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log_train.txt
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2022-10-24 17:03:41,285 - ==> Logging on master GPU: 0
2022-10-24 17:03:41,285 - ==> Running Trainer: CLS
2022-10-24 17:03:41,285 - ==> Using GPU: [0, 1, 2, 3, 4, 5, 6, 7] for Training
2022-10-24 17:03:41,286 - ==> Building model
2022-10-24 17:03:42,228 -
------------------------------------ MetaMobile ------------------------------------
| module | #parameters or shape | #flops |
|:------------------------------|:-----------------------|:-----------|
| model | 5.109M | 0.903G |
| 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 | 2.335M | 0.147G |
| stage4.0 | 0.61M | 60.054M |
| stage4.0.norm.norm | 0.32K | 0.157M |
| stage4.0.norm.norm.weight | (160,) | |
| stage4.0.norm.norm.bias | (160,) | |
| stage4.0.v.conv | 0.206M | 40.141M |
| stage4.0.v.conv.weight | (1280, 160, 1, 1) | |
| stage4.0.v.conv.bias | (1280,) | |
| stage4.0.conv_local | 34.56K | 1.693M |
| stage4.0.conv_local.conv | 32K | 1.568M |
| stage4.0.conv_local.norm | 2.56K | 0.125M |
| stage4.0.proj.conv | 0.369M | 18.063M |
| stage4.0.proj.conv.weight | (288, 1280, 1, 1) | |
| stage4.1 | 0.863M | 43.62M |
| stage4.1.norm.norm | 0.576K | 70.56K |
| stage4.1.norm.norm.weight | (288,) | |
| stage4.1.norm.norm.bias | (288,) | |
| stage4.1.qk.conv | 0.166M | 8.129M |
| stage4.1.qk.conv.weight | (576, 288, 1, 1) | |
| stage4.1.qk.conv.bias | (576,) | |
| stage4.1.v.conv | 0.333M | 16.257M |
| stage4.1.v.conv.weight | (1152, 288, 1, 1) | |
| stage4.1.v.conv.bias | (1152,) | |
| stage4.1.conv_local | 31.104K | 1.524M |
| stage4.1.conv_local.conv | 28.8K | 1.411M |
| stage4.1.conv_local.norm | 2.304K | 0.113M |
| stage4.1.proj.conv | 0.332M | 16.257M |
| stage4.1.proj.conv.weight | (288, 1152, 1, 1) | |
| stage4.2 | 0.863M | 43.62M |
| stage4.2.norm.norm | 0.576K | 70.56K |
| stage4.2.norm.norm.weight | (288,) | |
| stage4.2.norm.norm.bias | (288,) | |
| stage4.2.qk.conv | 0.166M | 8.129M |
| stage4.2.qk.conv.weight | (576, 288, 1, 1) | |
| stage4.2.qk.conv.bias | (576,) | |
| stage4.2.v.conv | 0.333M | 16.257M |
| stage4.2.v.conv.weight | (1152, 288, 1, 1) | |
| stage4.2.v.conv.bias | (1152,) | |
| stage4.2.conv_local | 31.104K | 1.524M |
| stage4.2.conv_local.conv | 28.8K | 1.411M |
| stage4.2.conv_local.norm | 2.304K | 0.113M |
| stage4.2.proj.conv | 0.332M | 16.257M |
| stage4.2.proj.conv.weight | (288, 1152, 1, 1) | |
| norm.norm | 0.576K | 70.56K |
| norm.norm.weight | (288,) | |
| norm.norm.bias | (288,) | |
| head | 0.289M | 0.288M |
| head.weight | (1000, 288) | |
| head.bias | (1000,) | |
------------------------------------------------------------------------------------
2022-10-24 17:03:42,229 - ==> Creating optimizer
2022-10-24 17:03:42,230 - ==> Native DDP
2022-10-24 17:03:42,245 - ==> Loading dataset: ImageFolderLMDB
2022-10-24 17:03:42,310 - ==> ********** cfg **********
seed : 0
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
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']
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
task_start_time : 1060168.272920767
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_ImageFolderLMDB_20221024-170341
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_ImageFolderLMDB_20221024-170341/show_train
logdir_test : runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341/show_test
2022-10-24 17:03:42,311 - ==> Starting training with 1 nodes x 8 GPUs
2022-10-24 17:03:55,919 - Reducer buckets have been rebuilt in this iteration.
2022-10-24 17:04:14,955 - Train: 0.03% [50/187500] [0.1/300.0] [batch_t 0.352 (0.627)] [data_t 0.013] [optim_t 0.339] [lr 0.000025] [CE 6.925 (6.942)] [KD 0.000 (0.000)]
2022-10-24 17:04:34,153 - Train: 0.05% [100/187500] [0.2/300.0] [batch_t 0.416 (0.384)] [data_t 0.013] [optim_t 0.403] [lr 0.000049] [CE 6.907 (6.923)] [KD 0.000 (0.000)]
2022-10-24 17:04:53,372 - Train: 0.08% [150/187500] [0.2/300.0] [batch_t 0.374 (0.384)] [data_t 0.007] [optim_t 0.367] [lr 0.000073] [CE 6.857 (6.883)] [KD 0.000 (0.000)]
2022-10-24 17:05:12,761 - Train: 0.11% [200/187500] [0.3/300.0] [batch_t 0.422 (0.388)] [data_t 0.013] [optim_t 0.409] [lr 0.000097] [CE 6.768 (6.812)] [KD 0.000 (0.000)]
2022-10-24 17:05:31,992 - Train: 0.13% [250/187500] [0.4/300.0] [batch_t 0.372 (0.385)] [data_t 0.015] [optim_t 0.357] [lr 0.000121] [CE 6.656 (6.718)] [KD 0.000 (0.000)]
2022-10-24 17:05:51,227 - Train: 0.16% [300/187500] [0.5/300.0] [batch_t 0.409 (0.385)] [data_t 0.015] [optim_t 0.393] [lr 0.000144] [CE 6.567 (6.624)] [KD 0.000 (0.000)]
2022-10-24 17:06:10,409 - Train: 0.19% [350/187500] [0.6/300.0] [batch_t 0.372 (0.384)] [data_t 0.012] [optim_t 0.360] [lr 0.000168] [CE 6.509 (6.536)] [KD 0.000 (0.000)]
2022-10-24 17:06:29,810 - Train: 0.21% [400/187500] [0.6/300.0] [batch_t 0.385 (0.388)] [data_t 0.013] [optim_t 0.372] [lr 0.000192] [CE 6.429 (6.456)] [KD 0.000 (0.000)]
2022-10-24 17:06:49,236 - Train: 0.24% [450/187500] [0.7/300.0] [batch_t 0.490 (0.388)] [data_t 0.014] [optim_t 0.477] [lr 0.000216] [CE 6.345 (6.372)] [KD 0.000 (0.000)]
2022-10-24 17:07:08,525 - Train: 0.27% [500/187500] [0.8/300.0] [batch_t 0.387 (0.386)] [data_t 0.014] [optim_t 0.373] [lr 0.000240] [CE 6.240 (6.287)] [KD 0.000 (0.000)]
2022-10-24 17:07:27,892 - Train: 0.29% [550/187500] [0.9/300.0] [batch_t 0.431 (0.387)] [data_t 0.013] [optim_t 0.418] [lr 0.000264] [CE 6.179 (6.207)] [KD 0.000 (0.000)]
2022-10-24 17:07:47,258 - Train: 0.32% [600/187500] [1.0/300.0] [batch_t 0.387 (0.387)] [data_t 0.013] [optim_t 0.374] [lr 0.000288] [CE 6.087 (6.135)] [KD 0.000 (0.000)]
2022-10-24 17:07:56,456 - ==> Total time: 0:04:29 Eta: 22:22:25 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 17:08:12,880 - Train: 0.35% [650/187500] [1.0/300.0] [batch_t 0.380 (0.395)] [data_t 0.007] [optim_t 0.373] [lr 0.000312] [CE 6.054 (6.045)] [KD 0.000 (0.000)]
2022-10-24 17:08:32,182 - Train: 0.37% [700/187500] [1.1/300.0] [batch_t 0.394 (0.386)] [data_t 0.011] [optim_t 0.384] [lr 0.000336] [CE 5.941 (6.000)] [KD 0.000 (0.000)]
2022-10-24 17:08:51,444 - Train: 0.40% [750/187500] [1.2/300.0] [batch_t 0.375 (0.385)] [data_t 0.015] [optim_t 0.361] [lr 0.000360] [CE 5.922 (5.947)] [KD 0.000 (0.000)]
2022-10-24 17:09:10,732 - Train: 0.43% [800/187500] [1.3/300.0] [batch_t 0.394 (0.386)] [data_t 0.014] [optim_t 0.380] [lr 0.000384] [CE 5.875 (5.880)] [KD 0.000 (0.000)]
2022-10-24 17:09:30,039 - Train: 0.45% [850/187500] [1.4/300.0] [batch_t 0.367 (0.386)] [data_t 0.013] [optim_t 0.354] [lr 0.000408] [CE 5.781 (5.834)] [KD 0.000 (0.000)]
2022-10-24 17:09:49,302 - Train: 0.48% [900/187500] [1.4/300.0] [batch_t 0.363 (0.385)] [data_t 0.013] [optim_t 0.350] [lr 0.000432] [CE 5.742 (5.782)] [KD 0.000 (0.000)]
2022-10-24 17:10:08,710 - Train: 0.51% [950/187500] [1.5/300.0] [batch_t 0.396 (0.388)] [data_t 0.015] [optim_t 0.381] [lr 0.000456] [CE 5.738 (5.730)] [KD 0.000 (0.000)]
2022-10-24 17:10:27,871 - Train: 0.53% [1000/187500] [1.6/300.0] [batch_t 0.369 (0.383)] [data_t 0.014] [optim_t 0.355] [lr 0.000480] [CE 5.663 (5.671)] [KD 0.000 (0.000)]
2022-10-24 17:10:47,177 - Train: 0.56% [1050/187500] [1.7/300.0] [batch_t 0.358 (0.386)] [data_t 0.014] [optim_t 0.344] [lr 0.000504] [CE 5.587 (5.623)] [KD 0.000 (0.000)]
2022-10-24 17:11:06,628 - Train: 0.59% [1100/187500] [1.8/300.0] [batch_t 0.464 (0.389)] [data_t 0.014] [optim_t 0.450] [lr 0.000528] [CE 5.517 (5.568)] [KD 0.000 (0.000)]
2022-10-24 17:11:25,841 - Train: 0.61% [1150/187500] [1.8/300.0] [batch_t 0.387 (0.384)] [data_t 0.013] [optim_t 0.374] [lr 0.000552] [CE 5.527 (5.528)] [KD 0.000 (0.000)]
2022-10-24 17:11:45,171 - Train: 0.64% [1200/187500] [1.9/300.0] [batch_t 0.424 (0.386)] [data_t 0.014] [optim_t 0.410] [lr 0.000576] [CE 5.452 (5.490)] [KD 0.000 (0.000)]
2022-10-24 17:12:04,157 - Train: 0.67% [1250/187500] [2.0/300.0] [batch_t 0.347 (0.380)] [data_t 0.013] [optim_t 0.334] [lr 0.000600] [CE 5.422 (5.424)] [KD 0.000 (0.000)]
2022-10-24 17:12:04,160 - ==> Total time: 0:08:37 Eta: 21:24:05 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 17:12:27,873 - Train: 0.69% [1300/187500] [2.1/300.0] [batch_t 0.385 (0.444)] [data_t 0.015] [optim_t 0.370] [lr 0.000624] [CE 5.339 (5.378)] [KD 0.000 (0.000)]
2022-10-24 17:12:47,079 - Train: 0.72% [1350/187500] [2.2/300.0] [batch_t 0.380 (0.384)] [data_t 0.014] [optim_t 0.366] [lr 0.000648] [CE 5.321 (5.343)] [KD 0.000 (0.000)]
2022-10-24 17:13:06,422 - Train: 0.75% [1400/187500] [2.2/300.0] [batch_t 0.450 (0.387)] [data_t 0.013] [optim_t 0.437] [lr 0.000672] [CE 5.319 (5.295)] [KD 0.000 (0.000)]
2022-10-24 17:13:25,567 - Train: 0.77% [1450/187500] [2.3/300.0] [batch_t 0.375 (0.383)] [data_t 0.013] [optim_t 0.362] [lr 0.000696] [CE 5.215 (5.257)] [KD 0.000 (0.000)]
2022-10-24 17:13:44,719 - Train: 0.80% [1500/187500] [2.4/300.0] [batch_t 0.379 (0.383)] [data_t 0.014] [optim_t 0.365] [lr 0.000720] [CE 5.208 (5.210)] [KD 0.000 (0.000)]
2022-10-24 17:14:03,949 - Train: 0.83% [1550/187500] [2.5/300.0] [batch_t 0.386 (0.385)] [data_t 0.014] [optim_t 0.372] [lr 0.000744] [CE 5.209 (5.181)] [KD 0.000 (0.000)]
2022-10-24 17:14:23,099 - Train: 0.85% [1600/187500] [2.6/300.0] [batch_t 0.430 (0.383)] [data_t 0.016] [optim_t 0.414] [lr 0.000768] [CE 5.142 (5.130)] [KD 0.000 (0.000)]
2022-10-24 17:14:42,488 - Train: 0.88% [1650/187500] [2.6/300.0] [batch_t 0.353 (0.388)] [data_t 0.014] [optim_t 0.339] [lr 0.000792] [CE 5.053 (5.102)] [KD 0.000 (0.000)]
2022-10-24 17:15:01,861 - Train: 0.91% [1700/187500] [2.7/300.0] [batch_t 0.419 (0.387)] [data_t 0.014] [optim_t 0.405] [lr 0.000816] [CE 5.018 (5.062)] [KD 0.000 (0.000)]
2022-10-24 17:15:21,067 - Train: 0.93% [1750/187500] [2.8/300.0] [batch_t 0.374 (0.384)] [data_t 0.014] [optim_t 0.360] [lr 0.000840] [CE 4.949 (5.022)] [KD 0.000 (0.000)]
2022-10-24 17:15:40,408 - Train: 0.96% [1800/187500] [2.9/300.0] [batch_t 0.374 (0.387)] [data_t 0.014] [optim_t 0.359] [lr 0.000864] [CE 4.944 (4.988)] [KD 0.000 (0.000)]
2022-10-24 17:15:59,818 - Train: 0.99% [1850/187500] [3.0/300.0] [batch_t 0.419 (0.388)] [data_t 0.014] [optim_t 0.406] [lr 0.000888] [CE 4.948 (4.951)] [KD 0.000 (0.000)]
2022-10-24 17:16:09,012 - ==> Total time: 0:12:41 Eta: 20:57:11 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 17:16:22,494 - Train: 1.01% [1900/187500] [3.0/300.0] [batch_t 0.379 (0.479)] [data_t 0.014] [optim_t 0.365] [lr 0.000912] [CE 4.920 (4.906)] [KD 0.000 (0.000)]
2022-10-24 17:16:41,419 - Train: 1.04% [1950/187500] [3.1/300.0] [batch_t 0.343 (0.378)] [data_t 0.008] [optim_t 0.335] [lr 0.000936] [CE 4.865 (4.863)] [KD 0.000 (0.000)]
2022-10-24 17:17:00,386 - Train: 1.07% [2000/187500] [3.2/300.0] [batch_t 0.380 (0.379)] [data_t 0.014] [optim_t 0.366] [lr 0.000960] [CE 4.852 (4.842)] [KD 0.000 (0.000)]
2022-10-24 17:17:19,492 - Train: 1.09% [2050/187500] [3.3/300.0] [batch_t 0.414 (0.382)] [data_t 0.015] [optim_t 0.399] [lr 0.000984] [CE 4.826 (4.809)] [KD 0.000 (0.000)]
2022-10-24 17:17:38,709 - Train: 1.12% [2100/187500] [3.4/300.0] [batch_t 0.369 (0.384)] [data_t 0.013] [optim_t 0.356] [lr 0.001008] [CE 4.775 (4.786)] [KD 0.000 (0.000)]
2022-10-24 17:17:57,714 - Train: 1.15% [2150/187500] [3.4/300.0] [batch_t 0.374 (0.380)] [data_t 0.014] [optim_t 0.360] [lr 0.001032] [CE 4.831 (4.756)] [KD 0.000 (0.000)]
2022-10-24 17:18:16,962 - Train: 1.17% [2200/187500] [3.5/300.0] [batch_t 0.422 (0.385)] [data_t 0.014] [optim_t 0.408] [lr 0.001056] [CE 4.712 (4.715)] [KD 0.000 (0.000)]
2022-10-24 17:18:36,221 - Train: 1.20% [2250/187500] [3.6/300.0] [batch_t 0.401 (0.385)] [data_t 0.015] [optim_t 0.387] [lr 0.001080] [CE 4.640 (4.709)] [KD 0.000 (0.000)]
2022-10-24 17:18:55,617 - Train: 1.23% [2300/187500] [3.7/300.0] [batch_t 0.365 (0.388)] [data_t 0.021] [optim_t 0.344] [lr 0.001104] [CE 4.631 (4.663)] [KD 0.000 (0.000)]
2022-10-24 17:19:14,853 - Train: 1.25% [2350/187500] [3.8/300.0] [batch_t 0.438 (0.385)] [data_t 0.017] [optim_t 0.421] [lr 0.001128] [CE 4.593 (4.631)] [KD 0.000 (0.000)]
2022-10-24 17:19:34,266 - Train: 1.28% [2400/187500] [3.8/300.0] [batch_t 0.369 (0.388)] [data_t 0.013] [optim_t 0.356] [lr 0.001152] [CE 4.582 (4.612)] [KD 0.000 (0.000)]
2022-10-24 17:19:53,701 - Train: 1.31% [2450/187500] [3.9/300.0] [batch_t 0.414 (0.389)] [data_t 0.014] [optim_t 0.401] [lr 0.001176] [CE 4.579 (4.585)] [KD 0.000 (0.000)]
2022-10-24 17:20:12,502 - Train: 1.33% [2500/187500] [4.0/300.0] [batch_t 0.347 (0.376)] [data_t 0.013] [optim_t 0.334] [lr 0.001200] [CE 4.529 (4.559)] [KD 0.000 (0.000)]
2022-10-24 17:20:12,505 - ==> Total time: 0:16:45 Eta: 20:40:01 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 17:20:35,994 - Train: 1.36% [2550/187500] [4.1/300.0] [batch_t 0.384 (0.440)] [data_t 0.011] [optim_t 0.372] [lr 0.001224] [CE 4.403 (4.504)] [KD 0.000 (0.000)]
2022-10-24 17:20:55,242 - Train: 1.39% [2600/187500] [4.2/300.0] [batch_t 0.369 (0.385)] [data_t 0.009] [optim_t 0.360] [lr 0.001248] [CE 4.471 (4.489)] [KD 0.000 (0.000)]
2022-10-24 17:21:14,439 - Train: 1.41% [2650/187500] [4.2/300.0] [batch_t 0.362 (0.384)] [data_t 0.012] [optim_t 0.349] [lr 0.001272] [CE 4.479 (4.474)] [KD 0.000 (0.000)]
2022-10-24 17:21:33,689 - Train: 1.44% [2700/187500] [4.3/300.0] [batch_t 0.392 (0.385)] [data_t 0.014] [optim_t 0.378] [lr 0.001296] [CE 4.429 (4.429)] [KD 0.000 (0.000)]
