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log_train.txt
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log_train.txt
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2022-10-30 01:15:27,345 - ==> Logging on master GPU: 0
2022-10-30 01:15:27,345 - ==> Running Trainer: CLS
2022-10-30 01:15:27,345 - ==> Using GPU: [0, 1, 2, 3, 4, 5, 6, 7] for Training
2022-10-30 01:15:27,345 - ==> Building model
2022-10-30 01:15:27,997 -
------------------------------------ MetaMobile ------------------------------------
| module | #parameters or shape | #flops |
|:------------------------------|:-----------------------|:------------|
| model | 1.361M | 0.261G |
| 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 | 11.504K | 57.702M |
| stage1.0 | 6.576K | 42.449M |
| 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 | 3.072K | 9.634M |
| stage1.0.proj.conv.weight | (32, 96, 1, 1) | |
| stage1.1 | 4.928K | 15.254M |
| stage1.1.norm | 64 | 0.201M |
| stage1.1.norm.weight | (32,) | |
| stage1.1.norm.bias | (32,) | |
| stage1.1.v.conv | 2.112K | 6.423M |
| stage1.1.v.conv.weight | (64, 32, 1, 1) | |
| stage1.1.v.conv.bias | (64,) | |
| stage1.1.conv_local | 0.704K | 2.208M |
| stage1.1.conv_local.conv | 0.576K | 1.806M |
| stage1.1.conv_local.norm | 0.128K | 0.401M |
| stage1.1.proj.conv | 2.048K | 6.423M |
| stage1.1.proj.conv.weight | (32, 64, 1, 1) | |
| stage2 | 27.84K | 33.8M |
| stage2.0 | 14.784K | 23.658M |
| stage2.0.norm | 64 | 0.201M |
| stage2.0.norm.weight | (32,) | |
| stage2.0.norm.bias | (32,) | |
| stage2.0.v.conv | 5.28K | 16.056M |
| stage2.0.v.conv.weight | (160, 32, 1, 1) | |
| stage2.0.v.conv.bias | (160,) | |
| stage2.0.conv_local | 1.76K | 1.38M |
| stage2.0.conv_local.conv | 1.44K | 1.129M |
| stage2.0.conv_local.norm | 0.32K | 0.251M |
| stage2.0.proj.conv | 7.68K | 6.021M |
| stage2.0.proj.conv.weight | (48, 160, 1, 1) | |
| stage2.1 | 13.056K | 10.142M |
| stage2.1.norm | 96 | 75.264K |
| stage2.1.norm.weight | (48,) | |
| stage2.1.norm.bias | (48,) | |
| stage2.1.v.conv | 5.88K | 4.516M |
| stage2.1.v.conv.weight | (120, 48, 1, 1) | |
| stage2.1.v.conv.bias | (120,) | |
| stage2.1.conv_local | 1.32K | 1.035M |
| stage2.1.conv_local.conv | 1.08K | 0.847M |
| stage2.1.conv_local.norm | 0.24K | 0.188M |
| stage2.1.proj.conv | 5.76K | 4.516M |
| stage2.1.proj.conv.weight | (48, 120, 1, 1) | |
| stage3 | 0.453M | 0.108G |
| stage3.0 | 45.024K | 17.066M |
| stage3.0.norm.norm | 96 | 0.188M |
| stage3.0.norm.norm.weight | (48,) | |
| stage3.0.norm.norm.bias | (48,) | |
| stage3.0.v.conv | 14.112K | 10.838M |
| stage3.0.v.conv.weight | (288, 48, 1, 1) | |
| stage3.0.v.conv.bias | (288,) | |
| stage3.0.conv_local | 7.776K | 1.524M |
| stage3.0.conv_local.conv | 7.2K | 1.411M |
| stage3.0.conv_local.norm | 0.576K | 0.113M |
| stage3.0.proj.conv | 23.04K | 4.516M |
| stage3.0.proj.conv.weight | (80, 288, 1, 1) | |
| stage3.1 | 58.24K | 12.92M |
| stage3.1.norm.norm | 0.16K | 78.4K |
| stage3.1.norm.norm.weight | (80,) | |
| stage3.1.norm.norm.bias | (80,) | |
| stage3.1.qk.conv | 12.96K | 2.509M |
| stage3.1.qk.conv.weight | (160, 80, 1, 1) | |
| stage3.1.qk.conv.bias | (160,) | |
| stage3.1.v.conv | 19.44K | 3.763M |
| stage3.1.v.conv.weight | (240, 80, 1, 1) | |
| stage3.1.v.conv.bias | (240,) | |
| stage3.1.conv_local | 6.48K | 1.27M |
| stage3.1.conv_local.conv | 6K | 1.176M |
| stage3.1.conv_local.norm | 0.48K | 94.08K |
| stage3.1.proj.conv | 19.2K | 3.763M |
| stage3.1.proj.conv.weight | (80, 240, 1, 1) | |
| stage3.2 | 58.24K | 12.92M |
| stage3.2.norm.norm | 0.16K | 78.4K |
| stage3.2.norm.norm.weight | (80,) | |
| stage3.2.norm.norm.bias | (80,) | |
| stage3.2.qk.conv | 12.96K | 2.509M |
| stage3.2.qk.conv.weight | (160, 80, 1, 1) | |
| stage3.2.qk.conv.bias | (160,) | |
| stage3.2.v.conv | 19.44K | 3.763M |
| stage3.2.v.conv.weight | (240, 80, 1, 1) | |
| stage3.2.v.conv.bias | (240,) | |
| stage3.2.conv_local | 6.48K | 1.27M |
| stage3.2.conv_local.conv | 6K | 1.176M |
| stage3.2.conv_local.norm | 0.48K | 94.08K |
| stage3.2.proj.conv | 19.2K | 3.763M |
| stage3.2.proj.conv.weight | (80, 240, 1, 1) | |
| stage3.3 | 58.24K | 12.92M |
| stage3.3.norm.norm | 0.16K | 78.4K |
| stage3.3.norm.norm.weight | (80,) | |
| stage3.3.norm.norm.bias | (80,) | |
| stage3.3.qk.conv | 12.96K | 2.509M |
| stage3.3.qk.conv.weight | (160, 80, 1, 1) | |
| stage3.3.qk.conv.bias | (160,) | |
| stage3.3.v.conv | 19.44K | 3.763M |
| stage3.3.v.conv.weight | (240, 80, 1, 1) | |
| stage3.3.v.conv.bias | (240,) | |
| stage3.3.conv_local | 6.48K | 1.27M |
| stage3.3.conv_local.conv | 6K | 1.176M |
| stage3.3.conv_local.norm | 0.48K | 94.08K |
| stage3.3.proj.conv | 19.2K | 3.763M |
| stage3.3.proj.conv.weight | (80, 240, 1, 1) | |
| stage3.4 | 58.24K | 12.92M |
| stage3.4.norm.norm | 0.16K | 78.4K |
| stage3.4.norm.norm.weight | (80,) | |
| stage3.4.norm.norm.bias | (80,) | |
| stage3.4.qk.conv | 12.96K | 2.509M |
| stage3.4.qk.conv.weight | (160, 80, 1, 1) | |
| stage3.4.qk.conv.bias | (160,) | |
| stage3.4.v.conv | 19.44K | 3.763M |
| stage3.4.v.conv.weight | (240, 80, 1, 1) | |
| stage3.4.v.conv.bias | (240,) | |
| stage3.4.conv_local | 6.48K | 1.27M |
| stage3.4.conv_local.conv | 6K | 1.176M |
| stage3.4.conv_local.norm | 0.48K | 94.08K |
| stage3.4.proj.conv | 19.2K | 3.763M |
| stage3.4.proj.conv.weight | (80, 240, 1, 1) | |
| stage3.5 | 58.24K | 12.92M |
| stage3.5.norm.norm | 0.16K | 78.4K |
| stage3.5.norm.norm.weight | (80,) | |
| stage3.5.norm.norm.bias | (80,) | |
| stage3.5.qk.conv | 12.96K | 2.509M |
| stage3.5.qk.conv.weight | (160, 80, 1, 1) | |
| stage3.5.qk.conv.bias | (160,) | |
| stage3.5.v.conv | 19.44K | 3.763M |
| stage3.5.v.conv.weight | (240, 80, 1, 1) | |
| stage3.5.v.conv.bias | (240,) | |
| stage3.5.conv_local | 6.48K | 1.27M |
| stage3.5.conv_local.conv | 6K | 1.176M |
| stage3.5.conv_local.norm | 0.48K | 94.08K |
| stage3.5.proj.conv | 19.2K | 3.763M |
| stage3.5.proj.conv.weight | (80, 240, 1, 1) | |
| stage3.6 | 58.24K | 12.92M |
| stage3.6.norm.norm | 0.16K | 78.4K |
| stage3.6.norm.norm.weight | (80,) | |
| stage3.6.norm.norm.bias | (80,) | |
| stage3.6.qk.conv | 12.96K | 2.509M |
| stage3.6.qk.conv.weight | (160, 80, 1, 1) | |
| stage3.6.qk.conv.bias | (160,) | |
| stage3.6.v.conv | 19.44K | 3.763M |
| stage3.6.v.conv.weight | (240, 80, 1, 1) | |
| stage3.6.v.conv.bias | (240,) | |
| stage3.6.conv_local | 6.48K | 1.27M |
| stage3.6.conv_local.conv | 6K | 1.176M |
| stage3.6.conv_local.norm | 0.48K | 94.08K |
| stage3.6.proj.conv | 19.2K | 3.763M |
| stage3.6.proj.conv.weight | (80, 240, 1, 1) | |
| stage3.7 | 58.24K | 12.92M |
| stage3.7.norm.norm | 0.16K | 78.4K |
| stage3.7.norm.norm.weight | (80,) | |
| stage3.7.norm.norm.bias | (80,) | |
| stage3.7.qk.conv | 12.96K | 2.509M |
| stage3.7.qk.conv.weight | (160, 80, 1, 1) | |
| stage3.7.qk.conv.bias | (160,) | |
| stage3.7.v.conv | 19.44K | 3.763M |
| stage3.7.v.conv.weight | (240, 80, 1, 1) | |
| stage3.7.v.conv.bias | (240,) | |
| stage3.7.conv_local | 6.48K | 1.27M |
| stage3.7.conv_local.conv | 6K | 1.176M |
| stage3.7.conv_local.norm | 0.48K | 94.08K |
| stage3.7.proj.conv | 19.2K | 3.763M |
| stage3.7.proj.conv.weight | (80, 240, 1, 1) | |
| stage4 | 0.697M | 42.355M |
| stage4.0 | 0.155M | 14.21M |
| stage4.0.norm.norm | 0.16K | 78.4K |
| stage4.0.norm.norm.weight | (80,) | |
| stage4.0.norm.norm.bias | (80,) | |
| stage4.0.v.conv | 45.36K | 8.781M |
| stage4.0.v.conv.weight | (560, 80, 1, 1) | |
| stage4.0.v.conv.bias | (560,) | |
| stage4.0.conv_local | 15.12K | 0.741M |
| stage4.0.conv_local.conv | 14K | 0.686M |
| stage4.0.conv_local.norm | 1.12K | 54.88K |
| stage4.0.proj.conv | 94.08K | 4.61M |
| stage4.0.proj.conv.weight | (168, 560, 1, 1) | |
| stage4.1 | 0.271M | 14.073M |
| stage4.1.norm.norm | 0.336K | 41.16K |
| stage4.1.norm.norm.weight | (168,) | |
| stage4.1.norm.norm.bias | (168,) | |
| stage4.1.qk.conv | 56.784K | 2.766M |
| stage4.1.qk.conv.weight | (336, 168, 1, 1) | |
| stage4.1.qk.conv.bias | (336,) | |
| stage4.1.v.conv | 99.372K | 4.84M |
| stage4.1.v.conv.weight | (588, 168, 1, 1) | |
| stage4.1.v.conv.bias | (588,) | |
| stage4.1.conv_local | 15.876K | 0.778M |
| stage4.1.conv_local.conv | 14.7K | 0.72M |
| stage4.1.conv_local.norm | 1.176K | 57.624K |
| stage4.1.proj.conv | 98.784K | 4.84M |
| stage4.1.proj.conv.weight | (168, 588, 1, 1) | |
| stage4.2 | 0.271M | 14.073M |
| stage4.2.norm.norm | 0.336K | 41.16K |
| stage4.2.norm.norm.weight | (168,) | |
| stage4.2.norm.norm.bias | (168,) | |
| stage4.2.qk.conv | 56.784K | 2.766M |
| stage4.2.qk.conv.weight | (336, 168, 1, 1) | |
| stage4.2.qk.conv.bias | (336,) | |
| stage4.2.v.conv | 99.372K | 4.84M |
| stage4.2.v.conv.weight | (588, 168, 1, 1) | |
| stage4.2.v.conv.bias | (588,) | |
| stage4.2.conv_local | 15.876K | 0.778M |
| stage4.2.conv_local.conv | 14.7K | 0.72M |
| stage4.2.conv_local.norm | 1.176K | 57.624K |
| stage4.2.proj.conv | 98.784K | 4.84M |
| stage4.2.proj.conv.weight | (168, 588, 1, 1) | |
| norm.norm | 0.336K | 41.16K |
| norm.norm.weight | (168,) | |
| norm.norm.bias | (168,) | |
| head | 0.169M | 0.168M |
| head.weight | (1000, 168) | |
| head.bias | (1000,) | |
------------------------------------------------------------------------------------
2022-10-30 01:15:27,998 - ==> Creating optimizer
2022-10-30 01:15:28,000 - ==> Native DDP
2022-10-30 01:15:28,012 - ==> Loading dataset: ImageFolderLMDB
2022-10-30 01:15:28,084 - ==> ********** cfg **********
seed : 42
size : 224
type : CLS
data.name : ImageFolderLMDB
data.root : /dev/shm/tmp/imagenet
data.loader_type : pil
data.sampler : naive
data.nb_classes : 1000
data.train_transforms : [{'type': 'timm_create_transform', 'input_size': 224, 'is_training': True, 'color_jitter': 0.4, 'auto_augment': 'rand-m9-mstd0.5-inc1', 'interpolation': 'random', 'mean': (0.485, 0.456, 0.406), 'std': (0.229, 0.224, 0.225), 're_prob': 0.0, 're_mode': 'pixel', 're_count': 1}]
data.test_transforms : [{'type': 'Resize', 'size': 256, 'interpolation': <InterpolationMode.BICUBIC: 'bicubic'>}, {'type': 'CenterCrop', 'size': 224}, {'type': 'ToTensor'}, {'type': 'Normalize', 'mean': (0.485, 0.456, 0.406), 'std': (0.229, 0.224, 0.225), 'inplace': True}]
data.train_size : 625
data.test_size : 50
data.train_length : 1281167
data.test_length : 50000
model.name : MetaMobile_1015_4
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': [0.42, 0.9], '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_edgenext_224
mode : train
sleep : -1
memory : -1
dist_url : env://
logger_rank : 0
opts : ['model.name=MetaMobile_1015_4']
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_edgenext_224 -m train --sleep -1 --memory -1 --dist_url env:// --logger_rank 0 model.name=MetaMobile_1015_4
task_start_time : 430028.979054447
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_1015_4_ImageFolderLMDB_20221030-011527
logger.filters : []
logger.name : root
logger.level : 20
logger.parent : None
logger.propagate : True
logger.disabled : False
logdir_train : runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527/show_train
logdir_test : runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527/show_test
2022-10-30 01:15:28,084 - ==> Starting training with 1 nodes x 8 GPUs
2022-10-30 01:15:37,851 - Reducer buckets have been rebuilt in this iteration.
2022-10-30 01:15:53,998 - Train: 0.03% [50/187500] [0.1/300.0] [batch_t 0.293 (0.501)] [data_t 0.013] [optim_t 0.280] [lr 0.000025] [CE 6.923 (6.927)] [KD 0.000 (0.000)]
2022-10-30 01:16:08,484 - Train: 0.05% [100/187500] [0.2/300.0] [batch_t 0.276 (0.290)] [data_t 0.013] [optim_t 0.263] [lr 0.000049] [CE 6.921 (6.921)] [KD 0.000 (0.000)]
2022-10-30 01:16:23,161 - Train: 0.08% [150/187500] [0.2/300.0] [batch_t 0.334 (0.293)] [data_t 0.014] [optim_t 0.320] [lr 0.000073] [CE 6.900 (6.907)] [KD 0.000 (0.000)]
2022-10-30 01:16:37,690 - Train: 0.11% [200/187500] [0.3/300.0] [batch_t 0.287 (0.290)] [data_t 0.013] [optim_t 0.274] [lr 0.000097] [CE 6.862 (6.879)] [KD 0.000 (0.000)]
2022-10-30 01:16:52,338 - Train: 0.13% [250/187500] [0.4/300.0] [batch_t 0.273 (0.293)] [data_t 0.013] [optim_t 0.260] [lr 0.000121] [CE 6.795 (6.833)] [KD 0.000 (0.000)]
2022-10-30 01:17:06,749 - Train: 0.16% [300/187500] [0.5/300.0] [batch_t 0.352 (0.288)] [data_t 0.013] [optim_t 0.339] [lr 0.000144] [CE 6.737 (6.771)] [KD 0.000 (0.000)]
2022-10-30 01:17:21,534 - Train: 0.19% [350/187500] [0.6/300.0] [batch_t 0.266 (0.296)] [data_t 0.014] [optim_t 0.252] [lr 0.000168] [CE 6.655 (6.697)] [KD 0.000 (0.000)]
2022-10-30 01:17:36,547 - Train: 0.21% [400/187500] [0.6/300.0] [batch_t 0.311 (0.300)] [data_t 0.017] [optim_t 0.294] [lr 0.000192] [CE 6.601 (6.619)] [KD 0.000 (0.000)]
2022-10-30 01:17:51,351 - Train: 0.24% [450/187500] [0.7/300.0] [batch_t 0.344 (0.296)] [data_t 0.015] [optim_t 0.330] [lr 0.000216] [CE 6.507 (6.540)] [KD 0.000 (0.000)]
2022-10-30 01:18:06,060 - Train: 0.27% [500/187500] [0.8/300.0] [batch_t 0.328 (0.294)] [data_t 0.014] [optim_t 0.315] [lr 0.000240] [CE 6.431 (6.471)] [KD 0.000 (0.000)]
2022-10-30 01:18:21,209 - Train: 0.29% [550/187500] [0.9/300.0] [batch_t 0.330 (0.303)] [data_t 0.041] [optim_t 0.288] [lr 0.000264] [CE 6.390 (6.415)] [KD 0.000 (0.000)]
2022-10-30 01:18:36,090 - Train: 0.32% [600/187500] [1.0/300.0] [batch_t 0.304 (0.298)] [data_t 0.012] [optim_t 0.292] [lr 0.000288] [CE 6.330 (6.356)] [KD 0.000 (0.000)]
2022-10-30 01:18:42,782 - ==> Total time: 0:03:28 Eta: 17:18:44 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 01:18:56,814 - Train: 0.35% [650/187500] [1.0/300.0] [batch_t 0.267 (0.300)] [data_t 0.012] [optim_t 0.255] [lr 0.000312] [CE 6.254 (6.276)] [KD 0.000 (0.000)]
2022-10-30 01:19:11,639 - Train: 0.37% [700/187500] [1.1/300.0] [batch_t 0.289 (0.296)] [data_t 0.041] [optim_t 0.248] [lr 0.000336] [CE 6.144 (6.233)] [KD 0.000 (0.000)]
2022-10-30 01:19:26,133 - Train: 0.40% [750/187500] [1.2/300.0] [batch_t 0.267 (0.290)] [data_t 0.013] [optim_t 0.253] [lr 0.000360] [CE 6.161 (6.178)] [KD 0.000 (0.000)]
2022-10-30 01:19:40,820 - Train: 0.43% [800/187500] [1.3/300.0] [batch_t 0.302 (0.294)] [data_t 0.013] [optim_t 0.289] [lr 0.000384] [CE 6.093 (6.130)] [KD 0.000 (0.000)]
2022-10-30 01:19:55,700 - Train: 0.45% [850/187500] [1.4/300.0] [batch_t 0.298 (0.298)] [data_t 0.013] [optim_t 0.286] [lr 0.000408] [CE 6.077 (6.079)] [KD 0.000 (0.000)]
2022-10-30 01:20:10,352 - Train: 0.48% [900/187500] [1.4/300.0] [batch_t 0.240 (0.293)] [data_t 0.011] [optim_t 0.229] [lr 0.000432] [CE 6.023 (6.037)] [KD 0.000 (0.000)]
2022-10-30 01:20:24,863 - Train: 0.51% [950/187500] [1.5/300.0] [batch_t 0.285 (0.290)] [data_t 0.013] [optim_t 0.272] [lr 0.000456] [CE 5.983 (5.992)] [KD 0.000 (0.000)]
2022-10-30 01:20:39,607 - Train: 0.53% [1000/187500] [1.6/300.0] [batch_t 0.267 (0.295)] [data_t 0.013] [optim_t 0.253] [lr 0.000480] [CE 5.924 (5.938)] [KD 0.000 (0.000)]
2022-10-30 01:20:54,079 - Train: 0.56% [1050/187500] [1.7/300.0] [batch_t 0.289 (0.289)] [data_t 0.013] [optim_t 0.277] [lr 0.000504] [CE 5.900 (5.904)] [KD 0.000 (0.000)]
