diff --git a/configs/official/ilsvrc2012/roymiles/aaai2024/README.md b/configs/official/ilsvrc2012/roymiles/aaai2024/README.md index 55f5f037..d6be2e6f 100644 --- a/configs/official/ilsvrc2012/roymiles/aaai2024/README.md +++ b/configs/official/ilsvrc2012/roymiles/aaai2024/README.md @@ -24,7 +24,7 @@ The configuration and log files in this directory are used for distributed train #### Top-1 validation accuracy of student model on ILSVRC 2012 | T: ResNet-34 | Pretrained | SRD | | :--- | ---: |------:| -| S: ResNet-18\* | 69.76 | 71.65 | +| S: ResNet-18\* | 69.76 | 71.92 | --- diff --git a/configs/official/ilsvrc2012/roymiles/aaai2024/srd-resnet18_from_resnet34.log b/configs/official/ilsvrc2012/roymiles/aaai2024/srd-resnet18_from_resnet34.log index 70b63698..88d94076 100644 --- a/configs/official/ilsvrc2012/roymiles/aaai2024/srd-resnet18_from_resnet34.log +++ b/configs/official/ilsvrc2012/roymiles/aaai2024/srd-resnet18_from_resnet34.log @@ -1,11573 +1,11536 @@ -2024-03-19 10:36:56,727 INFO torchdistill.common.main_util | distributed init (rank 0): env:// -2024-03-19 10:36:56,731 INFO torch.distributed.distributed_c10d Added key: store_based_barrier_key:1 to store for rank: 0 -2024-03-19 10:36:56,731 INFO torch.distributed.distributed_c10d Rank 0: Completed store-based barrier for key:store_based_barrier_key:1 with 1 nodes. -2024-03-19 10:36:58,616 INFO __main__ Namespace(config='configs/official/ilsvrc2012/roymiles/aaai2024/resnet18_from_resnet34.yaml', device='cuda', run_log='log/ilsvrc2012/resnet18_from_resnet34.txt', start_epoch=0, seed=None, disable_cudnn_benchmark=False, test_only=False, student_only=False, log_config=True, world_size=1, dist_url='env://', adjust_lr=False) -2024-03-19 10:36:58,640 INFO torchdistill.common.main_util Getting `RandomResizedCrop` from `torchvision.transforms` -2024-03-19 10:36:58,640 INFO torchdistill.common.main_util Calling `RandomResizedCrop` from `torchvision.transforms` with {'kwargs': {'size': [224, 224]}} -2024-03-19 10:36:58,641 INFO torchdistill.common.main_util Getting `RandomHorizontalFlip` from `torchvision.transforms` -2024-03-19 10:36:58,641 INFO torchdistill.common.main_util Calling `RandomHorizontalFlip` from `torchvision.transforms` with {'kwargs': {'p': 0.5}} -2024-03-19 10:36:58,641 INFO torchdistill.common.main_util Getting `ToTensor` from `torchvision.transforms` -2024-03-19 10:36:58,642 INFO torchdistill.common.main_util Calling `ToTensor` from `torchvision.transforms` with {} -2024-03-19 10:36:58,642 INFO torchdistill.common.main_util Getting `Normalize` from `torchvision.transforms` -2024-03-19 10:36:58,642 INFO torchdistill.common.main_util Calling `Normalize` from `torchvision.transforms` with {'kwargs': {'mean': [0.485, 0.456, 0.406], 'std': [0.229, 0.224, 0.225]}} -2024-03-19 10:36:58,642 INFO torchdistill.common.main_util Getting `Compose` from `torchvision.transforms` -2024-03-19 10:36:58,642 INFO torchdistill.common.main_util Calling `Compose` from `torchvision.transforms` with {'kwargs': {'transforms': [RandomResizedCrop(size=[224, 224], scale=(0.08, 1.0), ratio=(0.75, 1.3333), interpolation=bilinear, antialias=warn), RandomHorizontalFlip(p=0.5), ToTensor(), Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])]}} -2024-03-19 10:36:58,642 INFO torchdistill.common.main_util Getting `ImageFolder` from `torchvision.datasets` -2024-03-19 10:36:58,643 INFO torchdistill.common.main_util Calling `ImageFolder` from `torchvision.datasets` with {'kwargs': {'root': '/home/roymiles/imagenet2012/train', 'transform': Compose( - RandomResizedCrop(size=[224, 224], scale=(0.08, 1.0), ratio=(0.75, 1.3333), interpolation=bilinear, antialias=warn) +2024-05-25 19:32:41,882 INFO torchdistill.common.main_util Not using distributed mode +2024-05-25 19:32:41,882 INFO __main__ Namespace(config='configs/official/ilsvrc2012/roymiles/aaai2024/srd-resnet18_from_resnet34.yaml', device='cuda', run_log='log/ilsvrc2012/srd-resnet18_from_resnet34.log', start_epoch=0, seed=None, disable_cudnn_benchmark=False, test_only=False, student_only=False, log_config=False, world_size=1, dist_url='env://', adjust_lr=False) +2024-05-25 19:32:41,889 INFO torchdistill.common.main_util Getting `RandomResizedCrop` from `torchvision.transforms` +2024-05-25 19:32:41,889 INFO torchdistill.common.main_util Calling `RandomResizedCrop` from `torchvision.transforms` with {'kwargs': {'size': [224, 224]}} +2024-05-25 19:32:41,889 INFO torchdistill.common.main_util Getting `RandomHorizontalFlip` from `torchvision.transforms` +2024-05-25 19:32:41,889 INFO torchdistill.common.main_util Calling `RandomHorizontalFlip` from `torchvision.transforms` with {'kwargs': {'p': 0.5}} +2024-05-25 19:32:41,889 INFO torchdistill.common.main_util Getting `ToTensor` from `torchvision.transforms` +2024-05-25 19:32:41,889 INFO torchdistill.common.main_util Calling `ToTensor` from `torchvision.transforms` with {} +2024-05-25 19:32:41,889 INFO torchdistill.common.main_util Getting `Normalize` from `torchvision.transforms` +2024-05-25 19:32:41,889 INFO torchdistill.common.main_util Calling `Normalize` from `torchvision.transforms` with {'kwargs': {'mean': [0.485, 0.456, 0.406], 'std': [0.229, 0.224, 0.225]}} +2024-05-25 19:32:41,889 INFO torchdistill.common.main_util Getting `Compose` from `torchvision.transforms` +2024-05-25 19:32:41,889 INFO torchdistill.common.main_util Calling `Compose` from `torchvision.transforms` with {'kwargs': {'transforms': [RandomResizedCrop(size=[224, 224], scale=(0.08, 1.0), ratio=(0.75, 1.3333), interpolation=bilinear, antialias=True), RandomHorizontalFlip(p=0.5), ToTensor(), Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])]}} +2024-05-25 19:32:41,889 INFO torchdistill.common.main_util Getting `ImageFolder` from `torchvision.datasets` +2024-05-25 19:32:41,889 INFO torchdistill.common.main_util Calling `ImageFolder` from `torchvision.datasets` with {'kwargs': {'root': '~/datasets/ilsvrc2012/train', 'transform': Compose( + RandomResizedCrop(size=[224, 224], scale=(0.08, 1.0), ratio=(0.75, 1.3333), interpolation=bilinear, antialias=True) RandomHorizontalFlip(p=0.5) ToTensor() Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) )}} -2024-03-19 10:37:04,009 INFO torchdistill.common.main_util Getting `Resize` from `torchvision.transforms` -2024-03-19 10:37:04,009 INFO torchdistill.common.main_util Calling `Resize` from `torchvision.transforms` with {'kwargs': {'size': 256}} -2024-03-19 10:37:04,010 INFO torchdistill.common.main_util Getting `CenterCrop` from `torchvision.transforms` -2024-03-19 10:37:04,010 INFO torchdistill.common.main_util Calling `CenterCrop` from `torchvision.transforms` with {'kwargs': {'size': [224, 224]}} -2024-03-19 10:37:04,010 INFO torchdistill.common.main_util Getting `ToTensor` from `torchvision.transforms` -2024-03-19 10:37:04,010 INFO torchdistill.common.main_util Calling `ToTensor` from `torchvision.transforms` with {} -2024-03-19 10:37:04,010 INFO torchdistill.common.main_util Getting `Normalize` from `torchvision.transforms` -2024-03-19 10:37:04,010 INFO torchdistill.common.main_util Calling `Normalize` from `torchvision.transforms` with {'kwargs': {'mean': [0.485, 0.456, 0.406], 'std': [0.229, 0.224, 0.225]}} -2024-03-19 10:37:04,010 INFO torchdistill.common.main_util Getting `Compose` from `torchvision.transforms` -2024-03-19 10:37:04,010 INFO torchdistill.common.main_util Calling `Compose` from `torchvision.transforms` with {'kwargs': {'transforms': [Resize(size=256, interpolation=bilinear, max_size=None, antialias=warn), CenterCrop(size=[224, 224]), ToTensor(), Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])]}} -2024-03-19 10:37:04,010 INFO torchdistill.common.main_util Getting `ImageFolder` from `torchvision.datasets` -2024-03-19 10:37:04,010 INFO torchdistill.common.main_util Calling `ImageFolder` from `torchvision.datasets` with {'kwargs': {'root': '/home/roymiles/imagenet2012/val', 'transform': Compose( - Resize(size=256, interpolation=bilinear, max_size=None, antialias=warn) +2024-05-25 19:32:43,070 INFO torchdistill.common.main_util Getting `Resize` from `torchvision.transforms` +2024-05-25 19:32:43,070 INFO torchdistill.common.main_util Calling `Resize` from `torchvision.transforms` with {'kwargs': {'size': 256}} +2024-05-25 19:32:43,070 INFO torchdistill.common.main_util Getting `CenterCrop` from `torchvision.transforms` +2024-05-25 19:32:43,070 INFO torchdistill.common.main_util Calling `CenterCrop` from `torchvision.transforms` with {'kwargs': {'size': [224, 224]}} +2024-05-25 19:32:43,070 INFO torchdistill.common.main_util Getting `ToTensor` from `torchvision.transforms` +2024-05-25 19:32:43,070 INFO torchdistill.common.main_util Calling `ToTensor` from `torchvision.transforms` with {} +2024-05-25 19:32:43,070 INFO torchdistill.common.main_util Getting `Normalize` from `torchvision.transforms` +2024-05-25 19:32:43,071 INFO torchdistill.common.main_util Calling `Normalize` from `torchvision.transforms` with {'kwargs': {'mean': [0.485, 0.456, 0.406], 'std': [0.229, 0.224, 0.225]}} +2024-05-25 19:32:43,071 INFO torchdistill.common.main_util Getting `Compose` from `torchvision.transforms` +2024-05-25 19:32:43,071 INFO torchdistill.common.main_util Calling `Compose` from `torchvision.transforms` with {'kwargs': {'transforms': [Resize(size=256, interpolation=bilinear, max_size=None, antialias=True), CenterCrop(size=[224, 224]), ToTensor(), Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])]}} +2024-05-25 19:32:43,071 INFO torchdistill.common.main_util Getting `ImageFolder` from `torchvision.datasets` +2024-05-25 19:32:43,071 INFO torchdistill.common.main_util Calling `ImageFolder` from `torchvision.datasets` with {'kwargs': {'root': '~/datasets/ilsvrc2012/val', 'transform': Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=True) CenterCrop(size=[224, 224]) ToTensor() Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) )}} -2024-03-19 10:37:04,285 INFO torchdistill.common.main_util Getting `ResNet34_Weights` from `torchvision.models.resnet` -2024-03-19 10:37:04,286 INFO torchdistill.common.main_util Getting `RandomSampler` from `torch.utils.data` -2024-03-19 10:37:04,286 INFO torchdistill.common.main_util Getting `SequentialSampler` from `torch.utils.data` -2024-03-19 10:37:04,767 INFO torchdistill.common.main_util ckpt file path is None -2024-03-19 10:37:04,929 INFO torchdistill.common.main_util ckpt file path is None -2024-03-19 10:37:04,943 INFO __main__ {'datasets': {'ilsvrc2012/train': Dataset ImageFolder - Number of datapoints: 1281167 - Root location: /home/roymiles/imagenet2012/train - StandardTransform -Transform: Compose( - RandomResizedCrop(size=[224, 224], scale=(0.08, 1.0), ratio=(0.75, 1.3333), interpolation=bilinear, antialias=warn) - RandomHorizontalFlip(p=0.5) - ToTensor() - Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) - ), 'ilsvrc2012/val': Dataset ImageFolder - Number of datapoints: 50000 - Root location: /home/roymiles/imagenet2012/val - StandardTransform -Transform: Compose( - Resize(size=256, interpolation=bilinear, max_size=None, antialias=warn) - CenterCrop(size=[224, 224]) - ToTensor() - Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) - )}, 'models': {'teacher_model': {'key': 'resnet34', '_weights': , 'kwargs': {'num_classes': 1000, 'weights': ResNet34_Weights.IMAGENET1K_V1}, 'src_ckpt': None}, 'student_model': {'key': 'resnet18', 'kwargs': {'num_classes': 1000}, '_experiment': 'imagenet2012-resnet18_from_resnet34', 'src_ckpt': None, 'dst_ckpt': './resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt'}}, 'train': {'log_freq': 50, 'num_epochs': 100, 'train_data_loader': {'dataset_id': 'ilsvrc2012/train', 'sampler': {'class_or_func': , 'kwargs': None}, 'kwargs': {'batch_size': 256, 'num_workers': 16, 'pin_memory': True, 'drop_last': False}, 'cache_output': None}, 'val_data_loader': {'dataset_id': 'ilsvrc2012/val', 'sampler': {'class_or_func': , 'kwargs': None}, 'kwargs': {'batch_size': 128, 'num_workers': 16, 'pin_memory': True, 'drop_last': False}}, 'teacher': {'forward_proc': 'forward_batch_only', 'auxiliary_model_wrapper': {'key': 'SRDModelWrapper', 'kwargs': {'input_module': {'path': 'model.layer4', 'io': 'output'}, 'norm_kwargs': {'num_features': 512, 'eps': 0.0001, 'affine': False}}}, 'sequential': [], 'forward_hook': {'input': [], 'output': ['model.layer4']}, 'wrapper': 'DataParallel', 'requires_grad': False}, 'student': {'forward_proc': 'forward_batch_only', 'adaptations': None, 'auxiliary_model_wrapper': {'key': 'SRDModelWrapper', 'kwargs': {'input_module': {'path': 'model.layer4', 'io': 'output'}, 'norm_kwargs': {'num_features': 512, 'eps': 0.0001, 'affine': False}, 'linear_kwargs': {'in_features': 512, 'out_features': 512}}}, 'sequential': [], 'frozen_modules': [], 'forward_hook': {'input': [], 'output': ['model.layer4']}, 'wrapper': 'DataParallel', 'requires_grad': True}, 'optimizer': {'key': 'SGD', 'kwargs': {'lr': 0.1, 'momentum': 0.9, 'weight_decay': 0.0001}}, 'scheduler': {'key': 'MultiStepLR', 'kwargs': {'milestones': [30, 60, 90], 'gamma': 0.1}}, 'criterion': {'key': 'WeightedSumLoss', 'kwargs': {'sub_terms': {'ce': {'criterion': {'key': 'CrossEntropyLoss', 'kwargs': {'reduction': 'mean'}}, 'criterion_wrapper': {'key': 'SimpleLossWrapper', 'kwargs': {'input': {'is_from_teacher': False, 'module_path': '.', 'io': 'output'}, 'target': {'uses_label': True}}}, 'weight': 1.0}, 'srd_loss': {'criterion': {'key': 'SRDLoss', 'kwargs': {'student_feature_module_path': 'model.layer4', 'student_feature_module_io': 'output', 'teacher_feature_module_path': 'model.layer4', 'teacher_feature_module_io': 'output', 'student_linear_module_path': '.', 'student_linear_module_io': 'output', 'teacher_linear_module_path': '.', 'teacher_linear_module_io': 'output', 'exponent': 4.0, 'temperature': 1.0, 'reduction': 'batchmean'}}, 'weight': 1.0}}}}}, 'test': {'test_data_loader': {'dataset_id': 'ilsvrc2012/val', 'sampler': {'class_or_func': , 'kwargs': None}, 'kwargs': {'batch_size': 1, 'num_workers': 16, 'pin_memory': True, 'drop_last': False}}}} -2024-03-19 10:37:04,944 INFO __main__ Start training -2024-03-19 10:37:04,945 INFO torchdistill.core.distillation [teacher model] -2024-03-19 10:37:04,945 INFO torchdistill.models.util Using the pre-auxiliary model -2024-03-19 10:37:04,946 INFO torchdistill.models.util Using the SRDModelWrapper model -2024-03-19 10:37:04,946 INFO torchdistill.core.distillation [student model] -2024-03-19 10:37:04,946 INFO torchdistill.models.util Using the pre-auxiliary model -2024-03-19 10:37:04,955 INFO torchdistill.models.util Using the SRDModelWrapper model -2024-03-19 10:37:04,956 INFO torchdistill.core.distillation Loss = 1.0 * CrossEntropyLoss() + 1.0 * SRDLoss( +2024-05-25 19:32:43,122 INFO torchdistill.common.main_util Getting `ResNet34_Weights` from `torchvision.models.resnet` +2024-05-25 19:32:43,122 INFO torchdistill.common.main_util Getting `RandomSampler` from `torch.utils.data` +2024-05-25 19:32:43,122 INFO torchdistill.common.main_util Getting `SequentialSampler` from `torch.utils.data` +2024-05-25 19:32:43,278 INFO torchdistill.common.main_util ckpt file path is None +2024-05-25 19:32:43,437 INFO torchdistill.common.main_util ckpt file path is None +2024-05-25 19:32:43,443 INFO __main__ Start training +2024-05-25 19:32:43,443 INFO torchdistill.core.distillation [teacher model] +2024-05-25 19:32:43,443 INFO torchdistill.models.util Using the pre-auxiliary model +2024-05-25 19:32:43,443 INFO torchdistill.models.util Using the SRDModelWrapper model +2024-05-25 19:32:43,443 INFO torchdistill.core.distillation [student model] +2024-05-25 19:32:43,444 INFO torchdistill.models.util Using the pre-auxiliary model +2024-05-25 19:32:43,445 INFO torchdistill.models.util Using the SRDModelWrapper model +2024-05-25 19:32:43,445 INFO torchdistill.core.distillation Loss = 1.0 * CrossEntropyLoss() + 1.0 * SRDLoss( (criterion): KLDivLoss() ) -2024-03-19 10:37:04,956 INFO torchdistill.core.distillation Freezing the whole teacher model -2024-03-19 10:37:18,681 INFO torchdistill.misc.log Epoch: [0] [ 0/5005] eta: 19:04:13 lr: 0.1 img/s: 32.28849690196467 loss: 42.8610 (42.8610) time: 13.7171 data: 5.7881 max mem: 9440 -2024-03-19 10:37:18,842 INFO torch.nn.parallel.distributed Reducer buckets have been rebuilt in this iteration. -2024-03-19 10:37:18,908 INFO torch.nn.parallel.distributed Reducer buckets have been rebuilt in this iteration. -2024-03-19 10:37:36,030 INFO torchdistill.misc.log Epoch: [0] [ 50/5005] eta: 0:50:18 lr: 0.1 img/s: 741.8761432234323 loss: 39.7378 (40.2764) time: 0.3469 data: 0.0006 max mem: 9440 -2024-03-19 10:37:53,308 INFO torchdistill.misc.log Epoch: [0] [ 100/5005] eta: 0:39:07 lr: 0.1 img/s: 740.7517084848192 loss: 39.1542 (39.8003) time: 0.3457 data: 0.0004 max mem: 9440 -2024-03-19 10:38:10,732 INFO torchdistill.misc.log Epoch: [0] [ 150/5005] eta: 0:35:14 lr: 0.1 img/s: 743.0687842990706 loss: 38.8406 (39.5184) time: 0.3522 data: 0.0067 max mem: 9440 -2024-03-19 10:38:29,493 INFO torchdistill.misc.log Epoch: [0] [ 200/5005] eta: 0:33:40 lr: 0.1 img/s: 742.5579901577036 loss: 38.5912 (39.3119) time: 0.3660 data: 0.0205 max mem: 9440 -2024-03-19 10:38:48,456 INFO torchdistill.misc.log Epoch: [0] [ 250/5005] eta: 0:32:40 lr: 0.1 img/s: 743.0502724480743 loss: 38.3281 (39.1347) time: 0.3793 data: 0.0338 max mem: 9440 -2024-03-19 10:39:07,303 INFO torchdistill.misc.log Epoch: [0] [ 300/5005] eta: 0:31:52 lr: 0.1 img/s: 740.9796975192604 loss: 38.0676 (38.9677) time: 0.3730 data: 0.0260 max mem: 9440 -2024-03-19 10:39:26,270 INFO torchdistill.misc.log Epoch: [0] [ 350/5005] eta: 0:31:13 lr: 0.1 img/s: 741.5164854440673 loss: 37.7133 (38.8087) time: 0.3790 data: 0.0335 max mem: 9440 -2024-03-19 10:39:45,208 INFO torchdistill.misc.log Epoch: [0] [ 400/5005] eta: 0:30:40 lr: 0.1 img/s: 742.7721915042125 loss: 37.5365 (38.6606) time: 0.3725 data: 0.0273 max mem: 9440 -2024-03-19 10:40:04,107 INFO torchdistill.misc.log Epoch: [0] [ 450/5005] eta: 0:30:09 lr: 0.1 img/s: 742.4732683386243 loss: 37.3538 (38.5233) time: 0.3781 data: 0.0322 max mem: 9440 -2024-03-19 10:40:23,061 INFO torchdistill.misc.log Epoch: [0] [ 500/5005] eta: 0:29:41 lr: 0.1 img/s: 740.8938017680845 loss: 37.2390 (38.3999) time: 0.3748 