0] [batch_t 0.371 (0.393)] [data_t 0.020] [optim_t 0.351] [lr 0.005733] [CE 2.828 (2.832)] [KD 0.000 (0.000)]
2022-10-24 19:54:20,339 - Train: 13.55% [25400/187500] [40.6/300.0] [batch_t 0.417 (0.394)] [data_t 0.016] [optim_t 0.402] [lr 0.005732] [CE 2.798 (2.838)] [KD 0.000 (0.000)]
2022-10-24 19:54:39,926 - Train: 13.57% [25450/187500] [40.7/300.0] [batch_t 0.415 (0.392)] [data_t 0.018] [optim_t 0.398] [lr 0.005731] [CE 2.835 (2.834)] [KD 0.000 (0.000)]
2022-10-24 19:54:59,459 - Train: 13.60% [25500/187500] [40.8/300.0] [batch_t 0.370 (0.391)] [data_t 0.019] [optim_t 0.351] [lr 0.005730] [CE 2.890 (2.838)] [KD 0.000 (0.000)]
2022-10-24 19:55:19,175 - Train: 13.63% [25550/187500] [40.9/300.0] [batch_t 0.407 (0.394)] [data_t 0.019] [optim_t 0.388] [lr 0.005729] [CE 2.864 (2.851)] [KD 0.000 (0.000)]
2022-10-24 19:55:38,817 - Train: 13.65% [25600/187500] [41.0/300.0] [batch_t 0.411 (0.393)] [data_t 0.017] [optim_t 0.394] [lr 0.005728] [CE 2.833 (2.847)] [KD 0.000 (0.000)]
2022-10-24 19:55:48,342 - ==> Total time: 2:53:26 Eta: 18:15:37 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 19:56:02,642 - Train: 13.68% [25650/187500] [41.0/300.0] [batch_t 0.432 (0.511)] [data_t 0.030] [optim_t 0.403] [lr 0.005727] [CE 2.812 (2.788)] [KD 0.000 (0.000)]
2022-10-24 19:56:22,108 - Train: 13.71% [25700/187500] [41.1/300.0] [batch_t 0.399 (0.389)] [data_t 0.018] [optim_t 0.381] [lr 0.005726] [CE 2.858 (2.810)] [KD 0.000 (0.000)]
2022-10-24 19:56:41,595 - Train: 13.73% [25750/187500] [41.2/300.0] [batch_t 0.365 (0.390)] [data_t 0.018] [optim_t 0.347] [lr 0.005725] [CE 2.849 (2.816)] [KD 0.000 (0.000)]
2022-10-24 19:57:01,115 - Train: 13.76% [25800/187500] [41.3/300.0] [batch_t 0.410 (0.390)] [data_t 0.018] [optim_t 0.392] [lr 0.005724] [CE 2.842 (2.812)] [KD 0.000 (0.000)]
2022-10-24 19:57:20,612 - Train: 13.79% [25850/187500] [41.4/300.0] [batch_t 0.378 (0.390)] [data_t 0.018] [optim_t 0.360] [lr 0.005723] [CE 2.887 (2.821)] [KD 0.000 (0.000)]
2022-10-24 19:57:40,123 - Train: 13.81% [25900/187500] [41.4/300.0] [batch_t 0.389 (0.390)] [data_t 0.019] [optim_t 0.370] [lr 0.005722] [CE 2.764 (2.820)] [KD 0.000 (0.000)]
2022-10-24 19:57:59,602 - Train: 13.84% [25950/187500] [41.5/300.0] [batch_t 0.382 (0.390)] [data_t 0.017] [optim_t 0.365] [lr 0.005721] [CE 2.855 (2.828)] [KD 0.000 (0.000)]
2022-10-24 19:58:19,047 - Train: 13.87% [26000/187500] [41.6/300.0] [batch_t 0.391 (0.389)] [data_t 0.021] [optim_t 0.370] [lr 0.005720] [CE 2.764 (2.831)] [KD 0.000 (0.000)]
2022-10-24 19:58:38,539 - Train: 13.89% [26050/187500] [41.7/300.0] [batch_t 0.400 (0.390)] [data_t 0.017] [optim_t 0.383] [lr 0.005719] [CE 2.872 (2.835)] [KD 0.000 (0.000)]
2022-10-24 19:58:57,990 - Train: 13.92% [26100/187500] [41.8/300.0] [batch_t 0.378 (0.389)] [data_t 0.018] [optim_t 0.360] [lr 0.005718] [CE 2.869 (2.836)] [KD 0.000 (0.000)]
2022-10-24 19:59:17,578 - Train: 13.95% [26150/187500] [41.8/300.0] [batch_t 0.395 (0.392)] [data_t 0.016] [optim_t 0.379] [lr 0.005717] [CE 2.865 (2.842)] [KD 0.000 (0.000)]
2022-10-24 19:59:37,245 - Train: 13.97% [26200/187500] [41.9/300.0] [batch_t 0.368 (0.393)] [data_t 0.018] [optim_t 0.350] [lr 0.005716] [CE 2.839 (2.842)] [KD 0.000 (0.000)]
2022-10-24 19:59:56,479 - Train: 14.00% [26250/187500] [42.0/300.0] [batch_t 0.361 (0.385)] [data_t 0.016] [optim_t 0.345] [lr 0.005715] [CE 2.893 (2.859)] [KD 0.000 (0.000)]