2022-10-30 01:21:08,750 - Train: 0.59% [1100/187500] [1.8/300.0] [batch_t 0.248 (0.293)] [data_t 0.012] [optim_t 0.236] [lr 0.000528] [CE 5.856 (5.856)] [KD 0.000 (0.000)]
2022-10-30 01:21:23,167 - Train: 0.61% [1150/187500] [1.8/300.0] [batch_t 0.246 (0.288)] [data_t 0.012] [optim_t 0.234] [lr 0.000552] [CE 5.827 (5.818)] [KD 0.000 (0.000)]
2022-10-30 01:21:37,935 - Train: 0.64% [1200/187500] [1.9/300.0] [batch_t 0.300 (0.295)] [data_t 0.007] [optim_t 0.294] [lr 0.000576] [CE 5.804 (5.778)] [KD 0.000 (0.000)]
2022-10-30 01:21:51,647 - Train: 0.67% [1250/187500] [2.0/300.0] [batch_t 0.235 (0.274)] [data_t 0.012] [optim_t 0.223] [lr 0.000600] [CE 5.734 (5.735)] [KD 0.000 (0.000)]
2022-10-30 01:21:51,649 - ==> Total time: 0:06:37 Eta: 16:26:39 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 01:22:09,524 - Train: 0.69% [1300/187500] [2.1/300.0] [batch_t 0.310 (0.330)] [data_t 0.013] [optim_t 0.296] [lr 0.000624] [CE 5.655 (5.686)] [KD 0.000 (0.000)]
2022-10-30 01:22:23,800 - Train: 0.72% [1350/187500] [2.2/300.0] [batch_t 0.277 (0.285)] [data_t 0.012] [optim_t 0.264] [lr 0.000648] [CE 5.669 (5.657)] [KD 0.000 (0.000)]
2022-10-30 01:22:38,494 - Train: 0.75% [1400/187500] [2.2/300.0] [batch_t 0.254 (0.294)] [data_t 0.014] [optim_t 0.239] [lr 0.000672] [CE 5.632 (5.616)] [KD 0.000 (0.000)]
2022-10-30 01:22:53,004 - Train: 0.77% [1450/187500] [2.3/300.0] [batch_t 0.254 (0.290)] [data_t 0.007] [optim_t 0.248] [lr 0.000696] [CE 5.553 (5.576)] [KD 0.000 (0.000)]
2022-10-30 01:23:07,364 - Train: 0.80% [1500/187500] [2.4/300.0] [batch_t 0.264 (0.287)] [data_t 0.013] [optim_t 0.251] [lr 0.000720] [CE 5.545 (5.545)] [KD 0.000 (0.000)]
2022-10-30 01:23:21,657 - Train: 0.83% [1550/187500] [2.5/300.0] [batch_t 0.292 (0.286)] [data_t 0.012] [optim_t 0.280] [lr 0.000744] [CE 5.526 (5.510)] [KD 0.000 (0.000)]
2022-10-30 01:23:36,000 - Train: 0.85% [1600/187500] [2.6/300.0] [batch_t 0.281 (0.287)] [data_t 0.013] [optim_t 0.269] [lr 0.000768] [CE 5.449 (5.472)] [KD 0.000 (0.000)]
2022-10-30 01:23:50,130 - Train: 0.88% [1650/187500] [2.6/300.0] [batch_t 0.268 (0.283)] [data_t 0.011] [optim_t 0.257] [lr 0.000792] [CE 5.417 (5.445)] [KD 0.000 (0.000)]
2022-10-30 01:24:04,453 - Train: 0.91% [1700/187500] [2.7/300.0] [batch_t 0.290 (0.286)] [data_t 0.013] [optim_t 0.277] [lr 0.000816] [CE 5.400 (5.405)] [KD 0.000 (0.000)]
2022-10-30 01:24:18,652 - Train: 0.93% [1750/187500] [2.8/300.0] [batch_t 0.295 (0.284)] [data_t 0.033] [optim_t 0.262] [lr 0.000840] [CE 5.280 (5.378)] [KD 0.000 (0.000)]
2022-10-30 01:24:33,182 - Train: 0.96% [1800/187500] [2.9/300.0] [batch_t 0.299 (0.291)] [data_t 0.013] [optim_t 0.286] [lr 0.000864] [CE 5.413 (5.352)] [KD 0.000 (0.000)]
2022-10-30 01:24:47,536 - Train: 0.99% [1850/187500] [3.0/300.0] [batch_t 0.297 (0.287)] [data_t 0.012] [optim_t 0.285] [lr 0.000888] [CE 5.304 (5.309)] [KD 0.000 (0.000)]
2022-10-30 01:24:54,153 - ==> Total time: 0:09:39 Eta: 15:56:41 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 01:25:04,902 - Train: 1.01% [1900/187500] [3.0/300.0] [batch_t 0.269 (0.375)] [data_t 0.013] [optim_t 0.256] [lr 0.000912] [CE 5.321 (5.279)] [KD 0.000 (0.000)]
2022-10-30 01:25:19,551 - Train: 1.04% [1950/187500] [3.1/300.0] [batch_t 0.336 (0.293)] [data_t 0.013] [optim_t 0.323] [lr 0.000936] [CE 5.260 (5.253)] [KD 0.000 (0.000)]
2022-10-30 01:25:34,074 - Train: 1.07% [2000/187500] [3.2/300.0] [batch_t 0.305 (0.290)] [data_t 0.013] [optim_t 0.292] [lr 0.000960] [CE 5.213 (5.218)] [KD 0.000 (0.000)]
2022-10-30 01:25:48,679 - Train: 1.09% [2050/187500] [3.3/300.0] [batch_t 0.264 (0.292)] [data_t 0.012] [optim_t 0.251] [lr 0.000984] [CE 5.168 (5.195)] [KD 0.000 (0.000)]
2022-10-30 01:26:02,965 - Train: 1.12% [2100/187500] [3.4/300.0] [batch_t 0.335 (0.286)] [data_t 0.013] [optim_t 0.322] [lr 0.001008] [CE 5.090 (5.171)] [KD 0.000 (0.000)]
2022-10-30 01:26:17,328 - Train: 1.15% [2150/187500] [3.4/300.0] [batch_t 0.299 (0.287)] [data_t 0.014] [optim_t 0.284] [lr 0.001032] [CE 5.200 (5.142)] [KD 0.000 (0.000)]
2022-10-30 01:26:31,921 - Train: 1.17% [2200/187500] [3.5/300.0] [batch_t 0.246 (0.292)] [data_t 0.012] [optim_t 0.234] [lr 0.001056] [CE 5.050 (5.117)] [KD 0.000 (0.000)]
2022-10-30 01:26:46,323 - Train: 1.20% [2250/187500] [3.6/300.0] [batch_t 0.365 (0.288)] [data_t 0.014] [optim_t 0.351] [lr 0.001080] [CE 5.073 (5.100)] [KD 0.000 (0.000)]
2022-10-30 01:27:00,844 - Train: 1.23% [2300/187500] [3.7/300.0] [batch_t 0.319 (0.290)] [data_t 0.013] [optim_t 0.306] [lr 0.001104] [CE 5.084 (5.076)] [KD 0.000 (0.000)]
2022-10-30 01:27:15,292 - Train: 1.25% [2350/187500] [3.8/300.0] [batch_t 0.274 (0.289)] [data_t 0.013] [optim_t 0.261] [lr 0.001128] [CE 5.029 (5.042)] [KD 0.000 (0.000)]
2022-10-30 01:27:29,891 - Train: 1.28% [2400/187500] [3.8/300.0] [batch_t 0.291 (0.292)] [data_t 0.012] [optim_t 0.279] [lr 0.001152] [CE 5.029 (5.024)] [KD 0.000 (0.000)]
2022-10-30 01:27:44,489 - Train: 1.31% [2450/187500] [3.9/300.0] [batch_t 0.280 (0.292)] [data_t 0.013] [optim_t 0.267] [lr 0.001176] [CE 5.012 (4.998)] [KD 0.000 (0.000)]
2022-10-30 01:27:58,367 - Train: 1.33% [2500/187500] [4.0/300.0] [batch_t 0.235 (0.277)] [data_t 0.012] [optim_t 0.223] [lr 0.001200] [CE 4.959 (4.982)] [KD 0.000 (0.000)]
2022-10-30 01:27:58,370 - ==> Total time: 0:12:44 Eta: 15:42:18 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 01:28:16,699 - Train: 1.36% [2550/187500] [4.1/300.0] [batch_t 0.288 (0.337)] [data_t 0.013] [optim_t 0.275] [lr 0.001224] [CE 4.834 (4.945)] [KD 0.000 (0.000)]
2022-10-30 01:28:30,907 - Train: 1.39% [2600/187500] [4.2/300.0] [batch_t 0.258 (0.284)] [data_t 0.030] [optim_t 0.228] [lr 0.001248] [CE 4.893 (4.921)] [KD 0.000 (0.000)]
2022-10-30 01:28:45,651 - Train: 1.41% [2650/187500] [4.2/300.0] [batch_t 0.334 (0.295)] [data_t 0.013] [optim_t 0.321] [lr 0.001272] [CE 4.924 (4.899)] [KD 0.000 (0.000)]
2022-10-30 01:29:00,320 - Train: 1.44% [2700/187500] [4.3/300.0] [batch_t 0.273 (0.293)] [data_t 0.013] [optim_t 0.260] [lr 0.001296] [CE 4.894 (4.876)] [KD 0.000 (0.000)]
2022-10-30 01:29:15,037 - Train: 1.47% [2750/187500] [4.4/300.0] [batch_t 0.314 (0.294)] [data_t 0.012] [optim_t 0.302] [lr 0.001320] [CE 4.861 (4.875)] [KD 0.000 (0.000)]
2022-10-30 01:29:29,473 - Train: 1.49% [2800/187500] [4.5/300.0] [batch_t 0.307 (0.289)] [data_t 0.012] [optim_t 0.295] [lr 0.001344] [CE 4.831 (4.852)] [KD 0.000 (0.000)]
2022-10-30 01:29:43,891 - Train: 1.52% [2850/187500] [4.6/300.0] [batch_t 0.323 (0.288)] [data_t 0.013] [optim_t 0.310] [lr 0.001368] [CE 4.796 (4.820)] [KD 0.000 (0.000)]
2022-10-30 01:29:58,208 - Train: 1.55% [2900/187500] [4.6/300.0] [batch_t 0.279 (0.286)] [data_t 0.013] [optim_t 0.266] [lr 0.001392] [CE 4.850 (4.816)] [KD 0.000 (0.000)]
2022-10-30 01:30:12,756 - Train: 1.57% [2950/187500] [4.7/300.0] [batch_t 0.276 (0.291)] [data_t 0.012] [optim_t 0.264] [lr 0.001416] [CE 4.768 (4.792)] [KD 0.000 (0.000)]
2022-10-30 01:30:27,164 - Train: 1.60% [3000/187500] [4.8/300.0] [batch_t 0.283 (0.288)] [data_t 0.014] [optim_t 0.269] [lr 0.001440] [CE 4.707 (4.767)] [KD 0.000 (0.000)]
2022-10-30 01:30:41,665 - Train: 1.63% [3050/187500] [4.9/300.0] [batch_t 0.257 (0.290)] [data_t 0.013] [optim_t 0.244] [lr 0.001464] [CE 4.699 (4.758)] [KD 0.000 (0.000)]
2022-10-30 01:30:56,296 - Train: 1.65% [3100/187500] [5.0/300.0] [batch_t 0.274 (0.293)] [data_t 0.012] [optim_t 0.263] [lr 0.001488] [CE 4.637 (4.749)] [KD 0.000 (0.000)]
2022-10-30 01:31:13,280 - Test (net): 100.00% [50/50] [batch_t 0.034 (0.197)] [top1_cnt 12912] [top5_cnt 25377] [top_all 50000]
2022-10-30 01:31:13,281 - net: 25.824 (50.754)
2022-10-30 01:31:22,581 - Test (net_E): 100.00% [50/50] [batch_t 0.034 (0.169)] [top1_cnt 48] [top5_cnt 249] [top_all 50000]
2022-10-30 01:31:22,581 - net_E: 0.096 (0.498)
2022-10-30 01:31:22,801 - Max [top1: 25.824 (epoch: 5)] [top1-ema: 0.096 (epoch: 5)]
2022-10-30 01:31:22,802 - ==> Total time: 0:16:08 Eta: 15:52:19 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 01:31:34,804 - Train: 1.68% [3150/187500] [5.0/300.0] [batch_t 0.407 (0.396)] [data_t 0.012] [optim_t 0.395] [lr 0.001512] [CE 4.701 (4.691)] [KD 0.000 (0.000)]
2022-10-30 01:31:49,431 - Train: 1.71% [3200/187500] [5.1/300.0] [batch_t 0.318 (0.292)] [data_t 0.012] [optim_t 0.306] [lr 0.001536] [CE 4.729 (4.697)] [KD 0.000 (0.000)]
2022-10-30 01:32:03,836 - Train: 1.73% [3250/187500] [5.2/300.0] [batch_t 0.249 (0.288)] [data_t 0.013] [optim_t 0.236] [lr 0.001560] [CE 4.667 (4.673)] [KD 0.000 (0.000)]
2022-10-30 01:32:18,269 - Train: 1.76% [3300/187500] [5.3/300.0] [batch_t 0.252 (0.289)] [data_t 0.013] [optim_t 0.239] [lr 0.001584] [CE 4.666 (4.651)] [KD 0.000 (0.000)]
2022-10-30 01:32:32,697 - Train: 1.79% [3350/187500] [5.4/300.0] [batch_t 0.275 (0.288)] [data_t 0.013] [optim_t 0.262] [lr 0.001608] [CE 4.682 (4.641)] [KD 0.000 (0.000)]
2022-10-30 01:32:47,156 - Train: 1.81% [3400/187500] [5.4/300.0] [batch_t 0.247 (0.289)] [data_t 0.013] [optim_t 0.235] [lr 0.001632] [CE 4.654 (4.640)] [KD 0.000 (0.000)]
2022-10-30 01:33:01,832 - Train: 1.84% [3450/187500] [5.5/300.0] [batch_t 0.307 (0.293)] [data_t 0.014] [optim_t 0.293] [lr 0.001656] [CE 4.634 (4.598)] [KD 0.000 (0.000)]
2022-10-30 01:33:16,531 - Train: 1.87% [3500/187500] [5.6/300.0] [batch_t 0.337 (0.294)] [data_t 0.014] [optim_t 0.323] [lr 0.001680] [CE 4.591 (4.605)] [KD 0.000 (0.000)]
2022-10-30 01:33:31,276 - Train: 1.89% [3550/187500] [5.7/300.0] [batch_t 0.260 (0.295)] [data_t 0.012] [optim_t 0.248] [lr 0.001704] [CE 4.526 (4.580)] [KD 0.000 (0.000)]
2022-10-30 01:33:46,076 - Train: 1.92% [3600/187500] [5.8/300.0] [batch_t 0.309 (0.296)] [data_t 0.012] [optim_t 0.296] [lr 0.001728] [CE 4.560 (4.570)] [KD 0.000 (0.000)]
2022-10-30 01:34:00,776 - Train: 1.95% [3650/187500] [5.8/300.0] [batch_t 0.272 (0.294)] [data_t 0.012] [optim_t 0.260] [lr 0.001752] [CE 4.565 (4.546)] [KD 0.000 (0.000)]
2022-10-30 01:34:15,688 - Train: 1.97% [3700/187500] [5.9/300.0] [batch_t 0.266 (0.298)] [data_t 0.013] [optim_t 0.253] [lr 0.001776] [CE 4.560 (4.528)] [KD 0.000 (0.000)]
2022-10-30 01:34:29,938 - Train: 2.00% [3750/187500] [6.0/300.0] [batch_t 0.234 (0.285)] [data_t 0.012] [optim_t 0.222] [lr 0.001800] [CE 4.456 (4.505)] [KD 0.000 (0.000)]
2022-10-30 01:34:29,940 - ==> Total time: 0:19:15 Eta: 15:43:44 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 01:34:48,421 - Train: 2.03% [3800/187500] [6.1/300.0] [batch_t 0.392 (0.340)] [data_t 0.013] [optim_t 0.380] [lr 0.001824] [CE 4.485 (4.481)] [KD 0.000 (0.000)]
2022-10-30 01:35:02,782 - Train: 2.05% [3850/187500] [6.2/300.0] [batch_t 0.303 (0.287)] [data_t 0.014] [optim_t 0.289] [lr 0.001848] [CE 4.469 (4.477)] [KD 0.000 (0.000)]
2022-10-30 01:35:17,144 - Train: 2.08% [3900/187500] [6.2/300.0] [batch_t 0.283 (0.287)] [data_t 0.013] [optim_t 0.271] [lr 0.001872] [CE 4.513 (4.461)] [KD 0.000 (0.000)]
2022-10-30 01:35:31,810 - Train: 2.11% [3950/187500] [6.3/300.0] [batch_t 0.317 (0.293)] [data_t 0.013] [optim_t 0.305] [lr 0.001896] [CE 4.421 (4.445)] [KD 0.000 (0.000)]
2022-10-30 01:35:46,310 - Train: 2.13% [4000/187500] [6.4/300.0] [batch_t 0.264 (0.290)] [data_t 0.013] [optim_t 0.251] [lr 0.001920] [CE 4.487 (4.446)] [KD 0.000 (0.000)]
2022-10-30 01:36:00,878 - Train: 2.16% [4050/187500] [6.5/300.0] [batch_t 0.398 (0.291)] [data_t 0.014] [optim_t 0.384] [lr 0.001944] [CE 4.374 (4.426)] [KD 0.000 (0.000)]
2022-10-30 01:36:15,670 - Train: 2.19% [4100/187500] [6.6/300.0] [batch_t 0.293 (0.296)] [data_t 0.013] [optim_t 0.280] [lr 0.001968] [CE 4.440 (4.418)] [KD 0.000 (0.000)]
2022-10-30 01:36:30,246 - Train: 2.21% [4150/187500] [6.6/300.0] [batch_t 0.245 (0.291)] [data_t 0.018] [optim_t 0.227] [lr 0.001992] [CE 4.398 (4.403)] [KD 0.000 (0.000)]
2022-10-30 01:36:44,610 - Train: 2.24% [4200/187500] [6.7/300.0] [batch_t 0.318 (0.287)] [data_t 0.014] [optim_t 0.304] [lr 0.002016] [CE 4.446 (4.387)] [KD 0.000 (0.000)]
2022-10-30 01:36:59,152 - Train: 2.27% [4250/187500] [6.8/300.0] [batch_t 0.265 (0.291)] [data_t 0.012] [optim_t 0.253] [lr 0.002040] [CE 4.387 (4.366)] [KD 0.000 (0.000)]
2022-10-30 01:37:13,945 - Train: 2.29% [4300/187500] [6.9/300.0] [batch_t 0.260 (0.296)] [data_t 0.012] [optim_t 0.248] [lr 0.002064] [CE 4.410 (4.368)] [KD 0.000 (0.000)]
2022-10-30 01:37:28,561 - Train: 2.32% [4350/187500] [7.0/300.0] [batch_t 0.261 (0.292)] [data_t 0.012] [optim_t 0.250] [lr 0.002088] [CE 4.294 (4.351)] [KD 0.000 (0.000)]
2022-10-30 01:37:35,149 - ==> Total time: 0:22:20 Eta: 15:35:22 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 01:37:47,209 - Train: 2.35% [4400/187500] [7.0/300.0] [batch_t 0.262 (0.412)] [data_t 0.010] [optim_t 0.252] [lr 0.002112] [CE 4.311 (4.323)] [KD 0.000 (0.000)]
2022-10-30 01:38:02,084 - Train: 2.37% [4450/187500] [7.1/300.0] [batch_t 0.332 (0.297)] [data_t 0.012] [optim_t 0.320] [lr 0.002136] [CE 4.264 (4.310)] [KD 0.000 (0.000)]
2022-10-30 01:38:16,741 - Train: 2.40% [4500/187500] [7.2/300.0] [batch_t 0.324 (0.293)] [data_t 0.012] [optim_t 0.312] [lr 0.002160] [CE 4.259 (4.302)] [KD 0.000 (0.000)]
2022-10-30 01:38:31,287 - Train: 2.43% [4550/187500] [7.3/300.0] [batch_t 0.302 (0.291)] [data_t 0.011] [optim_t 0.291] [lr 0.002184] [CE 4.315 (4.288)] [KD 0.000 (0.000)]
2022-10-30 01:38:45,774 - Train: 2.45% [4600/187500] [7.4/300.0] [batch_t 0.253 (0.290)] [data_t 0.012] [optim_t 0.241] [lr 0.002208] [CE 4.280 (4.279)] [KD 0.000 (0.000)]
2022-10-30 01:39:00,255 - Train: 2.48% [4650/187500] [7.4/300.0] [batch_t 0.297 (0.290)] [data_t 0.012] [optim_t 0.285] [lr 0.002232] [CE 4.218 (4.255)] [KD 0.000 (0.000)]
2022-10-30 01:39:14,787 - Train: 2.51% [4700/187500] [7.5/300.0] [batch_t 0.282 (0.291)] [data_t 0.013] [optim_t 0.269] [lr 0.002256] [CE 4.149 (4.243)] [KD 0.000 (0.000)]
2022-10-30 01:39:29,382 - Train: 2.53% [4750/187500] [7.6/300.0] [batch_t 0.337 (0.292)] [data_t 0.012] [optim_t 0.325] [lr 0.002280] [CE 4.213 (4.262)] [KD 0.000 (0.000)]
2022-10-30 01:39:43,964 - Train: 2.56% [4800/187500] [7.7/300.0] [batch_t 0.290 (0.292)] [data_t 0.012] [optim_t 0.278] [lr 0.002304] [CE 4.170 (4.230)] [KD 0.000 (0.000)]
2022-10-30 01:39:58,472 - Train: 2.59% [4850/187500] [7.8/300.0] [batch_t 0.299 (0.290)] [data_t 0.012] [optim_t 0.287] [lr 0.002328] [CE 4.193 (4.206)] [KD 0.000 (0.000)]
2022-10-30 01:40:12,960 - Train: 2.61% [4900/187500] [7.8/300.0] [batch_t 0.312 (0.290)] [data_t 0.010] [optim_t 0.302] [lr 0.002352] [CE 4.168 (4.206)] [KD 0.000 (0.000)]
2022-10-30 01:40:27,455 - Train: 2.64% [4950/187500] [7.9/300.0] [batch_t 0.313 (0.290)] [data_t 0.012] [optim_t 0.301] [lr 0.002376] [CE 4.200 (4.198)] [KD 0.000 (0.000)]
2022-10-30 01:40:41,437 - Train: 2.67% [5000/187500] [8.0/300.0] [batch_t 0.238 (0.280)] [data_t 0.012] [optim_t 0.226] [lr 0.002400] [CE 4.155 (4.182)] [KD 0.000 (0.000)]
2022-10-30 01:40:41,439 - ==> Total time: 0:25:27 Eta: 15:28:59 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 01:41:00,121 - Train: 2.69% [5050/187500] [8.1/300.0] [batch_t 0.315 (0.339)] [data_t 0.013] [optim_t 0.302] [lr 0.002424] [CE 4.107 (4.161)] [KD 0.000 (0.000)]
2022-10-30 01:41:14,933 - Train: 2.72% [5100/187500] [8.2/300.0] [batch_t 0.260 (0.296)] [data_t 0.012] [optim_t 0.248] [lr 0.002448] [CE 4.151 (4.147)] [KD 0.000 (0.000)]