data: 0.0297 max mem: 9440 -2024-03-19 10:40:41,848 INFO torchdistill.misc.log Epoch: [0] [ 550/5005] eta: 0:29:13 lr: 0.1 img/s: 741.8197635416386 loss: 36.9041 (38.2864) time: 0.3762 data: 0.0303 max mem: 9440 -2024-03-19 10:41:00,858 INFO torchdistill.misc.log Epoch: [0] [ 600/5005] eta: 0:28:48 lr: 0.1 img/s: 741.5052197530898 loss: 36.8754 (38.1722) time: 0.3803 data: 0.0348 max mem: 9440 -2024-03-19 10:41:19,821 INFO torchdistill.misc.log Epoch: [0] [ 650/5005] eta: 0:28:24 lr: 0.1 img/s: 742.1325225509786 loss: 36.7654 (38.0656) time: 0.3798 data: 0.0336 max mem: 9440 -2024-03-19 10:41:38,428 INFO torchdistill.misc.log Epoch: [0] [ 700/5005] eta: 0:27:59 lr: 0.1 img/s: 742.135087239119 loss: 36.4175 (37.9583) time: 0.3621 data: 0.0156 max mem: 9440 -2024-03-19 10:41:57,307 INFO torchdistill.misc.log Epoch: [0] [ 750/5005] eta: 0:27:36 lr: 0.1 img/s: 742.1140573196329 loss: 36.3288 (37.8559) time: 0.3717 data: 0.0260 max mem: 9440 -2024-03-19 10:42:16,068 INFO torchdistill.misc.log Epoch: [0] [ 800/5005] eta: 0:27:13 lr: 0.1 img/s: 743.4886337985063 loss: 36.1844 (37.7544) time: 0.3701 data: 0.0252 max mem: 9440 -2024-03-19 10:42:34,898 INFO torchdistill.misc.log Epoch: [0] [ 850/5005] eta: 0:26:50 lr: 0.1 img/s: 742.9304819346299 loss: 36.0727 (37.6617) time: 0.3787 data: 0.0329 max mem: 9440 -2024-03-19 10:42:53,841 INFO torchdistill.misc.log Epoch: [0] [ 900/5005] eta: 0:26:29 lr: 0.1 img/s: 742.1889497851352 loss: 35.9041 (37.5718) time: 0.3791 data: 0.0336 max mem: 9440 -2024-03-19 10:43:12,467 INFO torchdistill.misc.log Epoch: [0] [ 950/5005] eta: 0:26:06 lr: 0.1 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741.7685167210922 loss: 30.3896 (33.4754) time: 0.3843 data: 0.0384 max mem: 9440 -2024-03-19 11:08:39,004 INFO torchdistill.misc.log Epoch: [0] Total time: 0:31:34 -2024-03-19 11:08:42,560 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:23:07 acc1: 23.4375 (23.4375) acc5: 52.3438 (52.3438) time: 3.5482 data: 3.0572 max mem: 9440 -2024-03-19 11:08:46,037 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:46 acc1: 29.6875 (31.1581) acc5: 57.0312 (57.3529) time: 0.0965 data: 0.0550 max mem: 9440 -2024-03-19 11:08:50,726 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:33 acc1: 30.4688 (31.3274) acc5: 57.0312 (57.9285) time: 0.0895 data: 0.0481 max mem: 9440 -2024-03-19 11:08:54,576 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:24 acc1: 31.2500 (31.5035) acc5: 57.0312 (58.2937) time: 0.0824 data: 0.0406 max mem: 9440 -2024-03-19 11:08:58,341 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:18 acc1: 32.0312 (31.5726) acc5: 56.2500 (58.0885) time: 0.0901 data: 0.0487 max mem: 9440 -2024-03-19 11:09:01,823 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:12 acc1: 33.5938 (31.6951) acc5: 57.8125 (58.2949) time: 0.0665 data: 0.0248 max mem: 9440 -2024-03-19 11:09:05,321 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 32.8125 (31.7431) acc5: 57.0312 (58.1785) time: 0.0658 data: 0.0244 max mem: 9440 -2024-03-19 11:09:09,001 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 31.2500 (31.7931) acc5: 57.8125 (58.2354) time: 0.0724 data: 0.0310 max mem: 9440 -2024-03-19 11:09:12,317 INFO torchdistill.misc.log Validation: Total time: 0:00:33 -2024-03-19 11:09:12,319 INFO __main__ * Acc@1 31.7580 Acc@5 58.2000 +2024-05-25 19:32:43,445 INFO torchdistill.core.distillation Freezing the whole teacher model +2024-05-25 19:32:48,839 INFO torchdistill.misc.log Epoch: [0] [ 0/5005] eta: 7:29:46 lr: 0.1 img/s: 86.51868124784457 loss: 42.6519 (42.6519) time: 5.3919 data: 2.4286 max mem: 9397 +2024-05-25 19:33:02,051 INFO torchdistill.misc.log Epoch: [0] [ 50/5005] eta: 0:30:07 lr: 0.1 img/s: 970.5044166760817 loss: 41.2913 (41.8362) time: 0.2640 data: 0.0001 max mem: 9397 +2024-05-25 19:33:15,282 INFO torchdistill.misc.log Epoch: [0] [ 100/5005] eta: 0:25:45 lr: 0.1 img/s: 967.7700371608498 loss: 40.5498 (41.2990) time: 0.2648 data: 0.0001 max mem: 9397 +2024-05-25 19:33:28,525 INFO torchdistill.misc.log Epoch: [0] [ 150/5005] eta: 0:24:09 lr: 0.1 img/s: 967.4046994377973 loss: 40.1848 (40.9696) time: 0.2649 data: 0.0001 max mem: 9397 +2024-05-25 19:33:41,775 INFO torchdistill.misc.log Epoch: [0] [ 200/5005] eta: 0:23:14 lr: 0.1 img/s: 963.8944811402903 loss: 39.8090 (40.7071) time: 0.2651 data: 0.0001 max mem: 9397 +2024-05-25 19:33:55,061 INFO torchdistill.misc.log Epoch: [0] [ 250/5005] eta: 0:22:36 lr: 0.1 img/s: 964.2225357247731 loss: 39.5215 (40.4816) time: 0.2657 data: 0.0001 max mem: 9397 +2024-05-25 19:34:08,350 INFO torchdistill.misc.log Epoch: [0] [ 300/5005] 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INFO torchdistill.misc.log Epoch: [0] [4900/5005] eta: 0:00:28 lr: 0.1 img/s: 964.0580477350412 loss: 31.3562 (34.3839) time: 0.2657 data: 0.0001 max mem: 9397 +2024-05-25 19:54:44,283 INFO torchdistill.misc.log Epoch: [0] [4950/5005] eta: 0:00:14 lr: 0.1 img/s: 964.5118243986745 loss: 31.2159 (34.3530) time: 0.2658 data: 0.0001 max mem: 9397 +2024-05-25 19:54:57,604 INFO torchdistill.misc.log Epoch: [0] [5000/5005] eta: 0:00:01 lr: 0.1 img/s: 964.5395497912806 loss: 31.3619 (34.3227) time: 0.2654 data: 0.0000 max mem: 9397 +2024-05-25 19:54:59,550 INFO torchdistill.misc.log Epoch: [0] Total time: 0:22:16 +2024-05-25 19:55:01,319 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:11:31 acc1: 64.0625 (64.0625) acc5: 78.9062 (78.9062) time: 1.7682 data: 0.9331 max mem: 9397 +2024-05-25 19:55:09,238 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:04 acc1: 40.6250 (35.5852) acc5: 64.8438 (61.8413) time: 0.1596 data: 0.0001 max mem: 9397 +2024-05-25 19:55:17,149 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 28.9062 (31.4821) acc5: 59.3750 (59.2203) time: 0.1583 data: 0.0001 max mem: 9397 +2024-05-25 19:55:25,026 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 31.2500 (32.5849) acc5: 60.1562 (60.9530) time: 0.1569 data: 0.0001 max mem: 9397 +2024-05-25 19:55:32,899 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 20.3125 (31.6154) acc5: 46.0938 (59.2351) time: 0.1575 data: 0.0001 max mem: 9397 +2024-05-25 19:55:40,778 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 21.0938 (31.2811) acc5: 50.7812 (57.8779) time: 0.1580 data: 0.0001 max mem: 9397 +2024-05-25 19:55:48,734 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 27.3438 (30.5388) acc5: 45.3125 (56.6186) time: 0.1594 data: 0.0001 max mem: 9397 +2024-05-25 19:55:56,670 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 25.7812 (29.8900) acc5: 53.1250 (55.7692) time: 0.1600 data: 0.0001 max mem: 9397 +2024-05-25 19:56:02,809 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-25 19:56:02,809 INFO __main__ * Acc@1 30.7080 Acc@5 56.6260 -2024-03-19 11:09:12,320 INFO __main__ Best top-1 accuracy: 0.0000 -> 31.7580 -2024-03-19 11:09:12,320 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-19 11:09:16,159 INFO torchdistill.misc.log Epoch: [1] [ 0/5005] eta: 5:07:40 lr: 0.1 img/s: 730.3312882767927 loss: 30.1479 (30.1479) time: 3.6884 data: 3.3374 max mem: 9440 -2024-03-19 11:09:34,702 INFO torchdistill.misc.log Epoch: [1] [ 50/5005] eta: 0:35:59 lr: 0.1 img/s: 742.3126067244528 loss: 30.3136 (30.3649) time: 0.3457 data: 0.0004 max mem: 9440 -2024-03-19 11:09:52,049 INFO torchdistill.misc.log Epoch: [1] [ 100/5005] eta: 0:32:01 lr: 0.1 img/s: 742.6339995130912 loss: 30.3575 (30.3485) time: 0.3467 data: 0.0005 max mem: 9440 -2024-03-19 11:10:09,415 INFO torchdistill.misc.log Epoch: 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img/s: 740.9260103409562 loss: 28.4324 (29.2992) time: 0.3791 data: 0.0328 max mem: 9440 -2024-03-19 11:40:29,097 INFO torchdistill.misc.log Epoch: [1] Total time: 0:31:16 -2024-03-19 11:40:31,728 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:17:03 acc1: 46.0938 (46.0938) acc5: 74.2188 (74.2188) time: 2.6189 data: 2.5754 max mem: 9440 -2024-03-19 11:40:35,392 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:42 acc1: 42.9688 (43.8879) acc5: 69.5312 (70.1746) time: 0.0841 data: 0.0426 max mem: 9440 -2024-03-19 11:40:39,039 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:28 acc1: 42.1875 (43.6649) acc5: 69.5312 (70.4827) time: 0.0836 data: 0.0423 max mem: 9440 -2024-03-19 11:40:42,890 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:21 acc1: 41.4062 (43.7500) acc5: 69.5312 (70.7057) time: 0.0705 data: 0.0290 max mem: 9440 -2024-03-19 11:40:46,757 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 41.4062 (43.4818) acc5: 70.3125 (70.3553) time: 0.0695 data: 0.0279 max mem: 9440 -2024-03-19 11:40:50,364 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 43.7500 (43.5664) acc5: 71.0938 (70.5459) time: 0.0749 data: 0.0334 max mem: 9440 -2024-03-19 11:40:53,947 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 44.5312 (43.5735) acc5: 69.5312 (70.5461) time: 0.0657 data: 0.0243 max mem: 9440 -2024-03-19 11:40:57,634 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 43.7500 (43.6743) acc5: 69.5312 (70.5840) time: 0.0692 data: 0.0277 max mem: 9440 -2024-03-19 11:41:00,660 INFO torchdistill.misc.log Validation: Total time: 