2022-10-24 19:59:56,481 - ==> Total time: 2:57:34 Eta: 18:10:48 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 20:00:20,653 - Train: 14.03% [26300/187500] [42.1/300.0] [batch_t 0.372 (0.456)] [data_t 0.020] [optim_t 0.352] [lr 0.005713] [CE 2.758 (2.787)] [KD 0.000 (0.000)]
2022-10-24 20:00:40,307 - Train: 14.05% [26350/187500] [42.2/300.0] [batch_t 0.411 (0.393)] [data_t 0.018] [optim_t 0.392] [lr 0.005712] [CE 2.782 (2.808)] [KD 0.000 (0.000)]
2022-10-24 20:00:59,838 - Train: 14.08% [26400/187500] [42.2/300.0] [batch_t 0.367 (0.391)] [data_t 0.020] [optim_t 0.347] [lr 0.005711] [CE 2.785 (2.814)] [KD 0.000 (0.000)]
2022-10-24 20:01:19,323 - Train: 14.11% [26450/187500] [42.3/300.0] [batch_t 0.370 (0.390)] [data_t 0.020] [optim_t 0.350] [lr 0.005710] [CE 2.897 (2.821)] [KD 0.000 (0.000)]
2022-10-24 20:01:38,721 - Train: 14.13% [26500/187500] [42.4/300.0] [batch_t 0.371 (0.388)] [data_t 0.020] [optim_t 0.351] [lr 0.005709] [CE 2.815 (2.814)] [KD 0.000 (0.000)]
2022-10-24 20:01:58,180 - Train: 14.16% [26550/187500] [42.5/300.0] [batch_t 0.391 (0.389)] [data_t 0.019] [optim_t 0.372] [lr 0.005708] [CE 2.798 (2.825)] [KD 0.000 (0.000)]
2022-10-24 20:02:17,647 - Train: 14.19% [26600/187500] [42.6/300.0] [batch_t 0.391 (0.389)] [data_t 0.019] [optim_t 0.372] [lr 0.005707] [CE 2.843 (2.832)] [KD 0.000 (0.000)]
2022-10-24 20:02:37,070 - Train: 14.21% [26650/187500] [42.6/300.0] [batch_t 0.371 (0.388)] [data_t 0.019] [optim_t 0.352] [lr 0.005706] [CE 2.867 (2.823)] [KD 0.000 (0.000)]
2022-10-24 20:02:56,564 - Train: 14.24% [26700/187500] [42.7/300.0] [batch_t 0.375 (0.390)] [data_t 0.015] [optim_t 0.359] [lr 0.005705] [CE 2.901 (2.832)] [KD 0.000 (0.000)]
2022-10-24 20:03:16,131 - Train: 14.27% [26750/187500] [42.8/300.0] [batch_t 0.363 (0.391)] [data_t 0.008] [optim_t 0.355] [lr 0.005704] [CE 2.825 (2.845)] [KD 0.000 (0.000)]
2022-10-24 20:03:35,693 - Train: 14.29% [26800/187500] [42.9/300.0] [batch_t 0.386 (0.391)] [data_t 0.018] [optim_t 0.367] [lr 0.005703] [CE 2.842 (2.827)] [KD 0.000 (0.000)]
2022-10-24 20:03:55,269 - Train: 14.32% [26850/187500] [43.0/300.0] [batch_t 0.387 (0.391)] [data_t 0.018] [optim_t 0.369] [lr 0.005702] [CE 2.778 (2.835)] [KD 0.000 (0.000)]
2022-10-24 20:04:04,619 - ==> Total time: 3:01:42 Eta: 18:06:01 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_3_ImageFolderLMDB_20221024-170240'
2022-10-24 20:04:18,967 - Train: 14.35% [26900/187500] [43.0/300.0] [batch_t 0.411 (0.509)] [data_t 0.018] [optim_t 0.393] [lr 0.005700] [CE 2.802 (2.769)] [KD 0.000 (0.000)]
2022-10-24 20:04:38,446 - Train: 14.37% [26950/187500] [43.1/300.0] [batch_t 0.367 (0.389)] [data_t 0.019] [optim_t 0.348] [lr 0.005699] [CE 2.823 (2.785)] [KD 0.000 (0.000)]
2022-10-24 20:04:58,052 - Train: 14.40% [27000/187500] [43.2/300.0] [batch_t 0.370 (0.392)] [data_t 0.018] [optim_t 0.352] [lr 0.005698] [CE 2.836 (2.809)] [KD 0.000 (0.000)]
2022-10-24 20:05:17,546 - Train: 14.43% [27050/187500] [43.3/300.0] [batch_t 0.403 (0.390)] [data_t 0.022] [optim_t 0.381] [lr 0.005697] [CE 2.811 (2.820)] [KD 0.000 (0.000)]
2022-10-24 20:05:37,045 - Train: 14.45% [27100/187500] [43.4/300.0] [batch_t 0.377 (0.390)] [data_t 0.016] [optim_t 0.361] [lr 0.005696] [CE 2.768 (2.817)] [KD 0.000 (0.000)]
2022-10-24 20:05:56,639 - Train: 14.48% [27150/187500] [43.4/300.0] [batch_t 0.368 (0.392)] [data_t 0.019] [optim_t 0.349] [lr 0.005695] [CE 2.795 (2.810)] [KD 0.000 (0.000)]
2022-10-24 20:06:16,184 - Train: 14.51% [27200/187500] [43.5/300.0] [batch_t 0.367 (0.391)] [data_t 0.020] [optim_t 0.347] [lr 0.005694] [CE 2.781 (2.824)] [KD 0.000 (0.000)]