2022-10-30 01:41:29,582 - Train: 2.75% [5150/187500] [8.2/300.0] [batch_t 0.283 (0.293)] [data_t 0.013] [optim_t 0.271] [lr 0.002472] [CE 4.132 (4.146)] [KD 0.000 (0.000)]
2022-10-30 01:41:44,093 - Train: 2.77% [5200/187500] [8.3/300.0] [batch_t 0.273 (0.290)] [data_t 0.041] [optim_t 0.232] [lr 0.002496] [CE 4.186 (4.121)] [KD 0.000 (0.000)]
2022-10-30 01:41:58,743 - Train: 2.80% [5250/187500] [8.4/300.0] [batch_t 0.299 (0.293)] [data_t 0.011] [optim_t 0.288] [lr 0.002520] [CE 4.164 (4.124)] [KD 0.000 (0.000)]
2022-10-30 01:42:13,467 - Train: 2.83% [5300/187500] [8.5/300.0] [batch_t 0.289 (0.294)] [data_t 0.011] [optim_t 0.279] [lr 0.002544] [CE 4.133 (4.114)] [KD 0.000 (0.000)]
2022-10-30 01:42:28,431 - Train: 2.85% [5350/187500] [8.6/300.0] [batch_t 0.292 (0.299)] [data_t 0.012] [optim_t 0.280] [lr 0.002568] [CE 4.065 (4.104)] [KD 0.000 (0.000)]
2022-10-30 01:42:43,292 - Train: 2.88% [5400/187500] [8.6/300.0] [batch_t 0.295 (0.297)] [data_t 0.013] [optim_t 0.283] [lr 0.002592] [CE 4.152 (4.095)] [KD 0.000 (0.000)]
2022-10-30 01:42:58,266 - Train: 2.91% [5450/187500] [8.7/300.0] [batch_t 0.260 (0.299)] [data_t 0.007] [optim_t 0.254] [lr 0.002616] [CE 4.028 (4.089)] [KD 0.000 (0.000)]
2022-10-30 01:43:12,713 - Train: 2.93% [5500/187500] [8.8/300.0] [batch_t 0.289 (0.289)] [data_t 0.013] [optim_t 0.276] [lr 0.002640] [CE 4.102 (4.080)] [KD 0.000 (0.000)]
2022-10-30 01:43:27,193 - Train: 2.96% [5550/187500] [8.9/300.0] [batch_t 0.277 (0.289)] [data_t 0.012] [optim_t 0.264] [lr 0.002664] [CE 4.120 (4.078)] [KD 0.000 (0.000)]
2022-10-30 01:43:41,983 - Train: 2.99% [5600/187500] [9.0/300.0] [batch_t 0.279 (0.296)] [data_t 0.013] [optim_t 0.267] [lr 0.002688] [CE 4.080 (4.059)] [KD 0.000 (0.000)]
2022-10-30 01:43:48,653 - ==> Total time: 0:28:34 Eta: 15:23:49 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 01:43:59,595 - Train: 3.01% [5650/187500] [9.0/300.0] [batch_t 0.284 (0.373)] [data_t 0.012] [optim_t 0.272] [lr 0.002712] [CE 3.978 (4.010)] [KD 0.000 (0.000)]
2022-10-30 01:44:14,090 - Train: 3.04% [5700/187500] [9.1/300.0] [batch_t 0.266 (0.290)] [data_t 0.013] [optim_t 0.253] [lr 0.002736] [CE 3.896 (4.025)] [KD 0.000 (0.000)]
2022-10-30 01:44:28,444 - Train: 3.07% [5750/187500] [9.2/300.0] [batch_t 0.245 (0.287)] [data_t 0.012] [optim_t 0.233] [lr 0.002760] [CE 3.988 (4.011)] [KD 0.000 (0.000)]
2022-10-30 01:44:43,030 - Train: 3.09% [5800/187500] [9.3/300.0] [batch_t 0.264 (0.292)] [data_t 0.013] [optim_t 0.251] [lr 0.002784] [CE 3.953 (4.007)] [KD 0.000 (0.000)]
2022-10-30 01:44:57,228 - Train: 3.12% [5850/187500] [9.4/300.0] [batch_t 0.244 (0.284)] [data_t 0.013] [optim_t 0.231] [lr 0.002808] [CE 3.941 (3.991)] [KD 0.000 (0.000)]
2022-10-30 01:45:11,743 - Train: 3.15% [5900/187500] [9.4/300.0] [batch_t 0.311 (0.290)] [data_t 0.012] [optim_t 0.299] [lr 0.002832] [CE 4.054 (3.996)] [KD 0.000 (0.000)]
2022-10-30 01:45:26,223 - Train: 3.17% [5950/187500] [9.5/300.0] [batch_t 0.277 (0.290)] [data_t 0.014] [optim_t 0.263] [lr 0.002856] [CE 3.930 (3.996)] [KD 0.000 (0.000)]
2022-10-30 01:45:40,646 - Train: 3.20% [6000/187500] [9.6/300.0] [batch_t 0.309 (0.288)] [data_t 0.012] [optim_t 0.297] [lr 0.002880] [CE 3.927 (3.979)] [KD 0.000 (0.000)]
2022-10-30 01:45:55,134 - Train: 3.23% [6050/187500] [9.7/300.0] [batch_t 0.270 (0.290)] [data_t 0.013] [optim_t 0.257] [lr 0.002904] [CE 4.006 (3.961)] [KD 0.000 (0.000)]
2022-10-30 01:46:09,409 - Train: 3.25% [6100/187500] [9.8/300.0] [batch_t 0.295 (0.285)] [data_t 0.013] [optim_t 0.282] [lr 0.002928] [CE 3.966 (3.966)] [KD 0.000 (0.000)]
2022-10-30 01:46:23,885 - Train: 3.28% [6150/187500] [9.8/300.0] [batch_t 0.386 (0.289)] [data_t 0.012] [optim_t 0.374] [lr 0.002952] [CE 3.975 (3.956)] [KD 0.000 (0.000)]
2022-10-30 01:46:38,292 - Train: 3.31% [6200/187500] [9.9/300.0] [batch_t 0.287 (0.288)] [data_t 0.011] [optim_t 0.275] [lr 0.002976] [CE 3.920 (3.947)] [KD 0.000 (0.000)]
2022-10-30 01:46:52,153 - Train: 3.33% [6250/187500] [10.0/300.0] [batch_t 0.235 (0.277)] [data_t 0.011] [optim_t 0.224] [lr 0.003000] [CE 3.996 (3.943)] [KD 0.000 (0.000)]
2022-10-30 01:47:01,940 - Test (net): 100.00% [50/50] [batch_t 0.321 (0.183)] [top1_cnt 20847] [top5_cnt 34207] [top_all 50000]
2022-10-30 01:47:01,941 - net: 41.694 (68.414)
2022-10-30 01:47:12,571 - Test (net_E): 100.00% [50/50] [batch_t 0.033 (0.193)] [top1_cnt 50] [top5_cnt 251] [top_all 50000]
2022-10-30 01:47:12,571 - net_E: 0.100 (0.502)
2022-10-30 01:47:12,957 - Max [top1: 41.694 (epoch: 10)] [top1-ema: 0.100 (epoch: 10)]
2022-10-30 01:47:12,957 - ==> Total time: 0:31:58 Eta: 15:27:19 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 01:47:33,430 - Train: 3.36% [6300/187500] [10.1/300.0] [batch_t 0.337 (0.365)] [data_t 0.011] [optim_t 0.326] [lr 0.003024] [CE 3.914 (3.923)] [KD 0.000 (0.000)]
2022-10-30 01:47:48,620 - Train: 3.39% [6350/187500] [10.2/300.0] [batch_t 0.254 (0.304)] [data_t 0.013] [optim_t 0.241] [lr 0.003048] [CE 3.926 (3.914)] [KD 0.000 (0.000)]
2022-10-30 01:48:03,607 - Train: 3.41% [6400/187500] [10.2/300.0] [batch_t 0.326 (0.300)] [data_t 0.012] [optim_t 0.313] [lr 0.003072] [CE 3.857 (3.912)] [KD 0.000 (0.000)]
2022-10-30 01:48:18,251 - Train: 3.44% [6450/187500] [10.3/300.0] [batch_t 0.295 (0.293)] [data_t 0.012] [optim_t 0.283] [lr 0.003096] [CE 3.911 (3.907)] [KD 0.000 (0.000)]
2022-10-30 01:48:33,088 - Train: 3.47% [6500/187500] [10.4/300.0] [batch_t 0.281 (0.297)] [data_t 0.013] [optim_t 0.268] [lr 0.003120] [CE 3.884 (3.909)] [KD 0.000 (0.000)]
2022-10-30 01:48:47,944 - Train: 3.49% [6550/187500] [10.5/300.0] [batch_t 0.271 (0.297)] [data_t 0.013] [optim_t 0.259] [lr 0.003144] [CE 3.910 (3.892)] [KD 0.000 (0.000)]
2022-10-30 01:49:02,843 - Train: 3.52% [6600/187500] [10.6/300.0] [batch_t 0.275 (0.298)] [data_t 0.013] [optim_t 0.262] [lr 0.003168] [CE 3.864 (3.893)] [KD 0.000 (0.000)]
2022-10-30 01:49:17,567 - Train: 3.55% [6650/187500] [10.6/300.0] [batch_t 0.290 (0.294)] [data_t 0.012] [optim_t 0.277] [lr 0.003192] [CE 3.778 (3.872)] [KD 0.000 (0.000)]
2022-10-30 01:49:32,444 - Train: 3.57% [6700/187500] [10.7/300.0] [batch_t 0.256 (0.297)] [data_t 0.012] [optim_t 0.244] [lr 0.003216] [CE 3.862 (3.882)] [KD 0.000 (0.000)]
2022-10-30 01:49:47,413 - Train: 3.60% [6750/187500] [10.8/300.0] [batch_t 0.291 (0.299)] [data_t 0.011] [optim_t 0.280] [lr 0.003240] [CE 3.972 (3.879)] [KD 0.000 (0.000)]
2022-10-30 01:50:02,618 - Train: 3.63% [6800/187500] [10.9/300.0] [batch_t 0.308 (0.304)] [data_t 0.011] [optim_t 0.297] [lr 0.003264] [CE 3.814 (3.856)] [KD 0.000 (0.000)]
2022-10-30 01:50:17,175 - Train: 3.65% [6850/187500] [11.0/300.0] [batch_t 0.289 (0.291)] [data_t 0.013] [optim_t 0.275] [lr 0.003288] [CE 3.948 (3.856)] [KD 0.000 (0.000)]
2022-10-30 01:50:23,812 - ==> Total time: 0:35:09 Eta: 15:23:41 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 01:50:35,324 - Train: 3.68% [6900/187500] [11.0/300.0] [batch_t 0.259 (0.394)] [data_t 0.014] [optim_t 0.245] [lr 0.003312] [CE 3.842 (3.819)] [KD 0.000 (0.000)]
2022-10-30 01:50:49,863 - Train: 3.71% [6950/187500] [11.1/300.0] [batch_t 0.295 (0.291)] [data_t 0.013] [optim_t 0.282] [lr 0.003336] [CE 3.843 (3.823)] [KD 0.000 (0.000)]
2022-10-30 01:51:04,272 - Train: 3.73% [7000/187500] [11.2/300.0] [batch_t 0.285 (0.288)] [data_t 0.014] [optim_t 0.271] [lr 0.003360] [CE 3.769 (3.836)] [KD 0.000 (0.000)]
2022-10-30 01:51:18,543 - Train: 3.76% [7050/187500] [11.3/300.0] [batch_t 0.323 (0.285)] [data_t 0.012] [optim_t 0.310] [lr 0.003384] [CE 3.797 (3.822)] [KD 0.000 (0.000)]
2022-10-30 01:51:32,840 - Train: 3.79% [7100/187500] [11.4/300.0] [batch_t 0.298 (0.286)] [data_t 0.012] [optim_t 0.286] [lr 0.003408] [CE 3.860 (3.817)] [KD 0.000 (0.000)]
2022-10-30 01:51:47,358 - Train: 3.81% [7150/187500] [11.4/300.0] [batch_t 0.269 (0.290)] [data_t 0.012] [optim_t 0.257] [lr 0.003432] [CE 3.774 (3.807)] [KD 0.000 (0.000)]
2022-10-30 01:52:01,979 - Train: 3.84% [7200/187500] [11.5/300.0] [batch_t 0.294 (0.292)] [data_t 0.013] [optim_t 0.281] [lr 0.003456] [CE 3.743 (3.820)] [KD 0.000 (0.000)]
2022-10-30 01:52:16,533 - Train: 3.87% [7250/187500] [11.6/300.0] [batch_t 0.303 (0.291)] [data_t 0.012] [optim_t 0.291] [lr 0.003480] [CE 3.851 (3.806)] [KD 0.000 (0.000)]
2022-10-30 01:52:31,303 - Train: 3.89% [7300/187500] [11.7/300.0] [batch_t 0.265 (0.295)] [data_t 0.012] [optim_t 0.253] [lr 0.003504] [CE 3.802 (3.809)] [KD 0.000 (0.000)]
2022-10-30 01:52:45,917 - Train: 3.92% [7350/187500] [11.8/300.0] [batch_t 0.277 (0.292)] [data_t 0.013] [optim_t 0.264] [lr 0.003528] [CE 3.724 (3.800)] [KD 0.000 (0.000)]
2022-10-30 01:53:00,544 - Train: 3.95% [7400/187500] [11.8/300.0] [batch_t 0.308 (0.292)] [data_t 0.012] [optim_t 0.295] [lr 0.003552] [CE 3.956 (3.793)] [KD 0.000 (0.000)]
2022-10-30 01:53:15,070 - Train: 3.97% [7450/187500] [11.9/300.0] [batch_t 0.292 (0.290)] [data_t 0.007] [optim_t 0.286] [lr 0.003576] [CE 3.787 (3.799)] [KD 0.000 (0.000)]
2022-10-30 01:53:28,917 - Train: 4.00% [7500/187500] [12.0/300.0] [batch_t 0.235 (0.277)] [data_t 0.012] [optim_t 0.222] [lr 0.003600] [CE 3.736 (3.782)] [KD 0.000 (0.000)]
2022-10-30 01:53:28,919 - ==> Total time: 0:38:14 Eta: 15:17:49 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 01:53:47,302 - Train: 4.03% [7550/187500] [12.1/300.0] [batch_t 0.307 (0.338)] [data_t 0.013] [optim_t 0.294] [lr 0.003624] [CE 3.776 (3.759)] [KD 0.000 (0.000)]
2022-10-30 01:54:02,151 - Train: 4.05% [7600/187500] [12.2/300.0] [batch_t 0.375 (0.297)] [data_t 0.013] [optim_t 0.362] [lr 0.003648] [CE 3.808 (3.759)] [KD 0.000 (0.000)]
2022-10-30 01:54:16,841 - Train: 4.08% [7650/187500] [12.2/300.0] [batch_t 0.256 (0.294)] [data_t 0.012] [optim_t 0.244] [lr 0.003672] [CE 3.752 (3.765)] [KD 0.000 (0.000)]
2022-10-30 01:54:31,291 - Train: 4.11% [7700/187500] [12.3/300.0] [batch_t 0.278 (0.289)] [data_t 0.013] [optim_t 0.265] [lr 0.003696] [CE 3.756 (3.744)] [KD 0.000 (0.000)]
2022-10-30 01:54:45,815 - Train: 4.13% [7750/187500] [12.4/300.0] [batch_t 0.333 (0.290)] [data_t 0.013] [optim_t 0.319] [lr 0.003720] [CE 3.698 (3.757)] [KD 0.000 (0.000)]
2022-10-30 01:55:00,356 - Train: 4.16% [7800/187500] [12.5/300.0] [batch_t 0.304 (0.291)] [data_t 0.012] [optim_t 0.291] [lr 0.003744] [CE 3.731 (3.748)] [KD 0.000 (0.000)]
2022-10-30 01:55:15,199 - Train: 4.19% [7850/187500] [12.6/300.0] [batch_t 0.296 (0.297)] [data_t 0.012] [optim_t 0.284] [lr 0.003768] [CE 3.770 (3.747)] [KD 0.000 (0.000)]
2022-10-30 01:55:29,670 - Train: 4.21% [7900/187500] [12.6/300.0] [batch_t 0.272 (0.289)] [data_t 0.013] [optim_t 0.259] [lr 0.003792] [CE 3.741 (3.744)] [KD 0.000 (0.000)]
2022-10-30 01:55:44,396 - Train: 4.24% [7950/187500] [12.7/300.0] [batch_t 0.271 (0.294)] [data_t 0.015] [optim_t 0.257] [lr 0.003816] [CE 3.775 (3.746)] [KD 0.000 (0.000)]
2022-10-30 01:55:58,740 - Train: 4.27% [8000/187500] [12.8/300.0] [batch_t 0.275 (0.287)] [data_t 0.011] [optim_t 0.264] [lr 0.003840] [CE 3.758 (3.740)] [KD 0.000 (0.000)]
2022-10-30 01:56:13,352 - Train: 4.29% [8050/187500] [12.9/300.0] [batch_t 0.342 (0.292)] [data_t 0.012] [optim_t 0.330] [lr 0.003864] [CE 3.752 (3.736)] [KD 0.000 (0.000)]
2022-10-30 01:56:27,857 - Train: 4.32% [8100/187500] [13.0/300.0] [batch_t 0.266 (0.290)] [data_t 0.008] [optim_t 0.258] [lr 0.003888] [CE 3.696 (3.737)] [KD 0.000 (0.000)]
2022-10-30 01:56:34,965 - ==> Total time: 0:41:20 Eta: 15:12:44 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 01:56:47,311 - Train: 4.35% [8150/187500] [13.0/300.0] [batch_t 0.360 (0.433)] [data_t 0.098] [optim_t 0.261] [lr 0.003912] [CE 3.658 (3.697)] [KD 0.000 (0.000)]
2022-10-30 01:57:02,242 - Train: 4.37% [8200/187500] [13.1/300.0] [batch_t 0.347 (0.299)] [data_t 0.013] [optim_t 0.334] [lr 0.003936] [CE 3.598 (3.702)] [KD 0.000 (0.000)]
2022-10-30 01:57:16,903 - Train: 4.40% [8250/187500] [13.2/300.0] [batch_t 0.291 (0.293)] [data_t 0.012] [optim_t 0.278] [lr 0.003960] [CE 3.803 (3.713)] [KD 0.000 (0.000)]
2022-10-30 01:57:31,642 - Train: 4.43% [8300/187500] [13.3/300.0] [batch_t 0.378 (0.295)] [data_t 0.012] [optim_t 0.365] [lr 0.003984] [CE 3.695 (3.699)] [KD 0.000 (0.000)]
2022-10-30 01:57:46,260 - Train: 4.45% [8350/187500] [13.4/300.0] [batch_t 0.337 (0.292)] [data_t 0.012] [optim_t 0.325] [lr 0.004008] [CE 3.711 (3.698)] [KD 0.000 (0.000)]
2022-10-30 01:58:00,782 - Train: 4.48% [8400/187500] [13.4/300.0] [batch_t 0.270 (0.290)] [data_t 0.013] [optim_t 0.258] [lr 0.004032] [CE 3.720 (3.700)] [KD 0.000 (0.000)]
2022-10-30 01:58:15,785 - Train: 4.51% [8450/187500] [13.5/300.0] [batch_t 0.312 (0.300)] [data_t 0.007] [optim_t 0.305] [lr 0.004056] [CE 3.634 (3.692)] [KD 0.000 (0.000)]
2022-10-30 01:58:30,419 - Train: 4.53% [8500/187500] [13.6/300.0] [batch_t 0.279 (0.293)] [data_t 0.013] [optim_t 0.266] [lr 0.004080] [CE 3.732 (3.694)] [KD 0.000 (0.000)]
2022-10-30 01:58:45,341 - Train: 4.56% [8550/187500] [13.7/300.0] [batch_t 0.258 (0.298)] [data_t 0.012] [optim_t 0.247] [lr 0.004104] [CE 3.653 (3.701)] [KD 0.000 (0.000)]
2022-10-30 01:59:00,007 - Train: 4.59% [8600/187500] [13.8/300.0] [batch_t 0.274 (0.293)] [data_t 0.013] [optim_t 0.262] [lr 0.004128] [CE 3.808 (3.701)] [KD 0.000 (0.000)]
2022-10-30 01:59:14,690 - Train: 4.61% [8650/187500] [13.8/300.0] [batch_t 0.271 (0.294)] [data_t 0.011] [optim_t 0.260] [lr 0.004152] [CE 3.696 (3.699)] [KD 0.000 (0.000)]
2022-10-30 01:59:29,303 - Train: 4.64% [8700/187500] [13.9/300.0] [batch_t 0.270 (0.292)] [data_t 0.013] [optim_t 0.257] [lr 0.004176] [CE 3.767 (3.684)] [KD 0.000 (0.000)]
2022-10-30 01:59:43,381 - Train: 4.67% [8750/187500] [14.0/300.0] [batch_t 0.235 (0.281)] [data_t 0.013] [optim_t 0.223] [lr 0.004200] [CE 3.654 (3.678)] [KD 0.000 (0.000)]
2022-10-30 01:59:43,383 - ==> Total time: 0:44:29 Eta: 15:08:44 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 02:00:02,190 - Train: 4.69% [8800/187500] [14.1/300.0] [batch_t 0.302 (0.343)] [data_t 0.007] [optim_t 0.295] [lr 0.004224] [CE 3.607 (3.655)] [KD 0.000 (0.000)]
2022-10-30 02:00:16,417 - Train: 4.72% [8850/187500] [14.2/300.0] [batch_t 0.272 (0.284)] [data_t 0.011] [optim_t 0.261] [lr 0.004248] [CE 3.689 (3.659)] [KD 0.000 (0.000)]
2022-10-30 02:00:30,758 - Train: 4.75% [8900/187500] [14.2/300.0] [batch_t 0.291 (0.287)] [data_t 0.012] [optim_t 0.279] [lr 0.004272] [CE 3.721 (3.665)] [KD 0.000 (0.000)]
2022-10-30 02:00:45,501 - Train: 4.77% [8950/187500] [14.3/300.0] [batch_t 0.308 (0.295)] [data_t 0.011] [optim_t 0.297] [lr 0.004296] [CE 3.674 (3.654)] [KD 0.000 (0.000)]
2022-10-30 02:01:00,190 - Train: 4.80% [9000/187500] [14.4/300.0] [batch_t 0.267 (0.294)] [data_t 0.012] [optim_t 0.255] [lr 0.004320] [CE 3.696 (3.660)] [KD 0.000 (0.000)]
2022-10-30 02:01:14,855 - Train: 4.83% [9050/187500] [14.5/300.0] [batch_t 0.313 (0.293)] [data_t 0.013] [optim_t 0.301] [lr 0.004344] [CE 3.737 (3.658)] [KD 0.000 (0.000)]
2022-10-30 02:01:29,496 - Train: 4.85% [9100/187500] [14.6/300.0] [batch_t 0.327 (0.293)] [data_t 0.013] [optim_t 0.314] [lr 0.004368] [CE 3.649 (3.666)] [KD 0.000 (0.000)]