2022-10-24 17:21:53,042 - Train: 1.47% [2750/187500] [4.4/300.0] [batch_t 0.354 (0.387)] [data_t 0.015] [optim_t 0.340] [lr 0.001320] [CE 4.322 (4.420)] [KD 0.000 (0.000)]
2022-10-24 17:22:12,364 - Train: 1.49% [2800/187500] [4.5/300.0] [batch_t 0.414 (0.386)] [data_t 0.015] [optim_t 0.399] [lr 0.001344] [CE 4.373 (4.392)] [KD 0.000 (0.000)]
2022-10-24 17:22:31,527 - Train: 1.52% [2850/187500] [4.6/300.0] [batch_t 0.399 (0.383)] [data_t 0.014] [optim_t 0.386] [lr 0.001368] [CE 4.397 (4.377)] [KD 0.000 (0.000)]
2022-10-24 17:22:50,744 - Train: 1.55% [2900/187500] [4.6/300.0] [batch_t 0.365 (0.384)] [data_t 0.014] [optim_t 0.351] [lr 0.001392] [CE 4.326 (4.357)] [KD 0.000 (0.000)]
2022-10-24 17:23:10,079 - Train: 1.57% [2950/187500] [4.7/300.0] [batch_t 0.400 (0.387)] [data_t 0.015] [optim_t 0.385] [lr 0.001416] [CE 4.335 (4.340)] [KD 0.000 (0.000)]
2022-10-24 17:23:29,184 - Train: 1.60% [3000/187500] [4.8/300.0] [batch_t 0.369 (0.382)] [data_t 0.013] [optim_t 0.356] [lr 0.001440] [CE 4.356 (4.309)] [KD 0.000 (0.000)]
2022-10-24 17:23:48,522 - Train: 1.63% [3050/187500] [4.9/300.0] [batch_t 0.413 (0.387)] [data_t 0.011] [optim_t 0.402] [lr 0.001464] [CE 4.248 (4.292)] [KD 0.000 (0.000)]
2022-10-24 17:24:07,820 - Train: 1.65% [3100/187500] [5.0/300.0] [batch_t 0.407 (0.386)] [data_t 0.015] [optim_t 0.392] [lr 0.001488] [CE 4.170 (4.270)] [KD 0.000 (0.000)]
2022-10-24 17:24:27,791 - Test (net): 100.00% [50/50] [batch_t 0.245 (0.203)] [top1_cnt 17390] [top5_cnt 31040] [top_all 50000]
2022-10-24 17:24:27,792 - net: 34.780 (62.080)
2022-10-24 17:24:36,745 - Test (net_E): 100.00% [50/50] [batch_t 0.078 (0.161)] [top1_cnt 50] [top5_cnt 249] [top_all 50000]
2022-10-24 17:24:36,745 - net_E: 0.100 (0.498)
2022-10-24 17:24:37,067 - Max [top1: 34.780 (epoch: 5)] [top1-ema: 0.100 (epoch: 5)]
2022-10-24 17:24:37,068 - ==> Total time: 0:21:09 Eta: 20:48:49 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 17:24:53,963 - Train: 1.68% [3150/187500] [5.0/300.0] [batch_t 0.413 (0.473)] [data_t 0.013] [optim_t 0.399] [lr 0.001512] [CE 4.176 (4.203)] [KD 0.000 (0.000)]
2022-10-24 17:25:13,216 - Train: 1.71% [3200/187500] [5.1/300.0] [batch_t 0.389 (0.385)] [data_t 0.013] [optim_t 0.376] [lr 0.001536] [CE 4.235 (4.207)] [KD 0.000 (0.000)]
2022-10-24 17:25:32,435 - Train: 1.73% [3250/187500] [5.2/300.0] [batch_t 0.388 (0.384)] [data_t 0.013] [optim_t 0.375] [lr 0.001560] [CE 4.190 (4.188)] [KD 0.000 (0.000)]
2022-10-24 17:25:51,801 - Train: 1.76% [3300/187500] [5.3/300.0] [batch_t 0.389 (0.387)] [data_t 0.013] [optim_t 0.376] [lr 0.001584] [CE 4.178 (4.178)] [KD 0.000 (0.000)]
2022-10-24 17:26:11,075 - Train: 1.79% [3350/187500] [5.4/300.0] [batch_t 0.406 (0.385)] [data_t 0.013] [optim_t 0.393] [lr 0.001608] [CE 4.185 (4.157)] [KD 0.000 (0.000)]
2022-10-24 17:26:30,344 - Train: 1.81% [3400/187500] [5.4/300.0] [batch_t 0.401 (0.385)] [data_t 0.018] [optim_t 0.384] [lr 0.001632] [CE 4.200 (4.158)] [KD 0.000 (0.000)]
2022-10-24 17:26:49,574 - Train: 1.84% [3450/187500] [5.5/300.0] [batch_t 0.372 (0.385)] [data_t 0.013] [optim_t 0.359] [lr 0.001656] [CE 4.105 (4.120)] [KD 0.000 (0.000)]
2022-10-24 17:27:08,738 - Train: 1.87% [3500/187500] [5.6/300.0] [batch_t 0.390 (0.383)] [data_t 0.014] [optim_t 0.375] [lr 0.001680] [CE 4.126 (4.121)] [KD 0.000 (0.000)]
2022-10-24 17:27:27,957 - Train: 1.89% [3550/187500] [5.7/300.0] [batch_t 0.370 (0.384)] [data_t 0.014] [optim_t 0.356] [lr 0.001704] [CE 4.024 (4.113)] [KD 0.000 (0.000)]
2022-10-24 17:27:47,165 - Train: 1.92% [3600/187500] [5.8/300.0] [batch_t 0.376 (0.384)] [data_t 0.014] [optim_t 0.361] [lr 0.001728] [CE 4.011 (4.086)] [KD 0.000 (0.000)]
2022-10-24 17:28:06,555 - Train: 1.95% [3650/187500] [5.8/300.0] [batch_t 0.397 (0.388)] [data_t 0.013] [optim_t 0.384] [lr 0.001752] [CE 4.084 (4.062)] [KD 0.000 (0.000)]
2022-10-24 17:28:25,791 - Train: 1.97% [3700/187500] [5.9/300.0] [batch_t 0.367 (0.385)] [data_t 0.008] [optim_t 0.359] [lr 0.001776] [CE 4.042 (4.042)] [KD 0.000 (0.000)]
2022-10-24 17:28:44,656 - Train: 2.00% [3750/187500] [6.0/300.0] [batch_t 0.347 (0.377)] [data_t 0.013] [optim_t 0.334] [lr 0.001800] [CE 3.986 (4.024)] [KD 0.000 (0.000)]
2022-10-24 17:28:44,658 - ==> Total time: 0:25:17 Eta: 20:39:21 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 17:29:08,342 - Train: 2.03% [3800/187500] [6.1/300.0] [batch_t 0.425 (0.443)] [data_t 0.015] [optim_t 0.410] [lr 0.001824] [CE 4.019 (3.994)] [KD 0.000 (0.000)]
2022-10-24 17:29:27,645 - Train: 2.05% [3850/187500] [6.2/300.0] [batch_t 0.402 (0.386)] [data_t 0.014] [optim_t 0.388] [lr 0.001848] [CE 3.886 (3.983)] [KD 0.000 (0.000)]
2022-10-24 17:29:46,765 - Train: 2.08% [3900/187500] [6.2/300.0] [batch_t 0.406 (0.382)] [data_t 0.015] [optim_t 0.391] [lr 0.001872] [CE 4.024 (3.977)] [KD 0.000 (0.000)]
2022-10-24 17:30:05,986 - Train: 2.11% [3950/187500] [6.3/300.0] [batch_t 0.358 (0.384)] [data_t 0.016] [optim_t 0.342] [lr 0.001896] [CE 3.911 (3.951)] [KD 0.000 (0.000)]
2022-10-24 17:30:25,318 - Train: 2.13% [4000/187500] [6.4/300.0] [batch_t 0.412 (0.387)] [data_t 0.014] [optim_t 0.398] [lr 0.001920] [CE 3.933 (3.953)] [KD 0.000 (0.000)]
2022-10-24 17:30:44,633 - Train: 2.16% [4050/187500] [6.5/300.0] [batch_t 0.355 (0.386)] [data_t 0.014] [optim_t 0.341] [lr 0.001944] [CE 3.964 (3.938)] [KD 0.000 (0.000)]
2022-10-24 17:31:03,834 - Train: 2.19% [4100/187500] [6.6/300.0] [batch_t 0.387 (0.384)] [data_t 0.014] [optim_t 0.373] [lr 0.001968] [CE 3.951 (3.939)] [KD 0.000 (0.000)]
2022-10-24 17:31:23,096 - Train: 2.21% [4150/187500] [6.6/300.0] [batch_t 0.385 (0.385)] [data_t 0.015] [optim_t 0.370] [lr 0.001992] [CE 3.893 (3.910)] [KD 0.000 (0.000)]
2022-10-24 17:31:42,292 - Train: 2.24% [4200/187500] [6.7/300.0] [batch_t 0.369 (0.384)] [data_t 0.030] [optim_t 0.338] [lr 0.002016] [CE 3.926 (3.900)] [KD 0.000 (0.000)]
2022-10-24 17:32:01,640 - Train: 2.27% [4250/187500] [6.8/300.0] [batch_t 0.413 (0.387)] [data_t 0.014] [optim_t 0.399] [lr 0.002040] [CE 3.910 (3.898)] [KD 0.000 (0.000)]
2022-10-24 17:32:20,995 - Train: 2.29% [4300/187500] [6.9/300.0] [batch_t 0.420 (0.387)] [data_t 0.013] [optim_t 0.407] [lr 0.002064] [CE 3.925 (3.881)] [KD 0.000 (0.000)]
2022-10-24 17:32:40,266 - Train: 2.32% [4350/187500] [7.0/300.0] [batch_t 0.393 (0.385)] [data_t 0.013] [optim_t 0.380] [lr 0.002088] [CE 3.863 (3.876)] [KD 0.000 (0.000)]
2022-10-24 17:32:49,489 - ==> Total time: 0:29:22 Eta: 20:29:29 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 17:33:04,018 - Train: 2.35% [4400/187500] [7.0/300.0] [batch_t 0.373 (0.513)] [data_t 0.014] [optim_t 0.358] [lr 0.002112] [CE 3.746 (3.818)] [KD 0.000 (0.000)]
2022-10-24 17:33:23,410 - Train: 2.37% [4450/187500] [7.1/300.0] [batch_t 0.396 (0.388)] [data_t 0.017] [optim_t 0.379] [lr 0.002136] [CE 3.807 (3.817)] [KD 0.000 (0.000)]
2022-10-24 17:33:42,697 - Train: 2.40% [4500/187500] [7.2/300.0] [batch_t 0.372 (0.386)] [data_t 0.014] [optim_t 0.358] [lr 0.002160] [CE 3.772 (3.813)] [KD 0.000 (0.000)]
2022-10-24 17:34:01,974 - Train: 2.43% [4550/187500] [7.3/300.0] [batch_t 0.352 (0.385)] [data_t 0.014] [optim_t 0.338] [lr 0.002184] [CE 3.816 (3.808)] [KD 0.000 (0.000)]
2022-10-24 17:34:21,458 - Train: 2.45% [4600/187500] [7.4/300.0] [batch_t 0.393 (0.390)] [data_t 0.015] [optim_t 0.378] [lr 0.002208] [CE 3.766 (3.794)] [KD 0.000 (0.000)]
2022-10-24 17:34:40,649 - Train: 2.48% [4650/187500] [7.4/300.0] [batch_t 0.378 (0.384)] [data_t 0.015] [optim_t 0.364] [lr 0.002232] [CE 3.817 (3.777)] [KD 0.000 (0.000)]
2022-10-24 17:35:00,018 - Train: 2.51% [4700/187500] [7.5/300.0] [batch_t 0.387 (0.387)] [data_t 0.014] [optim_t 0.373] [lr 0.002256] [CE 3.759 (3.780)] [KD 0.000 (0.000)]
2022-10-24 17:35:19,319 - Train: 2.53% [4750/187500] [7.6/300.0] [batch_t 0.372 (0.386)] [data_t 0.014] [optim_t 0.358] [lr 0.002280] [CE 3.802 (3.766)] [KD 0.000 (0.000)]
2022-10-24 17:35:38,673 - Train: 2.56% [4800/187500] [7.7/300.0] [batch_t 0.379 (0.387)] [data_t 0.015] [optim_t 0.364] [lr 0.002304] [CE 3.695 (3.745)] [KD 0.000 (0.000)]
2022-10-24 17:35:58,000 - Train: 2.59% [4850/187500] [7.8/300.0] [batch_t 0.356 (0.386)] [data_t 0.013] [optim_t 0.342] [lr 0.002328] [CE 3.675 (3.752)] [KD 0.000 (0.000)]
2022-10-24 17:36:17,155 - Train: 2.61% [4900/187500] [7.8/300.0] [batch_t 0.366 (0.383)] [data_t 0.016] [optim_t 0.349] [lr 0.002352] [CE 3.712 (3.743)] [KD 0.000 (0.000)]
2022-10-24 17:36:36,545 - Train: 2.64% [4950/187500] [7.9/300.0] [batch_t 0.391 (0.388)] [data_t 0.015] [optim_t 0.376] [lr 0.002376] [CE 3.663 (3.723)] [KD 0.000 (0.000)]
2022-10-24 17:36:55,486 - Train: 2.67% [5000/187500] [8.0/300.0] [batch_t 0.350 (0.379)] [data_t 0.012] [optim_t 0.338] [lr 0.002400] [CE 3.746 (3.730)] [KD 0.000 (0.000)]
2022-10-24 17:36:55,489 - ==> Total time: 0:33:28 Eta: 20:21:47 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 17:37:18,032 - Train: 2.69% [5050/187500] [8.1/300.0] [batch_t 0.413 (0.420)] [data_t 0.013] [optim_t 0.400] [lr 0.002424] [CE 3.626 (3.676)] [KD 0.000 (0.000)]
2022-10-24 17:37:37,064 - Train: 2.72% [5100/187500] [8.2/300.0] [batch_t 0.383 (0.381)] [data_t 0.013] [optim_t 0.370] [lr 0.002448] [CE 3.591 (3.663)] [KD 0.000 (0.000)]
2022-10-24 17:37:56,119 - Train: 2.75% [5150/187500] [8.2/300.0] [batch_t 0.401 (0.381)] [data_t 0.013] [optim_t 0.388] [lr 0.002472] [CE 3.730 (3.674)] [KD 0.000 (0.000)]
2022-10-24 17:38:15,068 - Train: 2.77% [5200/187500] [8.3/300.0] [batch_t 0.376 (0.379)] [data_t 0.014] [optim_t 0.363] [lr 0.002496] [CE 3.683 (3.661)] [KD 0.000 (0.000)]
2022-10-24 17:38:34,044 - Train: 2.80% [5250/187500] [8.4/300.0] [batch_t 0.366 (0.379)] [data_t 0.013] [optim_t 0.353] [lr 0.002520] [CE 3.678 (3.665)] [KD 0.000 (0.000)]
2022-10-24 17:38:53,221 - Train: 2.83% [5300/187500] [8.5/300.0] [batch_t 0.407 (0.383)] [data_t 0.013] [optim_t 0.394] [lr 0.002544] [CE 3.703 (3.652)] [KD 0.000 (0.000)]
2022-10-24 17:39:12,257 - Train: 2.85% [5350/187500] [8.6/300.0] [batch_t 0.364 (0.381)] [data_t 0.013] [optim_t 0.351] [lr 0.002568] [CE 3.590 (3.648)] [KD 0.000 (0.000)]
2022-10-24 17:39:31,286 - Train: 2.88% [5400/187500] [8.6/300.0] [batch_t 0.357 (0.380)] [data_t 0.014] [optim_t 0.344] [lr 0.002592] [CE 3.673 (3.640)] [KD 0.000 (0.000)]
2022-10-24 17:39:50,399 - Train: 2.91% [5450/187500] [8.7/300.0] [batch_t 0.370 (0.382)] [data_t 0.009] [optim_t 0.361] [lr 0.002616] [CE 3.646 (3.621)] [KD 0.000 (0.000)]
2022-10-24 17:40:09,403 - Train: 2.93% [5500/187500] [8.8/300.0] [batch_t 0.386 (0.380)] [data_t 0.013] [optim_t 0.373] [lr 0.002640] [CE 3.636 (3.620)] [KD 0.000 (0.000)]
2022-10-24 17:40:28,463 - Train: 2.96% [5550/187500] [8.9/300.0] [batch_t 0.402 (0.381)] [data_t 0.014] [optim_t 0.388] [lr 0.002664] [CE 3.597 (3.621)] [KD 0.000 (0.000)]
2022-10-24 17:40:47,626 - Train: 2.99% [5600/187500] [9.0/300.0] [batch_t 0.348 (0.383)] [data_t 0.008] [optim_t 0.340] [lr 0.002688] [CE 3.590 (3.617)] [KD 0.000 (0.000)]
2022-10-24 17:40:56,785 - ==> Total time: 0:37:29 Eta: 20:12:20 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 17:41:10,325 - Train: 3.01% [5650/187500] [9.0/300.0] [batch_t 0.406 (0.485)] [data_t 0.013] [optim_t 0.393] [lr 0.002712] [CE 3.581 (3.582)] [KD 0.000 (0.000)]
2022-10-24 17:41:29,555 - Train: 3.04% [5700/187500] [9.1/300.0] [batch_t 0.397 (0.385)] [data_t 0.015] [optim_t 0.382] [lr 0.002736] [CE 3.496 (3.563)] [KD 0.000 (0.000)]
2022-10-24 17:41:48,659 - Train: 3.07% [5750/187500] [9.2/300.0] [batch_t 0.369 (0.382)] [data_t 0.009] [optim_t 0.360] [lr 0.002760] [CE 3.564 (3.556)] [KD 0.000 (0.000)]
2022-10-24 17:42:07,906 - Train: 3.09% [5800/187500] [9.3/300.0] [batch_t 0.430 (0.385)] [data_t 0.014] [optim_t 0.416] [lr 0.002784] [CE 3.481 (3.569)] [KD 0.000 (0.000)]
2022-10-24 17:42:26,981 - Train: 3.12% [5850/187500] [9.4/300.0] [batch_t 0.340 (0.381)] [data_t 0.007] [optim_t 0.333] [lr 0.002808] [CE 3.597 (3.568)] [KD 0.000 (0.000)]
2022-10-24 17:42:46,252 - Train: 3.15% [5900/187500] [9.4/300.0] [batch_t 0.422 (0.385)] [data_t 0.015] [optim_t 0.407] [lr 0.002832] [CE 3.555 (3.558)] [KD 0.000 (0.000)]
2022-10-24 17:43:05,620 - Train: 3.17% [5950/187500] [9.5/300.0] [batch_t 0.388 (0.387)] [data_t 0.015] [optim_t 0.373] [lr 0.002856] [CE 3.443 (3.543)] [KD 0.000 (0.000)]
2022-10-24 17:43:24,984 - Train: 3.20% [6000/187500] [9.6/300.0] [batch_t 0.395 (0.387)] [data_t 0.016] [optim_t 0.380] [lr 0.002880] [CE 3.540 (3.543)] [KD 0.000 (0.000)]
2022-10-24 17:43:44,137 - Train: 3.23% [6050/187500] [9.7/300.0] [batch_t 0.368 (0.383)] [data_t 0.012] [optim_t 0.356] [lr 0.002904] [CE 3.503 (3.533)] [KD 0.000 (0.000)]
2022-10-24 17:44:03,415 - Train: 3.25% [6100/187500] [9.8/300.0] [batch_t 0.412 (0.385)] [data_t 0.013] [optim_t 0.399] [lr 0.002928] [CE 3.531 (3.526)] [KD 0.000 (0.000)]
2022-10-24 17:44:22,789 - Train: 3.28% [6150/187500] [9.8/300.0] [batch_t 0.390 (0.387)] [data_t 0.015] [optim_t 0.375] [lr 0.002952] [CE 3.567 (3.517)] [KD 0.000 (0.000)]
2022-10-24 17:44:42,000 - Train: 3.31% [6200/187500] [9.9/300.0] [batch_t 0.378 (0.384)] [data_t 0.015] [optim_t 0.364] [lr 0.002976] [CE 3.515 (3.521)] [KD 0.000 (0.000)]
2022-10-24 17:45:00,921 - Train: 3.33% [6250/187500] [10.0/300.0] [batch_t 0.348 (0.378)] [data_t 0.013] [optim_t 0.335] [lr 0.003000] [CE 3.451 (3.510)] [KD 0.000 (0.000)]
2022-10-24 17:45:11,072 - Test (net): 100.00% [50/50] [batch_t 0.060 (0.193)] [top1_cnt 25067] [top5_cnt 37995] [top_all 50000]