0:00:31 -2024-03-19 11:41:00,662 INFO __main__ * Acc@1 43.6800 Acc@5 70.5300 +2024-05-25 19:56:02,809 INFO __main__ Best top-1 accuracy: 0.0000 -> 30.7080 +2024-05-25 19:56:02,809 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-25 19:56:04,553 INFO torchdistill.misc.log Epoch: [1] [ 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54.6875 (48.8971) acc5: 78.1250 (73.9890) time: 0.1572 data: 0.0001 max mem: 9397 +2024-05-25 20:18:31,937 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:51 acc1: 45.3125 (47.6795) acc5: 77.3438 (75.6033) time: 0.1946 data: 0.0001 max mem: 9397 +2024-05-25 20:18:39,809 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:41 acc1: 47.6562 (48.1788) acc5: 75.0000 (75.9416) time: 0.1562 data: 0.0001 max mem: 9397 +2024-05-25 20:18:47,691 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 33.5938 (46.0743) acc5: 62.5000 (73.3326) time: 0.1587 data: 0.0001 max mem: 9397 +2024-05-25 20:18:55,507 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 42.1875 (45.2409) acc5: 68.7500 (71.6882) time: 0.1561 data: 0.0001 max mem: 9397 +2024-05-25 20:19:03,368 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 36.7188 (43.9784) acc5: 64.8438 (70.2450) time: 0.1573 data: 0.0001 max mem: 9397 +2024-05-25 20:19:11,253 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 31.2500 (42.7684) acc5: 64.8438 (69.0416) time: 0.1576 data: 0.0001 max mem: 9397 +2024-05-25 20:19:17,390 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-25 20:19:17,390 INFO __main__ * Acc@1 42.9900 Acc@5 69.2960 -2024-03-19 11:41:00,662 INFO __main__ Best top-1 accuracy: 31.7580 -> 43.6800 -2024-03-19 11:41:00,662 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-19 11:41:05,525 INFO torchdistill.misc.log Epoch: [2] [ 0/5005] eta: 6:29:46 lr: 0.1 img/s: 736.7248370959475 loss: 28.1032 (28.1032) time: 4.6726 data: 4.3248 max mem: 9440 -2024-03-19 11:41:23,107 INFO torchdistill.misc.log Epoch: [2] [ 50/5005] eta: 0:36:02 lr: 0.1 img/s: 739.9008018897504 loss: 28.3462 (28.4438) time: 0.3466 data: 0.0004 max mem: 9440 -2024-03-19 11:41:40,448 INFO torchdistill.misc.log Epoch: [2] [ 100/5005] eta: 0:32:02 lr: 0.1 img/s: 740.4186674500166 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12:12:50,799 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 45.3125 (47.0616) acc5: 73.4375 (73.6357) time: 0.0815 data: 0.0402 max mem: 9440 -2024-03-19 12:12:54,362 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 46.0938 (47.0275) acc5: 73.4375 (73.6803) time: 0.0689 data: 0.0276 max mem: 9440 -2024-03-19 12:12:58,217 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 45.3125 (47.0229) acc5: 73.4375 (73.6815) time: 0.0654 data: 0.0241 max mem: 9440 -2024-03-19 12:13:01,934 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 46.0938 (47.0264) acc5: 73.4375 (73.7024) time: 0.0732 data: 0.0318 max mem: 9440 -2024-03-19 12:13:04,966 INFO torchdistill.misc.log Validation: Total time: 0:00:31 -2024-03-19 12:13:04,967 INFO __main__ * Acc@1 47.0440 Acc@5 73.6280 +2024-05-25 20:19:17,390 INFO __main__ Best top-1 accuracy: 30.7080 -> 42.9900 +2024-05-25 20:19:17,390 INFO __main__ Updating ckpt at 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(47.9106) acc5: 65.6250 (74.7950) time: 0.1595 data: 0.0001 max mem: 9397 +2024-05-25 20:42:27,845 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 40.6250 (47.0909) acc5: 70.3125 (73.8337) time: 0.1615 data: 0.0001 max mem: 9397 +2024-05-25 20:42:34,040 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-25 20:42:34,041 INFO __main__ * Acc@1 47.4760 Acc@5 74.0620 -2024-03-19 12:13:04,968 INFO __main__ Best top-1 accuracy: 43.6800 -> 47.0440 -2024-03-19 12:13:04,968 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-19 12:13:10,129 INFO torchdistill.misc.log Epoch: [3] [ 0/5005] eta: 6:53:35 lr: 0.1 img/s: 734.5802472176385 loss: 27.5436 (27.5436) time: 4.9581 data: 4.6092 max mem: 9440 -2024-03-19 12:13:27,929 INFO torchdistill.misc.log Epoch: [3] [ 50/5005] eta: 0:36:51 lr: 0.1 img/s: 742.5056143878803 loss: 27.5372 (27.5160) time: 0.3471 data: 0.0004 max mem: 9440 -2024-03-19 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Epoch: [3] [4950/5005] eta: 0:00:20 lr: 0.1 img/s: 733.4382233685614 loss: 27.2140 (27.3724) time: 0.3850 data: 0.0384 max mem: 9440 -2024-03-19 12:44:53,819 INFO torchdistill.misc.log Epoch: [3] [5000/5005] eta: 0:00:01 lr: 0.1 img/s: 740.2956406510376 loss: 27.1834 (27.3706) time: 0.3859 data: 0.0389 max mem: 9440 -2024-03-19 12:44:55,538 INFO torchdistill.misc.log Epoch: [3] Total time: 0:31:50 -2024-03-19 12:44:58,541 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:19:30 acc1: 54.6875 (54.6875) acc5: 80.4688 (80.4688) time: 2.9926 data: 2.9490 max mem: 9440 -2024-03-19 12:45:01,886 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:42 acc1: 52.3438 (50.6127) acc5: 76.5625 (77.0221) time: 0.0822 data: 0.0405 max mem: 9440 -2024-03-19 12:45:05,526 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:28 acc1: 51.5625 (51.0520) acc5: 77.3438 (76.9261) time: 0.0743 data: 0.0324 max mem: 9440 -2024-03-19 12:45:09,202 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:21 acc1: 52.3438 (51.3400) acc5: 76.5625 (77.0592) time: 0.0664 data: 0.0248 max mem: 9440 -2024-03-19 12:45:12,783 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 50.0000 (50.9095) acc5: 75.7812 (76.8229) time: 0.0681 data: 0.0268 max mem: 9440 -2024-03-19 12:45:16,347 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 50.0000 (50.6692) acc5: 77.3438 (76.8395) time: 0.0662 data: 0.0250 max mem: 9440 -2024-03-19 12:45:20,308 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 51.5625 (50.5762) acc5: 76.5625 (76.9025) time: 0.0648 data: 0.0235 max mem: 9440 -2024-03-19 12:45:24,287 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 48.4375 (50.6165) acc5: 76.5625 (76.8941) time: 0.0879 data: 0.0463 max mem: 9440 -2024-03-19 12:45:26,953 INFO torchdistill.misc.log Validation: Total time: 0:00:31 -2024-03-19 12:45:26,954 INFO __main__ * Acc@1 50.7720 Acc@5 76.7880 +2024-05-25 20:42:34,041 INFO __main__ Best top-1 accuracy: 42.9900 -> 47.4760 +2024-05-25 20:42:34,041 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-25 20:42:36,212 INFO torchdistill.misc.log Epoch: [3] [ 0/5005] eta: 2:53:08 lr: 0.1 img/s: 940.5068080510623 loss: 28.3990 (28.3990) time: 2.0755 data: 1.8029 max mem: 9397 +2024-05-25 20:42:49,497 INFO torchdistill.misc.log Epoch: [3] [ 50/5005] eta: 0:24:52 lr: 0.1 img/s: 964.6244687225715 loss: 28.3030 (28.3794) time: 0.2657 data: 0.0001 max mem: 9397 +2024-05-25 20:43:02,781 INFO torchdistill.misc.log Epoch: [3] [ 100/5005] eta: 0:23:11 lr: 0.1 img/s: 965.1429716832312 loss: 28.3352 (28.3645) time: 0.2657 data: 0.0001 max mem: 9397 +2024-05-25 20:43:16,066 INFO torchdistill.misc.log Epoch: [3] [ 150/5005] eta: 0:22:28 lr: 0.1 img/s: 964.3403089684556 loss: 28.3570 (28.3567) time: 0.2657 data: 0.0001 max mem: 9397 +2024-05-25 20:43:29,365 INFO torchdistill.misc.log Epoch: [3] [ 200/5005] eta: 0:22:00 lr: 0.1 img/s: 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Validation: [ 0/391] eta: 0:08:30 acc1: 62.5000 (62.5000) acc5: 82.0312 (82.0312) time: 1.3063 data: 1.0113 max mem: 9397 +2024-05-25 21:04:56,762 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:02 acc1: 64.8438 (59.0839) acc5: 84.3750 (82.3989) time: 0.1593 data: 0.0001 max mem: 9397 +2024-05-25 21:05:04,719 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:49 acc1: 57.0312 (57.1473) acc5: 85.9375 (83.5705) time: 0.1577 data: 0.0001 max mem: 9397 +2024-05-25 21:05:12,757 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 57.8125 (57.6469) acc5: 83.5938 (83.7283) time: 0.1611 data: 0.0001 max mem: 9397 +2024-05-25 21:05:20,802 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 44.5312 (55.5426) acc5: 71.8750 (81.4249) time: 0.1631 data: 0.0001 max mem: 9397 +2024-05-25 21:05:28,783 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 43.7500 (54.1988) acc5: 71.8750 (79.8058) time: 0.1595 data: 0.0001 max mem: 9397 +2024-05-25 21:05:36,705 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 48.4375 (53.1276) acc5: 71.0938 (78.6337) time: 0.1568 data: 0.0001 max mem: 9397 +2024-05-25 21:05:44,697 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 46.8750 (52.2881) acc5: 78.9062 (77.7845) time: 0.1605 data: 0.0001 max mem: 9397 +2024-05-25 21:05:50,848 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-25 21:05:50,848 INFO __main__ * Acc@1 52.6420 Acc@5 77.9960 -2024-03-19 12:45:26,954 INFO __main__ Best top-1 accuracy: 47.0440 -> 50.7720 -2024-03-19 12:45:26,954 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-19 12:45:31,493 INFO torchdistill.misc.log Epoch: [4] [ 0/5005] eta: 6:02:32 lr: 0.1 img/s: 738.3926704126984 loss: 27.3768 (27.3768) time: 4.3461 data: 3.9990 max mem: 9440 -2024-03-19 12:45:48,886 INFO torchdistill.misc.log Epoch: [4] [ 50/5005] eta: 0:35:11 lr: 0.1 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data: 0.0430 max mem: 9440 -2024-03-19 13:17:15,839 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:23 acc1: 50.7812 (50.6312) acc5: 77.3438 (76.8264) time: 0.0946 data: 0.0534 max mem: 9440 -2024-03-19 13:17:19,439 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:17 acc1: 49.2188 (50.3615) acc5: 75.7812 (76.5508) time: 0.0905 data: 0.0489 max mem: 9440 -2024-03-19 13:17:23,184 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:12 acc1: 50.0000 (50.3424) acc5: 75.0000 (76.5189) time: 0.0698 data: 0.0277 max mem: 9440 -2024-03-19 13:17:27,250 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 50.7812 (50.3504) acc5: 75.7812 (76.4717) time: 0.0652 data: 0.0233 max mem: 9440 -2024-03-19 13:17:30,671 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 47.6562 (50.4006) acc5: 75.7812 (76.5069) time: 0.0634 data: 0.0214 max mem: 9440 -2024-03-19 13:17:33,705 INFO torchdistill.misc.log Validation: Total time: 0:00:32 -2024-03-19 13:17:33,707 INFO __main__ * Acc@1 50.4180 Acc@5 76.4600 +2024-05-25 21:05:50,848 INFO __main__ Best top-1 accuracy: 47.4760 -> 52.6420 +2024-05-25 21:05:50,848 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-25 21:05:53,024 INFO torchdistill.misc.log Epoch: [4] [ 0/5005] eta: 2:53:40 lr: 0.1 img/s: 938.736496079789 loss: 27.5522 (27.5522) time: 2.0820 data: 1.8090 max mem: 9397 +2024-05-25 21:06:06,310 INFO torchdistill.misc.log Epoch: [4] [ 50/5005] eta: 0:24:53 lr: 0.1 img/s: 964.0796876851855 loss: 27.9687 (27.9495) time: 0.2657 data: 0.0001 max mem: 9397 +2024-05-25 21:06:19,595 INFO torchdistill.misc.log Epoch: [4] [ 100/5005] eta: 0:23:11 lr: 0.1 img/s: 964.5100916145595 loss: 27.9137 (27.9256) time: 0.2657 data: 0.0001 max mem: 9397 +2024-05-25 21:06:32,883 INFO torchdistill.misc.log Epoch: [4] [ 150/5005] eta: 0:22:28 lr: 0.1 img/s: 964.3723551970972 loss: 27.8106 (27.8952) time: 0.2658 data: 0.0001 max mem: 9397 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INFO torchdistill.misc.log Epoch: [4] Total time: 0:22:13 +2024-05-25 21:28:05,818 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:10:29 acc1: 71.8750 (71.8750) acc5: 88.2812 (88.2812) time: 1.6109 data: 1.3026 max mem: 9397 +2024-05-25 21:28:13,770 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:03 acc1: 62.5000 (58.3487) acc5: 81.2500 (81.9393) time: 0.1583 data: 0.0001 max mem: 9397 +2024-05-25 21:28:21,807 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 50.0000 (56.0257) acc5: 84.3750 (82.8048) time: 0.1606 data: 0.0001 max mem: 9397 +2024-05-25 21:28:29,892 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 55.4688 (57.0726) acc5: 85.1562 (83.5834) time: 0.1628 data: 0.0001 max mem: 9397 +2024-05-25 21:28:37,868 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 42.1875 (54.8352) acc5: 67.9688 (80.9352) time: 0.1587 data: 0.0001 max mem: 9397 +2024-05-25 21:28:45,815 INFO torchdistill.misc.log Validation: 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eta: 0:00:31 acc1: 51.5625 (52.8767) acc5: 79.6875 (79.2167) time: 0.1518 data: 0.1075 max mem: 9440 -2024-03-19 13:49:14,662 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:24 acc1: 50.7812 (52.5886) acc5: 78.1250 (78.7935) time: 0.1008 data: 0.0624 max mem: 9440 -2024-03-19 13:49:18,308 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:16 acc1: 53.1250 (52.6332) acc5: 78.9062 (78.8782) time: 0.0671 data: 0.0249 max mem: 9440 -2024-03-19 13:49:22,659 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:10 acc1: 52.3438 (52.6734) acc5: 77.3438 (78.8881) time: 0.0690 data: 0.0303 max mem: 9440 -2024-03-19 13:49:26,433 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:04 acc1: 52.3438 (52.7488) acc5: 78.9062 (78.9574) time: 0.0652 data: 0.0268 max mem: 9440 -2024-03-19 13:49:29,454 INFO torchdistill.misc.log Validation: Total time: 0:00:40 -2024-03-19 13:49:29,455 INFO __main__ * Acc@1 52.7680 Acc@5 78.8760 +2024-05-25 21:29:09,739 INFO 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Validation: [ 50/391] eta: 0:01:02 acc1: 64.8438 (61.6881) acc5: 88.2812 (83.5478) time: 0.1598 data: 0.0001 max mem: 9397 +2024-05-25 21:51:38,114 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:49 acc1: 59.3750 (60.3496) acc5: 88.2812 (85.1485) time: 0.1594 data: 0.0001 max mem: 9397 +2024-05-25 21:51:46,046 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 60.9375 (60.1200) acc5: 84.3750 (85.2597) time: 0.1582 data: 0.0001 max mem: 9397 +2024-05-25 21:51:53,966 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 45.3125 (57.5521) acc5: 72.6562 (83.0107) time: 0.1606 data: 0.0001 max mem: 9397 +2024-05-25 21:52:01,913 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 52.3438 (56.3465) acc5: 77.3438 (81.5208) time: 0.1585 data: 0.0001 max mem: 9397 +2024-05-25 21:52:09,852 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 43.7500 (54.8900) acc5: 73.4375 (80.2040) time: 0.1596 data: 0.0001 max mem: 9397 +2024-05-25 21:52:17,776 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 43.7500 (54.0665) acc5: 77.3438 (79.4649) time: 0.1588 data: 0.0001 max mem: 9397 +2024-05-25 21:52:23,982 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-25 21:52:23,983 INFO __main__ * Acc@1 54.4700 Acc@5 79.6720 -2024-03-19 13:49:29,456 INFO __main__ Best top-1 accuracy: 50.7720 -> 52.7680 -2024-03-19 13:49:29,456 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-19 13:49:35,284 INFO torchdistill.misc.log Epoch: [6] [ 0/5005] eta: 7:50:13 lr: 0.1 img/s: 746.8999149970994 loss: 26.7911 (26.7911) time: 5.6370 data: 5.2939 max mem: 9440 -2024-03-19 13:49:53,349 INFO torchdistill.misc.log Epoch: [6] [ 50/5005] eta: 0:38:22 lr: 0.1 img/s: 740.0063570389872 loss: 26.5770 (26.6310) time: 0.3485 data: 0.0007 max mem: 9440 -2024-03-19 13:50:10,728 INFO torchdistill.misc.log Epoch: [6] [ 100/5005] eta: 0:33:14 lr: 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data: 0.0522 max mem: 9440 -2024-03-19 14:20:52,375 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 53.1250 (53.4126) acc5: 78.1250 (78.3854) time: 0.0658 data: 0.0241 max mem: 9440 -2024-03-19 14:20:56,056 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:12 acc1: 53.9062 (53.3584) acc5: 78.9062 (78.4425) time: 0.0687 data: 0.0266 max mem: 9440 -2024-03-19 14:21:00,024 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 50.7812 (53.2496) acc5: 77.3438 (78.5662) time: 0.0725 data: 0.0309 max mem: 9440 -2024-03-19 14:21:04,051 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 51.5625 (53.2853) acc5: 77.3438 (78.5791) time: 0.0698 data: 0.0282 max mem: 9440 -2024-03-19 14:21:07,249 INFO torchdistill.misc.log Validation: Total time: 0:00:32 -2024-03-19 14:21:07,251 INFO __main__ * Acc@1 53.4040 Acc@5 78.5600 +2024-05-25 21:52:23,983 INFO __main__ Best top-1 accuracy: 52.6420 -> 54.4700 +2024-05-25 21:52:23,983 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-25 21:52:26,245 INFO torchdistill.misc.log Epoch: [6] [ 0/5005] eta: 3:01:18 lr: 0.1 img/s: 930.827260551262 loss: 27.4418 (27.4418) time: 2.1736 data: 1.8984 max mem: 9397 +2024-05-25 21:52:39,511 INFO torchdistill.misc.log Epoch: [6] [ 50/5005] eta: 0:25:00 lr: 0.1 img/s: 962.7614261261592 loss: 27.2937 (27.3358) time: 0.2658 data: 0.0001 max mem: 9397 +2024-05-25 21:52:52,810 INFO torchdistill.misc.log Epoch: [6] [ 100/5005] eta: 0:23:15 lr: 0.1 img/s: 963.7154004464314 loss: 27.3599 (27.3772) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-25 21:53:06,110 INFO torchdistill.misc.log Epoch: [6] [ 150/5005] eta: 0:22:31 lr: 0.1 img/s: 963.4378271675834 loss: 27.4070 (27.3858) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-25 21:53:19,410 INFO torchdistill.misc.log Epoch: [6] [ 200/5005] eta: 0:22:02 lr: 0.1 img/s: 963.7958487571764 loss: 27.3204 (27.3897) time: 0.2660 data: 0.0001 max mem: 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(89.8438) time: 1.3567 data: 0.9946 max mem: 9397 +2024-05-25 22:14:46,313 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:02 acc1: 68.7500 (61.6575) acc5: 84.3750 (84.6661) time: 0.1591 data: 0.0001 max mem: 9397 +2024-05-25 22:14:54,288 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:49 acc1: 50.0000 (57.3175) acc5: 85.1562 (84.4291) time: 0.1588 data: 0.0001 max mem: 9397 +2024-05-25 22:15:02,202 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 60.1562 (58.8576) acc5: 86.7188 (85.2339) time: 0.1577 data: 0.0001 max mem: 9397 +2024-05-25 22:15:10,188 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 46.0938 (56.1956) acc5: 70.3125 (82.4627) time: 0.1587 data: 0.0001 max mem: 9397 +2024-05-25 22:15:18,113 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 50.7812 (55.2229) acc5: 77.3438 (81.0072) time: 0.1582 data: 0.0001 max mem: 9397 +2024-05-25 22:15:26,049 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 52.3438 (54.2229) acc5: 75.0000 (79.8744) time: 0.1598 data: 0.0001 max mem: 9397 +2024-05-25 22:15:34,021 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 47.6562 (53.3698) acc5: 73.4375 (79.1132) time: 0.1594 data: 0.0001 max mem: 9397 +2024-05-25 22:15:40,234 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-25 22:15:40,234 INFO __main__ * Acc@1 53.5240 Acc@5 79.3060 -2024-03-19 14:21:07,251 INFO __main__ Best top-1 accuracy: 52.7680 -> 53.4040 -2024-03-19 14:21:07,251 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-19 14:21:12,278 INFO torchdistill.misc.log Epoch: [7] [ 0/5005] eta: 6:42:40 lr: 0.1 img/s: 734.6958517336559 loss: 26.3974 (26.3974) time: 4.8273 data: 4.4783 max mem: 9440 -2024-03-19 14:21:30,172 INFO torchdistill.misc.log Epoch: [7] [ 50/5005] eta: 0:36:47 lr: 0.1 img/s: 742.2823300549379 loss: 26.5447 (26.5682) time: 0.3463 data: 0.0005 max 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INFO torchdistill.misc.log Epoch: [7] [4950/5005] eta: 0:00:20 lr: 0.1 img/s: 743.3460581763151 loss: 26.2753 (26.4483) time: 0.3786 data: 0.0326 max mem: 9440 -2024-03-19 14:51:56,619 INFO torchdistill.misc.log Epoch: [7] [5000/5005] eta: 0:00:01 lr: 0.1 img/s: 743.6384743296468 loss: 26.2757 (26.4477) time: 0.3762 data: 0.0303 max mem: 9440 -2024-03-19 14:51:58,274 INFO torchdistill.misc.log Epoch: [7] Total time: 0:30:50 -2024-03-19 14:52:01,079 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:18:13 acc1: 57.0312 (57.0312) acc5: 83.5938 (83.5938) time: 2.7974 data: 2.7506 max mem: 9440 -2024-03-19 14:52:05,176 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:46 acc1: 54.6875 (53.9369) acc5: 80.4688 (79.8254) time: 0.0955 data: 0.0536 max mem: 9440 -2024-03-19 14:52:09,664 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:32 acc1: 53.9062 (54.0610) acc5: 79.6875 (79.6875) time: 0.1084 data: 0.0668 max mem: 9440 -2024-03-19 14:52:13,330 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:24 acc1: 52.3438 (53.7666) acc5: 79.6875 (79.7237) time: 0.0724 data: 0.0306 max mem: 9440 -2024-03-19 14:52:17,134 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:17 acc1: 51.5625 (53.4165) acc5: 78.1250 (79.3299) time: 0.0671 data: 0.0251 max mem: 9440 -2024-03-19 14:52:20,707 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:12 acc1: 54.6875 (53.4020) acc5: 78.9062 (79.4354) time: 0.0774 data: 0.0364 max mem: 9440 -2024-03-19 14:52:24,540 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 53.9062 (53.5714) acc5: 78.9062 (79.3683) time: 0.0701 data: 0.0284 max mem: 9440 -2024-03-19 14:52:28,606 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 53.9062 (53.5880) acc5: 79.6875 (79.3625) time: 0.0836 data: 0.0419 max mem: 9440 -2024-03-19 14:52:31,377 INFO torchdistill.misc.log Validation: Total time: 0:00:33 -2024-03-19 14:52:31,381 INFO __main__ * Acc@1 53.6540 Acc@5 79.3620 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INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:03 acc1: 65.6250 (61.5656) acc5: 85.1562 (83.3793) time: 0.1605 data: 0.0001 max mem: 9397 +2024-05-25 22:38:10,155 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 50.7812 (59.1894) acc5: 88.2812 (84.8159) time: 0.1629 data: 0.0001 max mem: 9397 +2024-05-25 22:38:18,176 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 60.9375 (60.1045) acc5: 83.5938 (85.1614) time: 0.1614 data: 0.0001 max mem: 9397 +2024-05-25 22:38:26,187 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 45.3125 (57.4549) acc5: 71.8750 (82.8280) time: 0.1615 data: 0.0001 max mem: 9397 +2024-05-25 22:38:34,476 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 41.4062 (56.2811) acc5: 76.5625 (81.4523) time: 0.1741 data: 0.0001 max mem: 9397 +2024-05-25 22:38:42,485 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 49.2188 (55.1391) acc5: 73.4375 (80.2481) time: 0.1603 data: 0.0001 max mem: 9397 +2024-05-25 22:38:50,482 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 51.5625 (54.4338) acc5: 75.0000 (79.4694) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-25 22:38:56,785 INFO torchdistill.misc.log Validation: Total time: 0:01:04 +2024-05-25 22:38:56,785 INFO __main__ * Acc@1 54.6860 Acc@5 79.6360 -2024-03-19 14:52:31,382 INFO __main__ Best top-1 accuracy: 53.4040 -> 53.6540 -2024-03-19 14:52:31,383 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-19 14:52:35,350 INFO torchdistill.misc.log Epoch: [8] [ 0/5005] eta: 5:14:53 lr: 0.1 img/s: 689.8384490450443 loss: 26.6417 (26.6417) time: 3.7748 data: 3.4033 max mem: 9440 -2024-03-19 14:52:54,526 INFO torchdistill.misc.log Epoch: [8] [ 50/5005] eta: 0:37:09 lr: 0.1 img/s: 740.9536199180891 loss: 26.2764 (26.3021) time: 0.3467 data: 0.0006 max mem: 9440 -2024-03-19 14:53:11,874 INFO torchdistill.misc.log Epoch: [8] [ 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(78.9787) time: 0.0757 data: 0.0339 max mem: 9440 -2024-03-19 15:23:49,764 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:19 acc1: 52.3438 (53.2572) acc5: 78.9062 (78.8169) time: 0.1249 data: 0.0826 max mem: 9440 -2024-03-19 15:23:53,329 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:13 acc1: 52.3438 (53.2184) acc5: 78.9062 (78.8315) time: 0.0910 data: 0.0491 max mem: 9440 -2024-03-19 15:23:56,987 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:08 acc1: 53.1250 (53.2236) acc5: 78.9062 (78.8803) time: 0.0667 data: 0.0248 max mem: 9440 -2024-03-19 15:24:00,763 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 53.1250 (53.2585) acc5: 78.1250 (78.8306) time: 0.0688 data: 0.0273 max mem: 9440 -2024-03-19 15:24:03,461 INFO torchdistill.misc.log Validation: Total time: 0:00:33 -2024-03-19 15:24:03,463 INFO __main__ * Acc@1 53.2560 Acc@5 78.8280 +2024-05-25 22:38:56,785 INFO __main__ Best top-1 accuracy: 54.4700 -> 54.6860 +2024-05-25 22:38:56,785 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-25 22:38:59,256 INFO torchdistill.misc.log Epoch: [8] [ 0/5005] eta: 3:18:49 lr: 0.1 img/s: 941.2314899227198 loss: 26.8778 (26.8778) time: 2.3835 data: 2.1113 max mem: 9397 +2024-05-25 22:39:12,541 INFO torchdistill.misc.log Epoch: [8] [ 50/5005] eta: 0:25:22 lr: 0.1 img/s: 963.5121769125021 loss: 27.1595 (27.1824) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-25 22:39:25,839 INFO torchdistill.misc.log Epoch: [8] [ 100/5005] eta: 0:23:26 lr: 0.1 img/s: 963.4888333149383 loss: 27.0696 (27.1222) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-25 22:39:39,139 INFO torchdistill.misc.log Epoch: [8] [ 150/5005] eta: 0:22:38 lr: 0.1 img/s: 963.2908904957566 loss: 27.1430 (27.1101) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-25 22:39:52,442 INFO torchdistill.misc.log Epoch: [8] [ 200/5005] eta: 0:22:08 lr: 0.1 img/s: 963.401520997154 loss: 27.1036 (27.1231) time: 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15:55:28,489 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 53.1250 (53.0706) acc5: 78.1250 (78.6614) time: 0.0779 data: 0.0361 max mem: 9440 -2024-03-19 15:55:31,984 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 52.3438 (53.0254) acc5: 78.1250 (78.6355) time: 0.0747 data: 0.0330 max mem: 9440 -2024-03-19 15:55:35,607 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 51.5625 (52.9225) acc5: 78.1250 (78.7246) time: 0.0645 data: 0.0233 max mem: 9440 -2024-03-19 15:55:39,258 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 52.3438 (53.0493) acc5: 78.1250 (78.6636) time: 0.0681 data: 0.0263 max mem: 9440 -2024-03-19 15:55:42,271 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-19 15:55:42,273 INFO __main__ * Acc@1 53.0320 Acc@5 78.6240 +2024-05-25 23:02:13,783 INFO __main__ Best top-1 accuracy: 54.6860 -> 55.3880 +2024-05-25 23:02:13,783 INFO __main__ Updating ckpt at 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79.6875 (80.1687) time: 0.0678 data: 0.0294 max mem: 9440 -2024-03-19 16:27:13,511 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 53.1250 (54.6681) acc5: 78.9062 (79.8974) time: 0.0662 data: 0.0279 max mem: 9440 -2024-03-19 16:27:16,884 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 53.1250 (54.6408) acc5: 78.9062 (79.8276) time: 0.0655 data: 0.0272 max mem: 9440 -2024-03-19 16:27:20,483 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 55.4688 (54.5837) acc5: 79.6875 (79.8484) time: 0.0593 data: 0.0210 max mem: 9440 -2024-03-19 16:27:24,048 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 54.6875 (54.6051) acc5: 79.6875 (79.8722) time: 0.0743 data: 0.0360 max mem: 9440 -2024-03-19 16:27:26,912 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-19 16:27:26,913 INFO __main__ * Acc@1 54.6240 Acc@5 79.8540 +2024-05-25 23:25:30,966 INFO __main__ Best top-1 accuracy: 55.3880 -> 55.8440 +2024-05-25 23:25:30,966 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-25 23:25:33,501 INFO torchdistill.misc.log Epoch: [10] [ 0/5005] eta: 3:24:19 lr: 0.1 img/s: 935.639554479689 loss: 26.7586 (26.7586) time: 2.4495 data: 2.1757 max mem: 9397 +2024-05-25 23:25:46,789 INFO torchdistill.misc.log Epoch: [10] [ 50/5005] eta: 0:25:28 lr: 0.1 img/s: 964.0944034062085 loss: 26.9401 (27.0264) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-25 23:26:00,087 INFO torchdistill.misc.log Epoch: [10] [ 100/5005] eta: 0:23:30 lr: 0.1 img/s: 961.5819444208121 loss: 26.8424 (26.9589) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-25 23:26:13,385 INFO torchdistill.misc.log Epoch: [10] [ 150/5005] eta: 0:22:41 lr: 0.1 img/s: 963.3669462358645 loss: 26.8577 (26.9408) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-25 23:26:26,683 INFO torchdistill.misc.log