2022-10-30 02:01:44,151 - Train: 4.88% [9150/187500] [14.6/300.0] [batch_t 0.275 (0.293)] [data_t 0.012] [optim_t 0.263] [lr 0.004392] [CE 3.671 (3.650)] [KD 0.000 (0.000)]
2022-10-30 02:01:58,300 - Train: 4.91% [9200/187500] [14.7/300.0] [batch_t 0.269 (0.283)] [data_t 0.014] [optim_t 0.256] [lr 0.004416] [CE 3.593 (3.656)] [KD 0.000 (0.000)]
2022-10-30 02:02:12,988 - Train: 4.93% [9250/187500] [14.8/300.0] [batch_t 0.284 (0.294)] [data_t 0.012] [optim_t 0.272] [lr 0.004440] [CE 3.730 (3.650)] [KD 0.000 (0.000)]
2022-10-30 02:02:27,539 - Train: 4.96% [9300/187500] [14.9/300.0] [batch_t 0.283 (0.291)] [data_t 0.008] [optim_t 0.275] [lr 0.004464] [CE 3.647 (3.647)] [KD 0.000 (0.000)]
2022-10-30 02:02:41,916 - Train: 4.99% [9350/187500] [15.0/300.0] [batch_t 0.294 (0.287)] [data_t 0.012] [optim_t 0.282] [lr 0.004488] [CE 3.765 (3.646)] [KD 0.000 (0.000)]
2022-10-30 02:02:57,476 - Test (net): 100.00% [50/50] [batch_t 0.033 (0.167)] [top1_cnt 24501] [top5_cnt 37377] [top_all 50000]
2022-10-30 02:02:57,476 - net: 49.002 (74.754)
2022-10-30 02:03:06,310 - Test (net_E): 100.00% [50/50] [batch_t 0.034 (0.161)] [top1_cnt 50] [top5_cnt 270] [top_all 50000]
2022-10-30 02:03:06,310 - net_E: 0.100 (0.540)
2022-10-30 02:03:06,595 - Max [top1: 49.002 (epoch: 15)] [top1-ema: 0.100 (epoch: 10)]
2022-10-30 02:03:06,595 - ==> Total time: 0:47:52 Eta: 15:09:32 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 02:03:17,832 - Train: 5.01% [9400/187500] [15.0/300.0] [batch_t 0.272 (0.382)] [data_t 0.012] [optim_t 0.260] [lr 0.004512] [CE 3.594 (3.609)] [KD 0.000 (0.000)]
2022-10-30 02:03:32,689 - Train: 5.04% [9450/187500] [15.1/300.0] [batch_t 0.382 (0.297)] [data_t 0.007] [optim_t 0.375] [lr 0.004536] [CE 3.568 (3.611)] [KD 0.000 (0.000)]
2022-10-30 02:03:47,490 - Train: 5.07% [9500/187500] [15.2/300.0] [batch_t 0.277 (0.296)] [data_t 0.014] [optim_t 0.263] [lr 0.004560] [CE 3.640 (3.619)] [KD 0.000 (0.000)]
2022-10-30 02:04:02,129 - Train: 5.09% [9550/187500] [15.3/300.0] [batch_t 0.279 (0.293)] [data_t 0.011] [optim_t 0.269] [lr 0.004584] [CE 3.696 (3.621)] [KD 0.000 (0.000)]
2022-10-30 02:04:16,550 - Train: 5.12% [9600/187500] [15.4/300.0] [batch_t 0.287 (0.288)] [data_t 0.012] [optim_t 0.275] [lr 0.004608] [CE 3.641 (3.622)] [KD 0.000 (0.000)]
2022-10-30 02:04:31,112 - Train: 5.15% [9650/187500] [15.4/300.0] [batch_t 0.281 (0.291)] [data_t 0.012] [optim_t 0.269] [lr 0.004632] [CE 3.596 (3.619)] [KD 0.000 (0.000)]
2022-10-30 02:04:45,882 - Train: 5.17% [9700/187500] [15.5/300.0] [batch_t 0.302 (0.295)] [data_t 0.010] [optim_t 0.293] [lr 0.004656] [CE 3.662 (3.620)] [KD 0.000 (0.000)]
2022-10-30 02:05:00,826 - Train: 5.20% [9750/187500] [15.6/300.0] [batch_t 0.291 (0.299)] [data_t 0.010] [optim_t 0.281] [lr 0.004680] [CE 3.570 (3.627)] [KD 0.000 (0.000)]
2022-10-30 02:05:15,417 - Train: 5.23% [9800/187500] [15.7/300.0] [batch_t 0.299 (0.292)] [data_t 0.012] [optim_t 0.287] [lr 0.004704] [CE 3.636 (3.620)] [KD 0.000 (0.000)]
2022-10-30 02:05:29,945 - Train: 5.25% [9850/187500] [15.8/300.0] [batch_t 0.275 (0.290)] [data_t 0.013] [optim_t 0.261] [lr 0.004728] [CE 3.638 (3.612)] [KD 0.000 (0.000)]
2022-10-30 02:05:44,445 - Train: 5.28% [9900/187500] [15.8/300.0] [batch_t 0.311 (0.290)] [data_t 0.012] [optim_t 0.298] [lr 0.004752] [CE 3.558 (3.617)] [KD 0.000 (0.000)]
2022-10-30 02:05:59,251 - Train: 5.31% [9950/187500] [15.9/300.0] [batch_t 0.298 (0.296)] [data_t 0.012] [optim_t 0.286] [lr 0.004776] [CE 3.678 (3.615)] [KD 0.000 (0.000)]
2022-10-30 02:06:13,485 - Train: 5.33% [10000/187500] [16.0/300.0] [batch_t 0.234 (0.285)] [data_t 0.009] [optim_t 0.224] [lr 0.004800] [CE 3.558 (3.611)] [KD 0.000 (0.000)]
2022-10-30 02:06:13,488 - ==> Total time: 0:50:59 Eta: 15:04:59 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 02:06:32,436 - Train: 5.36% [10050/187500] [16.1/300.0] [batch_t 0.274 (0.346)] [data_t 0.008] [optim_t 0.266] [lr 0.004824] [CE 3.593 (3.587)] [KD 0.000 (0.000)]
2022-10-30 02:06:46,931 - Train: 5.39% [10100/187500] [16.2/300.0] [batch_t 0.285 (0.290)] [data_t 0.011] [optim_t 0.274] [lr 0.004848] [CE 3.605 (3.592)] [KD 0.000 (0.000)]
2022-10-30 02:07:01,334 - Train: 5.41% [10150/187500] [16.2/300.0] [batch_t 0.338 (0.288)] [data_t 0.010] [optim_t 0.329] [lr 0.004872] [CE 3.625 (3.588)] [KD 0.000 (0.000)]
2022-10-30 02:07:15,681 - Train: 5.44% [10200/187500] [16.3/300.0] [batch_t 0.241 (0.287)] [data_t 0.011] [optim_t 0.230] [lr 0.004896] [CE 3.626 (3.597)] [KD 0.000 (0.000)]
2022-10-30 02:07:30,142 - Train: 5.47% [10250/187500] [16.4/300.0] [batch_t 0.256 (0.289)] [data_t 0.007] [optim_t 0.250] [lr 0.004920] [CE 3.556 (3.593)] [KD 0.000 (0.000)]
2022-10-30 02:07:44,581 - Train: 5.49% [10300/187500] [16.5/300.0] [batch_t 0.244 (0.289)] [data_t 0.012] [optim_t 0.232] [lr 0.004944] [CE 3.676 (3.606)] [KD 0.000 (0.000)]
2022-10-30 02:07:59,145 - Train: 5.52% [10350/187500] [16.6/300.0] [batch_t 0.280 (0.291)] [data_t 0.011] [optim_t 0.269] [lr 0.004968] [CE 3.635 (3.587)] [KD 0.000 (0.000)]
2022-10-30 02:08:13,453 - Train: 5.55% [10400/187500] [16.6/300.0] [batch_t 0.281 (0.286)] [data_t 0.006] [optim_t 0.275] [lr 0.004992] [CE 3.581 (3.595)] [KD 0.000 (0.000)]
2022-10-30 02:08:28,129 - Train: 5.57% [10450/187500] [16.7/300.0] [batch_t 0.251 (0.293)] [data_t 0.010] [optim_t 0.241] [lr 0.005016] [CE 3.574 (3.585)] [KD 0.000 (0.000)]
2022-10-30 02:08:42,757 - Train: 5.60% [10500/187500] [16.8/300.0] [batch_t 0.274 (0.292)] [data_t 0.011] [optim_t 0.263] [lr 0.005040] [CE 3.543 (3.605)] [KD 0.000 (0.000)]
2022-10-30 02:08:57,241 - Train: 5.63% [10550/187500] [16.9/300.0] [batch_t 0.312 (0.290)] [data_t 0.011] [optim_t 0.301] [lr 0.005064] [CE 3.611 (3.574)] [KD 0.000 (0.000)]
2022-10-30 02:09:11,903 - Train: 5.65% [10600/187500] [17.0/300.0] [batch_t 0.312 (0.293)] [data_t 0.014] [optim_t 0.298] [lr 0.005088] [CE 3.650 (3.587)] [KD 0.000 (0.000)]
2022-10-30 02:09:18,570 - ==> Total time: 0:54:04 Eta: 15:00:06 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 02:09:29,564 - Train: 5.68% [10650/187500] [17.0/300.0] [batch_t 0.241 (0.379)] [data_t 0.011] [optim_t 0.229] [lr 0.005112] [CE 3.540 (3.555)] [KD 0.000 (0.000)]
2022-10-30 02:09:44,330 - Train: 5.71% [10700/187500] [17.1/300.0] [batch_t 0.250 (0.295)] [data_t 0.011] [optim_t 0.239] [lr 0.005136] [CE 3.492 (3.559)] [KD 0.000 (0.000)]
2022-10-30 02:09:59,353 - Train: 5.73% [10750/187500] [17.2/300.0] [batch_t 0.274 (0.300)] [data_t 0.007] [optim_t 0.267] [lr 0.005160] [CE 3.580 (3.548)] [KD 0.000 (0.000)]
2022-10-30 02:10:14,188 - Train: 5.76% [10800/187500] [17.3/300.0] [batch_t 0.330 (0.297)] [data_t 0.010] [optim_t 0.320] [lr 0.005184] [CE 3.573 (3.575)] [KD 0.000 (0.000)]
2022-10-30 02:10:29,221 - Train: 5.79% [10850/187500] [17.4/300.0] [batch_t 0.308 (0.301)] [data_t 0.011] [optim_t 0.297] [lr 0.005208] [CE 3.583 (3.573)] [KD 0.000 (0.000)]
2022-10-30 02:10:44,134 - Train: 5.81% [10900/187500] [17.4/300.0] [batch_t 0.298 (0.298)] [data_t 0.011] [optim_t 0.286] [lr 0.005232] [CE 3.548 (3.576)] [KD 0.000 (0.000)]
2022-10-30 02:10:58,712 - Train: 5.84% [10950/187500] [17.5/300.0] [batch_t 0.284 (0.291)] [data_t 0.013] [optim_t 0.271] [lr 0.005256] [CE 3.531 (3.566)] [KD 0.000 (0.000)]
2022-10-30 02:11:13,263 - Train: 5.87% [11000/187500] [17.6/300.0] [batch_t 0.278 (0.291)] [data_t 0.007] [optim_t 0.271] [lr 0.005280] [CE 3.544 (3.555)] [KD 0.000 (0.000)]
2022-10-30 02:11:28,126 - Train: 5.89% [11050/187500] [17.7/300.0] [batch_t 0.312 (0.297)] [data_t 0.011] [optim_t 0.300] [lr 0.005304] [CE 3.541 (3.558)] [KD 0.000 (0.000)]
2022-10-30 02:11:42,782 - Train: 5.92% [11100/187500] [17.8/300.0] [batch_t 0.260 (0.293)] [data_t 0.013] [optim_t 0.248] [lr 0.005328] [CE 3.578 (3.561)] [KD 0.000 (0.000)]
2022-10-30 02:11:57,429 - Train: 5.95% [11150/187500] [17.8/300.0] [batch_t 0.288 (0.293)] [data_t 0.011] [optim_t 0.277] [lr 0.005352] [CE 3.524 (3.571)] [KD 0.000 (0.000)]
2022-10-30 02:12:12,575 - Train: 5.97% [11200/187500] [17.9/300.0] [batch_t 0.312 (0.303)] [data_t 0.009] [optim_t 0.302] [lr 0.005376] [CE 3.613 (3.559)] [KD 0.000 (0.000)]
2022-10-30 02:12:26,703 - Train: 6.00% [11250/187500] [18.0/300.0] [batch_t 0.235 (0.282)] [data_t 0.012] [optim_t 0.222] [lr 0.005400] [CE 3.561 (3.561)] [KD 0.000 (0.000)]
2022-10-30 02:12:26,706 - ==> Total time: 0:57:12 Eta: 14:56:13 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 02:12:44,574 - Train: 6.03% [11300/187500] [18.1/300.0] [batch_t 0.345 (0.326)] [data_t 0.039] [optim_t 0.305] [lr 0.005424] [CE 3.527 (3.533)] [KD 0.000 (0.000)]
2022-10-30 02:12:58,767 - Train: 6.05% [11350/187500] [18.2/300.0] [batch_t 0.291 (0.284)] [data_t 0.012] [optim_t 0.279] [lr 0.005448] [CE 3.656 (3.540)] [KD 0.000 (0.000)]
2022-10-30 02:13:13,130 - Train: 6.08% [11400/187500] [18.2/300.0] [batch_t 0.254 (0.287)] [data_t 0.012] [optim_t 0.242] [lr 0.005472] [CE 3.571 (3.546)] [KD 0.000 (0.000)]
2022-10-30 02:13:27,287 - Train: 6.11% [11450/187500] [18.3/300.0] [batch_t 0.301 (0.283)] [data_t 0.012] [optim_t 0.290] [lr 0.005496] [CE 3.554 (3.541)] [KD 0.000 (0.000)]
2022-10-30 02:13:41,537 - Train: 6.13% [11500/187500] [18.4/300.0] [batch_t 0.280 (0.285)] [data_t 0.014] [optim_t 0.266] [lr 0.005520] [CE 3.484 (3.545)] [KD 0.000 (0.000)]
2022-10-30 02:13:55,871 - Train: 6.16% [11550/187500] [18.5/300.0] [batch_t 0.262 (0.287)] [data_t 0.012] [optim_t 0.250] [lr 0.005544] [CE 3.597 (3.541)] [KD 0.000 (0.000)]
2022-10-30 02:14:10,424 - Train: 6.19% [11600/187500] [18.6/300.0] [batch_t 0.303 (0.291)] [data_t 0.012] [optim_t 0.291] [lr 0.005568] [CE 3.487 (3.539)] [KD 0.000 (0.000)]
2022-10-30 02:14:24,562 - Train: 6.21% [11650/187500] [18.6/300.0] [batch_t 0.263 (0.283)] [data_t 0.013] [optim_t 0.250] [lr 0.005592] [CE 3.534 (3.547)] [KD 0.000 (0.000)]
2022-10-30 02:14:38,884 - Train: 6.24% [11700/187500] [18.7/300.0] [batch_t 0.300 (0.286)] [data_t 0.006] [optim_t 0.294] [lr 0.005616] [CE 3.591 (3.549)] [KD 0.000 (0.000)]
2022-10-30 02:14:53,231 - Train: 6.27% [11750/187500] [18.8/300.0] [batch_t 0.269 (0.287)] [data_t 0.013] [optim_t 0.255] [lr 0.005640] [CE 3.561 (3.553)] [KD 0.000 (0.000)]
2022-10-30 02:15:07,618 - Train: 6.29% [11800/187500] [18.9/300.0] [batch_t 0.317 (0.288)] [data_t 0.013] [optim_t 0.304] [lr 0.005664] [CE 3.463 (3.542)] [KD 0.000 (0.000)]
2022-10-30 02:15:22,042 - Train: 6.32% [11850/187500] [19.0/300.0] [batch_t 0.266 (0.288)] [data_t 0.013] [optim_t 0.253] [lr 0.005688] [CE 3.600 (3.526)] [KD 0.000 (0.000)]
2022-10-30 02:15:28,707 - ==> Total time: 1:00:14 Eta: 14:50:54 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 02:15:40,017 - Train: 6.35% [11900/187500] [19.0/300.0] [batch_t 0.286 (0.386)] [data_t 0.012] [optim_t 0.274] [lr 0.005712] [CE 3.486 (3.502)] [KD 0.000 (0.000)]
2022-10-30 02:15:54,594 - Train: 6.37% [11950/187500] [19.1/300.0] [batch_t 0.342 (0.291)] [data_t 0.012] [optim_t 0.330] [lr 0.005736] [CE 3.441 (3.511)] [KD 0.000 (0.000)]
2022-10-30 02:16:08,899 - Train: 6.40% [12000/187500] [19.2/300.0] [batch_t 0.274 (0.286)] [data_t 0.012] [optim_t 0.262] [lr 0.005760] [CE 3.473 (3.524)] [KD 0.000 (0.000)]
2022-10-30 02:16:23,202 - Train: 6.43% [12050/187500] [19.3/300.0] [batch_t 0.273 (0.286)] [data_t 0.011] [optim_t 0.262] [lr 0.005784] [CE 3.585 (3.539)] [KD 0.000 (0.000)]
2022-10-30 02:16:37,728 - Train: 6.45% [12100/187500] [19.4/300.0] [batch_t 0.255 (0.290)] [data_t 0.012] [optim_t 0.243] [lr 0.005808] [CE 3.485 (3.515)] [KD 0.000 (0.000)]
2022-10-30 02:16:52,577 - Train: 6.48% [12150/187500] [19.4/300.0] [batch_t 0.283 (0.297)] [data_t 0.012] [optim_t 0.271] [lr 0.005832] [CE 3.551 (3.536)] [KD 0.000 (0.000)]
2022-10-30 02:17:07,750 - Train: 6.51% [12200/187500] [19.5/300.0] [batch_t 0.331 (0.303)] [data_t 0.011] [optim_t 0.319] [lr 0.005856] [CE 3.546 (3.517)] [KD 0.000 (0.000)]
2022-10-30 02:17:22,458 - Train: 6.53% [12250/187500] [19.6/300.0] [batch_t 0.265 (0.294)] [data_t 0.006] [optim_t 0.259] [lr 0.005880] [CE 3.529 (3.535)] [KD 0.000 (0.000)]
2022-10-30 02:17:36,953 - Train: 6.56% [12300/187500] [19.7/300.0] [batch_t 0.260 (0.290)] [data_t 0.012] [optim_t 0.248] [lr 0.005904] [CE 3.474 (3.529)] [KD 0.000 (0.000)]
2022-10-30 02:17:51,596 - Train: 6.59% [12350/187500] [19.8/300.0] [batch_t 0.296 (0.293)] [data_t 0.012] [optim_t 0.283] [lr 0.005928] [CE 3.513 (3.527)] [KD 0.000 (0.000)]
2022-10-30 02:18:06,189 - Train: 6.61% [12400/187500] [19.8/300.0] [batch_t 0.260 (0.292)] [data_t 0.013] [optim_t 0.246] [lr 0.005952] [CE 3.519 (3.529)] [KD 0.000 (0.000)]
2022-10-30 02:18:20,754 - Train: 6.64% [12450/187500] [19.9/300.0] [batch_t 0.270 (0.291)] [data_t 0.012] [optim_t 0.258] [lr 0.005976] [CE 3.459 (3.521)] [KD 0.000 (0.000)]
2022-10-30 02:18:34,840 - Train: 6.67% [12500/187500] [20.0/300.0] [batch_t 0.235 (0.282)] [data_t 0.012] [optim_t 0.223] [lr 0.006000] [CE 3.531 (3.532)] [KD 0.000 (0.000)]
2022-10-30 02:18:43,562 - Test (net): 100.00% [50/50] [batch_t 0.034 (0.162)] [top1_cnt 25579] [top5_cnt 38406] [top_all 50000]
2022-10-30 02:18:43,562 - net: 51.158 (76.812)
2022-10-30 02:18:52,651 - Test (net_E): 100.00% [50/50] [batch_t 0.034 (0.163)] [top1_cnt 53] [top5_cnt 265] [top_all 50000]
2022-10-30 02:18:52,651 - net_E: 0.106 (0.530)
2022-10-30 02:18:52,950 - Max [top1: 51.158 (epoch: 20)] [top1-ema: 0.106 (epoch: 20)]
2022-10-30 02:18:52,950 - ==> Total time: 1:03:38 Eta: 14:51:00 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 02:19:11,234 - Train: 6.69% [12550/187500] [20.1/300.0] [batch_t 0.296 (0.324)] [data_t 0.013] [optim_t 0.283] [lr 0.005934] [CE 3.491 (3.497)] [KD 0.000 (0.000)]
2022-10-30 02:19:26,063 - Train: 6.72% [12600/187500] [20.2/300.0] [batch_t 0.346 (0.296)] [data_t 0.012] [optim_t 0.334] [lr 0.005933] [CE 3.487 (3.493)] [KD 0.000 (0.000)]
2022-10-30 02:19:40,424 - Train: 6.75% [12650/187500] [20.2/300.0] [batch_t 0.294 (0.287)] [data_t 0.013] [optim_t 0.281] [lr 0.005933] [CE 3.503 (3.497)] [KD 0.000 (0.000)]
2022-10-30 02:19:55,069 - Train: 6.77% [12700/187500] [20.3/300.0] [batch_t 0.258 (0.293)] [data_t 0.014] [optim_t 0.245] [lr 0.005932] [CE 3.501 (3.504)] [KD 0.000 (0.000)]
2022-10-30 02:20:09,929 - Train: 6.80% [12750/187500] [20.4/300.0] [batch_t 0.282 (0.297)] [data_t 0.011] [optim_t 0.271] [lr 0.005932] [CE 3.471 (3.496)] [KD 0.000 (0.000)]
2022-10-30 02:20:24,372 - Train: 6.83% [12800/187500] [20.5/300.0] [batch_t 0.321 (0.289)] [data_t 0.014] [optim_t 0.306] [lr 0.005931] [CE 3.518 (3.500)] [KD 0.000 (0.000)]
2022-10-30 02:20:38,870 - Train: 6.85% [12850/187500] [20.6/300.0] [batch_t 0.243 (0.290)] [data_t 0.012] [optim_t 0.231] [lr 0.005931] [CE 3.582 (3.502)] [KD 0.000 (0.000)]
2022-10-30 02:20:53,355 - Train: 6.88% [12900/187500] [20.6/300.0] [batch_t 0.321 (0.290)] [data_t 0.012] [optim_t 0.308] [lr 0.005930] [CE 3.460 (3.499)] [KD 0.000 (0.000)]
2022-10-30 02:21:07,702 - Train: 6.91% [12950/187500] [20.7/300.0] [batch_t 0.290 (0.287)] [data_t 0.013] [optim_t 0.277] [lr 0.005930] [CE 3.478 (3.502)] [KD 0.000 (0.000)]
2022-10-30 02:21:22,123 - Train: 6.93% [13000/187500] [20.8/300.0] [batch_t 0.312 (0.288)] [data_t 0.014] [optim_t 0.298] [lr 0.005929] [CE 3.490 (3.490)] [KD 0.000 (0.000)]