2022-10-24 17:45:11,073 - net: 50.134 (75.990)
2022-10-24 17:45:21,331 - Test (net_E): 100.00% [50/50] [batch_t 0.172 (0.187)] [top1_cnt 50] [top5_cnt 256] [top_all 50000]
2022-10-24 17:45:21,331 - net_E: 0.100 (0.512)
2022-10-24 17:45:21,735 - Max [top1: 50.134 (epoch: 10)] [top1-ema: 0.100 (epoch: 5)]
2022-10-24 17:45:21,735 - ==> Total time: 0:41:54 Eta: 20:15:25 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 17:45:46,110 - Train: 3.36% [6300/187500] [10.1/300.0] [batch_t 0.351 (0.426)] [data_t 0.013] [optim_t 0.338] [lr 0.003024] [CE 3.463 (3.477)] [KD 0.000 (0.000)]
2022-10-24 17:46:05,506 - Train: 3.39% [6350/187500] [10.2/300.0] [batch_t 0.410 (0.388)] [data_t 0.014] [optim_t 0.396] [lr 0.003048] [CE 3.475 (3.473)] [KD 0.000 (0.000)]
2022-10-24 17:46:24,669 - Train: 3.41% [6400/187500] [10.2/300.0] [batch_t 0.362 (0.383)] [data_t 0.014] [optim_t 0.348] [lr 0.003072] [CE 3.420 (3.471)] [KD 0.000 (0.000)]
2022-10-24 17:46:44,056 - Train: 3.44% [6450/187500] [10.3/300.0] [batch_t 0.355 (0.388)] [data_t 0.014] [optim_t 0.341] [lr 0.003096] [CE 3.453 (3.463)] [KD 0.000 (0.000)]
2022-10-24 17:47:03,418 - Train: 3.47% [6500/187500] [10.4/300.0] [batch_t 0.395 (0.387)] [data_t 0.014] [optim_t 0.381] [lr 0.003120] [CE 3.448 (3.459)] [KD 0.000 (0.000)]
2022-10-24 17:47:22,759 - Train: 3.49% [6550/187500] [10.5/300.0] [batch_t 0.380 (0.387)] [data_t 0.017] [optim_t 0.363] [lr 0.003144] [CE 3.474 (3.452)] [KD 0.000 (0.000)]
2022-10-24 17:47:42,134 - Train: 3.52% [6600/187500] [10.6/300.0] [batch_t 0.374 (0.387)] [data_t 0.014] [optim_t 0.360] [lr 0.003168] [CE 3.476 (3.462)] [KD 0.000 (0.000)]
2022-10-24 17:48:01,578 - Train: 3.55% [6650/187500] [10.6/300.0] [batch_t 0.417 (0.389)] [data_t 0.019] [optim_t 0.398] [lr 0.003192] [CE 3.419 (3.445)] [KD 0.000 (0.000)]
2022-10-24 17:48:20,934 - Train: 3.57% [6700/187500] [10.7/300.0] [batch_t 0.374 (0.387)] [data_t 0.014] [optim_t 0.360] [lr 0.003216] [CE 3.478 (3.445)] [KD 0.000 (0.000)]
2022-10-24 17:48:40,156 - Train: 3.60% [6750/187500] [10.8/300.0] [batch_t 0.381 (0.384)] [data_t 0.013] [optim_t 0.367] [lr 0.003240] [CE 3.423 (3.448)] [KD 0.000 (0.000)]
2022-10-24 17:48:59,662 - Train: 3.63% [6800/187500] [10.9/300.0] [batch_t 0.353 (0.390)] [data_t 0.013] [optim_t 0.339] [lr 0.003264] [CE 3.388 (3.430)] [KD 0.000 (0.000)]
2022-10-24 17:49:19,014 - Train: 3.65% [6850/187500] [11.0/300.0] [batch_t 0.405 (0.387)] [data_t 0.014] [optim_t 0.391] [lr 0.003288] [CE 3.452 (3.427)] [KD 0.000 (0.000)]
2022-10-24 17:49:28,190 - ==> Total time: 0:46:01 Eta: 20:09:02 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 17:49:41,375 - Train: 3.68% [6900/187500] [11.0/300.0] [batch_t 0.374 (0.464)] [data_t 0.014] [optim_t 0.360] [lr 0.003312] [CE 3.404 (3.390)] [KD 0.000 (0.000)]
2022-10-24 17:50:00,455 - Train: 3.71% [6950/187500] [11.1/300.0] [batch_t 0.403 (0.381)] [data_t 0.013] [optim_t 0.390] [lr 0.003336] [CE 3.390 (3.373)] [KD 0.000 (0.000)]
2022-10-24 17:50:19,544 - Train: 3.73% [7000/187500] [11.2/300.0] [batch_t 0.352 (0.382)] [data_t 0.012] [optim_t 0.339] [lr 0.003360] [CE 3.327 (3.399)] [KD 0.000 (0.000)]
2022-10-24 17:50:38,730 - Train: 3.76% [7050/187500] [11.3/300.0] [batch_t 0.378 (0.384)] [data_t 0.013] [optim_t 0.365] [lr 0.003384] [CE 3.298 (3.390)] [KD 0.000 (0.000)]
2022-10-24 17:50:58,042 - Train: 3.79% [7100/187500] [11.4/300.0] [batch_t 0.401 (0.386)] [data_t 0.015] [optim_t 0.386] [lr 0.003408] [CE 3.455 (3.396)] [KD 0.000 (0.000)]
2022-10-24 17:51:17,241 - Train: 3.81% [7150/187500] [11.4/300.0] [batch_t 0.353 (0.384)] [data_t 0.015] [optim_t 0.339] [lr 0.003432] [CE 3.372 (3.384)] [KD 0.000 (0.000)]
2022-10-24 17:51:36,568 - Train: 3.84% [7200/187500] [11.5/300.0] [batch_t 0.390 (0.386)] [data_t 0.009] [optim_t 0.381] [lr 0.003456] [CE 3.363 (3.392)] [KD 0.000 (0.000)]
2022-10-24 17:51:55,727 - Train: 3.87% [7250/187500] [11.6/300.0] [batch_t 0.477 (0.383)] [data_t 0.009] [optim_t 0.468] [lr 0.003480] [CE 3.422 (3.386)] [KD 0.000 (0.000)]
2022-10-24 17:52:14,970 - Train: 3.89% [7300/187500] [11.7/300.0] [batch_t 0.354 (0.385)] [data_t 0.012] [optim_t 0.342] [lr 0.003504] [CE 3.385 (3.383)] [KD 0.000 (0.000)]
2022-10-24 17:52:34,138 - Train: 3.92% [7350/187500] [11.8/300.0] [batch_t 0.355 (0.383)] [data_t 0.012] [optim_t 0.343] [lr 0.003528] [CE 3.332 (3.385)] [KD 0.000 (0.000)]
2022-10-24 17:52:53,423 - Train: 3.95% [7400/187500] [11.8/300.0] [batch_t 0.397 (0.386)] [data_t 0.013] [optim_t 0.384] [lr 0.003552] [CE 3.471 (3.377)] [KD 0.000 (0.000)]
2022-10-24 17:53:12,693 - Train: 3.97% [7450/187500] [11.9/300.0] [batch_t 0.437 (0.385)] [data_t 0.012] [optim_t 0.424] [lr 0.003576] [CE 3.384 (3.373)] [KD 0.000 (0.000)]
2022-10-24 17:53:31,491 - Train: 4.00% [7500/187500] [12.0/300.0] [batch_t 0.347 (0.376)] [data_t 0.012] [optim_t 0.335] [lr 0.003600] [CE 3.278 (3.360)] [KD 0.000 (0.000)]
2022-10-24 17:53:31,494 - ==> Total time: 0:50:04 Eta: 20:01:46 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 17:53:54,994 - Train: 4.03% [7550/187500] [12.1/300.0] [batch_t 0.394 (0.439)] [data_t 0.016] [optim_t 0.378] [lr 0.003624] [CE 3.387 (3.324)] [KD 0.000 (0.000)]
2022-10-24 17:54:14,239 - Train: 4.05% [7600/187500] [12.2/300.0] [batch_t 0.400 (0.385)] [data_t 0.014] [optim_t 0.386] [lr 0.003648] [CE 3.332 (3.320)] [KD 0.000 (0.000)]
2022-10-24 17:54:33,574 - Train: 4.08% [7650/187500] [12.2/300.0] [batch_t 0.387 (0.387)] [data_t 0.014] [optim_t 0.373] [lr 0.003672] [CE 3.339 (3.337)] [KD 0.000 (0.000)]
2022-10-24 17:54:52,877 - Train: 4.11% [7700/187500] [12.3/300.0] [batch_t 0.395 (0.386)] [data_t 0.014] [optim_t 0.382] [lr 0.003696] [CE 3.289 (3.315)] [KD 0.000 (0.000)]
2022-10-24 17:55:12,261 - Train: 4.13% [7750/187500] [12.4/300.0] [batch_t 0.368 (0.388)] [data_t 0.014] [optim_t 0.355] [lr 0.003720] [CE 3.319 (3.340)] [KD 0.000 (0.000)]
2022-10-24 17:55:31,348 - Train: 4.16% [7800/187500] [12.5/300.0] [batch_t 0.391 (0.382)] [data_t 0.012] [optim_t 0.379] [lr 0.003744] [CE 3.350 (3.329)] [KD 0.000 (0.000)]
2022-10-24 17:55:50,666 - Train: 4.19% [7850/187500] [12.6/300.0] [batch_t 0.386 (0.386)] [data_t 0.014] [optim_t 0.372] [lr 0.003768] [CE 3.391 (3.323)] [KD 0.000 (0.000)]
2022-10-24 17:56:09,813 - Train: 4.21% [7900/187500] [12.6/300.0] [batch_t 0.380 (0.383)] [data_t 0.014] [optim_t 0.366] [lr 0.003792] [CE 3.316 (3.308)] [KD 0.000 (0.000)]
2022-10-24 17:56:28,907 - Train: 4.24% [7950/187500] [12.7/300.0] [batch_t 0.391 (0.382)] [data_t 0.046] [optim_t 0.345] [lr 0.003816] [CE 3.374 (3.329)] [KD 0.000 (0.000)]
2022-10-24 17:56:48,268 - Train: 4.27% [8000/187500] [12.8/300.0] [batch_t 0.389 (0.387)] [data_t 0.016] [optim_t 0.373] [lr 0.003840] [CE 3.333 (3.319)] [KD 0.000 (0.000)]
2022-10-24 17:57:07,649 - Train: 4.29% [8050/187500] [12.9/300.0] [batch_t 0.376 (0.388)] [data_t 0.015] [optim_t 0.361] [lr 0.003864] [CE 3.339 (3.323)] [KD 0.000 (0.000)]
2022-10-24 17:57:26,834 - Train: 4.32% [8100/187500] [13.0/300.0] [batch_t 0.360 (0.384)] [data_t 0.013] [optim_t 0.347] [lr 0.003888] [CE 3.361 (3.318)] [KD 0.000 (0.000)]
2022-10-24 17:57:36,051 - ==> Total time: 0:54:08 Eta: 19:55:27 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 17:57:49,954 - Train: 4.35% [8150/187500] [13.0/300.0] [batch_t 0.391 (0.493)] [data_t 0.013] [optim_t 0.378] [lr 0.003912] [CE 3.200 (3.263)] [KD 0.000 (0.000)]
2022-10-24 17:58:09,130 - Train: 4.37% [8200/187500] [13.1/300.0] [batch_t 0.380 (0.383)] [data_t 0.014] [optim_t 0.367] [lr 0.003936] [CE 3.225 (3.262)] [KD 0.000 (0.000)]
2022-10-24 17:58:28,277 - Train: 4.40% [8250/187500] [13.2/300.0] [batch_t 0.381 (0.383)] [data_t 0.014] [optim_t 0.367] [lr 0.003960] [CE 3.355 (3.277)] [KD 0.000 (0.000)]
2022-10-24 17:58:47,664 - Train: 4.43% [8300/187500] [13.3/300.0] [batch_t 0.387 (0.388)] [data_t 0.014] [optim_t 0.373] [lr 0.003984] [CE 3.298 (3.281)] [KD 0.000 (0.000)]
2022-10-24 17:59:06,895 - Train: 4.45% [8350/187500] [13.4/300.0] [batch_t 0.383 (0.385)] [data_t 0.014] [optim_t 0.369] [lr 0.004008] [CE 3.286 (3.271)] [KD 0.000 (0.000)]
2022-10-24 17:59:26,014 - Train: 4.48% [8400/187500] [13.4/300.0] [batch_t 0.351 (0.382)] [data_t 0.014] [optim_t 0.338] [lr 0.004032] [CE 3.323 (3.282)] [KD 0.000 (0.000)]
2022-10-24 17:59:45,383 - Train: 4.51% [8450/187500] [13.5/300.0] [batch_t 0.387 (0.387)] [data_t 0.013] [optim_t 0.374] [lr 0.004056] [CE 3.348 (3.289)] [KD 0.000 (0.000)]
2022-10-24 18:00:04,743 - Train: 4.53% [8500/187500] [13.6/300.0] [batch_t 0.381 (0.387)] [data_t 0.013] [optim_t 0.368] [lr 0.004080] [CE 3.326 (3.286)] [KD 0.000 (0.000)]
2022-10-24 18:00:23,863 - Train: 4.56% [8550/187500] [13.7/300.0] [batch_t 0.378 (0.382)] [data_t 0.015] [optim_t 0.363] [lr 0.004104] [CE 3.202 (3.278)] [KD 0.000 (0.000)]
2022-10-24 18:00:43,218 - Train: 4.59% [8600/187500] [13.8/300.0] [batch_t 0.404 (0.387)] [data_t 0.013] [optim_t 0.391] [lr 0.004128] [CE 3.304 (3.276)] [KD 0.000 (0.000)]
2022-10-24 18:01:02,528 - Train: 4.61% [8650/187500] [13.8/300.0] [batch_t 0.372 (0.386)] [data_t 0.014] [optim_t 0.358] [lr 0.004152] [CE 3.258 (3.289)] [KD 0.000 (0.000)]
2022-10-24 18:01:21,875 - Train: 4.64% [8700/187500] [13.9/300.0] [batch_t 0.375 (0.387)] [data_t 0.014] [optim_t 0.361] [lr 0.004176] [CE 3.326 (3.275)] [KD 0.000 (0.000)]
2022-10-24 18:01:40,744 - Train: 4.67% [8750/187500] [14.0/300.0] [batch_t 0.348 (0.377)] [data_t 0.013] [optim_t 0.335] [lr 0.004200] [CE 3.193 (3.261)] [KD 0.000 (0.000)]
2022-10-24 18:01:40,746 - ==> Total time: 0:58:13 Eta: 19:49:30 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 18:02:04,421 - Train: 4.69% [8800/187500] [14.1/300.0] [batch_t 0.417 (0.441)] [data_t 0.014] [optim_t 0.404] [lr 0.004224] [CE 3.194 (3.225)] [KD 0.000 (0.000)]
2022-10-24 18:02:23,632 - Train: 4.72% [8850/187500] [14.2/300.0] [batch_t 0.379 (0.384)] [data_t 0.014] [optim_t 0.365] [lr 0.004248] [CE 3.267 (3.229)] [KD 0.000 (0.000)]
2022-10-24 18:02:42,752 - Train: 4.75% [8900/187500] [14.2/300.0] [batch_t 0.365 (0.382)] [data_t 0.021] [optim_t 0.345] [lr 0.004272] [CE 3.257 (3.239)] [KD 0.000 (0.000)]
2022-10-24 18:03:02,030 - Train: 4.77% [8950/187500] [14.3/300.0] [batch_t 0.398 (0.385)] [data_t 0.017] [optim_t 0.381] [lr 0.004296] [CE 3.198 (3.232)] [KD 0.000 (0.000)]
2022-10-24 18:03:21,303 - Train: 4.80% [9000/187500] [14.4/300.0] [batch_t 0.397 (0.385)] [data_t 0.013] [optim_t 0.384] [lr 0.004320] [CE 3.262 (3.244)] [KD 0.000 (0.000)]
2022-10-24 18:03:40,553 - Train: 4.83% [9050/187500] [14.5/300.0] [batch_t 0.416 (0.385)] [data_t 0.022] [optim_t 0.394] [lr 0.004344] [CE 3.285 (3.237)] [KD 0.000 (0.000)]
2022-10-24 18:03:59,844 - Train: 4.85% [9100/187500] [14.6/300.0] [batch_t 0.489 (0.386)] [data_t 0.015] [optim_t 0.474] [lr 0.004368] [CE 3.294 (3.253)] [KD 0.000 (0.000)]
2022-10-24 18:04:18,837 - Train: 4.88% [9150/187500] [14.6/300.0] [batch_t 0.363 (0.380)] [data_t 0.013] [optim_t 0.350] [lr 0.004392] [CE 3.251 (3.238)] [KD 0.000 (0.000)]
2022-10-24 18:04:37,981 - Train: 4.91% [9200/187500] [14.7/300.0] [batch_t 0.353 (0.383)] [data_t 0.014] [optim_t 0.338] [lr 0.004416] [CE 3.180 (3.231)] [KD 0.000 (0.000)]
2022-10-24 18:04:57,421 - Train: 4.93% [9250/187500] [14.8/300.0] [batch_t 0.420 (0.389)] [data_t 0.038] [optim_t 0.382] [lr 0.004440] [CE 3.263 (3.233)] [KD 0.000 (0.000)]
2022-10-24 18:05:16,634 - Train: 4.96% [9300/187500] [14.9/300.0] [batch_t 0.392 (0.384)] [data_t 0.015] [optim_t 0.377] [lr 0.004464] [CE 3.260 (3.236)] [KD 0.000 (0.000)]
2022-10-24 18:05:35,751 - Train: 4.99% [9350/187500] [15.0/300.0] [batch_t 0.360 (0.382)] [data_t 0.015] [optim_t 0.345] [lr 0.004488] [CE 3.235 (3.227)] [KD 0.000 (0.000)]
2022-10-24 18:05:55,286 - Test (net): 100.00% [50/50] [batch_t 0.060 (0.196)] [top1_cnt 28441] [top5_cnt 40653] [top_all 50000]
2022-10-24 18:05:55,287 - net: 56.882 (81.306)
2022-10-24 18:06:05,820 - Test (net_E): 100.00% [50/50] [batch_t 0.059 (0.193)] [top1_cnt 50] [top5_cnt 248] [top_all 50000]
2022-10-24 18:06:05,820 - net_E: 0.100 (0.496)
2022-10-24 18:06:06,191 - Max [top1: 56.882 (epoch: 15)] [top1-ema: 0.100 (epoch: 5)]
2022-10-24 18:06:06,192 - ==> Total time: 1:02:39 Eta: 19:50:23 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 18:06:21,267 - Train: 5.01% [9400/187500] [15.0/300.0] [batch_t 0.377 (0.494)] [data_t 0.008] [optim_t 0.368] [lr 0.004512] [CE 3.232 (3.189)] [KD 0.000 (0.000)]
2022-10-24 18:06:40,537 - Train: 5.04% [9450/187500] [15.1/300.0] [batch_t 0.370 (0.385)] [data_t 0.015] [optim_t 0.355] [lr 0.004536] [CE 3.132 (3.189)] [KD 0.000 (0.000)]
2022-10-24 18:06:59,649 - Train: 5.07% [9500/187500] [15.2/300.0] [batch_t 0.384 (0.382)] [data_t 0.014] [optim_t 0.370] [lr 0.004560] [CE 3.242 (3.187)] [KD 0.000 (0.000)]
2022-10-24 18:07:18,780 - Train: 5.09% [9550/187500] [15.3/300.0] [batch_t 0.375 (0.383)] [data_t 0.014] [optim_t 0.361] [lr 0.004584] [CE 3.291 (3.198)] [KD 0.000 (0.000)]
2022-10-24 18:07:37,980 - Train: 5.12% [9600/187500] [15.4/300.0] [batch_t 0.367 (0.384)] [data_t 0.014] [optim_t 0.353] [lr 0.004608] [CE 3.245 (3.203)] [KD 0.000 (0.000)]
2022-10-24 18:07:57,098 - Train: 5.15% [9650/187500] [15.4/300.0] [batch_t 0.403 (0.382)] [data_t 0.014] [optim_t 0.389] [lr 0.004632] [CE 3.168 (3.201)] [KD 0.000 (0.000)]
2022-10-24 18:08:16,344 - Train: 5.17% [9700/187500] [15.5/300.0] [batch_t 0.370 (0.385)] [data_t 0.013] [optim_t 0.357] [lr 0.004656] [CE 3.227 (3.208)] [KD 0.000 (0.000)]