Epoch: [10] [ 200/5005] eta: 0:22:09 lr: 0.1 img/s: 963.6712893324478 loss: 26.9474 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torchdistill.misc.log Epoch: [10] Total time: 0:22:13 +2024-05-25 23:47:45,701 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:09:48 acc1: 83.5938 (83.5938) acc5: 92.9688 (92.9688) time: 1.5063 data: 1.1777 max mem: 9397 +2024-05-25 23:47:53,687 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:03 acc1: 71.0938 (64.0472) acc5: 87.5000 (86.0907) time: 0.1608 data: 0.0001 max mem: 9397 +2024-05-25 23:48:01,654 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 56.2500 (61.8038) acc5: 86.7188 (86.5099) time: 0.1597 data: 0.0001 max mem: 9397 +2024-05-25 23:48:09,564 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 62.5000 (62.3913) acc5: 88.2812 (86.9412) time: 0.1576 data: 0.0001 max mem: 9397 +2024-05-25 23:48:17,637 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 43.7500 (59.8025) acc5: 73.4375 (84.6510) time: 0.1609 data: 0.0001 max mem: 9397 +2024-05-25 23:48:25,682 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 54.6875 (58.3821) acc5: 80.4688 (83.0957) time: 0.1604 data: 0.0001 max mem: 9397 +2024-05-25 23:48:33,699 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 42.9688 (57.2389) acc5: 72.6562 (81.8703) time: 0.1594 data: 0.0001 max mem: 9397 +2024-05-25 23:48:41,800 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 49.2188 (56.3524) acc5: 79.6875 (80.9963) time: 0.1600 data: 0.0001 max mem: 9397 +2024-05-25 23:48:48,029 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-25 23:48:48,029 INFO __main__ * Acc@1 56.3840 Acc@5 80.9580 -2024-03-19 16:27:26,914 INFO __main__ Best top-1 accuracy: 53.6540 -> 54.6240 -2024-03-19 16:27:26,914 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-19 16:27:30,965 INFO torchdistill.misc.log Epoch: [11] [ 0/5005] eta: 5:22:37 lr: 0.1 img/s: 704.5411337047171 loss: 26.5884 (26.5884) time: 3.8675 data: 3.5038 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torchdistill.misc.log Validation: [ 50/391] eta: 0:00:42 acc1: 58.5938 (55.8517) acc5: 80.4688 (80.9130) time: 0.0748 data: 0.0365 max mem: 9440 -2024-03-19 16:58:48,439 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:28 acc1: 55.4688 (56.0334) acc5: 81.2500 (81.0257) time: 0.0734 data: 0.0352 max mem: 9440 -2024-03-19 16:58:52,020 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:21 acc1: 56.2500 (56.1362) acc5: 82.0312 (81.2500) time: 0.0719 data: 0.0336 max mem: 9440 -2024-03-19 16:58:55,409 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 53.9062 (55.8186) acc5: 79.6875 (81.0090) time: 0.0624 data: 0.0241 max mem: 9440 -2024-03-19 16:58:58,715 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 54.6875 (55.8174) acc5: 80.4688 (80.9543) time: 0.0601 data: 0.0218 max mem: 9440 -2024-03-19 16:59:02,384 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 56.2500 (55.8944) acc5: 81.2500 (80.9463) time: 0.0594 data: 0.0211 max mem: 9440 -2024-03-19 16:59:06,334 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 54.6875 (55.9495) acc5: 80.4688 (80.9050) time: 0.0859 data: 0.0472 max mem: 9440 -2024-03-19 16:59:08,887 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-19 16:59:08,889 INFO __main__ * Acc@1 56.0080 Acc@5 80.8440 +2024-05-25 23:48:48,029 INFO __main__ Best top-1 accuracy: 55.8440 -> 56.3840 +2024-05-25 23:48:48,029 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-25 23:48:50,439 INFO torchdistill.misc.log Epoch: [11] [ 0/5005] eta: 3:13:43 lr: 0.1 img/s: 930.7562557265242 loss: 27.4780 (27.4780) time: 2.3224 data: 2.0470 max mem: 9397 +2024-05-25 23:49:03,727 INFO torchdistill.misc.log Epoch: [11] [ 50/5005] eta: 0:25:16 lr: 0.1 img/s: 963.5018018406053 loss: 26.9671 (26.8818) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-25 23:49:17,026 INFO torchdistill.misc.log Epoch: [11] [ 100/5005] 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(61.5950) acc5: 88.2812 (86.3629) time: 0.1579 data: 0.0001 max mem: 9397 +2024-05-26 00:11:26,476 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 59.3750 (62.4741) acc5: 89.0625 (86.9981) time: 0.1598 data: 0.0001 max mem: 9397 +2024-05-26 00:11:34,477 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 49.2188 (60.0979) acc5: 75.0000 (84.7559) time: 0.1602 data: 0.0001 max mem: 9397 +2024-05-26 00:11:42,544 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 57.0312 (58.7712) acc5: 80.4688 (83.2109) time: 0.1607 data: 0.0001 max mem: 9397 +2024-05-26 00:11:50,574 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 49.2188 (57.4543) acc5: 74.2188 (81.9664) time: 0.1597 data: 0.0001 max mem: 9397 +2024-05-26 00:11:58,607 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 49.2188 (56.3435) acc5: 77.3438 (81.1432) time: 0.1611 data: 0.0001 max mem: 9397 +2024-05-26 00:12:04,825 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 00:12:04,825 INFO __main__ * Acc@1 56.2540 Acc@5 81.1000 -2024-03-19 16:59:08,889 INFO __main__ Best top-1 accuracy: 54.6240 -> 56.0080 -2024-03-19 16:59:08,889 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-19 16:59:13,704 INFO torchdistill.misc.log Epoch: [12] [ 0/5005] eta: 6:26:36 lr: 0.1 img/s: 747.6441277372339 loss: 26.3513 (26.3513) time: 4.6346 data: 4.2919 max mem: 9440 -2024-03-19 16:59:31,326 INFO torchdistill.misc.log Epoch: [12] [ 50/5005] eta: 0:36:02 lr: 0.1 img/s: 753.2498367215511 loss: 26.0875 (26.1254) time: 0.3406 data: 0.0004 max mem: 9440 -2024-03-19 16:59:49,838 INFO torchdistill.misc.log Epoch: [12] [ 100/5005] eta: 0:32:59 lr: 0.1 img/s: 752.442222859141 loss: 26.0503 (26.0825) time: 0.3777 data: 0.0375 max mem: 9440 -2024-03-19 17:00:08,301 INFO torchdistill.misc.log Epoch: [12] [ 150/5005] eta: 0:31:44 lr: 0.1 img/s: 752.4353682003501 loss: 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loss: 26.0964 (26.0377) time: 0.3742 data: 0.0345 max mem: 9440 -2024-03-19 18:02:16,326 INFO torchdistill.misc.log Epoch: [13] [5000/5005] eta: 0:00:01 lr: 0.1 img/s: 754.498973030365 loss: 25.9974 (26.0372) time: 0.3722 data: 0.0319 max mem: 9440 -2024-03-19 18:02:17,962 INFO torchdistill.misc.log Epoch: [13] Total time: 0:31:12 -2024-03-19 18:02:20,910 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:19:10 acc1: 55.4688 (55.4688) acc5: 81.2500 (81.2500) time: 2.9421 data: 2.9017 max mem: 9440 -2024-03-19 18:02:24,041 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:40 acc1: 53.9062 (55.4841) acc5: 81.2500 (80.9589) time: 0.0719 data: 0.0334 max mem: 9440 -2024-03-19 18:02:27,338 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:26 acc1: 55.4688 (56.1649) acc5: 80.4688 (81.0798) time: 0.0637 data: 0.0251 max mem: 9440 -2024-03-19 18:02:31,132 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:20 acc1: 57.8125 (56.2707) acc5: 81.2500 (81.0896) time: 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INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:03 acc1: 65.6250 (62.8064) acc5: 85.9375 (84.9724) time: 0.1607 data: 0.0001 max mem: 9397 +2024-05-26 00:57:51,755 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 53.9062 (60.7054) acc5: 88.2812 (86.0226) time: 0.1593 data: 0.0001 max mem: 9397 +2024-05-26 00:57:59,729 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 59.3750 (61.3980) acc5: 85.9375 (86.6567) time: 0.1601 data: 0.0001 max mem: 9397 +2024-05-26 00:58:07,743 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 50.0000 (59.2234) acc5: 75.7812 (84.4605) time: 0.1598 data: 0.0001 max mem: 9397 +2024-05-26 00:58:15,763 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 50.7812 (57.7409) acc5: 78.1250 (82.8125) time: 0.1599 data: 0.0001 max mem: 9397 +2024-05-26 00:58:23,848 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 54.6875 (56.7457) acc5: 75.7812 (81.6575) time: 0.1613 data: 0.0001 max mem: 9397 +2024-05-26 00:58:31,840 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 50.7812 (55.6112) acc5: 77.3438 (80.7470) time: 0.1602 data: 0.0001 max mem: 9397 +2024-05-26 00:58:38,134 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 00:58:38,134 INFO __main__ * Acc@1 55.8060 Acc@5 80.8740 -2024-03-19 18:02:48,235 INFO __main__ Best top-1 accuracy: 56.0080 -> 56.0780 -2024-03-19 18:02:48,235 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-19 18:02:51,998 INFO torchdistill.misc.log Epoch: [14] [ 0/5005] eta: 5:00:03 lr: 0.1 img/s: 707.6232272214431 loss: 25.8309 (25.8309) time: 3.5970 data: 3.2348 max mem: 9440 -2024-03-19 18:03:10,504 INFO torchdistill.misc.log Epoch: [14] [ 50/5005] eta: 0:35:47 lr: 0.1 img/s: 754.7015534142994 loss: 26.0244 (25.9894) time: 0.3400 data: 0.0005 max mem: 9440 -2024-03-19 18:03:29,226 INFO torchdistill.misc.log Epoch: 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-2024-03-19 18:34:33,097 INFO __main__ * Acc@1 54.7920 Acc@5 80.2220 +2024-05-26 00:58:40,514 INFO torchdistill.misc.log Epoch: [14] [ 0/5005] eta: 3:18:28 lr: 0.1 img/s: 933.507523323738 loss: 27.0975 (27.0975) time: 2.3793 data: 2.1049 max mem: 9397 +2024-05-26 00:58:53,794 INFO torchdistill.misc.log Epoch: [14] [ 50/5005] eta: 0:25:21 lr: 0.1 img/s: 