2022-10-30 02:21:36,622 - Train: 6.96% [13050/187500] [20.9/300.0] [batch_t 0.288 (0.290)] [data_t 0.013] [optim_t 0.275] [lr 0.005929] [CE 3.462 (3.503)] [KD 0.000 (0.000)]
2022-10-30 02:21:51,438 - Train: 6.99% [13100/187500] [21.0/300.0] [batch_t 0.357 (0.296)] [data_t 0.013] [optim_t 0.344] [lr 0.005928] [CE 3.512 (3.501)] [KD 0.000 (0.000)]
2022-10-30 02:21:58,034 - ==> Total time: 1:06:43 Eta: 14:46:31 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 02:22:09,666 - Train: 7.01% [13150/187500] [21.0/300.0] [batch_t 0.278 (0.407)] [data_t 0.011] [optim_t 0.266] [lr 0.005927] [CE 3.424 (3.464)] [KD 0.000 (0.000)]
2022-10-30 02:22:24,457 - Train: 7.04% [13200/187500] [21.1/300.0] [batch_t 0.292 (0.296)] [data_t 0.013] [optim_t 0.279] [lr 0.005927] [CE 3.542 (3.469)] [KD 0.000 (0.000)]
2022-10-30 02:22:39,069 - Train: 7.07% [13250/187500] [21.2/300.0] [batch_t 0.266 (0.292)] [data_t 0.013] [optim_t 0.253] [lr 0.005926] [CE 3.425 (3.480)] [KD 0.000 (0.000)]
2022-10-30 02:22:53,771 - Train: 7.09% [13300/187500] [21.3/300.0] [batch_t 0.287 (0.294)] [data_t 0.013] [optim_t 0.275] [lr 0.005926] [CE 3.464 (3.474)] [KD 0.000 (0.000)]
2022-10-30 02:23:08,250 - Train: 7.12% [13350/187500] [21.4/300.0] [batch_t 0.273 (0.289)] [data_t 0.012] [optim_t 0.261] [lr 0.005925] [CE 3.434 (3.468)] [KD 0.000 (0.000)]
2022-10-30 02:23:22,896 - Train: 7.15% [13400/187500] [21.4/300.0] [batch_t 0.346 (0.293)] [data_t 0.012] [optim_t 0.334] [lr 0.005925] [CE 3.529 (3.477)] [KD 0.000 (0.000)]
2022-10-30 02:23:37,352 - Train: 7.17% [13450/187500] [21.5/300.0] [batch_t 0.317 (0.289)] [data_t 0.042] [optim_t 0.275] [lr 0.005924] [CE 3.452 (3.474)] [KD 0.000 (0.000)]
2022-10-30 02:23:52,279 - Train: 7.20% [13500/187500] [21.6/300.0] [batch_t 0.308 (0.298)] [data_t 0.012] [optim_t 0.296] [lr 0.005924] [CE 3.426 (3.476)] [KD 0.000 (0.000)]
2022-10-30 02:24:07,266 - Train: 7.23% [13550/187500] [21.7/300.0] [batch_t 0.316 (0.300)] [data_t 0.012] [optim_t 0.305] [lr 0.005923] [CE 3.481 (3.477)] [KD 0.000 (0.000)]
2022-10-30 02:24:21,789 - Train: 7.25% [13600/187500] [21.8/300.0] [batch_t 0.293 (0.290)] [data_t 0.044] [optim_t 0.249] [lr 0.005922] [CE 3.438 (3.478)] [KD 0.000 (0.000)]
2022-10-30 02:24:36,209 - Train: 7.28% [13650/187500] [21.8/300.0] [batch_t 0.289 (0.288)] [data_t 0.014] [optim_t 0.275] [lr 0.005922] [CE 3.414 (3.483)] [KD 0.000 (0.000)]
2022-10-30 02:24:50,782 - Train: 7.31% [13700/187500] [21.9/300.0] [batch_t 0.299 (0.291)] [data_t 0.012] [optim_t 0.287] [lr 0.005921] [CE 3.540 (3.473)] [KD 0.000 (0.000)]
2022-10-30 02:25:05,266 - Train: 7.33% [13750/187500] [22.0/300.0] [batch_t 0.235 (0.290)] [data_t 0.012] [optim_t 0.223] [lr 0.005921] [CE 3.367 (3.465)] [KD 0.000 (0.000)]
2022-10-30 02:25:05,268 - ==> Total time: 1:09:50 Eta: 14:42:38 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 02:25:23,285 - Train: 7.36% [13800/187500] [22.1/300.0] [batch_t 0.281 (0.329)] [data_t 0.034] [optim_t 0.248] [lr 0.005920] [CE 3.368 (3.431)] [KD 0.000 (0.000)]
2022-10-30 02:25:37,508 - Train: 7.39% [13850/187500] [22.2/300.0] [batch_t 0.241 (0.284)] [data_t 0.014] [optim_t 0.227] [lr 0.005920] [CE 3.452 (3.453)] [KD 0.000 (0.000)]
2022-10-30 02:25:51,960 - Train: 7.41% [13900/187500] [22.2/300.0] [batch_t 0.316 (0.289)] [data_t 0.032] [optim_t 0.285] [lr 0.005919] [CE 3.494 (3.454)] [KD 0.000 (0.000)]
2022-10-30 02:26:06,279 - Train: 7.44% [13950/187500] [22.3/300.0] [batch_t 0.289 (0.286)] [data_t 0.007] [optim_t 0.282] [lr 0.005918] [CE 3.475 (3.456)] [KD 0.000 (0.000)]
2022-10-30 02:26:20,632 - Train: 7.47% [14000/187500] [22.4/300.0] [batch_t 0.264 (0.287)] [data_t 0.013] [optim_t 0.251] [lr 0.005918] [CE 3.455 (3.457)] [KD 0.000 (0.000)]
2022-10-30 02:26:34,874 - Train: 7.49% [14050/187500] [22.5/300.0] [batch_t 0.270 (0.285)] [data_t 0.013] [optim_t 0.257] [lr 0.005917] [CE 3.453 (3.461)] [KD 0.000 (0.000)]
2022-10-30 02:26:49,398 - Train: 7.52% [14100/187500] [22.6/300.0] [batch_t 0.372 (0.290)] [data_t 0.015] [optim_t 0.358] [lr 0.005917] [CE 3.423 (3.446)] [KD 0.000 (0.000)]
2022-10-30 02:27:04,014 - Train: 7.55% [14150/187500] [22.6/300.0] [batch_t 0.278 (0.292)] [data_t 0.013] [optim_t 0.266] [lr 0.005916] [CE 3.546 (3.464)] [KD 0.000 (0.000)]
2022-10-30 02:27:18,149 - Train: 7.57% [14200/187500] [22.7/300.0] [batch_t 0.244 (0.283)] [data_t 0.013] [optim_t 0.231] [lr 0.005916] [CE 3.506 (3.453)] [KD 0.000 (0.000)]
2022-10-30 02:27:32,931 - Train: 7.60% [14250/187500] [22.8/300.0] [batch_t 0.275 (0.296)] [data_t 0.012] [optim_t 0.263] [lr 0.005915] [CE 3.355 (3.458)] [KD 0.000 (0.000)]
2022-10-30 02:27:47,434 - Train: 7.63% [14300/187500] [22.9/300.0] [batch_t 0.292 (0.290)] [data_t 0.013] [optim_t 0.279] [lr 0.005914] [CE 3.432 (3.459)] [KD 0.000 (0.000)]
2022-10-30 02:28:02,087 - Train: 7.65% [14350/187500] [23.0/300.0] [batch_t 0.317 (0.293)] [data_t 0.013] [optim_t 0.304] [lr 0.005914] [CE 3.404 (3.457)] [KD 0.000 (0.000)]
2022-10-30 02:28:08,647 - ==> Total time: 1:12:54 Eta: 14:38:01 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 02:28:20,654 - Train: 7.68% [14400/187500] [23.0/300.0] [batch_t 0.256 (0.429)] [data_t 0.012] [optim_t 0.245] [lr 0.005913] [CE 3.457 (3.429)] [KD 0.000 (0.000)]
2022-10-30 02:28:35,719 - Train: 7.71% [14450/187500] [23.1/300.0] [batch_t 0.301 (0.301)] [data_t 0.012] [optim_t 0.289] [lr 0.005913] [CE 3.451 (3.426)] [KD 0.000 (0.000)]
2022-10-30 02:28:50,788 - Train: 7.73% [14500/187500] [23.2/300.0] [batch_t 0.312 (0.301)] [data_t 0.012] [optim_t 0.300] [lr 0.005912] [CE 3.360 (3.435)] [KD 0.000 (0.000)]
2022-10-30 02:29:05,684 - Train: 7.76% [14550/187500] [23.3/300.0] [batch_t 0.261 (0.298)] [data_t 0.007] [optim_t 0.255] [lr 0.005911] [CE 3.375 (3.430)] [KD 0.000 (0.000)]
2022-10-30 02:29:20,249 - Train: 7.79% [14600/187500] [23.4/300.0] [batch_t 0.291 (0.291)] [data_t 0.011] [optim_t 0.280] [lr 0.005911] [CE 3.423 (3.430)] [KD 0.000 (0.000)]
2022-10-30 02:29:35,230 - Train: 7.81% [14650/187500] [23.4/300.0] [batch_t 0.347 (0.299)] [data_t 0.013] [optim_t 0.334] [lr 0.005910] [CE 3.441 (3.432)] [KD 0.000 (0.000)]
2022-10-30 02:29:49,787 - Train: 7.84% [14700/187500] [23.5/300.0] [batch_t 0.356 (0.291)] [data_t 0.012] [optim_t 0.344] [lr 0.005909] [CE 3.447 (3.440)] [KD 0.000 (0.000)]
2022-10-30 02:30:04,496 - Train: 7.87% [14750/187500] [23.6/300.0] [batch_t 0.275 (0.294)] [data_t 0.012] [optim_t 0.263] [lr 0.005909] [CE 3.479 (3.442)] [KD 0.000 (0.000)]
2022-10-30 02:30:19,577 - Train: 7.89% [14800/187500] [23.7/300.0] [batch_t 0.272 (0.301)] [data_t 0.007] [optim_t 0.266] [lr 0.005908] [CE 3.393 (3.442)] [KD 0.000 (0.000)]
2022-10-30 02:30:34,708 - Train: 7.92% [14850/187500] [23.8/300.0] [batch_t 0.302 (0.303)] [data_t 0.013] [optim_t 0.289] [lr 0.005908] [CE 3.417 (3.436)] [KD 0.000 (0.000)]
2022-10-30 02:30:50,020 - Train: 7.95% [14900/187500] [23.8/300.0] [batch_t 0.351 (0.306)] [data_t 0.012] [optim_t 0.339] [lr 0.005907] [CE 3.388 (3.430)] [KD 0.000 (0.000)]
2022-10-30 02:31:04,548 - Train: 7.97% [14950/187500] [23.9/300.0] [batch_t 0.322 (0.290)] [data_t 0.013] [optim_t 0.309] [lr 0.005906] [CE 3.433 (3.434)] [KD 0.000 (0.000)]
2022-10-30 02:31:18,697 - Train: 8.00% [15000/187500] [24.0/300.0] [batch_t 0.236 (0.283)] [data_t 0.012] [optim_t 0.223] [lr 0.005906] [CE 3.439 (3.442)] [KD 0.000 (0.000)]
2022-10-30 02:31:18,699 - ==> Total time: 1:16:04 Eta: 14:34:50 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 02:31:37,082 - Train: 8.03% [15050/187500] [24.1/300.0] [batch_t 0.291 (0.335)] [data_t 0.013] [optim_t 0.278] [lr 0.005905] [CE 3.383 (3.403)] [KD 0.000 (0.000)]
2022-10-30 02:31:51,479 - Train: 8.05% [15100/187500] [24.2/300.0] [batch_t 0.298 (0.288)] [data_t 0.014] [optim_t 0.284] [lr 0.005905] [CE 3.504 (3.414)] [KD 0.000 (0.000)]
2022-10-30 02:32:06,058 - Train: 8.08% [15150/187500] [24.2/300.0] [batch_t 0.295 (0.291)] [data_t 0.007] [optim_t 0.288] [lr 0.005904] [CE 3.399 (3.414)] [KD 0.000 (0.000)]
2022-10-30 02:32:20,534 - Train: 8.11% [15200/187500] [24.3/300.0] [batch_t 0.301 (0.289)] [data_t 0.013] [optim_t 0.288] [lr 0.005903] [CE 3.412 (3.409)] [KD 0.000 (0.000)]
2022-10-30 02:32:34,926 - Train: 8.13% [15250/187500] [24.4/300.0] [batch_t 0.243 (0.288)] [data_t 0.012] [optim_t 0.231] [lr 0.005903] [CE 3.442 (3.419)] [KD 0.000 (0.000)]
2022-10-30 02:32:49,093 - Train: 8.16% [15300/187500] [24.5/300.0] [batch_t 0.241 (0.283)] [data_t 0.012] [optim_t 0.229] [lr 0.005902] [CE 3.447 (3.422)] [KD 0.000 (0.000)]
2022-10-30 02:33:03,882 - Train: 8.19% [15350/187500] [24.6/300.0] [batch_t 0.268 (0.296)] [data_t 0.014] [optim_t 0.253] [lr 0.005901] [CE 3.452 (3.426)] [KD 0.000 (0.000)]
2022-10-30 02:33:18,145 - Train: 8.21% [15400/187500] [24.6/300.0] [batch_t 0.286 (0.285)] [data_t 0.011] [optim_t 0.275] [lr 0.005901] [CE 3.521 (3.425)] [KD 0.000 (0.000)]
2022-10-30 02:33:32,623 - Train: 8.24% [15450/187500] [24.7/300.0] [batch_t 0.300 (0.289)] [data_t 0.011] [optim_t 0.289] [lr 0.005900] [CE 3.403 (3.420)] [KD 0.000 (0.000)]
2022-10-30 02:33:47,305 - Train: 8.27% [15500/187500] [24.8/300.0] [batch_t 0.260 (0.294)] [data_t 0.009] [optim_t 0.251] [lr 0.005899] [CE 3.430 (3.424)] [KD 0.000 (0.000)]
2022-10-30 02:34:01,981 - Train: 8.29% [15550/187500] [24.9/300.0] [batch_t 0.285 (0.293)] [data_t 0.013] [optim_t 0.272] [lr 0.005899] [CE 3.369 (3.423)] [KD 0.000 (0.000)]
2022-10-30 02:34:16,447 - Train: 8.32% [15600/187500] [25.0/300.0] [batch_t 0.260 (0.289)] [data_t 0.011] [optim_t 0.248] [lr 0.005898] [CE 3.388 (3.411)] [KD 0.000 (0.000)]
2022-10-30 02:34:32,005 - Test (net): 100.00% [50/50] [batch_t 0.034 (0.167)] [top1_cnt 26945] [top5_cnt 39506] [top_all 50000]
2022-10-30 02:34:32,006 - net: 53.890 (79.012)
2022-10-30 02:34:41,859 - Test (net_E): 100.00% [50/50] [batch_t 0.541 (0.183)] [top1_cnt 227] [top5_cnt 804] [top_all 50000]
2022-10-30 02:34:41,859 - net_E: 0.454 (1.608)
2022-10-30 02:34:42,200 - Max [top1: 53.890 (epoch: 25)] [top1-ema: 0.454 (epoch: 25)]
2022-10-30 02:34:42,200 - ==> Total time: 1:19:27 Eta: 14:34:06 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 02:34:53,817 - Train: 8.35% [15650/187500] [25.0/300.0] [batch_t 0.273 (0.385)] [data_t 0.011] [optim_t 0.261] [lr 0.005897] [CE 3.290 (3.374)] [KD 0.000 (0.000)]
2022-10-30 02:35:08,592 - Train: 8.37% [15700/187500] [25.1/300.0] [batch_t 0.293 (0.295)] [data_t 0.012] [optim_t 0.281] [lr 0.005897] [CE 3.448 (3.383)] [KD 0.000 (0.000)]
2022-10-30 02:35:23,114 - Train: 8.40% [15750/187500] [25.2/300.0] [batch_t 0.317 (0.290)] [data_t 0.013] [optim_t 0.304] [lr 0.005896] [CE 3.367 (3.407)] [KD 0.000 (0.000)]
2022-10-30 02:35:37,563 - Train: 8.43% [15800/187500] [25.3/300.0] [batch_t 0.239 (0.289)] [data_t 0.012] [optim_t 0.227] [lr 0.005896] [CE 3.420 (3.400)] [KD 0.000 (0.000)]
2022-10-30 02:35:51,983 - Train: 8.45% [15850/187500] [25.4/300.0] [batch_t 0.243 (0.288)] [data_t 0.012] [optim_t 0.231] [lr 0.005895] [CE 3.462 (3.407)] [KD 0.000 (0.000)]
2022-10-30 02:36:06,747 - Train: 8.48% [15900/187500] [25.4/300.0] [batch_t 0.295 (0.295)] [data_t 0.013] [optim_t 0.282] [lr 0.005894] [CE 3.414 (3.410)] [KD 0.000 (0.000)]
2022-10-30 02:36:21,400 - Train: 8.51% [15950/187500] [25.5/300.0] [batch_t 0.324 (0.293)] [data_t 0.013] [optim_t 0.311] [lr 0.005894] [CE 3.299 (3.400)] [KD 0.000 (0.000)]
2022-10-30 02:36:35,746 - Train: 8.53% [16000/187500] [25.6/300.0] [batch_t 0.290 (0.287)] [data_t 0.012] [optim_t 0.278] [lr 0.005893] [CE 3.491 (3.399)] [KD 0.000 (0.000)]
2022-10-30 02:36:50,536 - Train: 8.56% [16050/187500] [25.7/300.0] [batch_t 0.310 (0.296)] [data_t 0.030] [optim_t 0.280] [lr 0.005892] [CE 3.410 (3.410)] [KD 0.000 (0.000)]
2022-10-30 02:37:05,069 - Train: 8.59% [16100/187500] [25.8/300.0] [batch_t 0.287 (0.291)] [data_t 0.012] [optim_t 0.275] [lr 0.005892] [CE 3.407 (3.403)] [KD 0.000 (0.000)]
2022-10-30 02:37:19,845 - Train: 8.61% [16150/187500] [25.8/300.0] [batch_t 0.328 (0.295)] [data_t 0.011] [optim_t 0.317] [lr 0.005891] [CE 3.408 (3.406)] [KD 0.000 (0.000)]
2022-10-30 02:37:34,498 - Train: 8.64% [16200/187500] [25.9/300.0] [batch_t 0.271 (0.293)] [data_t 0.012] [optim_t 0.259] [lr 0.005890] [CE 3.396 (3.415)] [KD 0.000 (0.000)]
2022-10-30 02:37:48,888 - Train: 8.67% [16250/187500] [26.0/300.0] [batch_t 0.235 (0.288)] [data_t 0.013] [optim_t 0.222] [lr 0.005890] [CE 3.444 (3.396)] [KD 0.000 (0.000)]
2022-10-30 02:37:48,890 - ==> Total time: 1:22:34 Eta: 14:30:13 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 02:38:08,346 - Train: 8.69% [16300/187500] [26.1/300.0] [batch_t 0.269 (0.356)] [data_t 0.012] [optim_t 0.257] [lr 0.005889] [CE 3.386 (3.381)] [KD 0.000 (0.000)]
2022-10-30 02:38:22,813 - Train: 8.72% [16350/187500] [26.2/300.0] [batch_t 0.314 (0.289)] [data_t 0.013] [optim_t 0.302] [lr 0.005888] [CE 3.394 (3.375)] [KD 0.000 (0.000)]
2022-10-30 02:38:37,304 - Train: 8.75% [16400/187500] [26.2/300.0] [batch_t 0.243 (0.290)] [data_t 0.012] [optim_t 0.231] [lr 0.005887] [CE 3.401 (3.388)] [KD 0.000 (0.000)]
2022-10-30 02:38:51,936 - Train: 8.77% [16450/187500] [26.3/300.0] [batch_t 0.278 (0.293)] [data_t 0.012] [optim_t 0.266] [lr 0.005887] [CE 3.460 (3.384)] [KD 0.000 (0.000)]
2022-10-30 02:39:06,532 - Train: 8.80% [16500/187500] [26.4/300.0] [batch_t 0.288 (0.292)] [data_t 0.012] [optim_t 0.276] [lr 0.005886] [CE 3.418 (3.395)] [KD 0.000 (0.000)]
2022-10-30 02:39:21,160 - Train: 8.83% [16550/187500] [26.5/300.0] [batch_t 0.320 (0.292)] [data_t 0.012] [optim_t 0.308] [lr 0.005885] [CE 3.400 (3.395)] [KD 0.000 (0.000)]
2022-10-30 02:39:35,628 - Train: 8.85% [16600/187500] [26.6/300.0] [batch_t 0.320 (0.289)] [data_t 0.012] [optim_t 0.309] [lr 0.005885] [CE 3.405 (3.398)] [KD 0.000 (0.000)]
2022-10-30 02:39:49,911 - Train: 8.88% [16650/187500] [26.6/300.0] [batch_t 0.301 (0.286)] [data_t 0.012] [optim_t 0.289] [lr 0.005884] [CE 3.346 (3.388)] [KD 0.000 (0.000)]
2022-10-30 02:40:04,546 - Train: 8.91% [16700/187500] [26.7/300.0] [batch_t 0.258 (0.293)] [data_t 0.010] [optim_t 0.249] [lr 0.005883] [CE 3.393 (3.392)] [KD 0.000 (0.000)]
2022-10-30 02:40:18,857 - Train: 8.93% [16750/187500] [26.8/300.0] [batch_t 0.259 (0.286)] [data_t 0.012] [optim_t 0.247] [lr 0.005883] [CE 3.369 (3.377)] [KD 0.000 (0.000)]
2022-10-30 02:40:33,467 - Train: 8.96% [16800/187500] [26.9/300.0] [batch_t 0.409 (0.292)] [data_t 0.007] [optim_t 0.402] [lr 0.005882] [CE 3.455 (3.388)] [KD 0.000 (0.000)]
2022-10-30 02:40:47,974 - Train: 8.99% [16850/187500] [27.0/300.0] [batch_t 0.318 (0.290)] [data_t 0.013] [optim_t 0.306] [lr 0.005881] [CE 3.454 (3.397)] [KD 0.000 (0.000)]
2022-10-30 02:40:54,541 - ==> Total time: 1:25:40 Eta: 14:26:13 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 02:41:06,360 - Train: 9.01% [16900/187500] [27.0/300.0] [batch_t 0.302 (0.408)] [data_t 0.012] [optim_t 0.291] [lr 0.005881] [CE 3.393 (3.347)] [KD 0.000 (0.000)]
2022-10-30 02:41:20,978 - Train: 9.04% [16950/187500] [27.1/300.0] [batch_t 0.255 (0.292)] [data_t 0.007] [optim_t 0.248] [lr 0.005880] [CE 3.351 (3.355)] [KD 0.000 (0.000)]