2022-10-24 18:08:35,558 - Train: 5.20% [9750/187500] [15.6/300.0] [batch_t 0.413 (0.384)] [data_t 0.013] [optim_t 0.400] [lr 0.004680] [CE 3.178 (3.211)] [KD 0.000 (0.000)]
2022-10-24 18:08:54,829 - Train: 5.23% [9800/187500] [15.7/300.0] [batch_t 0.362 (0.385)] [data_t 0.015] [optim_t 0.346] [lr 0.004704] [CE 3.230 (3.216)] [KD 0.000 (0.000)]
2022-10-24 18:09:14,025 - Train: 5.25% [9850/187500] [15.8/300.0] [batch_t 0.393 (0.384)] [data_t 0.013] [optim_t 0.379] [lr 0.004728] [CE 3.197 (3.197)] [KD 0.000 (0.000)]
2022-10-24 18:09:33,184 - Train: 5.28% [9900/187500] [15.8/300.0] [batch_t 0.377 (0.383)] [data_t 0.014] [optim_t 0.363] [lr 0.004752] [CE 3.209 (3.207)] [KD 0.000 (0.000)]
2022-10-24 18:09:52,433 - Train: 5.31% [9950/187500] [15.9/300.0] [batch_t 0.381 (0.385)] [data_t 0.013] [optim_t 0.368] [lr 0.004776] [CE 3.257 (3.204)] [KD 0.000 (0.000)]
2022-10-24 18:10:11,189 - Train: 5.33% [10000/187500] [16.0/300.0] [batch_t 0.348 (0.375)] [data_t 0.012] [optim_t 0.335] [lr 0.004800] [CE 3.141 (3.191)] [KD 0.000 (0.000)]
2022-10-24 18:10:11,191 - ==> Total time: 1:06:44 Eta: 19:44:33 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 18:10:35,294 - Train: 5.36% [10050/187500] [16.1/300.0] [batch_t 0.416 (0.452)] [data_t 0.014] [optim_t 0.402] [lr 0.004824] [CE 3.142 (3.167)] [KD 0.000 (0.000)]
2022-10-24 18:10:54,474 - Train: 5.39% [10100/187500] [16.2/300.0] [batch_t 0.377 (0.384)] [data_t 0.014] [optim_t 0.363] [lr 0.004848] [CE 3.213 (3.166)] [KD 0.000 (0.000)]
2022-10-24 18:11:13,666 - Train: 5.41% [10150/187500] [16.2/300.0] [batch_t 0.400 (0.384)] [data_t 0.016] [optim_t 0.383] [lr 0.004872] [CE 3.208 (3.162)] [KD 0.000 (0.000)]
2022-10-24 18:11:32,743 - Train: 5.44% [10200/187500] [16.3/300.0] [batch_t 0.377 (0.381)] [data_t 0.014] [optim_t 0.363] [lr 0.004896] [CE 3.218 (3.186)] [KD 0.000 (0.000)]
2022-10-24 18:11:51,858 - Train: 5.47% [10250/187500] [16.4/300.0] [batch_t 0.381 (0.382)] [data_t 0.015] [optim_t 0.367] [lr 0.004920] [CE 3.151 (3.182)] [KD 0.000 (0.000)]
2022-10-24 18:12:11,160 - Train: 5.49% [10300/187500] [16.5/300.0] [batch_t 0.372 (0.386)] [data_t 0.013] [optim_t 0.359] [lr 0.004944] [CE 3.275 (3.190)] [KD 0.000 (0.000)]
2022-10-24 18:12:30,400 - Train: 5.52% [10350/187500] [16.6/300.0] [batch_t 0.361 (0.385)] [data_t 0.015] [optim_t 0.346] [lr 0.004968] [CE 3.210 (3.181)] [KD 0.000 (0.000)]
2022-10-24 18:12:49,701 - Train: 5.55% [10400/187500] [16.6/300.0] [batch_t 0.385 (0.386)] [data_t 0.021] [optim_t 0.364] [lr 0.004992] [CE 3.144 (3.185)] [KD 0.000 (0.000)]
2022-10-24 18:13:08,998 - Train: 5.57% [10450/187500] [16.7/300.0] [batch_t 0.383 (0.386)] [data_t 0.015] [optim_t 0.368] [lr 0.005016] [CE 3.215 (3.173)] [KD 0.000 (0.000)]
2022-10-24 18:13:28,181 - Train: 5.60% [10500/187500] [16.8/300.0] [batch_t 0.371 (0.384)] [data_t 0.016] [optim_t 0.355] [lr 0.005040] [CE 3.158 (3.179)] [KD 0.000 (0.000)]
2022-10-24 18:13:47,373 - Train: 5.63% [10550/187500] [16.9/300.0] [batch_t 0.380 (0.384)] [data_t 0.015] [optim_t 0.364] [lr 0.005064] [CE 3.205 (3.176)] [KD 0.000 (0.000)]
2022-10-24 18:14:06,637 - Train: 5.65% [10600/187500] [17.0/300.0] [batch_t 0.381 (0.385)] [data_t 0.015] [optim_t 0.366] [lr 0.005088] [CE 3.250 (3.178)] [KD 0.000 (0.000)]
2022-10-24 18:14:15,819 - ==> Total time: 1:10:48 Eta: 19:38:49 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 18:14:29,744 - Train: 5.68% [10650/187500] [17.0/300.0] [batch_t 0.371 (0.495)] [data_t 0.013] [optim_t 0.358] [lr 0.005112] [CE 3.084 (3.133)] [KD 0.000 (0.000)]
2022-10-24 18:14:49,037 - Train: 5.71% [10700/187500] [17.1/300.0] [batch_t 0.352 (0.386)] [data_t 0.013] [optim_t 0.339] [lr 0.005136] [CE 3.152 (3.139)] [KD 0.000 (0.000)]
2022-10-24 18:15:08,168 - Train: 5.73% [10750/187500] [17.2/300.0] [batch_t 0.379 (0.383)] [data_t 0.014] [optim_t 0.366] [lr 0.005160] [CE 3.200 (3.142)] [KD 0.000 (0.000)]
2022-10-24 18:15:27,381 - Train: 5.76% [10800/187500] [17.3/300.0] [batch_t 0.344 (0.384)] [data_t 0.009] [optim_t 0.335] [lr 0.005184] [CE 3.169 (3.157)] [KD 0.000 (0.000)]
2022-10-24 18:15:46,753 - Train: 5.79% [10850/187500] [17.4/300.0] [batch_t 0.397 (0.387)] [data_t 0.017] [optim_t 0.380] [lr 0.005208] [CE 3.176 (3.167)] [KD 0.000 (0.000)]
2022-10-24 18:16:06,132 - Train: 5.81% [10900/187500] [17.4/300.0] [batch_t 0.374 (0.387)] [data_t 0.013] [optim_t 0.361] [lr 0.005232] [CE 3.120 (3.164)] [KD 0.000 (0.000)]
2022-10-24 18:16:25,329 - Train: 5.84% [10950/187500] [17.5/300.0] [batch_t 0.384 (0.384)] [data_t 0.013] [optim_t 0.371] [lr 0.005256] [CE 3.117 (3.152)] [KD 0.000 (0.000)]
2022-10-24 18:16:44,480 - Train: 5.87% [11000/187500] [17.6/300.0] [batch_t 0.405 (0.383)] [data_t 0.016] [optim_t 0.390] [lr 0.005280] [CE 3.066 (3.145)] [KD 0.000 (0.000)]
2022-10-24 18:17:03,634 - Train: 5.89% [11050/187500] [17.7/300.0] [batch_t 0.390 (0.383)] [data_t 0.014] [optim_t 0.375] [lr 0.005304] [CE 3.206 (3.153)] [KD 0.000 (0.000)]
2022-10-24 18:17:22,843 - Train: 5.92% [11100/187500] [17.8/300.0] [batch_t 0.361 (0.384)] [data_t 0.013] [optim_t 0.348] [lr 0.005328] [CE 3.108 (3.156)] [KD 0.000 (0.000)]
2022-10-24 18:17:42,080 - Train: 5.95% [11150/187500] [17.8/300.0] [batch_t 0.389 (0.385)] [data_t 0.015] [optim_t 0.375] [lr 0.005352] [CE 3.137 (3.153)] [KD 0.000 (0.000)]
2022-10-24 18:18:01,339 - Train: 5.97% [11200/187500] [17.9/300.0] [batch_t 0.398 (0.385)] [data_t 0.017] [optim_t 0.381] [lr 0.005376] [CE 3.157 (3.153)] [KD 0.000 (0.000)]
2022-10-24 18:18:20,055 - Train: 6.00% [11250/187500] [18.0/300.0] [batch_t 0.349 (0.374)] [data_t 0.012] [optim_t 0.337] [lr 0.005400] [CE 3.206 (3.157)] [KD 0.000 (0.000)]
2022-10-24 18:18:20,057 - ==> Total time: 1:14:52 Eta: 19:33:10 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 18:18:42,987 - Train: 6.03% [11300/187500] [18.1/300.0] [batch_t 0.354 (0.427)] [data_t 0.014] [optim_t 0.340] [lr 0.005424] [CE 3.163 (3.121)] [KD 0.000 (0.000)]
2022-10-24 18:19:02,102 - Train: 6.05% [11350/187500] [18.2/300.0] [batch_t 0.387 (0.382)] [data_t 0.013] [optim_t 0.374] [lr 0.005448] [CE 3.059 (3.129)] [KD 0.000 (0.000)]
2022-10-24 18:19:21,176 - Train: 6.08% [11400/187500] [18.2/300.0] [batch_t 0.351 (0.381)] [data_t 0.013] [optim_t 0.338] [lr 0.005472] [CE 3.111 (3.125)] [KD 0.000 (0.000)]
2022-10-24 18:19:40,423 - Train: 6.11% [11450/187500] [18.3/300.0] [batch_t 0.365 (0.385)] [data_t 0.013] [optim_t 0.352] [lr 0.005496] [CE 3.107 (3.140)] [KD 0.000 (0.000)]
2022-10-24 18:19:59,657 - Train: 6.13% [11500/187500] [18.4/300.0] [batch_t 0.394 (0.385)] [data_t 0.015] [optim_t 0.379] [lr 0.005520] [CE 3.095 (3.139)] [KD 0.000 (0.000)]
2022-10-24 18:20:18,959 - Train: 6.16% [11550/187500] [18.5/300.0] [batch_t 0.395 (0.386)] [data_t 0.014] [optim_t 0.381] [lr 0.005544] [CE 3.139 (3.135)] [KD 0.000 (0.000)]
2022-10-24 18:20:38,234 - Train: 6.19% [11600/187500] [18.6/300.0] [batch_t 0.375 (0.385)] [data_t 0.011] [optim_t 0.364] [lr 0.005568] [CE 3.120 (3.138)] [KD 0.000 (0.000)]
2022-10-24 18:20:57,573 - Train: 6.21% [11650/187500] [18.6/300.0] [batch_t 0.358 (0.387)] [data_t 0.008] [optim_t 0.350] [lr 0.005592] [CE 3.137 (3.143)] [KD 0.000 (0.000)]
2022-10-24 18:21:16,902 - Train: 6.24% [11700/187500] [18.7/300.0] [batch_t 0.393 (0.387)] [data_t 0.014] [optim_t 0.379] [lr 0.005616] [CE 3.123 (3.143)] [KD 0.000 (0.000)]
2022-10-24 18:21:36,058 - Train: 6.27% [11750/187500] [18.8/300.0] [batch_t 0.370 (0.383)] [data_t 0.013] [optim_t 0.357] [lr 0.005640] [CE 3.168 (3.160)] [KD 0.000 (0.000)]
2022-10-24 18:21:55,223 - Train: 6.29% [11800/187500] [18.9/300.0] [batch_t 0.373 (0.383)] [data_t 0.014] [optim_t 0.359] [lr 0.005664] [CE 3.078 (3.142)] [KD 0.000 (0.000)]
2022-10-24 18:22:14,423 - Train: 6.32% [11850/187500] [19.0/300.0] [batch_t 0.387 (0.384)] [data_t 0.013] [optim_t 0.374] [lr 0.005688] [CE 3.215 (3.125)] [KD 0.000 (0.000)]
2022-10-24 18:22:23,571 - ==> Total time: 1:18:56 Eta: 19:27:30 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 18:22:37,570 - Train: 6.35% [11900/187500] [19.0/300.0] [batch_t 0.487 (0.494)] [data_t 0.014] [optim_t 0.473] [lr 0.005712] [CE 3.062 (3.088)] [KD 0.000 (0.000)]
2022-10-24 18:22:56,843 - Train: 6.37% [11950/187500] [19.1/300.0] [batch_t 0.399 (0.385)] [data_t 0.013] [optim_t 0.387] [lr 0.005736] [CE 3.090 (3.107)] [KD 0.000 (0.000)]
2022-10-24 18:23:15,998 - Train: 6.40% [12000/187500] [19.2/300.0] [batch_t 0.366 (0.383)] [data_t 0.014] [optim_t 0.353] [lr 0.005760] [CE 3.096 (3.108)] [KD 0.000 (0.000)]
2022-10-24 18:23:35,078 - Train: 6.43% [12050/187500] [19.3/300.0] [batch_t 0.383 (0.382)] [data_t 0.018] [optim_t 0.365] [lr 0.005784] [CE 3.097 (3.127)] [KD 0.000 (0.000)]
2022-10-24 18:23:54,263 - Train: 6.45% [12100/187500] [19.4/300.0] [batch_t 0.402 (0.384)] [data_t 0.013] [optim_t 0.389] [lr 0.005808] [CE 3.086 (3.120)] [KD 0.000 (0.000)]
2022-10-24 18:24:13,546 - Train: 6.48% [12150/187500] [19.4/300.0] [batch_t 0.424 (0.386)] [data_t 0.014] [optim_t 0.410] [lr 0.005832] [CE 3.224 (3.127)] [KD 0.000 (0.000)]
2022-10-24 18:24:32,744 - Train: 6.51% [12200/187500] [19.5/300.0] [batch_t 0.367 (0.384)] [data_t 0.014] [optim_t 0.353] [lr 0.005856] [CE 3.117 (3.121)] [KD 0.000 (0.000)]
2022-10-24 18:24:52,172 - Train: 6.53% [12250/187500] [19.6/300.0] [batch_t 0.352 (0.388)] [data_t 0.013] [optim_t 0.338] [lr 0.005880] [CE 3.145 (3.139)] [KD 0.000 (0.000)]
2022-10-24 18:25:11,441 - Train: 6.56% [12300/187500] [19.7/300.0] [batch_t 0.375 (0.385)] [data_t 0.014] [optim_t 0.361] [lr 0.005904] [CE 3.134 (3.131)] [KD 0.000 (0.000)]
2022-10-24 18:25:30,545 - Train: 6.59% [12350/187500] [19.8/300.0] [batch_t 0.388 (0.382)] [data_t 0.012] [optim_t 0.376] [lr 0.005928] [CE 3.174 (3.136)] [KD 0.000 (0.000)]
2022-10-24 18:25:49,859 - Train: 6.61% [12400/187500] [19.8/300.0] [batch_t 0.407 (0.386)] [data_t 0.033] [optim_t 0.373] [lr 0.005952] [CE 3.162 (3.138)] [KD 0.000 (0.000)]
2022-10-24 18:26:09,047 - Train: 6.64% [12450/187500] [19.9/300.0] [batch_t 0.355 (0.384)] [data_t 0.013] [optim_t 0.342] [lr 0.005976] [CE 3.147 (3.124)] [KD 0.000 (0.000)]
2022-10-24 18:26:27,764 - Train: 6.67% [12500/187500] [20.0/300.0] [batch_t 0.348 (0.374)] [data_t 0.013] [optim_t 0.335] [lr 0.006000] [CE 3.065 (3.145)] [KD 0.000 (0.000)]
2022-10-24 18:26:37,842 - Test (net): 100.00% [50/50] [batch_t 0.059 (0.191)] [top1_cnt 29558] [top5_cnt 41377] [top_all 50000]
2022-10-24 18:26:37,842 - net: 59.116 (82.754)
2022-10-24 18:26:48,123 - Test (net_E): 100.00% [50/50] [batch_t 0.059 (0.188)] [top1_cnt 68] [top5_cnt 260] [top_all 50000]
2022-10-24 18:26:48,123 - net_E: 0.136 (0.520)
2022-10-24 18:26:48,511 - Max [top1: 59.116 (epoch: 20)] [top1-ema: 0.136 (epoch: 20)]
2022-10-24 18:26:48,511 - ==> Total time: 1:23:21 Eta: 19:27:00 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 18:27:14,147 - Train: 6.69% [12550/187500] [20.1/300.0] [batch_t 0.410 (0.431)] [data_t 0.014] [optim_t 0.396] [lr 0.005934] [CE 3.179 (3.090)] [KD 0.000 (0.000)]
2022-10-24 18:27:33,284 - Train: 6.72% [12600/187500] [20.2/300.0] [batch_t 0.363 (0.383)] [data_t 0.013] [optim_t 0.350] [lr 0.005933] [CE 3.099 (3.097)] [KD 0.000 (0.000)]
2022-10-24 18:27:52,617 - Train: 6.75% [12650/187500] [20.2/300.0] [batch_t 0.418 (0.387)] [data_t 0.016] [optim_t 0.402] [lr 0.005933] [CE 3.172 (3.103)] [KD 0.000 (0.000)]
2022-10-24 18:28:11,813 - Train: 6.77% [12700/187500] [20.3/300.0] [batch_t 0.405 (0.384)] [data_t 0.014] [optim_t 0.390] [lr 0.005932] [CE 3.073 (3.091)] [KD 0.000 (0.000)]
2022-10-24 18:28:31,030 - Train: 6.80% [12750/187500] [20.4/300.0] [batch_t 0.404 (0.384)] [data_t 0.014] [optim_t 0.390] [lr 0.005932] [CE 3.076 (3.099)] [KD 0.000 (0.000)]
2022-10-24 18:28:50,126 - Train: 6.83% [12800/187500] [20.5/300.0] [batch_t 0.369 (0.382)] [data_t 0.013] [optim_t 0.355] [lr 0.005931] [CE 3.111 (3.097)] [KD 0.000 (0.000)]
2022-10-24 18:29:09,396 - Train: 6.85% [12850/187500] [20.6/300.0] [batch_t 0.391 (0.385)] [data_t 0.013] [optim_t 0.378] [lr 0.005931] [CE 3.138 (3.096)] [KD 0.000 (0.000)]
2022-10-24 18:29:28,523 - Train: 6.88% [12900/187500] [20.6/300.0] [batch_t 0.386 (0.382)] [data_t 0.026] [optim_t 0.360] [lr 0.005930] [CE 3.092 (3.102)] [KD 0.000 (0.000)]
2022-10-24 18:29:47,604 - Train: 6.91% [12950/187500] [20.7/300.0] [batch_t 0.394 (0.382)] [data_t 0.013] [optim_t 0.381] [lr 0.005930] [CE 3.122 (3.104)] [KD 0.000 (0.000)]
2022-10-24 18:30:06,756 - Train: 6.93% [13000/187500] [20.8/300.0] [batch_t 0.402 (0.383)] [data_t 0.013] [optim_t 0.389] [lr 0.005929] [CE 3.135 (3.102)] [KD 0.000 (0.000)]
2022-10-24 18:30:25,961 - Train: 6.96% [13050/187500] [20.9/300.0] [batch_t 0.379 (0.384)] [data_t 0.014] [optim_t 0.365] [lr 0.005929] [CE 3.082 (3.100)] [KD 0.000 (0.000)]
2022-10-24 18:30:45,276 - Train: 6.99% [13100/187500] [21.0/300.0] [batch_t 0.409 (0.386)] [data_t 0.012] [optim_t 0.397] [lr 0.005928] [CE 3.078 (3.099)] [KD 0.000 (0.000)]
2022-10-24 18:30:54,430 - ==> Total time: 1:27:27 Eta: 19:21:54 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 18:31:08,780 - Train: 7.01% [13150/187500] [21.0/300.0] [batch_t 0.400 (0.507)] [data_t 0.013] [optim_t 0.387] [lr 0.005927] [CE 3.063 (3.043)] [KD 0.000 (0.000)]
2022-10-24 18:31:28,088 - Train: 7.04% [13200/187500] [21.1/300.0] [batch_t 0.397 (0.386)] [data_t 0.014] [optim_t 0.383] [lr 0.005927] [CE 3.139 (3.059)] [KD 0.000 (0.000)]