2022-10-30 02:41:35,474 - Train: 9.07% [17000/187500] [27.2/300.0] [batch_t 0.343 (0.290)] [data_t 0.013] [optim_t 0.330] [lr 0.005879] [CE 3.452 (3.372)] [KD 0.000 (0.000)]
2022-10-30 02:41:49,897 - Train: 9.09% [17050/187500] [27.3/300.0] [batch_t 0.293 (0.288)] [data_t 0.013] [optim_t 0.280] [lr 0.005878] [CE 3.296 (3.371)] [KD 0.000 (0.000)]
2022-10-30 02:42:04,517 - Train: 9.12% [17100/187500] [27.4/300.0] [batch_t 0.354 (0.292)] [data_t 0.013] [optim_t 0.341] [lr 0.005878] [CE 3.328 (3.373)] [KD 0.000 (0.000)]
2022-10-30 02:42:18,964 - Train: 9.15% [17150/187500] [27.4/300.0] [batch_t 0.258 (0.289)] [data_t 0.013] [optim_t 0.245] [lr 0.005877] [CE 3.372 (3.384)] [KD 0.000 (0.000)]
2022-10-30 02:42:33,274 - Train: 9.17% [17200/187500] [27.5/300.0] [batch_t 0.313 (0.286)] [data_t 0.013] [optim_t 0.300] [lr 0.005876] [CE 3.396 (3.380)] [KD 0.000 (0.000)]
2022-10-30 02:42:47,749 - Train: 9.20% [17250/187500] [27.6/300.0] [batch_t 0.276 (0.289)] [data_t 0.012] [optim_t 0.265] [lr 0.005876] [CE 3.315 (3.376)] [KD 0.000 (0.000)]
2022-10-30 02:43:02,128 - Train: 9.23% [17300/187500] [27.7/300.0] [batch_t 0.266 (0.287)] [data_t 0.010] [optim_t 0.256] [lr 0.005875] [CE 3.411 (3.389)] [KD 0.000 (0.000)]
2022-10-30 02:43:16,749 - Train: 9.25% [17350/187500] [27.8/300.0] [batch_t 0.317 (0.292)] [data_t 0.014] [optim_t 0.303] [lr 0.005874] [CE 3.393 (3.386)] [KD 0.000 (0.000)]
2022-10-30 02:43:31,214 - Train: 9.28% [17400/187500] [27.8/300.0] [batch_t 0.271 (0.289)] [data_t 0.012] [optim_t 0.259] [lr 0.005873] [CE 3.416 (3.379)] [KD 0.000 (0.000)]
2022-10-30 02:43:45,544 - Train: 9.31% [17450/187500] [27.9/300.0] [batch_t 0.332 (0.286)] [data_t 0.012] [optim_t 0.319] [lr 0.005873] [CE 3.435 (3.386)] [KD 0.000 (0.000)]
2022-10-30 02:43:59,610 - Train: 9.33% [17500/187500] [28.0/300.0] [batch_t 0.235 (0.281)] [data_t 0.012] [optim_t 0.223] [lr 0.005872] [CE 3.466 (3.387)] [KD 0.000 (0.000)]
2022-10-30 02:43:59,613 - ==> Total time: 1:28:45 Eta: 14:22:11 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 02:44:19,360 - Train: 9.36% [17550/187500] [28.1/300.0] [batch_t 0.319 (0.363)] [data_t 0.013] [optim_t 0.306] [lr 0.005871] [CE 3.397 (3.349)] [KD 0.000 (0.000)]
2022-10-30 02:44:34,047 - Train: 9.39% [17600/187500] [28.2/300.0] [batch_t 0.355 (0.294)] [data_t 0.013] [optim_t 0.342] [lr 0.005871] [CE 3.395 (3.366)] [KD 0.000 (0.000)]
2022-10-30 02:44:48,758 - Train: 9.41% [17650/187500] [28.2/300.0] [batch_t 0.303 (0.294)] [data_t 0.056] [optim_t 0.246] [lr 0.005870] [CE 3.363 (3.349)] [KD 0.000 (0.000)]
2022-10-30 02:45:03,540 - Train: 9.44% [17700/187500] [28.3/300.0] [batch_t 0.282 (0.296)] [data_t 0.013] [optim_t 0.269] [lr 0.005869] [CE 3.443 (3.362)] [KD 0.000 (0.000)]
2022-10-30 02:45:18,188 - Train: 9.47% [17750/187500] [28.4/300.0] [batch_t 0.307 (0.293)] [data_t 0.013] [optim_t 0.294] [lr 0.005868] [CE 3.339 (3.375)] [KD 0.000 (0.000)]
2022-10-30 02:45:32,706 - Train: 9.49% [17800/187500] [28.5/300.0] [batch_t 0.325 (0.290)] [data_t 0.013] [optim_t 0.313] [lr 0.005868] [CE 3.383 (3.372)] [KD 0.000 (0.000)]
2022-10-30 02:45:47,451 - Train: 9.52% [17850/187500] [28.6/300.0] [batch_t 0.244 (0.295)] [data_t 0.007] [optim_t 0.237] [lr 0.005867] [CE 3.374 (3.367)] [KD 0.000 (0.000)]
2022-10-30 02:46:02,336 - Train: 9.55% [17900/187500] [28.6/300.0] [batch_t 0.300 (0.298)] [data_t 0.013] [optim_t 0.287] [lr 0.005866] [CE 3.343 (3.370)] [KD 0.000 (0.000)]
2022-10-30 02:46:17,289 - Train: 9.57% [17950/187500] [28.7/300.0] [batch_t 0.301 (0.299)] [data_t 0.012] [optim_t 0.289] [lr 0.005865] [CE 3.380 (3.368)] [KD 0.000 (0.000)]
2022-10-30 02:46:32,143 - Train: 9.60% [18000/187500] [28.8/300.0] [batch_t 0.274 (0.297)] [data_t 0.011] [optim_t 0.262] [lr 0.005865] [CE 3.401 (3.377)] [KD 0.000 (0.000)]
2022-10-30 02:46:47,011 - Train: 9.63% [18050/187500] [28.9/300.0] [batch_t 0.293 (0.297)] [data_t 0.014] [optim_t 0.279] [lr 0.005864] [CE 3.318 (3.372)] [KD 0.000 (0.000)]
2022-10-30 02:47:01,634 - Train: 9.65% [18100/187500] [29.0/300.0] [batch_t 0.318 (0.292)] [data_t 0.011] [optim_t 0.307] [lr 0.005863] [CE 3.397 (3.359)] [KD 0.000 (0.000)]
2022-10-30 02:47:08,227 - ==> Total time: 1:31:53 Eta: 14:18:46 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 02:47:20,487 - Train: 9.68% [18150/187500] [29.0/300.0] [batch_t 0.303 (0.421)] [data_t 0.010] [optim_t 0.293] [lr 0.005862] [CE 3.329 (3.340)] [KD 0.000 (0.000)]
2022-10-30 02:47:35,117 - Train: 9.71% [18200/187500] [29.1/300.0] [batch_t 0.289 (0.292)] [data_t 0.012] [optim_t 0.277] [lr 0.005862] [CE 3.323 (3.343)] [KD 0.000 (0.000)]
2022-10-30 02:47:49,676 - Train: 9.73% [18250/187500] [29.2/300.0] [batch_t 0.268 (0.291)] [data_t 0.011] [optim_t 0.257] [lr 0.005861] [CE 3.391 (3.359)] [KD 0.000 (0.000)]
2022-10-30 02:48:04,143 - Train: 9.76% [18300/187500] [29.3/300.0] [batch_t 0.241 (0.289)] [data_t 0.006] [optim_t 0.235] [lr 0.005860] [CE 3.349 (3.341)] [KD 0.000 (0.000)]
2022-10-30 02:48:18,521 - Train: 9.79% [18350/187500] [29.4/300.0] [batch_t 0.314 (0.287)] [data_t 0.013] [optim_t 0.301] [lr 0.005859] [CE 3.355 (3.368)] [KD 0.000 (0.000)]
2022-10-30 02:48:33,092 - Train: 9.81% [18400/187500] [29.4/300.0] [batch_t 0.271 (0.291)] [data_t 0.013] [optim_t 0.258] [lr 0.005859] [CE 3.287 (3.355)] [KD 0.000 (0.000)]
2022-10-30 02:48:47,570 - Train: 9.84% [18450/187500] [29.5/300.0] [batch_t 0.288 (0.289)] [data_t 0.012] [optim_t 0.276] [lr 0.005858] [CE 3.304 (3.366)] [KD 0.000 (0.000)]
2022-10-30 02:49:02,076 - Train: 9.87% [18500/187500] [29.6/300.0] [batch_t 0.299 (0.290)] [data_t 0.011] [optim_t 0.288] [lr 0.005857] [CE 3.335 (3.366)] [KD 0.000 (0.000)]
2022-10-30 02:49:16,578 - Train: 9.89% [18550/187500] [29.7/300.0] [batch_t 0.321 (0.290)] [data_t 0.007] [optim_t 0.313] [lr 0.005856] [CE 3.347 (3.356)] [KD 0.000 (0.000)]
2022-10-30 02:49:31,188 - Train: 9.92% [18600/187500] [29.8/300.0] [batch_t 0.241 (0.292)] [data_t 0.012] [optim_t 0.229] [lr 0.005856] [CE 3.369 (3.354)] [KD 0.000 (0.000)]
2022-10-30 02:49:45,863 - Train: 9.95% [18650/187500] [29.8/300.0] [batch_t 0.274 (0.293)] [data_t 0.012] [optim_t 0.262] [lr 0.005855] [CE 3.313 (3.367)] [KD 0.000 (0.000)]
2022-10-30 02:50:00,086 - Train: 9.97% [18700/187500] [29.9/300.0] [batch_t 0.349 (0.284)] [data_t 0.013] [optim_t 0.336] [lr 0.005854] [CE 3.435 (3.360)] [KD 0.000 (0.000)]
2022-10-30 02:50:14,359 - Train: 10.00% [18750/187500] [30.0/300.0] [batch_t 0.235 (0.285)] [data_t 0.013] [optim_t 0.222] [lr 0.005853] [CE 3.408 (3.352)] [KD 0.000 (0.000)]
2022-10-30 02:50:22,809 - Test (net): 100.00% [50/50] [batch_t 0.033 (0.160)] [top1_cnt 27288] [top5_cnt 39627] [top_all 50000]
2022-10-30 02:50:22,809 - net: 54.576 (79.254)
2022-10-30 02:50:31,691 - Test (net_E): 100.00% [50/50] [batch_t 0.034 (0.163)] [top1_cnt 10086] [top5_cnt 20046] [top_all 50000]
2022-10-30 02:50:31,692 - net_E: 20.172 (40.092)
2022-10-30 02:50:31,865 - Max [top1: 54.576 (epoch: 30)] [top1-ema: 20.172 (epoch: 30)]
2022-10-30 02:50:31,866 - ==> Total time: 1:35:17 Eta: 14:17:37 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 02:50:52,296 - Train: 10.03% [18800/187500] [30.1/300.0] [batch_t 0.294 (0.367)] [data_t 0.012] [optim_t 0.282] [lr 0.005852] [CE 3.308 (3.329)] [KD 0.000 (0.000)]
2022-10-30 02:51:06,937 - Train: 10.05% [18850/187500] [30.2/300.0] [batch_t 0.304 (0.293)] [data_t 0.012] [optim_t 0.292] [lr 0.005852] [CE 3.346 (3.338)] [KD 0.000 (0.000)]
2022-10-30 02:51:21,932 - Train: 10.08% [18900/187500] [30.2/300.0] [batch_t 0.303 (0.300)] [data_t 0.012] [optim_t 0.291] [lr 0.005851] [CE 3.353 (3.355)] [KD 0.000 (0.000)]
2022-10-30 02:51:36,628 - Train: 10.11% [18950/187500] [30.3/300.0] [batch_t 0.316 (0.294)] [data_t 0.013] [optim_t 0.303] [lr 0.005850] [CE 3.392 (3.333)] [KD 0.000 (0.000)]
2022-10-30 02:51:51,507 - Train: 10.13% [19000/187500] [30.4/300.0] [batch_t 0.313 (0.297)] [data_t 0.007] [optim_t 0.306] [lr 0.005849] [CE 3.335 (3.342)] [KD 0.000 (0.000)]
2022-10-30 02:52:05,921 - Train: 10.16% [19050/187500] [30.5/300.0] [batch_t 0.297 (0.288)] [data_t 0.007] [optim_t 0.290] [lr 0.005849] [CE 3.353 (3.348)] [KD 0.000 (0.000)]
2022-10-30 02:52:20,314 - Train: 10.19% [19100/187500] [30.6/300.0] [batch_t 0.271 (0.288)] [data_t 0.013] [optim_t 0.259] [lr 0.005848] [CE 3.327 (3.344)] [KD 0.000 (0.000)]
2022-10-30 02:52:34,802 - Train: 10.21% [19150/187500] [30.6/300.0] [batch_t 0.297 (0.290)] [data_t 0.009] [optim_t 0.288] [lr 0.005847] [CE 3.341 (3.346)] [KD 0.000 (0.000)]
2022-10-30 02:52:49,311 - Train: 10.24% [19200/187500] [30.7/300.0] [batch_t 0.290 (0.290)] [data_t 0.010] [optim_t 0.279] [lr 0.005846] [CE 3.320 (3.352)] [KD 0.000 (0.000)]
2022-10-30 02:53:03,980 - Train: 10.27% [19250/187500] [30.8/300.0] [batch_t 0.260 (0.293)] [data_t 0.012] [optim_t 0.248] [lr 0.005845] [CE 3.299 (3.349)] [KD 0.000 (0.000)]
2022-10-30 02:53:18,478 - Train: 10.29% [19300/187500] [30.9/300.0] [batch_t 0.308 (0.290)] [data_t 0.013] [optim_t 0.296] [lr 0.005845] [CE 3.389 (3.354)] [KD 0.000 (0.000)]
2022-10-30 02:53:33,005 - Train: 10.32% [19350/187500] [31.0/300.0] [batch_t 0.292 (0.290)] [data_t 0.038] [optim_t 0.254] [lr 0.005844] [CE 3.386 (3.346)] [KD 0.000 (0.000)]
2022-10-30 02:53:39,802 - ==> Total time: 1:38:25 Eta: 14:14:04 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 02:53:51,096 - Train: 10.35% [19400/187500] [31.0/300.0] [batch_t 0.326 (0.384)] [data_t 0.012] [optim_t 0.313] [lr 0.005843] [CE 3.321 (3.318)] [KD 0.000 (0.000)]
2022-10-30 02:54:05,654 - Train: 10.37% [19450/187500] [31.1/300.0] [batch_t 0.289 (0.291)] [data_t 0.014] [optim_t 0.275] [lr 0.005842] [CE 3.314 (3.328)] [KD 0.000 (0.000)]
2022-10-30 02:54:20,381 - Train: 10.40% [19500/187500] [31.2/300.0] [batch_t 0.350 (0.294)] [data_t 0.012] [optim_t 0.338] [lr 0.005841] [CE 3.331 (3.337)] [KD 0.000 (0.000)]
2022-10-30 02:54:34,971 - Train: 10.43% [19550/187500] [31.3/300.0] [batch_t 0.275 (0.292)] [data_t 0.013] [optim_t 0.262] [lr 0.005841] [CE 3.314 (3.349)] [KD 0.000 (0.000)]
2022-10-30 02:54:49,565 - Train: 10.45% [19600/187500] [31.4/300.0] [batch_t 0.258 (0.292)] [data_t 0.012] [optim_t 0.246] [lr 0.005840] [CE 3.400 (3.340)] [KD 0.000 (0.000)]
2022-10-30 02:55:04,162 - Train: 10.48% [19650/187500] [31.4/300.0] [batch_t 0.350 (0.292)] [data_t 0.015] [optim_t 0.335] [lr 0.005839] [CE 3.333 (3.346)] [KD 0.000 (0.000)]
2022-10-30 02:55:18,651 - Train: 10.51% [19700/187500] [31.5/300.0] [batch_t 0.260 (0.290)] [data_t 0.014] [optim_t 0.246] [lr 0.005838] [CE 3.388 (3.339)] [KD 0.000 (0.000)]
2022-10-30 02:55:33,073 - Train: 10.53% [19750/187500] [31.6/300.0] [batch_t 0.283 (0.288)] [data_t 0.013] [optim_t 0.270] [lr 0.005837] [CE 3.317 (3.358)] [KD 0.000 (0.000)]
2022-10-30 02:55:47,573 - Train: 10.56% [19800/187500] [31.7/300.0] [batch_t 0.255 (0.290)] [data_t 0.012] [optim_t 0.243] [lr 0.005836] [CE 3.375 (3.336)] [KD 0.000 (0.000)]
2022-10-30 02:56:02,167 - Train: 10.59% [19850/187500] [31.8/300.0] [batch_t 0.258 (0.292)] [data_t 0.012] [optim_t 0.246] [lr 0.005836] [CE 3.294 (3.335)] [KD 0.000 (0.000)]
2022-10-30 02:56:16,584 - Train: 10.61% [19900/187500] [31.8/300.0] [batch_t 0.301 (0.288)] [data_t 0.012] [optim_t 0.289] [lr 0.005835] [CE 3.432 (3.343)] [KD 0.000 (0.000)]
2022-10-30 02:56:31,459 - Train: 10.64% [19950/187500] [31.9/300.0] [batch_t 0.253 (0.297)] [data_t 0.006] [optim_t 0.246] [lr 0.005834] [CE 3.349 (3.341)] [KD 0.000 (0.000)]
2022-10-30 02:56:45,513 - Train: 10.67% [20000/187500] [32.0/300.0] [batch_t 0.235 (0.281)] [data_t 0.011] [optim_t 0.224] [lr 0.005833] [CE 3.240 (3.347)] [KD 0.000 (0.000)]
2022-10-30 02:56:45,515 - ==> Total time: 1:41:31 Eta: 14:10:13 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 02:57:04,668 - Train: 10.69% [20050/187500] [32.1/300.0] [batch_t 0.270 (0.355)] [data_t 0.013] [optim_t 0.258] [lr 0.005832] [CE 3.361 (3.315)] [KD 0.000 (0.000)]
2022-10-30 02:57:19,200 - Train: 10.72% [20100/187500] [32.2/300.0] [batch_t 0.321 (0.291)] [data_t 0.013] [optim_t 0.309] [lr 0.005832] [CE 3.316 (3.313)] [KD 0.000 (0.000)]
2022-10-30 02:57:33,897 - Train: 10.75% [20150/187500] [32.2/300.0] [batch_t 0.307 (0.294)] [data_t 0.033] [optim_t 0.274] [lr 0.005831] [CE 3.390 (3.320)] [KD 0.000 (0.000)]
2022-10-30 02:57:48,630 - Train: 10.77% [20200/187500] [32.3/300.0] [batch_t 0.261 (0.295)] [data_t 0.007] [optim_t 0.254] [lr 0.005830] [CE 3.342 (3.343)] [KD 0.000 (0.000)]
2022-10-30 02:58:03,242 - Train: 10.80% [20250/187500] [32.4/300.0] [batch_t 0.336 (0.292)] [data_t 0.012] [optim_t 0.324] [lr 0.005829] [CE 3.332 (3.323)] [KD 0.000 (0.000)]
2022-10-30 02:58:17,931 - Train: 10.83% [20300/187500] [32.5/300.0] [batch_t 0.250 (0.294)] [data_t 0.012] [optim_t 0.238] [lr 0.005828] [CE 3.313 (3.341)] [KD 0.000 (0.000)]
2022-10-30 02:58:32,472 - Train: 10.85% [20350/187500] [32.6/300.0] [batch_t 0.273 (0.291)] [data_t 0.012] [optim_t 0.261] [lr 0.005827] [CE 3.369 (3.336)] [KD 0.000 (0.000)]
2022-10-30 02:58:47,085 - Train: 10.88% [20400/187500] [32.6/300.0] [batch_t 0.322 (0.292)] [data_t 0.013] [optim_t 0.309] [lr 0.005826] [CE 3.387 (3.336)] [KD 0.000 (0.000)]
2022-10-30 02:59:01,553 - Train: 10.91% [20450/187500] [32.7/300.0] [batch_t 0.291 (0.289)] [data_t 0.014] [optim_t 0.278] [lr 0.005826] [CE 3.310 (3.339)] [KD 0.000 (0.000)]
2022-10-30 02:59:16,077 - Train: 10.93% [20500/187500] [32.8/300.0] [batch_t 0.298 (0.290)] [data_t 0.013] [optim_t 0.285] [lr 0.005825] [CE 3.437 (3.328)] [KD 0.000 (0.000)]
2022-10-30 02:59:30,573 - Train: 10.96% [20550/187500] [32.9/300.0] [batch_t 0.313 (0.290)] [data_t 0.014] [optim_t 0.299] [lr 0.005824] [CE 3.330 (3.346)] [KD 0.000 (0.000)]
2022-10-30 02:59:45,187 - Train: 10.99% [20600/187500] [33.0/300.0] [batch_t 0.299 (0.292)] [data_t 0.007] [optim_t 0.293] [lr 0.005823] [CE 3.355 (3.340)] [KD 0.000 (0.000)]
2022-10-30 02:59:51,748 - ==> Total time: 1:44:37 Eta: 14:06:29 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 03:00:02,160 - Train: 11.01% [20650/187500] [33.0/300.0] [batch_t 0.300 (0.361)] [data_t 0.012] [optim_t 0.288] [lr 0.005822] [CE 3.300 (3.303)] [KD 0.000 (0.000)]
2022-10-30 03:00:16,473 - Train: 11.04% [20700/187500] [33.1/300.0] [batch_t 0.287 (0.286)] [data_t 0.013] [optim_t 0.275] [lr 0.005821] [CE 3.275 (3.307)] [KD 0.000 (0.000)]
2022-10-30 03:00:30,656 - Train: 11.07% [20750/187500] [33.2/300.0] [batch_t 0.292 (0.284)] [data_t 0.011] [optim_t 0.280] [lr 0.005821] [CE 3.334 (3.317)] [KD 0.000 (0.000)]
2022-10-30 03:00:45,122 - Train: 11.09% [20800/187500] [33.3/300.0] [batch_t 0.399 (0.289)] [data_t 0.012] [optim_t 0.386] [lr 0.005820] [CE 3.322 (3.334)] [KD 0.000 (0.000)]
2022-10-30 03:00:59,320 - Train: 11.12% [20850/187500] [33.4/300.0] [batch_t 0.278 (0.284)] [data_t 0.010] [optim_t 0.267] [lr 0.005819] [CE 3.365 (3.329)] [KD 0.000 (0.000)]
2022-10-30 03:01:13,649 - Train: 11.15% [20900/187500] [33.4/300.0] [batch_t 0.261 (0.286)] [data_t 0.013] [optim_t 0.248] [lr 0.005818] [CE 3.243 (3.327)] [KD 0.000 (0.000)]
2022-10-30 03:01:27,913 - Train: 11.17% [20950/187500] [33.5/300.0] [batch_t 0.301 (0.285)] [data_t 0.014] [optim_t 0.287] [lr 0.005817] [CE 3.348 (3.324)] [KD 0.000 (0.000)]