2022-10-24 18:31:47,297 - Train: 7.07% [13250/187500] [21.2/300.0] [batch_t 0.391 (0.384)] [data_t 0.015] [optim_t 0.376] [lr 0.005926] [CE 3.045 (3.066)] [KD 0.000 (0.000)]
2022-10-24 18:32:06,608 - Train: 7.09% [13300/187500] [21.3/300.0] [batch_t 0.375 (0.386)] [data_t 0.015] [optim_t 0.359] [lr 0.005926] [CE 3.040 (3.060)] [KD 0.000 (0.000)]
2022-10-24 18:32:25,816 - Train: 7.12% [13350/187500] [21.4/300.0] [batch_t 0.386 (0.384)] [data_t 0.013] [optim_t 0.373] [lr 0.005925] [CE 3.001 (3.077)] [KD 0.000 (0.000)]
2022-10-24 18:32:45,106 - Train: 7.15% [13400/187500] [21.4/300.0] [batch_t 0.370 (0.386)] [data_t 0.012] [optim_t 0.358] [lr 0.005925] [CE 3.111 (3.082)] [KD 0.000 (0.000)]
2022-10-24 18:33:04,430 - Train: 7.17% [13450/187500] [21.5/300.0] [batch_t 0.373 (0.386)] [data_t 0.013] [optim_t 0.360] [lr 0.005924] [CE 3.040 (3.062)] [KD 0.000 (0.000)]
2022-10-24 18:33:23,726 - Train: 7.20% [13500/187500] [21.6/300.0] [batch_t 0.389 (0.386)] [data_t 0.014] [optim_t 0.375] [lr 0.005924] [CE 3.054 (3.073)] [KD 0.000 (0.000)]
2022-10-24 18:33:42,986 - Train: 7.23% [13550/187500] [21.7/300.0] [batch_t 0.364 (0.385)] [data_t 0.014] [optim_t 0.350] [lr 0.005923] [CE 3.184 (3.084)] [KD 0.000 (0.000)]
2022-10-24 18:34:02,166 - Train: 7.25% [13600/187500] [21.8/300.0] [batch_t 0.398 (0.383)] [data_t 0.016] [optim_t 0.381] [lr 0.005922] [CE 3.029 (3.074)] [KD 0.000 (0.000)]
2022-10-24 18:34:21,325 - Train: 7.28% [13650/187500] [21.8/300.0] [batch_t 0.373 (0.383)] [data_t 0.010] [optim_t 0.364] [lr 0.005922] [CE 3.048 (3.081)] [KD 0.000 (0.000)]
2022-10-24 18:34:40,693 - Train: 7.31% [13700/187500] [21.9/300.0] [batch_t 0.370 (0.387)] [data_t 0.016] [optim_t 0.354] [lr 0.005921] [CE 3.143 (3.078)] [KD 0.000 (0.000)]
2022-10-24 18:34:59,575 - Train: 7.33% [13750/187500] [22.0/300.0] [batch_t 0.348 (0.377)] [data_t 0.012] [optim_t 0.336] [lr 0.005921] [CE 2.993 (3.080)] [KD 0.000 (0.000)]
2022-10-24 18:34:59,577 - ==> Total time: 1:31:32 Eta: 19:16:45 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 18:35:23,126 - Train: 7.36% [13800/187500] [22.1/300.0] [batch_t 0.393 (0.436)] [data_t 0.013] [optim_t 0.380] [lr 0.005920] [CE 3.005 (3.015)] [KD 0.000 (0.000)]
2022-10-24 18:35:42,273 - Train: 7.39% [13850/187500] [22.2/300.0] [batch_t 0.379 (0.383)] [data_t 0.014] [optim_t 0.365] [lr 0.005920] [CE 3.078 (3.044)] [KD 0.000 (0.000)]
2022-10-24 18:36:01,543 - Train: 7.41% [13900/187500] [22.2/300.0] [batch_t 0.380 (0.385)] [data_t 0.014] [optim_t 0.367] [lr 0.005919] [CE 3.061 (3.043)] [KD 0.000 (0.000)]
2022-10-24 18:36:20,880 - Train: 7.44% [13950/187500] [22.3/300.0] [batch_t 0.386 (0.387)] [data_t 0.014] [optim_t 0.373] [lr 0.005918] [CE 2.993 (3.043)] [KD 0.000 (0.000)]
2022-10-24 18:36:40,199 - Train: 7.47% [14000/187500] [22.4/300.0] [batch_t 0.360 (0.386)] [data_t 0.013] [optim_t 0.347] [lr 0.005918] [CE 3.064 (3.062)] [KD 0.000 (0.000)]
2022-10-24 18:36:59,573 - Train: 7.49% [14050/187500] [22.5/300.0] [batch_t 0.391 (0.387)] [data_t 0.014] [optim_t 0.377] [lr 0.005917] [CE 3.020 (3.043)] [KD 0.000 (0.000)]
2022-10-24 18:37:18,883 - Train: 7.52% [14100/187500] [22.6/300.0] [batch_t 0.371 (0.386)] [data_t 0.013] [optim_t 0.358] [lr 0.005917] [CE 2.986 (3.041)] [KD 0.000 (0.000)]
2022-10-24 18:37:38,333 - Train: 7.55% [14150/187500] [22.6/300.0] [batch_t 0.416 (0.389)] [data_t 0.013] [optim_t 0.403] [lr 0.005916] [CE 3.088 (3.060)] [KD 0.000 (0.000)]
2022-10-24 18:37:57,679 - Train: 7.57% [14200/187500] [22.7/300.0] [batch_t 0.375 (0.387)] [data_t 0.013] [optim_t 0.362] [lr 0.005916] [CE 3.055 (3.041)] [KD 0.000 (0.000)]
2022-10-24 18:38:17,069 - Train: 7.60% [14250/187500] [22.8/300.0] [batch_t 0.386 (0.388)] [data_t 0.013] [optim_t 0.372] [lr 0.005915] [CE 2.980 (3.054)] [KD 0.000 (0.000)]
2022-10-24 18:38:36,305 - Train: 7.63% [14300/187500] [22.9/300.0] [batch_t 0.354 (0.385)] [data_t 0.014] [optim_t 0.340] [lr 0.005914] [CE 3.056 (3.058)] [KD 0.000 (0.000)]
2022-10-24 18:38:55,844 - Train: 7.65% [14350/187500] [23.0/300.0] [batch_t 0.407 (0.391)] [data_t 0.014] [optim_t 0.393] [lr 0.005914] [CE 3.009 (3.058)] [KD 0.000 (0.000)]
2022-10-24 18:39:05,082 - ==> Total time: 1:35:38 Eta: 19:11:45 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 18:39:19,321 - Train: 7.68% [14400/187500] [23.0/300.0] [batch_t 0.404 (0.504)] [data_t 0.014] [optim_t 0.390] [lr 0.005913] [CE 2.973 (2.998)] [KD 0.000 (0.000)]
2022-10-24 18:39:38,604 - Train: 7.71% [14450/187500] [23.1/300.0] [batch_t 0.378 (0.386)] [data_t 0.014] [optim_t 0.364] [lr 0.005913] [CE 3.036 (3.007)] [KD 0.000 (0.000)]
2022-10-24 18:39:57,884 - Train: 7.73% [14500/187500] [23.2/300.0] [batch_t 0.445 (0.385)] [data_t 0.009] [optim_t 0.436] [lr 0.005912] [CE 3.003 (3.036)] [KD 0.000 (0.000)]
2022-10-24 18:40:17,173 - Train: 7.76% [14550/187500] [23.3/300.0] [batch_t 0.404 (0.386)] [data_t 0.016] [optim_t 0.388] [lr 0.005911] [CE 2.942 (3.036)] [KD 0.000 (0.000)]
2022-10-24 18:40:36,579 - Train: 7.79% [14600/187500] [23.4/300.0] [batch_t 0.435 (0.388)] [data_t 0.014] [optim_t 0.421] [lr 0.005911] [CE 3.068 (3.027)] [KD 0.000 (0.000)]
2022-10-24 18:40:55,867 - Train: 7.81% [14650/187500] [23.4/300.0] [batch_t 0.390 (0.386)] [data_t 0.014] [optim_t 0.376] [lr 0.005910] [CE 3.036 (3.035)] [KD 0.000 (0.000)]
2022-10-24 18:41:15,122 - Train: 7.84% [14700/187500] [23.5/300.0] [batch_t 0.355 (0.385)] [data_t 0.014] [optim_t 0.341] [lr 0.005909] [CE 2.947 (3.029)] [KD 0.000 (0.000)]
2022-10-24 18:41:34,372 - Train: 7.87% [14750/187500] [23.6/300.0] [batch_t 0.387 (0.385)] [data_t 0.013] [optim_t 0.374] [lr 0.005909] [CE 3.067 (3.033)] [KD 0.000 (0.000)]
2022-10-24 18:41:53,628 - Train: 7.89% [14800/187500] [23.7/300.0] [batch_t 0.369 (0.385)] [data_t 0.020] [optim_t 0.349] [lr 0.005908] [CE 3.016 (3.032)] [KD 0.000 (0.000)]
2022-10-24 18:42:12,916 - Train: 7.92% [14850/187500] [23.8/300.0] [batch_t 0.394 (0.386)] [data_t 0.015] [optim_t 0.380] [lr 0.005908] [CE 3.017 (3.027)] [KD 0.000 (0.000)]
2022-10-24 18:42:32,027 - Train: 7.95% [14900/187500] [23.8/300.0] [batch_t 0.386 (0.382)] [data_t 0.015] [optim_t 0.371] [lr 0.005907] [CE 3.022 (3.032)] [KD 0.000 (0.000)]
2022-10-24 18:42:51,237 - Train: 7.97% [14950/187500] [23.9/300.0] [batch_t 0.366 (0.384)] [data_t 0.014] [optim_t 0.353] [lr 0.005906] [CE 3.022 (3.028)] [KD 0.000 (0.000)]
2022-10-24 18:43:10,191 - Train: 8.00% [15000/187500] [24.0/300.0] [batch_t 0.349 (0.379)] [data_t 0.014] [optim_t 0.336] [lr 0.005906] [CE 3.054 (3.032)] [KD 0.000 (0.000)]
2022-10-24 18:43:10,193 - ==> Total time: 1:39:43 Eta: 19:06:45 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 18:43:33,109 - Train: 8.03% [15050/187500] [24.1/300.0] [batch_t 0.371 (0.427)] [data_t 0.013] [optim_t 0.358] [lr 0.005905] [CE 3.000 (2.996)] [KD 0.000 (0.000)]
2022-10-24 18:43:52,194 - Train: 8.05% [15100/187500] [24.2/300.0] [batch_t 0.392 (0.382)] [data_t 0.030] [optim_t 0.362] [lr 0.005905] [CE 2.994 (2.993)] [KD 0.000 (0.000)]
2022-10-24 18:44:11,433 - Train: 8.08% [15150/187500] [24.2/300.0] [batch_t 0.351 (0.385)] [data_t 0.013] [optim_t 0.338] [lr 0.005904] [CE 3.074 (3.009)] [KD 0.000 (0.000)]
2022-10-24 18:44:30,490 - Train: 8.11% [15200/187500] [24.3/300.0] [batch_t 0.354 (0.381)] [data_t 0.012] [optim_t 0.342] [lr 0.005903] [CE 2.996 (3.000)] [KD 0.000 (0.000)]
2022-10-24 18:44:49,826 - Train: 8.13% [15250/187500] [24.4/300.0] [batch_t 0.352 (0.387)] [data_t 0.012] [optim_t 0.340] [lr 0.005903] [CE 3.013 (3.015)] [KD 0.000 (0.000)]
2022-10-24 18:45:09,054 - Train: 8.16% [15300/187500] [24.5/300.0] [batch_t 0.413 (0.384)] [data_t 0.013] [optim_t 0.400] [lr 0.005902] [CE 3.063 (3.018)] [KD 0.000 (0.000)]
2022-10-24 18:45:28,287 - Train: 8.19% [15350/187500] [24.6/300.0] [batch_t 0.381 (0.385)] [data_t 0.014] [optim_t 0.367] [lr 0.005901] [CE 3.005 (3.011)] [KD 0.000 (0.000)]
2022-10-24 18:45:47,504 - Train: 8.21% [15400/187500] [24.6/300.0] [batch_t 0.385 (0.384)] [data_t 0.016] [optim_t 0.368] [lr 0.005901] [CE 3.051 (3.006)] [KD 0.000 (0.000)]
2022-10-24 18:46:06,814 - Train: 8.24% [15450/187500] [24.7/300.0] [batch_t 0.458 (0.386)] [data_t 0.015] [optim_t 0.443] [lr 0.005900] [CE 3.023 (3.020)] [KD 0.000 (0.000)]
2022-10-24 18:46:25,934 - Train: 8.27% [15500/187500] [24.8/300.0] [batch_t 0.388 (0.382)] [data_t 0.014] [optim_t 0.374] [lr 0.005899] [CE 3.024 (3.017)] [KD 0.000 (0.000)]
2022-10-24 18:46:45,217 - Train: 8.29% [15550/187500] [24.9/300.0] [batch_t 0.363 (0.386)] [data_t 0.015] [optim_t 0.349] [lr 0.005899] [CE 2.978 (3.017)] [KD 0.000 (0.000)]
2022-10-24 18:47:04,356 - Train: 8.32% [15600/187500] [25.0/300.0] [batch_t 0.356 (0.383)] [data_t 0.013] [optim_t 0.342] [lr 0.005898] [CE 2.955 (2.996)] [KD 0.000 (0.000)]
2022-10-24 18:47:23,116 - Test (net): 100.00% [50/50] [batch_t 0.059 (0.179)] [top1_cnt 30835] [top5_cnt 42177] [top_all 50000]
2022-10-24 18:47:23,117 - net: 61.670 (84.354)
2022-10-24 18:47:32,295 - Test (net_E): 100.00% [50/50] [batch_t 0.098 (0.165)] [top1_cnt 402] [top5_cnt 1428] [top_all 50000]
2022-10-24 18:47:32,296 - net_E: 0.804 (2.856)
2022-10-24 18:47:32,652 - Max [top1: 61.670 (epoch: 25)] [top1-ema: 0.804 (epoch: 25)]
2022-10-24 18:47:32,652 - ==> Total time: 1:44:05 Eta: 19:05:01 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 18:47:48,913 - Train: 8.35% [15650/187500] [25.0/300.0] [batch_t 0.380 (0.489)] [data_t 0.014] [optim_t 0.366] [lr 0.005897] [CE 2.961 (2.971)] [KD 0.000 (0.000)]
2022-10-24 18:48:08,180 - Train: 8.37% [15700/187500] [25.1/300.0] [batch_t 0.365 (0.385)] [data_t 0.014] [optim_t 0.351] [lr 0.005897] [CE 2.973 (2.985)] [KD 0.000 (0.000)]
2022-10-24 18:48:27,499 - Train: 8.40% [15750/187500] [25.2/300.0] [batch_t 0.372 (0.386)] [data_t 0.037] [optim_t 0.336] [lr 0.005896] [CE 3.016 (3.002)] [KD 0.000 (0.000)]
2022-10-24 18:48:46,817 - Train: 8.43% [15800/187500] [25.3/300.0] [batch_t 0.353 (0.386)] [data_t 0.015] [optim_t 0.338] [lr 0.005896] [CE 2.977 (2.979)] [KD 0.000 (0.000)]
2022-10-24 18:49:05,976 - Train: 8.45% [15850/187500] [25.4/300.0] [batch_t 0.423 (0.383)] [data_t 0.016] [optim_t 0.408] [lr 0.005895] [CE 3.039 (2.999)] [KD 0.000 (0.000)]
2022-10-24 18:49:25,141 - Train: 8.48% [15900/187500] [25.4/300.0] [batch_t 0.402 (0.383)] [data_t 0.009] [optim_t 0.393] [lr 0.005894] [CE 2.970 (2.994)] [KD 0.000 (0.000)]
2022-10-24 18:49:44,356 - Train: 8.51% [15950/187500] [25.5/300.0] [batch_t 0.344 (0.384)] [data_t 0.007] [optim_t 0.336] [lr 0.005894] [CE 2.954 (2.994)] [KD 0.000 (0.000)]
2022-10-24 18:50:03,622 - Train: 8.53% [16000/187500] [25.6/300.0] [batch_t 0.398 (0.385)] [data_t 0.014] [optim_t 0.384] [lr 0.005893] [CE 3.076 (3.000)] [KD 0.000 (0.000)]
2022-10-24 18:50:22,821 - Train: 8.56% [16050/187500] [25.7/300.0] [batch_t 0.394 (0.384)] [data_t 0.013] [optim_t 0.381] [lr 0.005892] [CE 2.988 (3.001)] [KD 0.000 (0.000)]
2022-10-24 18:50:42,052 - Train: 8.59% [16100/187500] [25.8/300.0] [batch_t 0.388 (0.384)] [data_t 0.014] [optim_t 0.374] [lr 0.005892] [CE 2.970 (2.997)] [KD 0.000 (0.000)]
2022-10-24 18:51:01,201 - Train: 8.61% [16150/187500] [25.8/300.0] [batch_t 0.344 (0.383)] [data_t 0.008] [optim_t 0.336] [lr 0.005891] [CE 3.023 (3.009)] [KD 0.000 (0.000)]
2022-10-24 18:51:20,163 - Train: 8.64% [16200/187500] [25.9/300.0] [batch_t 0.381 (0.379)] [data_t 0.013] [optim_t 0.369] [lr 0.005890] [CE 2.975 (2.995)] [KD 0.000 (0.000)]
2022-10-24 18:51:38,912 - Train: 8.67% [16250/187500] [26.0/300.0] [batch_t 0.348 (0.375)] [data_t 0.012] [optim_t 0.336] [lr 0.005890] [CE 3.024 (2.998)] [KD 0.000 (0.000)]
2022-10-24 18:51:38,914 - ==> Total time: 1:48:11 Eta: 19:00:14 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 18:52:02,172 - Train: 8.69% [16300/187500] [26.1/300.0] [batch_t 0.391 (0.432)] [data_t 0.009] [optim_t 0.382] [lr 0.005889] [CE 2.960 (2.967)] [KD 0.000 (0.000)]
2022-10-24 18:52:21,229 - Train: 8.72% [16350/187500] [26.2/300.0] [batch_t 0.395 (0.381)] [data_t 0.014] [optim_t 0.382] [lr 0.005888] [CE 2.973 (2.958)] [KD 0.000 (0.000)]
2022-10-24 18:52:40,296 - Train: 8.75% [16400/187500] [26.2/300.0] [batch_t 0.382 (0.381)] [data_t 0.013] [optim_t 0.369] [lr 0.005887] [CE 2.980 (2.969)] [KD 0.000 (0.000)]
2022-10-24 18:52:59,546 - Train: 8.77% [16450/187500] [26.3/300.0] [batch_t 0.368 (0.385)] [data_t 0.013] [optim_t 0.355] [lr 0.005887] [CE 2.980 (2.970)] [KD 0.000 (0.000)]
2022-10-24 18:53:18,766 - Train: 8.80% [16500/187500] [26.4/300.0] [batch_t 0.397 (0.384)] [data_t 0.015] [optim_t 0.382] [lr 0.005886] [CE 2.994 (2.990)] [KD 0.000 (0.000)]
2022-10-24 18:53:37,745 - Train: 8.83% [16550/187500] [26.5/300.0] [batch_t 0.381 (0.379)] [data_t 0.014] [optim_t 0.367] [lr 0.005885] [CE 2.963 (2.980)] [KD 0.000 (0.000)]
2022-10-24 18:53:57,027 - Train: 8.85% [16600/187500] [26.6/300.0] [batch_t 0.388 (0.386)] [data_t 0.019] [optim_t 0.368] [lr 0.005885] [CE 2.992 (2.994)] [KD 0.000 (0.000)]
2022-10-24 18:54:16,307 - Train: 8.88% [16650/187500] [26.6/300.0] [batch_t 0.391 (0.386)] [data_t 0.014] [optim_t 0.377] [lr 0.005884] [CE 2.956 (2.991)] [KD 0.000 (0.000)]
2022-10-24 18:54:35,543 - Train: 8.91% [16700/187500] [26.7/300.0] [batch_t 0.372 (0.385)] [data_t 0.014] [optim_t 0.358] [lr 0.005883] [CE 3.043 (2.986)] [KD 0.000 (0.000)]
2022-10-24 18:54:54,734 - Train: 8.93% [16750/187500] [26.8/300.0] [batch_t 0.375 (0.384)] [data_t 0.013] [optim_t 0.362] [lr 0.005883] [CE 2.951 (2.979)] [KD 0.000 (0.000)]
2022-10-24 18:55:14,213 - Train: 8.96% [16800/187500] [26.9/300.0] [batch_t 0.410 (0.389)] [data_t 0.014] [optim_t 0.395] [lr 0.005882] [CE 3.029 (2.989)] [KD 0.000 (0.000)]
2022-10-24 18:55:33,503 - Train: 8.99% [16850/187500] [27.0/300.0] [batch_t 0.421 (0.386)] [data_t 0.015] [optim_t 0.406] [lr 0.005881] [CE 3.107 (2.988)] [KD 0.000 (0.000)]
2022-10-24 18:55:42,707 - ==> Total time: 1:52:15 Eta: 18:55:04 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 18:55:56,069 - Train: 9.01% [16900/187500] [27.0/300.0] [batch_t 0.358 (0.469)] [data_t 0.013] [optim_t 0.345] [lr 0.005881] [CE 2.918 (2.923)] [KD 0.000 (0.000)]
2022-10-24 18:56:15,268 - Train: 9.04% [16950/187500] [27.1/300.0] [batch_t 0.365 (0.384)] [data_t 0.014] [optim_t 0.351] [lr 0.005880] [CE 2.950 (2.940)] [KD 0.000 (0.000)]
2022-10-24 18:56:34,482 - Train: 9.07% [17000/187500] [27.2/300.0] [batch_t 0.359 (0.384)] [data_t 0.014] [optim_t 0.346] [lr 0.005879] [CE 2.984 (2.955)] [KD 0.000 (0.000)]
2022-10-24 18:56:53,692 - Train: 9.09% [17050/187500] [27.3/300.0] [batch_t 0.381 (0.384)] [data_t 0.014] [optim_t 0.367] [lr 0.005878] [CE 2.917 (2.962)] [KD 0.000 (0.000)]
2022-10-24 18:57:12,896 - Train: 9.12% [17100/187500] [27.4/300.0] [batch_t 0.412 (0.384)] [data_t 0.013] [optim_t 0.399] [lr 0.005878] [CE 2.920 (2.970)] [KD 0.000 (0.000)]
2022-10-24 18:57:32,034 - Train: 9.15% [17150/187500] [27.4/300.0] [batch_t 0.410 (0.383)] [data_t 0.014] [optim_t 0.396] [lr 0.005877] [CE 2.928 (2.971)] [KD 0.000 (0.000)]
2022-10-24 18:57:51,294 - Train: 9.17% [17200/187500] [27.5/300.0] [batch_t 0.394 (0.384)] [data_t 0.013] [optim_t 0.381] [lr 0.005876] [CE 2.918 (2.978)] [KD 0.000 (0.000)]
2022-10-24 18:58:10,486 - Train: 9.20% [17250/187500] [27.6/300.0] [batch_t 0.377 (0.384)] [data_t 0.014] [optim_t 0.363] [lr 0.005876] [CE 2.944 (2.973)] [KD 0.000 (0.000)]
2022-10-24 18:58:29,880 - Train: 9.23% [17300/187500] [27.7/300.0] [batch_t 0.372 (0.388)] [data_t 0.013] [optim_t 0.359] [lr 0.005875] [CE 2.971 (2.981)] [KD 0.000 (0.000)]
2022-10-24 18:58:49,142 - Train: 9.25% [17350/187500] [27.8/300.0] [batch_t 0.369 (0.385)] [data_t 0.014] [optim_t 0.355] [lr 0.005874] [CE 2.913 (2.978)] [KD 0.000 (0.000)]
2022-10-24 18:59:08,473 - Train: 9.28% [17400/187500] [27.8/300.0] [batch_t 0.422 (0.387)] [data_t 0.014] [optim_t 0.408] [lr 0.005873] [CE 3.047 (2.971)] [KD 0.000 (0.000)]
2022-10-24 18:59:27,743 - Train: 9.31% [17450/187500] [27.9/300.0] [batch_t 0.380 (0.385)] [data_t 0.014] [optim_t 0.366] [lr 0.005873] [CE 3.004 (2.977)] [KD 0.000 (0.000)]
2022-10-24 18:59:46,498 - Train: 9.33% [17500/187500] [28.0/300.0] [batch_t 0.347 (0.375)] [data_t 0.011] [optim_t 0.336] [lr 0.005872] [CE 3.034 (2.967)] [KD 0.000 (0.000)]
2022-10-24 18:59:46,500 - ==> Total time: 1:56:19 Eta: 18:50:00 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 19:00:09,783 - Train: 9.36% [17550/187500] [28.1/300.0] [batch_t 0.402 (0.437)] [data_t 0.013] [optim_t 0.388] [lr 0.005871] [CE 2.949 (2.934)] [KD 0.000 (0.000)]
2022-10-24 19:00:28,986 - Train: 9.39% [17600/187500] [28.2/300.0] [batch_t 0.365 (0.384)] [data_t 0.007] [optim_t 0.358] [lr 0.005871] [CE 2.921 (2.945)] [KD 0.000 (0.000)]
2022-10-24 19:00:48,205 - Train: 9.41% [17650/187500] [28.2/300.0] [batch_t 0.391 (0.384)] [data_t 0.014] [optim_t 0.377] [lr 0.005870] [CE 2.957 (2.948)] [KD 0.000 (0.000)]
2022-10-24 19:01:07,293 - Train: 9.44% [17700/187500] [28.3/300.0] [batch_t 0.367 (0.382)] [data_t 0.015] [optim_t 0.352] [lr 0.005869] [CE 2.978 (2.949)] [KD 0.000 (0.000)]
2022-10-24 19:01:26,419 - Train: 9.47% [17750/187500] [28.4/300.0] [batch_t 0.352 (0.382)] [data_t 0.013] [optim_t 0.339] [lr 0.005868] [CE 2.967 (2.950)] [KD 0.000 (0.000)]
2022-10-24 19:01:45,650 - Train: 9.49% [17800/187500] [28.5/300.0] [batch_t 0.364 (0.384)] [data_t 0.013] [optim_t 0.351] [lr 0.005868] [CE 2.956 (2.956)] [KD 0.000 (0.000)]
2022-10-24 19:02:04,942 - Train: 9.52% [17850/187500] [28.6/300.0] [batch_t 0.420 (0.386)] [data_t 0.013] [optim_t 0.407] [lr 0.005867] [CE 2.969 (2.949)] [KD 0.000 (0.000)]
2022-10-24 19:02:24,282 - Train: 9.55% [17900/187500] [28.6/300.0] [batch_t 0.421 (0.387)] [data_t 0.014] [optim_t 0.408] [lr 0.005866] [CE 2.935 (2.959)] [KD 0.000 (0.000)]
2022-10-24 19:02:43,598 - Train: 9.57% [17950/187500] [28.7/300.0] [batch_t 0.354 (0.386)] [data_t 0.012] [optim_t 0.342] [lr 0.005865] [CE 2.932 (2.964)] [KD 0.000 (0.000)]
2022-10-24 19:03:02,825 - Train: 9.60% [18000/187500] [28.8/300.0] [batch_t 0.420 (0.384)] [data_t 0.013] [optim_t 0.407] [lr 0.005865] [CE 3.004 (2.973)] [KD 0.000 (0.000)]
2022-10-24 19:03:22,142 - Train: 9.63% [18050/187500] [28.9/300.0] [batch_t 0.386 (0.386)] [data_t 0.014] [optim_t 0.372] [lr 0.005864] [CE 2.907 (2.956)] [KD 0.000 (0.000)]
2022-10-24 19:03:41,591 - Train: 9.65% [18100/187500] [29.0/300.0] [batch_t 0.441 (0.389)] [data_t 0.013] [optim_t 0.428] [lr 0.005863] [CE 2.950 (2.963)] [KD 0.000 (0.000)]
2022-10-24 19:03:50,765 - ==> Total time: 2:00:23 Eta: 18:45:04 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 19:04:05,148 - Train: 9.68% [18150/187500] [29.0/300.0] [batch_t 0.398 (0.511)] [data_t 0.013] [optim_t 0.385] [lr 0.005862] [CE 2.903 (2.928)] [KD 0.000 (0.000)]
2022-10-24 19:04:24,494 - Train: 9.71% [18200/187500] [29.1/300.0] [batch_t 0.395 (0.387)] [data_t 0.019] [optim_t 0.376] [lr 0.005862] [CE 2.920 (2.921)] [KD 0.000 (0.000)]
2022-10-24 19:04:43,860 - Train: 9.73% [18250/187500] [29.2/300.0] [batch_t 0.383 (0.387)] [data_t 0.014] [optim_t 0.370] [lr 0.005861] [CE 2.965 (2.943)] [KD 0.000 (0.000)]
2022-10-24 19:05:03,036 - Train: 9.76% [18300/187500] [29.3/300.0] [batch_t 0.353 (0.383)] [data_t 0.014] [optim_t 0.338] [lr 0.005860] [CE 3.021 (2.937)] [KD 0.000 (0.000)]
2022-10-24 19:05:22,221 - Train: 9.79% [18350/187500] [29.4/300.0] [batch_t 0.353 (0.384)] [data_t 0.016] [optim_t 0.337] [lr 0.005859] [CE 2.861 (2.948)] [KD 0.000 (0.000)]
2022-10-24 19:05:41,430 - Train: 9.81% [18400/187500] [29.4/300.0] [batch_t 0.363 (0.384)] [data_t 0.014] [optim_t 0.350] [lr 0.005859] [CE 2.902 (2.955)] [KD 0.000 (0.000)]
2022-10-24 19:06:00,775 - Train: 9.84% [18450/187500] [29.5/300.0] [batch_t 0.354 (0.387)] [data_t 0.014] [optim_t 0.340] [lr 0.005858] [CE 2.932 (2.953)] [KD 0.000 (0.000)]
2022-10-24 19:06:19,987 - Train: 9.87% [18500/187500] [29.6/300.0] [batch_t 0.383 (0.384)] [data_t 0.014] [optim_t 0.369] [lr 0.005857] [CE 2.957 (2.956)] [KD 0.000 (0.000)]
2022-10-24 19:06:39,300 - Train: 9.89% [18550/187500] [29.7/300.0] [batch_t 0.416 (0.386)] [data_t 0.014] [optim_t 0.402] [lr 0.005856] [CE 2.950 (2.949)] [KD 0.000 (0.000)]
2022-10-24 19:06:58,740 - Train: 9.92% [18600/187500] [29.8/300.0] [batch_t 0.370 (0.389)] [data_t 0.015] [optim_t 0.355] [lr 0.005856] [CE 2.970 (2.950)] [KD 0.000 (0.000)]
2022-10-24 19:07:17,951 - Train: 9.95% [18650/187500] [29.8/300.0] [batch_t 0.377 (0.384)] [data_t 0.015] [optim_t 0.361] [lr 0.005855] [CE 2.850 (2.954)] [KD 0.000 (0.000)]
2022-10-24 19:07:37,152 - Train: 9.97% [18700/187500] [29.9/300.0] [batch_t 0.391 (0.384)] [data_t 0.016] [optim_t 0.374] [lr 0.005854] [CE 2.933 (2.957)] [KD 0.000 (0.000)]
2022-10-24 19:07:56,107 - Train: 10.00% [18750/187500] [30.0/300.0] [batch_t 0.351 (0.379)] [data_t 0.013] [optim_t 0.339] [lr 0.005853] [CE 3.005 (2.949)] [KD 0.000 (0.000)]
2022-10-24 19:08:05,951 - Test (net): 100.00% [50/50] [batch_t 0.059 (0.187)] [top1_cnt 31058] [top5_cnt 42340] [top_all 50000]
2022-10-24 19:08:05,952 - net: 62.116 (84.680)
2022-10-24 19:08:15,938 - Test (net_E): 100.00% [50/50] [batch_t 0.226 (0.182)] [top1_cnt 16753] [top5_cnt 29008] [top_all 50000]
2022-10-24 19:08:15,938 - net_E: 33.506 (58.016)
2022-10-24 19:08:16,338 - Max [top1: 62.116 (epoch: 30)] [top1-ema: 33.506 (epoch: 30)]
2022-10-24 19:08:16,339 - ==> Total time: 2:04:49 Eta: 18:43:23 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 19:08:41,212 - Train: 10.03% [18800/187500] [30.1/300.0] [batch_t 0.354 (0.419)] [data_t 0.013] [optim_t 0.341] [lr 0.005852] [CE 2.878 (2.906)] [KD 0.000 (0.000)]
2022-10-24 19:09:00,434 - Train: 10.05% [18850/187500] [30.2/300.0] [batch_t 0.382 (0.384)] [data_t 0.013] [optim_t 0.369] [lr 0.005852] [CE 2.950 (2.923)] [KD 0.000 (0.000)]
2022-10-24 19:09:19,771 - Train: 10.08% [18900/187500] [30.2/300.0] [batch_t 0.355 (0.387)] [data_t 0.017] [optim_t 0.338] [lr 0.005851] [CE 2.930 (2.934)] [KD 0.000 (0.000)]
2022-10-24 19:09:38,838 - Train: 10.11% [18950/187500] [30.3/300.0] [batch_t 0.368 (0.381)] [data_t 0.013] [optim_t 0.355] [lr 0.005850] [CE 2.960 (2.938)] [KD 0.000 (0.000)]
2022-10-24 19:09:58,017 - Train: 10.13% [19000/187500] [30.4/300.0] [batch_t 0.359 (0.383)] [data_t 0.013] [optim_t 0.346] [lr 0.005849] [CE 2.864 (2.937)] [KD 0.000 (0.000)]
2022-10-24 19:10:17,118 - Train: 10.16% [19050/187500] [30.5/300.0] [batch_t 0.365 (0.382)] [data_t 0.013] [optim_t 0.352] [lr 0.005849] [CE 2.934 (2.941)] [KD 0.000 (0.000)]
2022-10-24 19:10:36,227 - Train: 10.19% [19100/187500] [30.6/300.0] [batch_t 0.385 (0.382)] [data_t 0.012] [optim_t 0.372] [lr 0.005848] [CE 2.871 (2.934)] [KD 0.000 (0.000)]
2022-10-24 19:10:55,466 - Train: 10.21% [19150/187500] [30.6/300.0] [batch_t 0.374 (0.385)] [data_t 0.014] [optim_t 0.360] [lr 0.005847] [CE 2.929 (2.939)] [KD 0.000 (0.000)]
2022-10-24 19:11:14,621 - Train: 10.24% [19200/187500] [30.7/300.0] [batch_t 0.414 (0.383)] [data_t 0.013] [optim_t 0.401] [lr 0.005846] [CE 2.933 (2.948)] [KD 0.000 (0.000)]
2022-10-24 19:11:33,731 - Train: 10.27% [19250/187500] [30.8/300.0] [batch_t 0.370 (0.382)] [data_t 0.013] [optim_t 0.357] [lr 0.005845] [CE 2.960 (2.945)] [KD 0.000 (0.000)]
2022-10-24 19:11:53,126 - Train: 10.29% [19300/187500] [30.9/300.0] [batch_t 0.390 (0.388)] [data_t 0.014] [optim_t 0.376] [lr 0.005845] [CE 2.956 (2.942)] [KD 0.000 (0.000)]
2022-10-24 19:12:12,230 - Train: 10.32% [19350/187500] [31.0/300.0] [batch_t 0.366 (0.382)] [data_t 0.015] [optim_t 0.351] [lr 0.005844] [CE 2.978 (2.940)] [KD 0.000 (0.000)]
2022-10-24 19:12:21,519 - ==> Total time: 2:08:54 Eta: 18:38:35 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 19:12:35,514 - Train: 10.35% [19400/187500] [31.0/300.0] [batch_t 0.411 (0.495)] [data_t 0.013] [optim_t 0.398] [lr 0.005843] [CE 2.885 (2.897)] [KD 0.000 (0.000)]
2022-10-24 19:12:54,633 - Train: 10.37% [19450/187500] [31.1/300.0] [batch_t 0.372 (0.382)] [data_t 0.019] [optim_t 0.353] [lr 0.005842] [CE 2.898 (2.898)] [KD 0.000 (0.000)]
2022-10-24 19:13:13,756 - Train: 10.40% [19500/187500] [31.2/300.0] [batch_t 0.356 (0.382)] [data_t 0.015] [optim_t 0.341] [lr 0.005841] [CE 2.848 (2.918)] [KD 0.000 (0.000)]
2022-10-24 19:13:32,995 - Train: 10.43% [19550/187500] [31.3/300.0] [batch_t 0.371 (0.385)] [data_t 0.013] [optim_t 0.359] [lr 0.005841] [CE 2.955 (2.935)] [KD 0.000 (0.000)]
2022-10-24 19:13:52,225 - Train: 10.45% [19600/187500] [31.4/300.0] [batch_t 0.356 (0.384)] [data_t 0.014] [optim_t 0.342] [lr 0.005840] [CE 2.990 (2.921)] [KD 0.000 (0.000)]
2022-10-24 19:14:11,619 - Train: 10.48% [19650/187500] [31.4/300.0] [batch_t 0.418 (0.388)] [data_t 0.016] [optim_t 0.401] [lr 0.005839] [CE 2.899 (2.926)] [KD 0.000 (0.000)]
2022-10-24 19:14:30,899 - Train: 10.51% [19700/187500] [31.5/300.0] [batch_t 0.383 (0.385)] [data_t 0.013] [optim_t 0.370] [lr 0.005838] [CE 2.991 (2.924)] [KD 0.000 (0.000)]
2022-10-24 19:14:50,051 - Train: 10.53% [19750/187500] [31.6/300.0] [batch_t 0.345 (0.383)] [data_t 0.008] [optim_t 0.337] [lr 0.005837] [CE 2.909 (2.938)] [KD 0.000 (0.000)]
2022-10-24 19:15:09,172 - Train: 10.56% [19800/187500] [31.7/300.0] [batch_t 0.357 (0.382)] [data_t 0.015] [optim_t 0.342] [lr 0.005836] [CE 3.015 (2.928)] [KD 0.000 (0.000)]
2022-10-24 19:15:28,637 - Train: 10.59% [19850/187500] [31.8/300.0] [batch_t 0.406 (0.389)] [data_t 0.014] [optim_t 0.392] [lr 0.005836] [CE 2.870 (2.936)] [KD 0.000 (0.000)]
2022-10-24 19:15:47,884 - Train: 10.61% [19900/187500] [31.8/300.0] [batch_t 0.405 (0.385)] [data_t 0.013] [optim_t 0.392] [lr 0.005835] [CE 2.972 (2.939)] [KD 0.000 (0.000)]
2022-10-24 19:16:07,262 - Train: 10.64% [19950/187500] [31.9/300.0] [batch_t 0.361 (0.387)] [data_t 0.015] [optim_t 0.347] [lr 0.005834] [CE 2.945 (2.931)] [KD 0.000 (0.000)]
2022-10-24 19:16:26,063 - Train: 10.67% [20000/187500] [32.0/300.0] [batch_t 0.348 (0.376)] [data_t 0.012] [optim_t 0.336] [lr 0.005833] [CE 2.809 (2.938)] [KD 0.000 (0.000)]
2022-10-24 19:16:26,065 - ==> Total time: 2:12:58 Eta: 18:33:44 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 19:16:49,661 - Train: 10.69% [20050/187500] [32.1/300.0] [batch_t 0.383 (0.440)] [data_t 0.028] [optim_t 0.355] [lr 0.005832] [CE 2.979 (2.897)] [KD 0.000 (0.000)]
2022-10-24 19:17:08,885 - Train: 10.72% [20100/187500] [32.2/300.0] [batch_t 0.368 (0.384)] [data_t 0.012] [optim_t 0.356] [lr 0.005832] [CE 2.900 (2.895)] [KD 0.000 (0.000)]
2022-10-24 19:17:28,100 - Train: 10.75% [20150/187500] [32.2/300.0] [batch_t 0.376 (0.384)] [data_t 0.019] [optim_t 0.357] [lr 0.005831] [CE 2.940 (2.907)] [KD 0.000 (0.000)]
2022-10-24 19:17:47,173 - Train: 10.77% [20200/187500] [32.3/300.0] [batch_t 0.396 (0.381)] [data_t 0.014] [optim_t 0.383] [lr 0.005830] [CE 2.915 (2.921)] [KD 0.000 (0.000)]