2022-10-30 03:01:42,325 - Train: 11.20% [21000/187500] [33.6/300.0] [batch_t 0.266 (0.288)] [data_t 0.013] [optim_t 0.253] [lr 0.005816] [CE 3.311 (3.330)] [KD 0.000 (0.000)]
2022-10-30 03:01:56,516 - Train: 11.23% [21050/187500] [33.7/300.0] [batch_t 0.272 (0.284)] [data_t 0.013] [optim_t 0.259] [lr 0.005815] [CE 3.283 (3.330)] [KD 0.000 (0.000)]
2022-10-30 03:02:11,017 - Train: 11.25% [21100/187500] [33.8/300.0] [batch_t 0.273 (0.290)] [data_t 0.014] [optim_t 0.259] [lr 0.005815] [CE 3.355 (3.342)] [KD 0.000 (0.000)]
2022-10-30 03:02:25,379 - Train: 11.28% [21150/187500] [33.8/300.0] [batch_t 0.290 (0.287)] [data_t 0.012] [optim_t 0.278] [lr 0.005814] [CE 3.321 (3.320)] [KD 0.000 (0.000)]
2022-10-30 03:02:39,839 - Train: 11.31% [21200/187500] [33.9/300.0] [batch_t 0.251 (0.289)] [data_t 0.013] [optim_t 0.238] [lr 0.005813] [CE 3.291 (3.330)] [KD 0.000 (0.000)]
2022-10-30 03:02:53,719 - Train: 11.33% [21250/187500] [34.0/300.0] [batch_t 0.236 (0.277)] [data_t 0.012] [optim_t 0.224] [lr 0.005812] [CE 3.289 (3.318)] [KD 0.000 (0.000)]
2022-10-30 03:02:53,722 - ==> Total time: 1:47:39 Eta: 14:02:15 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 03:03:12,143 - Train: 11.36% [21300/187500] [34.1/300.0] [batch_t 0.269 (0.346)] [data_t 0.010] [optim_t 0.259] [lr 0.005811] [CE 3.261 (3.292)] [KD 0.000 (0.000)]
2022-10-30 03:03:26,629 - Train: 11.39% [21350/187500] [34.2/300.0] [batch_t 0.252 (0.290)] [data_t 0.012] [optim_t 0.240] [lr 0.005810] [CE 3.233 (3.315)] [KD 0.000 (0.000)]
2022-10-30 03:03:41,405 - Train: 11.41% [21400/187500] [34.2/300.0] [batch_t 0.276 (0.295)] [data_t 0.011] [optim_t 0.265] [lr 0.005809] [CE 3.393 (3.322)] [KD 0.000 (0.000)]
2022-10-30 03:03:55,736 - Train: 11.44% [21450/187500] [34.3/300.0] [batch_t 0.299 (0.287)] [data_t 0.013] [optim_t 0.286] [lr 0.005808] [CE 3.276 (3.317)] [KD 0.000 (0.000)]
2022-10-30 03:04:10,334 - Train: 11.47% [21500/187500] [34.4/300.0] [batch_t 0.308 (0.292)] [data_t 0.013] [optim_t 0.296] [lr 0.005807] [CE 3.300 (3.314)] [KD 0.000 (0.000)]
2022-10-30 03:04:24,780 - Train: 11.49% [21550/187500] [34.5/300.0] [batch_t 0.246 (0.289)] [data_t 0.012] [optim_t 0.233] [lr 0.005807] [CE 3.301 (3.333)] [KD 0.000 (0.000)]
2022-10-30 03:04:39,698 - Train: 11.52% [21600/187500] [34.6/300.0] [batch_t 0.323 (0.298)] [data_t 0.012] [optim_t 0.311] [lr 0.005806] [CE 3.301 (3.324)] [KD 0.000 (0.000)]
2022-10-30 03:04:54,626 - Train: 11.55% [21650/187500] [34.6/300.0] [batch_t 0.285 (0.298)] [data_t 0.011] [optim_t 0.274] [lr 0.005805] [CE 3.268 (3.311)] [KD 0.000 (0.000)]
2022-10-30 03:05:09,279 - Train: 11.57% [21700/187500] [34.7/300.0] [batch_t 0.340 (0.293)] [data_t 0.007] [optim_t 0.333] [lr 0.005804] [CE 3.301 (3.321)] [KD 0.000 (0.000)]
2022-10-30 03:05:23,888 - Train: 11.60% [21750/187500] [34.8/300.0] [batch_t 0.380 (0.292)] [data_t 0.013] [optim_t 0.367] [lr 0.005803] [CE 3.283 (3.319)] [KD 0.000 (0.000)]
2022-10-30 03:05:38,866 - Train: 11.63% [21800/187500] [34.9/300.0] [batch_t 0.333 (0.299)] [data_t 0.013] [optim_t 0.320] [lr 0.005802] [CE 3.305 (3.322)] [KD 0.000 (0.000)]
2022-10-30 03:05:53,439 - Train: 11.65% [21850/187500] [35.0/300.0] [batch_t 0.332 (0.291)] [data_t 0.013] [optim_t 0.320] [lr 0.005801] [CE 3.356 (3.321)] [KD 0.000 (0.000)]
2022-10-30 03:06:08,855 - Test (net): 100.00% [50/50] [batch_t 0.034 (0.166)] [top1_cnt 26814] [top5_cnt 39155] [top_all 50000]
2022-10-30 03:06:08,856 - net: 53.628 (78.310)
2022-10-30 03:06:17,767 - Test (net_E): 100.00% [50/50] [batch_t 0.034 (0.163)] [top1_cnt 22418] [top5_cnt 34978] [top_all 50000]
2022-10-30 03:06:17,768 - net_E: 44.836 (69.956)
2022-10-30 03:06:18,050 - Max [top1: 54.576 (epoch: 30)] [top1-ema: 44.836 (epoch: 35)]
2022-10-30 03:06:18,051 - ==> Total time: 1:51:03 Eta: 14:00:53 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 03:06:29,661 - Train: 11.68% [21900/187500] [35.0/300.0] [batch_t 0.271 (0.400)] [data_t 0.012] [optim_t 0.259] [lr 0.005800] [CE 3.336 (3.287)] [KD 0.000 (0.000)]
2022-10-30 03:06:44,354 - Train: 11.71% [21950/187500] [35.1/300.0] [batch_t 0.274 (0.294)] [data_t 0.012] [optim_t 0.262] [lr 0.005799] [CE 3.258 (3.292)] [KD 0.000 (0.000)]
2022-10-30 03:06:58,934 - Train: 11.73% [22000/187500] [35.2/300.0] [batch_t 0.344 (0.291)] [data_t 0.012] [optim_t 0.332] [lr 0.005799] [CE 3.267 (3.313)] [KD 0.000 (0.000)]
2022-10-30 03:07:13,693 - Train: 11.76% [22050/187500] [35.3/300.0] [batch_t 0.274 (0.295)] [data_t 0.013] [optim_t 0.261] [lr 0.005798] [CE 3.352 (3.312)] [KD 0.000 (0.000)]
2022-10-30 03:07:28,057 - Train: 11.79% [22100/187500] [35.4/300.0] [batch_t 0.250 (0.287)] [data_t 0.012] [optim_t 0.238] [lr 0.005797] [CE 3.339 (3.312)] [KD 0.000 (0.000)]
2022-10-30 03:07:42,660 - Train: 11.81% [22150/187500] [35.4/300.0] [batch_t 0.327 (0.292)] [data_t 0.013] [optim_t 0.315] [lr 0.005796] [CE 3.395 (3.318)] [KD 0.000 (0.000)]
2022-10-30 03:07:57,172 - Train: 11.84% [22200/187500] [35.5/300.0] [batch_t 0.346 (0.290)] [data_t 0.012] [optim_t 0.334] [lr 0.005795] [CE 3.279 (3.319)] [KD 0.000 (0.000)]
2022-10-30 03:08:11,616 - Train: 11.87% [22250/187500] [35.6/300.0] [batch_t 0.343 (0.289)] [data_t 0.012] [optim_t 0.331] [lr 0.005794] [CE 3.320 (3.310)] [KD 0.000 (0.000)]
2022-10-30 03:08:26,194 - Train: 11.89% [22300/187500] [35.7/300.0] [batch_t 0.277 (0.291)] [data_t 0.013] [optim_t 0.264] [lr 0.005793] [CE 3.337 (3.322)] [KD 0.000 (0.000)]
2022-10-30 03:08:40,662 - Train: 11.92% [22350/187500] [35.8/300.0] [batch_t 0.278 (0.289)] [data_t 0.013] [optim_t 0.265] [lr 0.005792] [CE 3.263 (3.323)] [KD 0.000 (0.000)]
2022-10-30 03:08:55,320 - Train: 11.95% [22400/187500] [35.8/300.0] [batch_t 0.261 (0.293)] [data_t 0.013] [optim_t 0.249] [lr 0.005791] [CE 3.327 (3.318)] [KD 0.000 (0.000)]
2022-10-30 03:09:09,931 - Train: 11.97% [22450/187500] [35.9/300.0] [batch_t 0.299 (0.292)] [data_t 0.012] [optim_t 0.287] [lr 0.005790] [CE 3.290 (3.308)] [KD 0.000 (0.000)]
2022-10-30 03:09:24,267 - Train: 12.00% [22500/187500] [36.0/300.0] [batch_t 0.235 (0.287)] [data_t 0.013] [optim_t 0.223] [lr 0.005789] [CE 3.339 (3.326)] [KD 0.000 (0.000)]
2022-10-30 03:09:24,269 - ==> Total time: 1:54:09 Eta: 13:57:12 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 03:09:43,206 - Train: 12.03% [22550/187500] [36.1/300.0] [batch_t 0.339 (0.345)] [data_t 0.012] [optim_t 0.327] [lr 0.005788] [CE 3.278 (3.282)] [KD 0.000 (0.000)]
2022-10-30 03:09:57,766 - Train: 12.05% [22600/187500] [36.2/300.0] [batch_t 0.306 (0.291)] [data_t 0.013] [optim_t 0.293] [lr 0.005788] [CE 3.225 (3.296)] [KD 0.000 (0.000)]
2022-10-30 03:10:12,473 - Train: 12.08% [22650/187500] [36.2/300.0] [batch_t 0.299 (0.294)] [data_t 0.015] [optim_t 0.284] [lr 0.005787] [CE 3.347 (3.305)] [KD 0.000 (0.000)]
2022-10-30 03:10:27,209 - Train: 12.11% [22700/187500] [36.3/300.0] [batch_t 0.256 (0.295)] [data_t 0.013] [optim_t 0.243] [lr 0.005786] [CE 3.377 (3.303)] [KD 0.000 (0.000)]
2022-10-30 03:10:41,678 - Train: 12.13% [22750/187500] [36.4/300.0] [batch_t 0.315 (0.289)] [data_t 0.014] [optim_t 0.301] [lr 0.005785] [CE 3.319 (3.304)] [KD 0.000 (0.000)]
2022-10-30 03:10:56,154 - Train: 12.16% [22800/187500] [36.5/300.0] [batch_t 0.392 (0.289)] [data_t 0.012] [optim_t 0.380] [lr 0.005784] [CE 3.328 (3.315)] [KD 0.000 (0.000)]
2022-10-30 03:11:10,703 - Train: 12.19% [22850/187500] [36.6/300.0] [batch_t 0.333 (0.291)] [data_t 0.012] [optim_t 0.321] [lr 0.005783] [CE 3.252 (3.317)] [KD 0.000 (0.000)]
2022-10-30 03:11:25,195 - Train: 12.21% [22900/187500] [36.6/300.0] [batch_t 0.240 (0.290)] [data_t 0.011] [optim_t 0.228] [lr 0.005782] [CE 3.321 (3.308)] [KD 0.000 (0.000)]
2022-10-30 03:11:40,237 - Train: 12.24% [22950/187500] [36.7/300.0] [batch_t 0.268 (0.301)] [data_t 0.013] [optim_t 0.255] [lr 0.005781] [CE 3.227 (3.315)] [KD 0.000 (0.000)]
2022-10-30 03:11:55,543 - Train: 12.27% [23000/187500] [36.8/300.0] [batch_t 0.308 (0.306)] [data_t 0.032] [optim_t 0.276] [lr 0.005780] [CE 3.348 (3.319)] [KD 0.000 (0.000)]
2022-10-30 03:12:10,274 - Train: 12.29% [23050/187500] [36.9/300.0] [batch_t 0.293 (0.295)] [data_t 0.013] [optim_t 0.280] [lr 0.005779] [CE 3.336 (3.314)] [KD 0.000 (0.000)]
2022-10-30 03:12:24,967 - Train: 12.32% [23100/187500] [37.0/300.0] [batch_t 0.281 (0.294)] [data_t 0.013] [optim_t 0.268] [lr 0.005778] [CE 3.304 (3.306)] [KD 0.000 (0.000)]
2022-10-30 03:12:31,905 - ==> Total time: 1:57:17 Eta: 13:53:43 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 03:12:43,301 - Train: 12.35% [23150/187500] [37.0/300.0] [batch_t 0.285 (0.385)] [data_t 0.012] [optim_t 0.273] [lr 0.005777] [CE 3.317 (3.291)] [KD 0.000 (0.000)]
2022-10-30 03:12:57,974 - Train: 12.37% [23200/187500] [37.1/300.0] [batch_t 0.255 (0.293)] [data_t 0.011] [optim_t 0.244] [lr 0.005776] [CE 3.324 (3.281)] [KD 0.000 (0.000)]
2022-10-30 03:13:12,589 - Train: 12.40% [23250/187500] [37.2/300.0] [batch_t 0.279 (0.292)] [data_t 0.011] [optim_t 0.267] [lr 0.005775] [CE 3.216 (3.294)] [KD 0.000 (0.000)]
2022-10-30 03:13:27,058 - Train: 12.43% [23300/187500] [37.3/300.0] [batch_t 0.265 (0.289)] [data_t 0.007] [optim_t 0.258] [lr 0.005774] [CE 3.288 (3.307)] [KD 0.000 (0.000)]
2022-10-30 03:13:41,632 - Train: 12.45% [23350/187500] [37.4/300.0] [batch_t 0.252 (0.291)] [data_t 0.012] [optim_t 0.240] [lr 0.005773] [CE 3.315 (3.302)] [KD 0.000 (0.000)]
2022-10-30 03:13:56,501 - Train: 12.48% [23400/187500] [37.4/300.0] [batch_t 0.301 (0.297)] [data_t 0.012] [optim_t 0.289] [lr 0.005772] [CE 3.327 (3.304)] [KD 0.000 (0.000)]
2022-10-30 03:14:10,974 - Train: 12.51% [23450/187500] [37.5/300.0] [batch_t 0.274 (0.289)] [data_t 0.012] [optim_t 0.262] [lr 0.005771] [CE 3.375 (3.318)] [KD 0.000 (0.000)]
2022-10-30 03:14:26,033 - Train: 12.53% [23500/187500] [37.6/300.0] [batch_t 0.300 (0.301)] [data_t 0.007] [optim_t 0.293] [lr 0.005770] [CE 3.319 (3.306)] [KD 0.000 (0.000)]
2022-10-30 03:14:40,529 - Train: 12.56% [23550/187500] [37.7/300.0] [batch_t 0.267 (0.290)] [data_t 0.013] [optim_t 0.255] [lr 0.005770] [CE 3.371 (3.314)] [KD 0.000 (0.000)]
2022-10-30 03:14:55,215 - Train: 12.59% [23600/187500] [37.8/300.0] [batch_t 0.302 (0.294)] [data_t 0.011] [optim_t 0.291] [lr 0.005769] [CE 3.256 (3.302)] [KD 0.000 (0.000)]
2022-10-30 03:15:10,054 - Train: 12.61% [23650/187500] [37.8/300.0] [batch_t 0.271 (0.297)] [data_t 0.011] [optim_t 0.260] [lr 0.005768] [CE 3.324 (3.304)] [KD 0.000 (0.000)]
2022-10-30 03:15:24,485 - Train: 12.64% [23700/187500] [37.9/300.0] [batch_t 0.275 (0.288)] [data_t 0.013] [optim_t 0.262] [lr 0.005767] [CE 3.298 (3.314)] [KD 0.000 (0.000)]
2022-10-30 03:15:38,672 - Train: 12.67% [23750/187500] [38.0/300.0] [batch_t 0.236 (0.284)] [data_t 0.012] [optim_t 0.224] [lr 0.005766] [CE 3.283 (3.304)] [KD 0.000 (0.000)]
2022-10-30 03:15:38,674 - ==> Total time: 2:00:24 Eta: 13:50:09 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 03:15:56,966 - Train: 12.69% [23800/187500] [38.1/300.0] [batch_t 0.238 (0.337)] [data_t 0.007] [optim_t 0.231] [lr 0.005765] [CE 3.220 (3.272)] [KD 0.000 (0.000)]
2022-10-30 03:16:11,290 - Train: 12.72% [23850/187500] [38.2/300.0] [batch_t 0.243 (0.286)] [data_t 0.014] [optim_t 0.229] [lr 0.005764] [CE 3.270 (3.285)] [KD 0.000 (0.000)]
2022-10-30 03:16:25,789 - Train: 12.75% [23900/187500] [38.2/300.0] [batch_t 0.255 (0.290)] [data_t 0.012] [optim_t 0.243] [lr 0.005763] [CE 3.384 (3.283)] [KD 0.000 (0.000)]
2022-10-30 03:16:40,421 - Train: 12.77% [23950/187500] [38.3/300.0] [batch_t 0.331 (0.292)] [data_t 0.013] [optim_t 0.318] [lr 0.005762] [CE 3.273 (3.297)] [KD 0.000 (0.000)]
2022-10-30 03:16:55,076 - Train: 12.80% [24000/187500] [38.4/300.0] [batch_t 0.265 (0.293)] [data_t 0.007] [optim_t 0.258] [lr 0.005761] [CE 3.295 (3.297)] [KD 0.000 (0.000)]
2022-10-30 03:17:09,471 - Train: 12.83% [24050/187500] [38.5/300.0] [batch_t 0.276 (0.288)] [data_t 0.012] [optim_t 0.264] [lr 0.005760] [CE 3.230 (3.309)] [KD 0.000 (0.000)]
2022-10-30 03:17:23,950 - Train: 12.85% [24100/187500] [38.6/300.0] [batch_t 0.291 (0.289)] [data_t 0.013] [optim_t 0.278] [lr 0.005759] [CE 3.289 (3.304)] [KD 0.000 (0.000)]
2022-10-30 03:17:38,459 - Train: 12.88% [24150/187500] [38.6/300.0] [batch_t 0.318 (0.290)] [data_t 0.013] [optim_t 0.305] [lr 0.005758] [CE 3.331 (3.310)] [KD 0.000 (0.000)]
2022-10-30 03:17:53,100 - Train: 12.91% [24200/187500] [38.7/300.0] [batch_t 0.283 (0.293)] [data_t 0.012] [optim_t 0.271] [lr 0.005757] [CE 3.341 (3.303)] [KD 0.000 (0.000)]
2022-10-30 03:18:07,926 - Train: 12.93% [24250/187500] [38.8/300.0] [batch_t 0.298 (0.296)] [data_t 0.011] [optim_t 0.287] [lr 0.005756] [CE 3.194 (3.286)] [KD 0.000 (0.000)]
2022-10-30 03:18:22,917 - Train: 12.96% [24300/187500] [38.9/300.0] [batch_t 0.283 (0.300)] [data_t 0.012] [optim_t 0.271] [lr 0.005755] [CE 3.250 (3.294)] [KD 0.000 (0.000)]
2022-10-30 03:18:38,174 - Train: 12.99% [24350/187500] [39.0/300.0] [batch_t 0.305 (0.305)] [data_t 0.013] [optim_t 0.293] [lr 0.005754] [CE 3.230 (3.304)] [KD 0.000 (0.000)]
2022-10-30 03:18:44,884 - ==> Total time: 2:03:30 Eta: 13:46:33 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 03:18:55,615 - Train: 13.01% [24400/187500] [39.0/300.0] [batch_t 0.268 (0.377)] [data_t 0.013] [optim_t 0.255] [lr 0.005753] [CE 3.273 (3.266)] [KD 0.000 (0.000)]
2022-10-30 03:19:10,042 - Train: 13.04% [24450/187500] [39.1/300.0] [batch_t 0.286 (0.288)] [data_t 0.013] [optim_t 0.273] [lr 0.005752] [CE 3.269 (3.279)] [KD 0.000 (0.000)]
2022-10-30 03:19:24,551 - Train: 13.07% [24500/187500] [39.2/300.0] [batch_t 0.298 (0.290)] [data_t 0.013] [optim_t 0.286] [lr 0.005751] [CE 3.328 (3.281)] [KD 0.000 (0.000)]
2022-10-30 03:19:39,084 - Train: 13.09% [24550/187500] [39.3/300.0] [batch_t 0.265 (0.291)] [data_t 0.012] [optim_t 0.252] [lr 0.005750] [CE 3.274 (3.286)] [KD 0.000 (0.000)]
2022-10-30 03:19:53,695 - Train: 13.12% [24600/187500] [39.4/300.0] [batch_t 0.284 (0.292)] [data_t 0.013] [optim_t 0.271] [lr 0.005749] [CE 3.302 (3.280)] [KD 0.000 (0.000)]
2022-10-30 03:20:08,168 - Train: 13.15% [24650/187500] [39.4/300.0] [batch_t 0.395 (0.289)] [data_t 0.012] [optim_t 0.383] [lr 0.005748] [CE 3.279 (3.291)] [KD 0.000 (0.000)]
2022-10-30 03:20:22,567 - Train: 13.17% [24700/187500] [39.5/300.0] [batch_t 0.324 (0.288)] [data_t 0.013] [optim_t 0.311] [lr 0.005747] [CE 3.315 (3.301)] [KD 0.000 (0.000)]
2022-10-30 03:20:37,138 - Train: 13.20% [24750/187500] [39.6/300.0] [batch_t 0.293 (0.291)] [data_t 0.013] [optim_t 0.280] [lr 0.005746] [CE 3.237 (3.293)] [KD 0.000 (0.000)]
2022-10-30 03:20:51,701 - Train: 13.23% [24800/187500] [39.7/300.0] [batch_t 0.291 (0.291)] [data_t 0.013] [optim_t 0.278] [lr 0.005745] [CE 3.284 (3.295)] [KD 0.000 (0.000)]
2022-10-30 03:21:06,247 - Train: 13.25% [24850/187500] [39.8/300.0] [batch_t 0.260 (0.291)] [data_t 0.014] [optim_t 0.246] [lr 0.005744] [CE 3.340 (3.287)] [KD 0.000 (0.000)]
2022-10-30 03:21:20,997 - Train: 13.28% [24900/187500] [39.8/300.0] [batch_t 0.307 (0.295)] [data_t 0.013] [optim_t 0.294] [lr 0.005743] [CE 3.328 (3.296)] [KD 0.000 (0.000)]
2022-10-30 03:21:35,535 - Train: 13.31% [24950/187500] [39.9/300.0] [batch_t 0.255 (0.291)] [data_t 0.013] [optim_t 0.242] [lr 0.005742] [CE 3.332 (3.311)] [KD 0.000 (0.000)]