2022-10-24 19:18:06,467 - Train: 10.80% [20250/187500] [32.4/300.0] [batch_t 0.429 (0.386)] [data_t 0.012] [optim_t 0.417] [lr 0.005829] [CE 3.011 (2.918)] [KD 0.000 (0.000)]
2022-10-24 19:18:25,691 - Train: 10.83% [20300/187500] [32.5/300.0] [batch_t 0.411 (0.384)] [data_t 0.014] [optim_t 0.397] [lr 0.005828] [CE 2.925 (2.915)] [KD 0.000 (0.000)]
2022-10-24 19:18:45,160 - Train: 10.85% [20350/187500] [32.6/300.0] [batch_t 0.415 (0.389)] [data_t 0.013] [optim_t 0.402] [lr 0.005827] [CE 2.865 (2.918)] [KD 0.000 (0.000)]
2022-10-24 19:19:04,491 - Train: 10.88% [20400/187500] [32.6/300.0] [batch_t 0.381 (0.387)] [data_t 0.015] [optim_t 0.366] [lr 0.005826] [CE 2.977 (2.922)] [KD 0.000 (0.000)]
2022-10-24 19:19:23,809 - Train: 10.91% [20450/187500] [32.7/300.0] [batch_t 0.375 (0.386)] [data_t 0.009] [optim_t 0.366] [lr 0.005826] [CE 2.923 (2.929)] [KD 0.000 (0.000)]
2022-10-24 19:19:43,113 - Train: 10.93% [20500/187500] [32.8/300.0] [batch_t 0.392 (0.386)] [data_t 0.016] [optim_t 0.376] [lr 0.005825] [CE 3.010 (2.923)] [KD 0.000 (0.000)]
2022-10-24 19:20:02,416 - Train: 10.96% [20550/187500] [32.9/300.0] [batch_t 0.389 (0.386)] [data_t 0.009] [optim_t 0.380] [lr 0.005824] [CE 2.929 (2.940)] [KD 0.000 (0.000)]
2022-10-24 19:20:21,626 - Train: 10.99% [20600/187500] [33.0/300.0] [batch_t 0.389 (0.384)] [data_t 0.013] [optim_t 0.376] [lr 0.005823] [CE 2.890 (2.930)] [KD 0.000 (0.000)]
2022-10-24 19:20:30,950 - ==> Total time: 2:17:03 Eta: 18:28:58 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 19:20:44,915 - Train: 11.01% [20650/187500] [33.0/300.0] [batch_t 0.402 (0.489)] [data_t 0.015] [optim_t 0.387] [lr 0.005822] [CE 2.869 (2.882)] [KD 0.000 (0.000)]
2022-10-24 19:21:04,184 - Train: 11.04% [20700/187500] [33.1/300.0] [batch_t 0.387 (0.385)] [data_t 0.013] [optim_t 0.374] [lr 0.005821] [CE 2.912 (2.892)] [KD 0.000 (0.000)]
2022-10-24 19:21:23,576 - Train: 11.07% [20750/187500] [33.2/300.0] [batch_t 0.354 (0.388)] [data_t 0.013] [optim_t 0.341] [lr 0.005821] [CE 2.977 (2.897)] [KD 0.000 (0.000)]
2022-10-24 19:21:42,844 - Train: 11.09% [20800/187500] [33.3/300.0] [batch_t 0.377 (0.385)] [data_t 0.013] [optim_t 0.364] [lr 0.005820] [CE 2.918 (2.918)] [KD 0.000 (0.000)]
2022-10-24 19:22:02,078 - Train: 11.12% [20850/187500] [33.4/300.0] [batch_t 0.381 (0.385)] [data_t 0.014] [optim_t 0.367] [lr 0.005819] [CE 2.931 (2.912)] [KD 0.000 (0.000)]
2022-10-24 19:22:21,396 - Train: 11.15% [20900/187500] [33.4/300.0] [batch_t 0.354 (0.386)] [data_t 0.013] [optim_t 0.341] [lr 0.005818] [CE 2.857 (2.925)] [KD 0.000 (0.000)]
2022-10-24 19:22:40,730 - Train: 11.17% [20950/187500] [33.5/300.0] [batch_t 0.374 (0.387)] [data_t 0.014] [optim_t 0.360] [lr 0.005817] [CE 2.974 (2.915)] [KD 0.000 (0.000)]
2022-10-24 19:22:59,910 - Train: 11.20% [21000/187500] [33.6/300.0] [batch_t 0.394 (0.383)] [data_t 0.013] [optim_t 0.381] [lr 0.005816] [CE 2.881 (2.906)] [KD 0.000 (0.000)]
2022-10-24 19:23:19,093 - Train: 11.23% [21050/187500] [33.7/300.0] [batch_t 0.433 (0.384)] [data_t 0.014] [optim_t 0.419] [lr 0.005815] [CE 2.863 (2.911)] [KD 0.000 (0.000)]
2022-10-24 19:23:38,431 - Train: 11.25% [21100/187500] [33.8/300.0] [batch_t 0.400 (0.387)] [data_t 0.013] [optim_t 0.387] [lr 0.005815] [CE 2.953 (2.925)] [KD 0.000 (0.000)]
2022-10-24 19:23:57,754 - Train: 11.28% [21150/187500] [33.8/300.0] [batch_t 0.368 (0.386)] [data_t 0.024] [optim_t 0.344] [lr 0.005814] [CE 2.869 (2.915)] [KD 0.000 (0.000)]
2022-10-24 19:24:17,145 - Train: 11.31% [21200/187500] [33.9/300.0] [batch_t 0.376 (0.388)] [data_t 0.014] [optim_t 0.362] [lr 0.005813] [CE 2.875 (2.930)] [KD 0.000 (0.000)]
2022-10-24 19:24:35,810 - Train: 11.33% [21250/187500] [34.0/300.0] [batch_t 0.349 (0.373)] [data_t 0.013] [optim_t 0.336] [lr 0.005812] [CE 2.934 (2.908)] [KD 0.000 (0.000)]
2022-10-24 19:24:35,812 - ==> Total time: 2:21:08 Eta: 18:24:15 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 19:24:59,559 - Train: 11.36% [21300/187500] [34.1/300.0] [batch_t 0.364 (0.440)] [data_t 0.012] [optim_t 0.352] [lr 0.005811] [CE 2.856 (2.862)] [KD 0.000 (0.000)]
2022-10-24 19:25:18,773 - Train: 11.39% [21350/187500] [34.2/300.0] [batch_t 0.392 (0.384)] [data_t 0.014] [optim_t 0.378] [lr 0.005810] [CE 2.849 (2.890)] [KD 0.000 (0.000)]
2022-10-24 19:25:38,058 - Train: 11.41% [21400/187500] [34.2/300.0] [batch_t 0.394 (0.386)] [data_t 0.017] [optim_t 0.378] [lr 0.005809] [CE 2.983 (2.890)] [KD 0.000 (0.000)]
2022-10-24 19:25:57,275 - Train: 11.44% [21450/187500] [34.3/300.0] [batch_t 0.377 (0.384)] [data_t 0.013] [optim_t 0.364] [lr 0.005808] [CE 2.912 (2.917)] [KD 0.000 (0.000)]
2022-10-24 19:26:16,591 - Train: 11.47% [21500/187500] [34.4/300.0] [batch_t 0.386 (0.386)] [data_t 0.014] [optim_t 0.372] [lr 0.005807] [CE 2.870 (2.900)] [KD 0.000 (0.000)]
2022-10-24 19:26:35,752 - Train: 11.49% [21550/187500] [34.5/300.0] [batch_t 0.363 (0.383)] [data_t 0.014] [optim_t 0.349] [lr 0.005807] [CE 2.913 (2.903)] [KD 0.000 (0.000)]
2022-10-24 19:26:55,051 - Train: 11.52% [21600/187500] [34.6/300.0] [batch_t 0.394 (0.386)] [data_t 0.020] [optim_t 0.374] [lr 0.005806] [CE 2.940 (2.917)] [KD 0.000 (0.000)]
2022-10-24 19:27:14,286 - Train: 11.55% [21650/187500] [34.6/300.0] [batch_t 0.401 (0.385)] [data_t 0.015] [optim_t 0.386] [lr 0.005805] [CE 2.911 (2.909)] [KD 0.000 (0.000)]
2022-10-24 19:27:33,408 - Train: 11.57% [21700/187500] [34.7/300.0] [batch_t 0.391 (0.382)] [data_t 0.013] [optim_t 0.378] [lr 0.005804] [CE 2.961 (2.915)] [KD 0.000 (0.000)]
2022-10-24 19:27:52,769 - Train: 11.60% [21750/187500] [34.8/300.0] [batch_t 0.388 (0.387)] [data_t 0.014] [optim_t 0.374] [lr 0.005803] [CE 2.920 (2.910)] [KD 0.000 (0.000)]
2022-10-24 19:28:11,995 - Train: 11.63% [21800/187500] [34.9/300.0] [batch_t 0.363 (0.384)] [data_t 0.014] [optim_t 0.349] [lr 0.005802] [CE 3.003 (2.913)] [KD 0.000 (0.000)]
2022-10-24 19:28:31,352 - Train: 11.65% [21850/187500] [35.0/300.0] [batch_t 0.353 (0.387)] [data_t 0.014] [optim_t 0.339] [lr 0.005801] [CE 2.951 (2.917)] [KD 0.000 (0.000)]
2022-10-24 19:28:51,328 - Test (net): 100.00% [50/50] [batch_t 0.059 (0.205)] [top1_cnt 31457] [top5_cnt 42855] [top_all 50000]
2022-10-24 19:28:51,329 - net: 62.914 (85.710)
2022-10-24 19:29:02,570 - Test (net_E): 100.00% [50/50] [batch_t 0.129 (0.206)] [top1_cnt 29704] [top5_cnt 41349] [top_all 50000]
2022-10-24 19:29:02,570 - net_E: 59.408 (82.698)
2022-10-24 19:29:02,974 - Max [top1: 62.914 (epoch: 35)] [top1-ema: 59.408 (epoch: 35)]
2022-10-24 19:29:02,974 - ==> Total time: 2:25:35 Eta: 18:22:23 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 19:29:18,469 - Train: 11.68% [21900/187500] [35.0/300.0] [batch_t 0.374 (0.473)] [data_t 0.013] [optim_t 0.361] [lr 0.005800] [CE 2.857 (2.855)] [KD 0.000 (0.000)]
2022-10-24 19:29:37,772 - Train: 11.71% [21950/187500] [35.1/300.0] [batch_t 0.366 (0.386)] [data_t 0.014] [optim_t 0.352] [lr 0.005799] [CE 2.946 (2.871)] [KD 0.000 (0.000)]
2022-10-24 19:29:57,052 - Train: 11.73% [22000/187500] [35.2/300.0] [batch_t 0.421 (0.386)] [data_t 0.008] [optim_t 0.413] [lr 0.005799] [CE 2.839 (2.897)] [KD 0.000 (0.000)]
2022-10-24 19:30:16,318 - Train: 11.76% [22050/187500] [35.3/300.0] [batch_t 0.351 (0.385)] [data_t 0.013] [optim_t 0.338] [lr 0.005798] [CE 2.928 (2.890)] [KD 0.000 (0.000)]
2022-10-24 19:30:35,485 - Train: 11.79% [22100/187500] [35.4/300.0] [batch_t 0.418 (0.383)] [data_t 0.014] [optim_t 0.404] [lr 0.005797] [CE 2.923 (2.887)] [KD 0.000 (0.000)]
2022-10-24 19:30:54,614 - Train: 11.81% [22150/187500] [35.4/300.0] [batch_t 0.354 (0.382)] [data_t 0.014] [optim_t 0.340] [lr 0.005796] [CE 2.884 (2.889)] [KD 0.000 (0.000)]
2022-10-24 19:31:13,802 - Train: 11.84% [22200/187500] [35.5/300.0] [batch_t 0.399 (0.384)] [data_t 0.013] [optim_t 0.385] [lr 0.005795] [CE 2.858 (2.903)] [KD 0.000 (0.000)]
2022-10-24 19:31:33,049 - Train: 11.87% [22250/187500] [35.6/300.0] [batch_t 0.372 (0.385)] [data_t 0.013] [optim_t 0.359] [lr 0.005794] [CE 2.888 (2.901)] [KD 0.000 (0.000)]
2022-10-24 19:31:52,277 - Train: 11.89% [22300/187500] [35.7/300.0] [batch_t 0.343 (0.384)] [data_t 0.007] [optim_t 0.335] [lr 0.005793] [CE 2.884 (2.901)] [KD 0.000 (0.000)]
2022-10-24 19:32:11,659 - Train: 11.92% [22350/187500] [35.8/300.0] [batch_t 0.369 (0.388)] [data_t 0.014] [optim_t 0.355] [lr 0.005792] [CE 2.908 (2.912)] [KD 0.000 (0.000)]
2022-10-24 19:32:30,906 - Train: 11.95% [22400/187500] [35.8/300.0] [batch_t 0.373 (0.385)] [data_t 0.019] [optim_t 0.355] [lr 0.005791] [CE 2.836 (2.906)] [KD 0.000 (0.000)]
2022-10-24 19:32:50,053 - Train: 11.97% [22450/187500] [35.9/300.0] [batch_t 0.358 (0.383)] [data_t 0.014] [optim_t 0.344] [lr 0.005790] [CE 2.883 (2.907)] [KD 0.000 (0.000)]
2022-10-24 19:33:08,877 - Train: 12.00% [22500/187500] [36.0/300.0] [batch_t 0.348 (0.376)] [data_t 0.013] [optim_t 0.335] [lr 0.005789] [CE 2.980 (2.927)] [KD 0.000 (0.000)]
2022-10-24 19:33:08,880 - ==> Total time: 2:29:41 Eta: 18:17:46 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 19:33:32,608 - Train: 12.03% [22550/187500] [36.1/300.0] [batch_t 0.405 (0.442)] [data_t 0.014] [optim_t 0.391] [lr 0.005788] [CE 2.900 (2.873)] [KD 0.000 (0.000)]
2022-10-24 19:33:51,744 - Train: 12.05% [22600/187500] [36.2/300.0] [batch_t 0.389 (0.383)] [data_t 0.016] [optim_t 0.372] [lr 0.005788] [CE 2.921 (2.871)] [KD 0.000 (0.000)]
2022-10-24 19:34:11,008 - Train: 12.08% [22650/187500] [36.2/300.0] [batch_t 0.369 (0.385)] [data_t 0.019] [optim_t 0.350] [lr 0.005787] [CE 2.969 (2.894)] [KD 0.000 (0.000)]
2022-10-24 19:34:30,181 - Train: 12.11% [22700/187500] [36.3/300.0] [batch_t 0.380 (0.383)] [data_t 0.014] [optim_t 0.366] [lr 0.005786] [CE 2.977 (2.899)] [KD 0.000 (0.000)]
2022-10-24 19:34:49,392 - Train: 12.13% [22750/187500] [36.4/300.0] [batch_t 0.383 (0.384)] [data_t 0.015] [optim_t 0.368] [lr 0.005785] [CE 2.848 (2.890)] [KD 0.000 (0.000)]
2022-10-24 19:35:08,411 - Train: 12.16% [22800/187500] [36.5/300.0] [batch_t 0.353 (0.380)] [data_t 0.015] [optim_t 0.338] [lr 0.005784] [CE 2.913 (2.903)] [KD 0.000 (0.000)]
2022-10-24 19:35:27,489 - Train: 12.19% [22850/187500] [36.6/300.0] [batch_t 0.384 (0.381)] [data_t 0.014] [optim_t 0.369] [lr 0.005783] [CE 2.855 (2.898)] [KD 0.000 (0.000)]
2022-10-24 19:35:46,851 - Train: 12.21% [22900/187500] [36.6/300.0] [batch_t 0.409 (0.387)] [data_t 0.015] [optim_t 0.395] [lr 0.005782] [CE 2.944 (2.894)] [KD 0.000 (0.000)]
2022-10-24 19:36:06,178 - Train: 12.24% [22950/187500] [36.7/300.0] [batch_t 0.378 (0.386)] [data_t 0.008] [optim_t 0.370] [lr 0.005781] [CE 2.853 (2.894)] [KD 0.000 (0.000)]
2022-10-24 19:36:25,358 - Train: 12.27% [23000/187500] [36.8/300.0] [batch_t 0.354 (0.384)] [data_t 0.015] [optim_t 0.339] [lr 0.005780] [CE 2.863 (2.903)] [KD 0.000 (0.000)]
2022-10-24 19:36:44,713 - Train: 12.29% [23050/187500] [36.9/300.0] [batch_t 0.364 (0.387)] [data_t 0.015] [optim_t 0.349] [lr 0.005779] [CE 2.874 (2.899)] [KD 0.000 (0.000)]
2022-10-24 19:37:04,102 - Train: 12.32% [23100/187500] [37.0/300.0] [batch_t 0.362 (0.388)] [data_t 0.013] [optim_t 0.349] [lr 0.005778] [CE 2.894 (2.899)] [KD 0.000 (0.000)]
2022-10-24 19:37:13,326 - ==> Total time: 2:33:46 Eta: 18:13:01 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 19:37:27,037 - Train: 12.35% [23150/187500] [37.0/300.0] [batch_t 0.352 (0.487)] [data_t 0.013] [optim_t 0.339] [lr 0.005777] [CE 2.899 (2.857)] [KD 0.000 (0.000)]
2022-10-24 19:37:46,060 - Train: 12.37% [23200/187500] [37.1/300.0] [batch_t 0.360 (0.380)] [data_t 0.018] [optim_t 0.342] [lr 0.005776] [CE 2.907 (2.863)] [KD 0.000 (0.000)]
2022-10-24 19:38:05,412 - Train: 12.40% [23250/187500] [37.2/300.0] [batch_t 0.373 (0.387)] [data_t 0.013] [optim_t 0.360] [lr 0.005775] [CE 2.853 (2.868)] [KD 0.000 (0.000)]
2022-10-24 19:38:24,275 - Train: 12.43% [23300/187500] [37.3/300.0] [batch_t 0.385 (0.377)] [data_t 0.013] [optim_t 0.372] [lr 0.005774] [CE 2.871 (2.878)] [KD 0.000 (0.000)]
2022-10-24 19:38:43,594 - Train: 12.45% [23350/187500] [37.4/300.0] [batch_t 0.439 (0.386)] [data_t 0.017] [optim_t 0.422] [lr 0.005773] [CE 2.883 (2.877)] [KD 0.000 (0.000)]
2022-10-24 19:39:02,747 - Train: 12.48% [23400/187500] [37.4/300.0] [batch_t 0.408 (0.383)] [data_t 0.020] [optim_t 0.387] [lr 0.005772] [CE 2.934 (2.891)] [KD 0.000 (0.000)]
2022-10-24 19:39:21,826 - Train: 12.51% [23450/187500] [37.5/300.0] [batch_t 0.412 (0.381)] [data_t 0.016] [optim_t 0.395] [lr 0.005771] [CE 2.919 (2.900)] [KD 0.000 (0.000)]
2022-10-24 19:39:41,102 - Train: 12.53% [23500/187500] [37.6/300.0] [batch_t 0.378 (0.385)] [data_t 0.014] [optim_t 0.365] [lr 0.005770] [CE 2.936 (2.885)] [KD 0.000 (0.000)]
2022-10-24 19:40:00,239 - Train: 12.56% [23550/187500] [37.7/300.0] [batch_t 0.388 (0.383)] [data_t 0.009] [optim_t 0.380] [lr 0.005770] [CE 2.938 (2.894)] [KD 0.000 (0.000)]
2022-10-24 19:40:19,517 - Train: 12.59% [23600/187500] [37.8/300.0] [batch_t 0.410 (0.385)] [data_t 0.015] [optim_t 0.396] [lr 0.005769] [CE 2.952 (2.887)] [KD 0.000 (0.000)]
2022-10-24 19:40:38,702 - Train: 12.61% [23650/187500] [37.8/300.0] [batch_t 0.403 (0.384)] [data_t 0.013] [optim_t 0.390] [lr 0.005768] [CE 2.904 (2.897)] [KD 0.000 (0.000)]
2022-10-24 19:40:57,975 - Train: 12.64% [23700/187500] [37.9/300.0] [batch_t 0.405 (0.385)] [data_t 0.014] [optim_t 0.391] [lr 0.005767] [CE 2.870 (2.891)] [KD 0.000 (0.000)]
2022-10-24 19:41:16,766 - Train: 12.67% [23750/187500] [38.0/300.0] [batch_t 0.348 (0.376)] [data_t 0.012] [optim_t 0.336] [lr 0.005766] [CE 2.994 (2.898)] [KD 0.000 (0.000)]
2022-10-24 19:41:16,768 - ==> Total time: 2:37:49 Eta: 18:08:11 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 19:41:39,844 - Train: 12.69% [23800/187500] [38.1/300.0] [batch_t 0.386 (0.431)] [data_t 0.014] [optim_t 0.373] [lr 0.005765] [CE 2.846 (2.848)] [KD 0.000 (0.000)]
2022-10-24 19:41:59,052 - Train: 12.72% [23850/187500] [38.2/300.0] [batch_t 0.385 (0.384)] [data_t 0.015] [optim_t 0.371] [lr 0.005764] [CE 2.836 (2.863)] [KD 0.000 (0.000)]
2022-10-24 19:42:18,245 - Train: 12.75% [23900/187500] [38.2/300.0] [batch_t 0.385 (0.384)] [data_t 0.014] [optim_t 0.371] [lr 0.005763] [CE 2.956 (2.877)] [KD 0.000 (0.000)]
2022-10-24 19:42:37,442 - Train: 12.77% [23950/187500] [38.3/300.0] [batch_t 0.377 (0.384)] [data_t 0.013] [optim_t 0.364] [lr 0.005762] [CE 2.772 (2.879)] [KD 0.000 (0.000)]
2022-10-24 19:42:56,655 - Train: 12.80% [24000/187500] [38.4/300.0] [batch_t 0.384 (0.384)] [data_t 0.014] [optim_t 0.369] [lr 0.005761] [CE 2.889 (2.880)] [KD 0.000 (0.000)]
2022-10-24 19:43:15,903 - Train: 12.83% [24050/187500] [38.5/300.0] [batch_t 0.391 (0.385)] [data_t 0.014] [optim_t 0.377] [lr 0.005760] [CE 2.921 (2.892)] [KD 0.000 (0.000)]
2022-10-24 19:43:34,964 - Train: 12.85% [24100/187500] [38.6/300.0] [batch_t 0.381 (0.381)] [data_t 0.014] [optim_t 0.367] [lr 0.005759] [CE 2.901 (2.886)] [KD 0.000 (0.000)]
2022-10-24 19:43:54,105 - Train: 12.88% [24150/187500] [38.6/300.0] [batch_t 0.377 (0.383)] [data_t 0.013] [optim_t 0.364] [lr 0.005758] [CE 2.877 (2.900)] [KD 0.000 (0.000)]
2022-10-24 19:44:13,332 - Train: 12.91% [24200/187500] [38.7/300.0] [batch_t 0.352 (0.384)] [data_t 0.014] [optim_t 0.339] [lr 0.005757] [CE 2.943 (2.893)] [KD 0.000 (0.000)]
2022-10-24 19:44:32,573 - Train: 12.93% [24250/187500] [38.8/300.0] [batch_t 0.370 (0.385)] [data_t 0.013] [optim_t 0.356] [lr 0.005756] [CE 2.874 (2.884)] [KD 0.000 (0.000)]
2022-10-24 19:44:51,781 - Train: 12.96% [24300/187500] [38.9/300.0] [batch_t 0.399 (0.384)] [data_t 0.014] [optim_t 0.386] [lr 0.005755] [CE 2.887 (2.885)] [KD 0.000 (0.000)]
2022-10-24 19:45:10,918 - Train: 12.99% [24350/187500] [39.0/300.0] [batch_t 0.353 (0.383)] [data_t 0.014] [optim_t 0.339] [lr 0.005754] [CE 2.844 (2.889)] [KD 0.000 (0.000)]
2022-10-24 19:45:20,144 - ==> Total time: 2:41:53 Eta: 18:03:22 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 19:45:33,492 - Train: 13.01% [24400/187500] [39.0/300.0] [batch_t 0.361 (0.474)] [data_t 0.014] [optim_t 0.346] [lr 0.005753] [CE 2.783 (2.845)] [KD 0.000 (0.000)]
2022-10-24 19:45:52,671 - Train: 13.04% [24450/187500] [39.1/300.0] [batch_t 0.384 (0.383)] [data_t 0.012] [optim_t 0.372] [lr 0.005752] [CE 2.800 (2.858)] [KD 0.000 (0.000)]
2022-10-24 19:46:11,802 - Train: 13.07% [24500/187500] [39.2/300.0] [batch_t 0.351 (0.383)] [data_t 0.014] [optim_t 0.338] [lr 0.005751] [CE 2.865 (2.870)] [KD 0.000 (0.000)]
2022-10-24 19:46:31,007 - Train: 13.09% [24550/187500] [39.3/300.0] [batch_t 0.400 (0.384)] [data_t 0.015] [optim_t 0.385] [lr 0.005750] [CE 2.877 (2.867)] [KD 0.000 (0.000)]
2022-10-24 19:46:50,150 - Train: 13.12% [24600/187500] [39.4/300.0] [batch_t 0.378 (0.383)] [data_t 0.014] [optim_t 0.364] [lr 0.005749] [CE 2.891 (2.870)] [KD 0.000 (0.000)]
2022-10-24 19:47:09,287 - Train: 13.15% [24650/187500] [39.4/300.0] [batch_t 0.378 (0.383)] [data_t 0.015] [optim_t 0.364] [lr 0.005748] [CE 2.925 (2.873)] [KD 0.000 (0.000)]
2022-10-24 19:47:28,359 - Train: 13.17% [24700/187500] [39.5/300.0] [batch_t 0.353 (0.381)] [data_t 0.014] [optim_t 0.340] [lr 0.005747] [CE 2.947 (2.893)] [KD 0.000 (0.000)]
2022-10-24 19:47:47,401 - Train: 13.20% [24750/187500] [39.6/300.0] [batch_t 0.353 (0.381)] [data_t 0.014] [optim_t 0.338] [lr 0.005746] [CE 2.937 (2.880)] [KD 0.000 (0.000)]
2022-10-24 19:48:06,561 - Train: 13.23% [24800/187500] [39.7/300.0] [batch_t 0.367 (0.383)] [data_t 0.017] [optim_t 0.350] [lr 0.005745] [CE 2.846 (2.888)] [KD 0.000 (0.000)]
2022-10-24 19:48:25,655 - Train: 13.25% [24850/187500] [39.8/300.0] [batch_t 0.355 (0.382)] [data_t 0.014] [optim_t 0.341] [lr 0.005744] [CE 2.964 (2.882)] [KD 0.000 (0.000)]
2022-10-24 19:48:44,690 - Train: 13.28% [24900/187500] [39.8/300.0] [batch_t 0.400 (0.381)] [data_t 0.013] [optim_t 0.386] [lr 0.005743] [CE 2.949 (2.888)] [KD 0.000 (0.000)]
2022-10-24 19:49:03,991 - Train: 13.31% [24950/187500] [39.9/300.0] [batch_t 0.352 (0.386)] [data_t 0.013] [optim_t 0.338] [lr 0.005742] [CE 2.872 (2.886)] [KD 0.000 (0.000)]
2022-10-24 19:49:22,860 - Train: 13.33% [25000/187500] [40.0/300.0] [batch_t 0.347 (0.377)] [data_t 0.013] [optim_t 0.334] [lr 0.005741] [CE 2.909 (2.898)] [KD 0.000 (0.000)]
2022-10-24 19:49:31,772 - Test (net): 100.00% [50/50] [batch_t 0.060 (0.168)] [top1_cnt 31809] [top5_cnt 42928] [top_all 50000]
2022-10-24 19:49:31,773 - net: 63.618 (85.856)
2022-10-24 19:49:42,842 - Test (net_E): 100.00% [50/50] [batch_t 0.739 (0.205)] [top1_cnt 33387] [top5_cnt 43796] [top_all 50000]
2022-10-24 19:49:42,842 - net_E: 66.774 (87.592)
2022-10-24 19:49:43,199 - Max [top1: 63.618 (epoch: 40)] [top1-ema: 66.774 (epoch: 40)]
2022-10-24 19:49:43,200 - ==> Total time: 2:46:16 Eta: 18:00:44 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 19:50:08,251 - Train: 13.36% [25050/187500] [40.1/300.0] [batch_t 0.396 (0.431)] [data_t 0.015] [optim_t 0.381] [lr 0.005740] [CE 2.850 (2.844)] [KD 0.000 (0.000)]
2022-10-24 19:50:27,620 - Train: 13.39% [25100/187500] [40.2/300.0] [batch_t 0.410 (0.387)] [data_t 0.014] [optim_t 0.395] [lr 0.005739] [CE 2.934 (2.857)] [KD 0.000 (0.000)]
2022-10-24 19:50:46,929 - Train: 13.41% [25150/187500] [40.2/300.0] [batch_t 0.433 (0.386)] [data_t 0.015] [optim_t 0.419] [lr 0.005738] [CE 2.881 (2.867)] [KD 0.000 (0.000)]
2022-10-24 19:51:06,194 - Train: 13.44% [25200/187500] [40.3/300.0] [batch_t 0.364 (0.385)] [data_t 0.013] [optim_t 0.350] [lr 0.005737] [CE 2.850 (2.865)] [KD 0.000 (0.000)]
2022-10-24 19:51:25,322 - Train: 13.47% [25250/187500] [40.4/300.0] [batch_t 0.380 (0.382)] [data_t 0.009] [optim_t 0.371] [lr 0.005736] [CE 2.894 (2.863)] [KD 0.000 (0.000)]
2022-10-24 19:51:44,558 - Train: 13.49% [25300/187500] [40.5/300.0] [batch_t 0.443 (0.385)] [data_t 0.016] [optim_t 0.427] [lr 0.005735] [CE 2.890 (2.877)] [KD 0.000 (0.000)]
2022-10-24 19:52:03,983 - Train: 13.52% [25350/187500] [40.6/300.0] [batch_t 0.380 (0.388)] [data_t 0.014] [optim_t 0.366] [lr 0.005733] [CE 2.872 (2.870)] [KD 0.000 (0.000)]
2022-10-24 19:52:23,215 - Train: 13.55% [25400/187500] [40.6/300.0] [batch_t 0.388 (0.385)] [data_t 0.013] [optim_t 0.375] [lr 0.005732] [CE 2.906 (2.881)] [KD 0.000 (0.000)]
2022-10-24 19:52:42,484 - Train: 13.57% [25450/187500] [40.7/300.0] [batch_t 0.390 (0.385)] [data_t 0.015] [optim_t 0.375] [lr 0.005731] [CE 2.863 (2.872)] [KD 0.000 (0.000)]
2022-10-24 19:53:01,669 - Train: 13.60% [25500/187500] [40.8/300.0] [batch_t 0.368 (0.384)] [data_t 0.014] [optim_t 0.355] [lr 0.005730] [CE 2.972 (2.892)] [KD 0.000 (0.000)]
2022-10-24 19:53:20,919 - Train: 13.63% [25550/187500] [40.9/300.0] [batch_t 0.385 (0.385)] [data_t 0.010] [optim_t 0.375] [lr 0.005729] [CE 2.918 (2.887)] [KD 0.000 (0.000)]
2022-10-24 19:53:40,068 - Train: 13.65% [25600/187500] [41.0/300.0] [batch_t 0.371 (0.383)] [data_t 0.013] [optim_t 0.357] [lr 0.005728] [CE 2.829 (2.887)] [KD 0.000 (0.000)]
2022-10-24 19:53:49,245 - ==> Total time: 2:50:22 Eta: 17:56:14 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 19:54:02,629 - Train: 13.68% [25650/187500] [41.0/300.0] [batch_t 0.379 (0.474)] [data_t 0.015] [optim_t 0.364] [lr 0.005727] [CE 2.767 (2.831)] [KD 0.000 (0.000)]
2022-10-24 19:54:21,688 - Train: 13.71% [25700/187500] [41.1/300.0] [batch_t 0.360 (0.381)] [data_t 0.013] [optim_t 0.347] [lr 0.005726] [CE 2.872 (2.843)] [KD 0.000 (0.000)]
2022-10-24 19:54:40,726 - Train: 13.73% [25750/187500] [41.2/300.0] [batch_t 0.399 (0.381)] [data_t 0.022] [optim_t 0.377] [lr 0.005725] [CE 2.850 (2.851)] [KD 0.000 (0.000)]
2022-10-24 19:54:59,813 - Train: 13.76% [25800/187500] [41.3/300.0] [batch_t 0.381 (0.382)] [data_t 0.014] [optim_t 0.368] [lr 0.005724] [CE 2.835 (2.854)] [KD 0.000 (0.000)]
2022-10-24 19:55:18,876 - Train: 13.79% [25850/187500] [41.4/300.0] [batch_t 0.377 (0.381)] [data_t 0.010] [optim_t 0.368] [lr 0.005723] [CE 2.900 (2.869)] [KD 0.000 (0.000)]
2022-10-24 19:55:37,944 - Train: 13.81% [25900/187500] [41.4/300.0] [batch_t 0.360 (0.381)] [data_t 0.011] [optim_t 0.348] [lr 0.005722] [CE 2.877 (2.867)] [KD 0.000 (0.000)]
2022-10-24 19:55:57,284 - Train: 13.84% [25950/187500] [41.5/300.0] [batch_t 0.385 (0.387)] [data_t 0.009] [optim_t 0.376] [lr 0.005721] [CE 2.878 (2.874)] [KD 0.000 (0.000)]
2022-10-24 19:56:16,410 - Train: 13.87% [26000/187500] [41.6/300.0] [batch_t 0.368 (0.382)] [data_t 0.014] [optim_t 0.354] [lr 0.005720] [CE 2.762 (2.873)] [KD 0.000 (0.000)]
2022-10-24 19:56:35,592 - Train: 13.89% [26050/187500] [41.7/300.0] [batch_t 0.369 (0.384)] [data_t 0.015] [optim_t 0.354] [lr 0.005719] [CE 2.940 (2.875)] [KD 0.000 (0.000)]
2022-10-24 19:56:54,565 - Train: 13.92% [26100/187500] [41.8/300.0] [batch_t 0.367 (0.379)] [data_t 0.015] [optim_t 0.353] [lr 0.005718] [CE 2.900 (2.878)] [KD 0.000 (0.000)]
2022-10-24 19:57:13,881 - Train: 13.95% [26150/187500] [41.8/300.0] [batch_t 0.358 (0.386)] [data_t 0.014] [optim_t 0.344] [lr 0.005717] [CE 2.827 (2.883)] [KD 0.000 (0.000)]
2022-10-24 19:57:33,078 - Train: 13.97% [26200/187500] [41.9/300.0] [batch_t 0.412 (0.384)] [data_t 0.014] [optim_t 0.398] [lr 0.005716] [CE 2.941 (2.880)] [KD 0.000 (0.000)]
2022-10-24 19:57:51,661 - Train: 14.00% [26250/187500] [42.0/300.0] [batch_t 0.348 (0.372)] [data_t 0.013] [optim_t 0.335] [lr 0.005715] [CE 2.881 (2.880)] [KD 0.000 (0.000)]
2022-10-24 19:57:51,664 - ==> Total time: 2:54:24 Eta: 17:51:22 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 19:58:14,839 - Train: 14.03% [26300/187500] [42.1/300.0] [batch_t 0.374 (0.434)] [data_t 0.014] [optim_t 0.361] [lr 0.005713] [CE 2.813 (2.824)] [KD 0.000 (0.000)]
2022-10-24 19:58:34,012 - Train: 14.05% [26350/187500] [42.2/300.0] [batch_t 0.368 (0.383)] [data_t 0.013] [optim_t 0.355] [lr 0.005712] [CE 2.818 (2.851)] [KD 0.000 (0.000)]
2022-10-24 19:58:53,274 - Train: 14.08% [26400/187500] [42.2/300.0] [batch_t 0.402 (0.385)] [data_t 0.015] [optim_t 0.387] [lr 0.005711] [CE 2.839 (2.859)] [KD 0.000 (0.000)]
2022-10-24 19:59:12,375 - Train: 14.11% [26450/187500] [42.3/300.0] [batch_t 0.375 (0.382)] [data_t 0.017] [optim_t 0.359] [lr 0.005710] [CE 2.938 (2.862)] [KD 0.000 (0.000)]
2022-10-24 19:59:31,451 - Train: 14.13% [26500/187500] [42.4/300.0] [batch_t 0.423 (0.381)] [data_t 0.014] [optim_t 0.409] [lr 0.005709] [CE 2.842 (2.860)] [KD 0.000 (0.000)]
2022-10-24 19:59:50,742 - Train: 14.16% [26550/187500] [42.5/300.0] [batch_t 0.373 (0.386)] [data_t 0.013] [optim_t 0.360] [lr 0.005708] [CE 2.880 (2.860)] [KD 0.000 (0.000)]
2022-10-24 20:00:09,919 - Train: 14.19% [26600/187500] [42.6/300.0] [batch_t 0.378 (0.383)] [data_t 0.014] [optim_t 0.364] [lr 0.005707] [CE 2.875 (2.861)] [KD 0.000 (0.000)]
2022-10-24 20:00:29,132 - Train: 14.21% [26650/187500] [42.6/300.0] [batch_t 0.404 (0.384)] [data_t 0.013] [optim_t 0.391] [lr 0.005706] [CE 2.927 (2.862)] [KD 0.000 (0.000)]
2022-10-24 20:00:48,291 - Train: 14.24% [26700/187500] [42.7/300.0] [batch_t 0.382 (0.383)] [data_t 0.013] [optim_t 0.369] [lr 0.005705] [CE 2.871 (2.863)] [KD 0.000 (0.000)]
2022-10-24 20:01:07,603 - Train: 14.27% [26750/187500] [42.8/300.0] [batch_t 0.368 (0.386)] [data_t 0.007] [optim_t 0.360] [lr 0.005704] [CE 2.926 (2.879)] [KD 0.000 (0.000)]
2022-10-24 20:01:26,761 - Train: 14.29% [26800/187500] [42.9/300.0] [batch_t 0.386 (0.383)] [data_t 0.014] [optim_t 0.372] [lr 0.005703] [CE 2.906 (2.872)] [KD 0.000 (0.000)]
2022-10-24 20:01:45,942 - Train: 14.32% [26850/187500] [43.0/300.0] [batch_t 0.353 (0.384)] [data_t 0.014] [optim_t 0.339] [lr 0.005702] [CE 2.919 (2.882)] [KD 0.000 (0.000)]
2022-10-24 20:01:55,081 - ==> Total time: 2:58:28 Eta: 17:46:39 Logged in 'runs_mobile/CLS_MetaMobile_0925_3_ImageFolderLMDB_20221024-170341'
2022-10-24 20:02:08,476 - Train: 14.35% [26900/187500] [43.0/300.0] [batch_t 0.353 (0.479)] [data_t 0.013] [optim_t 0.340] [lr 0.005700] [CE 2.849 (2.818)] [KD 0.000 (0.000)]
2022-10-24 20:02:27,506 - Train: 14.37% [26950/187500] [43.1/300.0] [batch_t 0.410 (0.380)] [data_t 0.014] [optim_t 0.395] [lr 0.005699] [CE 2.834 (2.835)] [KD 0.000 (0.000)]
2022-10-24 20:02:46,665 - Train: 14.40% [27000/187500] [43.2/300.0] [batch_t 0.470 (0.383)] [data_t 0.008] [optim_t 0.462] [lr 0.005698] [CE 2.895 (2.842)] [KD 0.000 (0.000)]
2022-10-24 20:03:05,732 - Train: 14.43% [27050/187500] [43.3/300.0] [batch_t 0.405 (0.381)] [data_t 0.013] [optim_t 0.392] [lr 0.005697] [CE 2.849 (2.859)] [KD 0.000 (0.000)]
2022-10-24 20:03:24,799 - Train: 14.45% [27100/187500] [43.4/300.0] [batch_t 0.363 (0.381)] [data_t 0.014] [optim_t 0.350] [lr 0.005696] [CE 2.844 (2.857)] [KD 0.000 (0.000)]
2022-10-24 20:03:43,982 - Train: 14.48% [27150/187500] [43.4/300.0] [batch_t 0.367 (0.384)] [data_t 0.014] [optim_t 0.353] [lr 0.005695] [CE 2.872 (2.860)] [KD 0.000 (0.000)]
2022-10-24 20:04:03,247 - Train: 14.51% [27200/187500] [43.5/300.0] [batch_t 0.352 (0.385)] [data_t 0.012] [optim_t 0.340] [lr 0.005694] [CE 2.830 (2.857)] [KD 0.000 (0.000)]