2022-10-30 03:21:49,498 - Train: 13.33% [25000/187500] [40.0/300.0] [batch_t 0.236 (0.279)] [data_t 0.012] [optim_t 0.224] [lr 0.005741] [CE 3.333 (3.302)] [KD 0.000 (0.000)]
2022-10-30 03:21:57,947 - Test (net): 100.00% [50/50] [batch_t 0.034 (0.160)] [top1_cnt 28094] [top5_cnt 40229] [top_all 50000]
2022-10-30 03:21:57,947 - net: 56.188 (80.458)
2022-10-30 03:22:08,138 - Test (net_E): 100.00% [50/50] [batch_t 0.034 (0.189)] [top1_cnt 27457] [top5_cnt 39552] [top_all 50000]
2022-10-30 03:22:08,139 - net_E: 54.914 (79.104)
2022-10-30 03:22:08,500 - Max [top1: 56.188 (epoch: 40)] [top1-ema: 54.914 (epoch: 40)]
2022-10-30 03:22:08,500 - ==> Total time: 2:06:54 Eta: 13:44:52 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 03:22:27,247 - Train: 13.36% [25050/187500] [40.1/300.0] [batch_t 0.286 (0.338)] [data_t 0.012] [optim_t 0.273] [lr 0.005740] [CE 3.279 (3.267)] [KD 0.000 (0.000)]
2022-10-30 03:22:41,566 - Train: 13.39% [25100/187500] [40.2/300.0] [batch_t 0.304 (0.286)] [data_t 0.013] [optim_t 0.290] [lr 0.005739] [CE 3.353 (3.279)] [KD 0.000 (0.000)]
2022-10-30 03:22:56,043 - Train: 13.41% [25150/187500] [40.2/300.0] [batch_t 0.241 (0.289)] [data_t 0.012] [optim_t 0.229] [lr 0.005738] [CE 3.332 (3.289)] [KD 0.000 (0.000)]
2022-10-30 03:23:10,777 - Train: 13.44% [25200/187500] [40.3/300.0] [batch_t 0.328 (0.295)] [data_t 0.012] [optim_t 0.315] [lr 0.005737] [CE 3.334 (3.276)] [KD 0.000 (0.000)]
2022-10-30 03:23:25,161 - Train: 13.47% [25250/187500] [40.4/300.0] [batch_t 0.304 (0.288)] [data_t 0.013] [optim_t 0.291] [lr 0.005736] [CE 3.338 (3.287)] [KD 0.000 (0.000)]
2022-10-30 03:23:39,554 - Train: 13.49% [25300/187500] [40.5/300.0] [batch_t 0.284 (0.288)] [data_t 0.012] [optim_t 0.272] [lr 0.005735] [CE 3.232 (3.287)] [KD 0.000 (0.000)]
2022-10-30 03:23:54,277 - Train: 13.52% [25350/187500] [40.6/300.0] [batch_t 0.303 (0.294)] [data_t 0.013] [optim_t 0.290] [lr 0.005733] [CE 3.308 (3.291)] [KD 0.000 (0.000)]
2022-10-30 03:24:08,833 - Train: 13.55% [25400/187500] [40.6/300.0] [batch_t 0.344 (0.291)] [data_t 0.012] [optim_t 0.331] [lr 0.005732] [CE 3.320 (3.287)] [KD 0.000 (0.000)]
2022-10-30 03:24:23,407 - Train: 13.57% [25450/187500] [40.7/300.0] [batch_t 0.289 (0.291)] [data_t 0.012] [optim_t 0.276] [lr 0.005731] [CE 3.369 (3.298)] [KD 0.000 (0.000)]
2022-10-30 03:24:37,905 - Train: 13.60% [25500/187500] [40.8/300.0] [batch_t 0.314 (0.290)] [data_t 0.012] [optim_t 0.302] [lr 0.005730] [CE 3.422 (3.303)] [KD 0.000 (0.000)]
2022-10-30 03:24:52,484 - Train: 13.63% [25550/187500] [40.9/300.0] [batch_t 0.253 (0.291)] [data_t 0.012] [optim_t 0.241] [lr 0.005729] [CE 3.320 (3.302)] [KD 0.000 (0.000)]
2022-10-30 03:25:07,027 - Train: 13.65% [25600/187500] [41.0/300.0] [batch_t 0.272 (0.291)] [data_t 0.012] [optim_t 0.260] [lr 0.005728] [CE 3.316 (3.301)] [KD 0.000 (0.000)]
2022-10-30 03:25:13,819 - ==> Total time: 2:09:59 Eta: 13:41:09 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 03:25:24,792 - Train: 13.68% [25650/187500] [41.0/300.0] [batch_t 0.242 (0.384)] [data_t 0.011] [optim_t 0.231] [lr 0.005727] [CE 3.313 (3.274)] [KD 0.000 (0.000)]
2022-10-30 03:25:39,744 - Train: 13.71% [25700/187500] [41.1/300.0] [batch_t 0.288 (0.299)] [data_t 0.013] [optim_t 0.275] [lr 0.005726] [CE 3.364 (3.273)] [KD 0.000 (0.000)]
2022-10-30 03:25:54,266 - Train: 13.73% [25750/187500] [41.2/300.0] [batch_t 0.324 (0.290)] [data_t 0.013] [optim_t 0.311] [lr 0.005725] [CE 3.350 (3.276)] [KD 0.000 (0.000)]
2022-10-30 03:26:08,570 - Train: 13.76% [25800/187500] [41.3/300.0] [batch_t 0.258 (0.286)] [data_t 0.012] [optim_t 0.246] [lr 0.005724] [CE 3.303 (3.270)] [KD 0.000 (0.000)]
2022-10-30 03:26:23,176 - Train: 13.79% [25850/187500] [41.4/300.0] [batch_t 0.312 (0.292)] [data_t 0.011] [optim_t 0.301] [lr 0.005723] [CE 3.318 (3.281)] [KD 0.000 (0.000)]
2022-10-30 03:26:37,691 - Train: 13.81% [25900/187500] [41.4/300.0] [batch_t 0.271 (0.290)] [data_t 0.012] [optim_t 0.259] [lr 0.005722] [CE 3.262 (3.279)] [KD 0.000 (0.000)]
2022-10-30 03:26:52,544 - Train: 13.84% [25950/187500] [41.5/300.0] [batch_t 0.317 (0.297)] [data_t 0.012] [optim_t 0.305] [lr 0.005721] [CE 3.240 (3.292)] [KD 0.000 (0.000)]
2022-10-30 03:27:07,477 - Train: 13.87% [26000/187500] [41.6/300.0] [batch_t 0.266 (0.299)] [data_t 0.013] [optim_t 0.253] [lr 0.005720] [CE 3.259 (3.283)] [KD 0.000 (0.000)]
2022-10-30 03:27:22,133 - Train: 13.89% [26050/187500] [41.7/300.0] [batch_t 0.310 (0.293)] [data_t 0.012] [optim_t 0.298] [lr 0.005719] [CE 3.277 (3.283)] [KD 0.000 (0.000)]
2022-10-30 03:27:36,543 - Train: 13.92% [26100/187500] [41.8/300.0] [batch_t 0.287 (0.288)] [data_t 0.012] [optim_t 0.275] [lr 0.005718] [CE 3.347 (3.287)] [KD 0.000 (0.000)]
2022-10-30 03:27:51,061 - Train: 13.95% [26150/187500] [41.8/300.0] [batch_t 0.306 (0.290)] [data_t 0.011] [optim_t 0.295] [lr 0.005717] [CE 3.231 (3.277)] [KD 0.000 (0.000)]
2022-10-30 03:28:05,809 - Train: 13.97% [26200/187500] [41.9/300.0] [batch_t 0.287 (0.295)] [data_t 0.013] [optim_t 0.274] [lr 0.005716] [CE 3.343 (3.299)] [KD 0.000 (0.000)]
2022-10-30 03:28:19,825 - Train: 14.00% [26250/187500] [42.0/300.0] [batch_t 0.235 (0.280)] [data_t 0.012] [optim_t 0.224] [lr 0.005715] [CE 3.354 (3.300)] [KD 0.000 (0.000)]
2022-10-30 03:28:19,828 - ==> Total time: 2:13:05 Eta: 13:37:33 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 03:28:39,032 - Train: 14.03% [26300/187500] [42.1/300.0] [batch_t 0.325 (0.354)] [data_t 0.007] [optim_t 0.318] [lr 0.005713] [CE 3.203 (3.250)] [KD 0.000 (0.000)]
2022-10-30 03:28:53,622 - Train: 14.05% [26350/187500] [42.2/300.0] [batch_t 0.233 (0.292)] [data_t 0.006] [optim_t 0.227] [lr 0.005712] [CE 3.253 (3.269)] [KD 0.000 (0.000)]
2022-10-30 03:29:08,171 - Train: 14.08% [26400/187500] [42.2/300.0] [batch_t 0.264 (0.291)] [data_t 0.012] [optim_t 0.252] [lr 0.005711] [CE 3.259 (3.275)] [KD 0.000 (0.000)]
2022-10-30 03:29:22,884 - Train: 14.11% [26450/187500] [42.3/300.0] [batch_t 0.361 (0.294)] [data_t 0.013] [optim_t 0.348] [lr 0.005710] [CE 3.275 (3.282)] [KD 0.000 (0.000)]
2022-10-30 03:29:37,554 - Train: 14.13% [26500/187500] [42.4/300.0] [batch_t 0.283 (0.293)] [data_t 0.014] [optim_t 0.269] [lr 0.005709] [CE 3.309 (3.272)] [KD 0.000 (0.000)]
2022-10-30 03:29:52,095 - Train: 14.16% [26550/187500] [42.5/300.0] [batch_t 0.247 (0.291)] [data_t 0.013] [optim_t 0.234] [lr 0.005708] [CE 3.282 (3.278)] [KD 0.000 (0.000)]
2022-10-30 03:30:06,552 - Train: 14.19% [26600/187500] [42.6/300.0] [batch_t 0.316 (0.289)] [data_t 0.012] [optim_t 0.304] [lr 0.005707] [CE 3.282 (3.279)] [KD 0.000 (0.000)]
2022-10-30 03:30:21,252 - Train: 14.21% [26650/187500] [42.6/300.0] [batch_t 0.316 (0.294)] [data_t 0.012] [optim_t 0.303] [lr 0.005706] [CE 3.247 (3.278)] [KD 0.000 (0.000)]
2022-10-30 03:30:36,141 - Train: 14.24% [26700/187500] [42.7/300.0] [batch_t 0.273 (0.298)] [data_t 0.007] [optim_t 0.267] [lr 0.005705] [CE 3.364 (3.284)] [KD 0.000 (0.000)]
2022-10-30 03:30:51,083 - Train: 14.27% [26750/187500] [42.8/300.0] [batch_t 0.293 (0.299)] [data_t 0.011] [optim_t 0.281] [lr 0.005704] [CE 3.274 (3.295)] [KD 0.000 (0.000)]
2022-10-30 03:31:05,960 - Train: 14.29% [26800/187500] [42.9/300.0] [batch_t 0.278 (0.297)] [data_t 0.012] [optim_t 0.266] [lr 0.005703] [CE 3.275 (3.284)] [KD 0.000 (0.000)]
2022-10-30 03:31:20,637 - Train: 14.32% [26850/187500] [43.0/300.0] [batch_t 0.300 (0.293)] [data_t 0.013] [optim_t 0.287] [lr 0.005702] [CE 3.356 (3.288)] [KD 0.000 (0.000)]
2022-10-30 03:31:27,415 - ==> Total time: 2:16:13 Eta: 13:34:08 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 03:31:38,841 - Train: 14.35% [26900/187500] [43.0/300.0] [batch_t 0.277 (0.392)] [data_t 0.010] [optim_t 0.266] [lr 0.005700] [CE 3.197 (3.244)] [KD 0.000 (0.000)]
2022-10-30 03:31:53,463 - Train: 14.37% [26950/187500] [43.1/300.0] [batch_t 0.298 (0.292)] [data_t 0.012] [optim_t 0.285] [lr 0.005699] [CE 3.259 (3.265)] [KD 0.000 (0.000)]
2022-10-30 03:32:08,194 - Train: 14.40% [27000/187500] [43.2/300.0] [batch_t 0.256 (0.294)] [data_t 0.013] [optim_t 0.243] [lr 0.005698] [CE 3.317 (3.272)] [KD 0.000 (0.000)]
2022-10-30 03:32:22,771 - Train: 14.43% [27050/187500] [43.3/300.0] [batch_t 0.313 (0.291)] [data_t 0.013] [optim_t 0.299] [lr 0.005697] [CE 3.267 (3.279)] [KD 0.000 (0.000)]
2022-10-30 03:32:37,367 - Train: 14.45% [27100/187500] [43.4/300.0] [batch_t 0.289 (0.292)] [data_t 0.012] [optim_t 0.277] [lr 0.005696] [CE 3.284 (3.272)] [KD 0.000 (0.000)]
2022-10-30 03:32:51,561 - Train: 14.48% [27150/187500] [43.4/300.0] [batch_t 0.291 (0.284)] [data_t 0.011] [optim_t 0.280] [lr 0.005695] [CE 3.293 (3.279)] [KD 0.000 (0.000)]
2022-10-30 03:33:06,152 - Train: 14.51% [27200/187500] [43.5/300.0] [batch_t 0.277 (0.292)] [data_t 0.012] [optim_t 0.265] [lr 0.005694] [CE 3.240 (3.273)] [KD 0.000 (0.000)]
2022-10-30 03:33:21,032 - Train: 14.53% [27250/187500] [43.6/300.0] [batch_t 0.297 (0.297)] [data_t 0.013] [optim_t 0.284] [lr 0.005693] [CE 3.336 (3.273)] [KD 0.000 (0.000)]
2022-10-30 03:33:35,538 - Train: 14.56% [27300/187500] [43.7/300.0] [batch_t 0.268 (0.290)] [data_t 0.011] [optim_t 0.257] [lr 0.005692] [CE 3.249 (3.272)] [KD 0.000 (0.000)]
2022-10-30 03:33:50,029 - Train: 14.59% [27350/187500] [43.8/300.0] [batch_t 0.321 (0.290)] [data_t 0.012] [optim_t 0.309] [lr 0.005691] [CE 3.372 (3.273)] [KD 0.000 (0.000)]
2022-10-30 03:34:04,467 - Train: 14.61% [27400/187500] [43.8/300.0] [batch_t 0.276 (0.289)] [data_t 0.012] [optim_t 0.264] [lr 0.005689] [CE 3.362 (3.290)] [KD 0.000 (0.000)]
2022-10-30 03:34:19,123 - Train: 14.64% [27450/187500] [43.9/300.0] [batch_t 0.345 (0.293)] [data_t 0.013] [optim_t 0.332] [lr 0.005688] [CE 3.370 (3.274)] [KD 0.000 (0.000)]
2022-10-30 03:34:33,016 - Train: 14.67% [27500/187500] [44.0/300.0] [batch_t 0.235 (0.278)] [data_t 0.012] [optim_t 0.222] [lr 0.005687] [CE 3.288 (3.279)] [KD 0.000 (0.000)]
2022-10-30 03:34:33,018 - ==> Total time: 2:19:18 Eta: 13:30:32 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 03:34:52,943 - Train: 14.69% [27550/187500] [44.1/300.0] [batch_t 0.321 (0.360)] [data_t 0.009] [optim_t 0.311] [lr 0.005686] [CE 3.252 (3.255)] [KD 0.000 (0.000)]
2022-10-30 03:35:07,714 - Train: 14.72% [27600/187500] [44.2/300.0] [batch_t 0.269 (0.295)] [data_t 0.013] [optim_t 0.256] [lr 0.005685] [CE 3.218 (3.256)] [KD 0.000 (0.000)]
2022-10-30 03:35:22,244 - Train: 14.75% [27650/187500] [44.2/300.0] [batch_t 0.293 (0.290)] [data_t 0.014] [optim_t 0.279] [lr 0.005684] [CE 3.290 (3.255)] [KD 0.000 (0.000)]
2022-10-30 03:35:36,813 - Train: 14.77% [27700/187500] [44.3/300.0] [batch_t 0.278 (0.291)] [data_t 0.013] [optim_t 0.265] [lr 0.005683] [CE 3.232 (3.276)] [KD 0.000 (0.000)]
2022-10-30 03:35:51,502 - Train: 14.80% [27750/187500] [44.4/300.0] [batch_t 0.284 (0.294)] [data_t 0.012] [optim_t 0.271] [lr 0.005682] [CE 3.319 (3.284)] [KD 0.000 (0.000)]
2022-10-30 03:36:06,145 - Train: 14.83% [27800/187500] [44.5/300.0] [batch_t 0.242 (0.293)] [data_t 0.012] [optim_t 0.230] [lr 0.005680] [CE 3.315 (3.281)] [KD 0.000 (0.000)]
2022-10-30 03:36:20,756 - Train: 14.85% [27850/187500] [44.6/300.0] [batch_t 0.274 (0.292)] [data_t 0.012] [optim_t 0.263] [lr 0.005679] [CE 3.226 (3.268)] [KD 0.000 (0.000)]
2022-10-30 03:36:35,245 - Train: 14.88% [27900/187500] [44.6/300.0] [batch_t 0.298 (0.290)] [data_t 0.012] [optim_t 0.286] [lr 0.005678] [CE 3.288 (3.282)] [KD 0.000 (0.000)]
2022-10-30 03:36:50,024 - Train: 14.91% [27950/187500] [44.7/300.0] [batch_t 0.308 (0.295)] [data_t 0.006] [optim_t 0.302] [lr 0.005677] [CE 3.232 (3.280)] [KD 0.000 (0.000)]
2022-10-30 03:37:04,814 - Train: 14.93% [28000/187500] [44.8/300.0] [batch_t 0.277 (0.296)] [data_t 0.006] [optim_t 0.270] [lr 0.005676] [CE 3.291 (3.265)] [KD 0.000 (0.000)]
2022-10-30 03:37:19,392 - Train: 14.96% [28050/187500] [44.9/300.0] [batch_t 0.273 (0.291)] [data_t 0.012] [optim_t 0.261] [lr 0.005675] [CE 3.257 (3.287)] [KD 0.000 (0.000)]
2022-10-30 03:37:34,349 - Train: 14.99% [28100/187500] [45.0/300.0] [batch_t 0.325 (0.299)] [data_t 0.013] [optim_t 0.312] [lr 0.005674] [CE 3.322 (3.264)] [KD 0.000 (0.000)]
2022-10-30 03:37:49,913 - Test (net): 100.00% [50/50] [batch_t 0.034 (0.166)] [top1_cnt 28129] [top5_cnt 40307] [top_all 50000]
2022-10-30 03:37:49,914 - net: 56.258 (80.614)
2022-10-30 03:38:00,080 - Test (net_E): 100.00% [50/50] [batch_t 0.035 (0.185)] [top1_cnt 29846] [top5_cnt 41358] [top_all 50000]
2022-10-30 03:38:00,081 - net_E: 59.692 (82.716)
2022-10-30 03:38:00,430 - Max [top1: 56.258 (epoch: 45)] [top1-ema: 59.692 (epoch: 45)]
2022-10-30 03:38:00,431 - ==> Total time: 2:22:46 Eta: 13:29:01 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'
2022-10-30 03:38:11,973 - Train: 15.01% [28150/187500] [45.0/300.0] [batch_t 0.305 (0.369)] [data_t 0.012] [optim_t 0.293] [lr 0.005673] [CE 3.319 (3.245)] [KD 0.000 (0.000)]
2022-10-30 03:38:26,426 - Train: 15.04% [28200/187500] [45.1/300.0] [batch_t 0.290 (0.289)] [data_t 0.013] [optim_t 0.277] [lr 0.005671] [CE 3.250 (3.259)] [KD 0.000 (0.000)]
2022-10-30 03:38:40,746 - Train: 15.07% [28250/187500] [45.2/300.0] [batch_t 0.322 (0.286)] [data_t 0.012] [optim_t 0.310] [lr 0.005670] [CE 3.266 (3.253)] [KD 0.000 (0.000)]
2022-10-30 03:38:55,038 - Train: 15.09% [28300/187500] [45.3/300.0] [batch_t 0.269 (0.286)] [data_t 0.011] [optim_t 0.258] [lr 0.005669] [CE 3.272 (3.260)] [KD 0.000 (0.000)]
2022-10-30 03:39:09,735 - Train: 15.12% [28350/187500] [45.4/300.0] [batch_t 0.270 (0.294)] [data_t 0.013] [optim_t 0.256] [lr 0.005668] [CE 3.300 (3.259)] [KD 0.000 (0.000)]
2022-10-30 03:39:24,651 - Train: 15.15% [28400/187500] [45.4/300.0] [batch_t 0.293 (0.298)] [data_t 0.012] [optim_t 0.281] [lr 0.005667] [CE 3.229 (3.276)] [KD 0.000 (0.000)]
2022-10-30 03:39:39,345 - Train: 15.17% [28450/187500] [45.5/300.0] [batch_t 0.324 (0.294)] [data_t 0.012] [optim_t 0.312] [lr 0.005666] [CE 3.274 (3.272)] [KD 0.000 (0.000)]
2022-10-30 03:39:53,807 - Train: 15.20% [28500/187500] [45.6/300.0] [batch_t 0.278 (0.289)] [data_t 0.007] [optim_t 0.271] [lr 0.005664] [CE 3.368 (3.275)] [KD 0.000 (0.000)]
2022-10-30 03:40:08,388 - Train: 15.23% [28550/187500] [45.7/300.0] [batch_t 0.314 (0.292)] [data_t 0.040] [optim_t 0.273] [lr 0.005663] [CE 3.306 (3.269)] [KD 0.000 (0.000)]
2022-10-30 03:40:23,082 - Train: 15.25% [28600/187500] [45.8/300.0] [batch_t 0.316 (0.294)] [data_t 0.013] [optim_t 0.304] [lr 0.005662] [CE 3.271 (3.269)] [KD 0.000 (0.000)]
2022-10-30 03:40:37,684 - Train: 15.28% [28650/187500] [45.8/300.0] [batch_t 0.256 (0.292)] [data_t 0.013] [optim_t 0.243] [lr 0.005661] [CE 3.221 (3.272)] [KD 0.000 (0.000)]
2022-10-30 03:40:52,253 - Train: 15.31% [28700/187500] [45.9/300.0] [batch_t 0.300 (0.291)] [data_t 0.008] [optim_t 0.292] [lr 0.005660] [CE 3.223 (3.280)] [KD 0.000 (0.000)]
2022-10-30 03:41:06,429 - Train: 15.33% [28750/187500] [46.0/300.0] [batch_t 0.236 (0.283)] [data_t 0.012] [optim_t 0.224] [lr 0.005659] [CE 3.328 (3.283)] [KD 0.000 (0.000)]
2022-10-30 03:41:06,432 - ==> Total time: 2:25:52 Eta: 13:25:26 Logged in 'runs_mobile/CLS_MetaMobile_1015_4_ImageFolderLMDB_20221030-011527'