964.5404162354835 loss: 26.5288 (26.7463) time: 0.2657 data: 0.0001 max mem: 9397 +2024-05-26 00:59:07,082 INFO torchdistill.misc.log Epoch: [14] [ 100/5005] eta: 0:23:25 lr: 0.1 img/s: 963.7318350311897 loss: 26.6647 (26.7371) time: 0.2657 data: 0.0001 max mem: 9397 +2024-05-26 00:59:20,372 INFO torchdistill.misc.log Epoch: [14] [ 150/5005] eta: 0:22:37 lr: 0.1 img/s: 963.4948852501382 loss: 26.7217 (26.7430) time: 0.2658 data: 0.0001 max mem: 9397 +2024-05-26 00:59:33,664 INFO torchdistill.misc.log Epoch: [14] [ 200/5005] eta: 0:22:07 lr: 0.1 img/s: 963.922171052041 loss: 26.8264 (26.7632) time: 0.2659 data: 0.0001 max mem: 9397 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torchdistill.misc.log Epoch: [14] Total time: 0:22:12 +2024-05-26 01:20:52,084 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:11:16 acc1: 85.1562 (85.1562) acc5: 92.9688 (92.9688) time: 1.7290 data: 1.4311 max mem: 9397 +2024-05-26 01:21:00,017 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:04 acc1: 68.7500 (63.6183) acc5: 86.7188 (85.2482) time: 0.1565 data: 0.0001 max mem: 9397 +2024-05-26 01:21:07,989 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 61.7188 (62.7398) acc5: 90.6250 (86.9972) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-26 01:21:15,941 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 55.4688 (62.7018) acc5: 86.7188 (87.2206) time: 0.1597 data: 0.0001 max mem: 9397 +2024-05-26 01:21:23,945 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 44.5312 (60.2379) acc5: 75.0000 (84.9619) time: 0.1620 data: 0.0001 max mem: 9397 +2024-05-26 01:21:31,896 INFO torchdistill.misc.log Validation: 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torchdistill.misc.log Validation: [100/391] eta: 0:00:31 acc1: 57.0312 (56.8379) acc5: 81.2500 (81.5130) time: 0.0675 data: 0.0283 max mem: 9440 -2024-03-19 19:05:53,640 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:23 acc1: 55.4688 (57.0985) acc5: 82.0312 (81.6070) time: 0.0667 data: 0.0272 max mem: 9440 -2024-03-19 19:05:57,093 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:17 acc1: 57.0312 (56.7786) acc5: 80.4688 (81.3627) time: 0.0663 data: 0.0263 max mem: 9440 -2024-03-19 19:06:00,508 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 56.2500 (56.7387) acc5: 81.2500 (81.3621) time: 0.0672 data: 0.0277 max mem: 9440 -2024-03-19 19:06:04,340 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 56.2500 (56.7665) acc5: 82.0312 (81.3097) time: 0.0597 data: 0.0204 max mem: 9440 -2024-03-19 19:06:07,913 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 55.4688 (56.6952) acc5: 81.2500 (81.3435) time: 0.0684 data: 0.0289 max mem: 9440 -2024-03-19 19:06:10,972 INFO torchdistill.misc.log Validation: Total time: 0:00:31 -2024-03-19 19:06:10,974 INFO __main__ * Acc@1 56.7540 Acc@5 81.3000 +2024-05-26 01:21:54,054 INFO __main__ Best top-1 accuracy: 56.3840 -> 56.9100 +2024-05-26 01:21:54,054 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-26 01:21:55,815 INFO torchdistill.misc.log Epoch: [15] [ 0/5005] eta: 2:19:17 lr: 0.1 img/s: 954.6679943950893 loss: 26.2353 (26.2353) time: 1.6699 data: 1.4012 max mem: 9397 +2024-05-26 01:22:09,354 INFO torchdistill.misc.log Epoch: [15] [ 50/5005] eta: 0:24:37 lr: 0.1 img/s: 963.976690215259 loss: 26.6947 (26.6660) time: 0.2658 data: 0.0001 max mem: 9397 +2024-05-26 01:22:22,645 INFO torchdistill.misc.log Epoch: [15] [ 100/5005] eta: 0:23:03 lr: 0.1 img/s: 964.6175360044272 loss: 26.6465 (26.6801) time: 0.2658 data: 0.0001 max mem: 9397 +2024-05-26 01:22:35,936 INFO torchdistill.misc.log Epoch: [15] [ 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89.0625 (86.7808) time: 0.1584 data: 0.0001 max mem: 9397 +2024-05-26 01:44:39,488 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 50.0000 (59.7637) acc5: 73.4375 (84.3439) time: 0.1598 data: 0.0001 max mem: 9397 +2024-05-26 01:44:47,631 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 57.0312 (58.3479) acc5: 78.9062 (82.9059) time: 0.1615 data: 0.0001 max mem: 9397 +2024-05-26 01:44:55,602 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 47.6562 (57.1532) acc5: 76.5625 (81.7743) time: 0.1583 data: 0.0001 max mem: 9397 +2024-05-26 01:45:03,670 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 51.5625 (56.1254) acc5: 75.0000 (80.8026) time: 0.1613 data: 0.0001 max mem: 9397 +2024-05-26 01:45:09,902 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 01:45:09,902 INFO __main__ * Acc@1 56.4080 Acc@5 81.0800 -2024-03-19 19:06:10,975 INFO __main__ Best top-1 accuracy: 56.0780 -> 56.7540 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(81.8680) time: 0.0677 data: 0.0283 max mem: 9440 -2024-03-19 20:41:17,663 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 56.2500 (57.1122) acc5: 81.2500 (81.9348) time: 0.0669 data: 0.0273 max mem: 9440 -2024-03-19 20:41:21,284 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 57.8125 (57.1792) acc5: 82.8125 (81.9716) time: 0.0614 data: 0.0221 max mem: 9440 -2024-03-19 20:41:25,076 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 57.0312 (57.2939) acc5: 81.2500 (81.9044) time: 0.0714 data: 0.0322 max mem: 9440 -2024-03-19 20:41:28,203 INFO torchdistill.misc.log Validation: Total time: 0:00:31 -2024-03-19 20:41:28,204 INFO __main__ * Acc@1 57.2920 Acc@5 81.9300 +2024-05-26 02:31:44,654 INFO torchdistill.misc.log Epoch: [18] [ 0/5005] eta: 2:10:04 lr: 0.1 img/s: 952.2448975248095 loss: 26.6038 (26.6038) time: 1.5594 data: 1.2903 max mem: 9397 +2024-05-26 02:31:58,224 INFO torchdistill.misc.log Epoch: [18] [ 50/5005] eta: 0:24:29 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(84.9265) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-26 02:54:14,234 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 54.6875 (60.1717) acc5: 85.9375 (85.5662) time: 0.1599 data: 0.0001 max mem: 9397 +2024-05-26 02:54:22,244 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 57.8125 (60.2908) acc5: 86.7188 (85.6685) time: 0.1607 data: 0.0001 max mem: 9397 +2024-05-26 02:54:30,255 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 42.1875 (57.7464) acc5: 70.3125 (83.1856) time: 0.1610 data: 0.0001 max mem: 9397 +2024-05-26 02:54:38,237 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 56.2500 (56.6733) acc5: 76.5625 (81.8538) time: 0.1591 data: 0.0001 max mem: 9397 +2024-05-26 02:54:46,229 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 50.0000 (55.6946) acc5: 78.1250 (80.7802) time: 0.1603 data: 0.0001 max mem: 9397 +2024-05-26 02:54:54,368 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 48.4375 (54.5606) acc5: 73.4375 (79.8967) time: 0.1595 data: 0.0001 max mem: 9397 +2024-05-26 02:55:00,620 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 02:55:00,620 INFO __main__ * Acc@1 54.6940 Acc@5 79.9720 -2024-03-19 20:41:28,204 INFO __main__ Best top-1 accuracy: 56.7540 -> 57.2920 -2024-03-19 20:41:28,204 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-19 20:41:33,079 INFO torchdistill.misc.log Epoch: [19] [ 0/5005] eta: 6:29:03 lr: 0.1 img/s: 735.7580980259949 loss: 25.7063 (25.7063) time: 4.6641 data: 4.3158 max mem: 9440 -2024-03-19 20:41:51,085 INFO torchdistill.misc.log Epoch: [19] [ 50/5005] eta: 0:36:42 lr: 0.1 img/s: 743.3054058357274 loss: 25.7920 (25.8207) time: 0.3430 data: 0.0005 max mem: 9440 -2024-03-19 20:42:09,476 INFO torchdistill.misc.log Epoch: [19] [ 100/5005] eta: 0:33:13 lr: 0.1 img/s: 753.045922299797 loss: 25.7437 (25.8161) time: 0.3743 data: 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-2024-03-19 21:12:56,355 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:22 acc1: 54.6875 (55.8309) acc5: 79.6875 (80.3601) time: 0.0720 data: 0.0322 max mem: 9440 -2024-03-19 21:12:59,658 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 53.9062 (55.4765) acc5: 78.9062 (80.0840) time: 0.0665 data: 0.0269 max mem: 9440 -2024-03-19 21:13:03,022 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 53.9062 (55.4314) acc5: 78.9062 (80.1855) time: 0.0642 data: 0.0247 max mem: 9440 -2024-03-19 21:13:06,873 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 54.6875 (55.3857) acc5: 79.6875 (80.2222) time: 0.0635 data: 0.0245 max mem: 9440 -2024-03-19 21:13:10,765 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 56.2500 (55.5066) acc5: 79.6875 (80.2974) time: 0.0831 data: 0.0438 max mem: 9440 -2024-03-19 21:13:13,465 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-19 21:13:13,467 INFO __main__ * Acc@1 55.3840 Acc@5 80.1660 +2024-05-26 02:55:02,514 INFO torchdistill.misc.log Epoch: [19] [ 0/5005] eta: 2:37:50 lr: 0.1 img/s: 935.5718894992964 loss: 26.6230 (26.6230) time: 1.8922 data: 1.6182 max mem: 9397 +2024-05-26 02:55:15,804 INFO torchdistill.misc.log Epoch: [19] [ 50/5005] eta: 0:24:34 lr: 0.1 img/s: 964.8064882214089 loss: 26.5374 (26.6603) time: 0.2657 data: 0.0001 max mem: 9397 +2024-05-26 02:55:29,095 INFO torchdistill.misc.log Epoch: [19] [ 100/5005] eta: 0:23:02 lr: 0.1 img/s: 963.0075157759545 loss: 26.5549 (26.6133) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 02:55:42,401 INFO torchdistill.misc.log Epoch: [19] [ 150/5005] eta: 0:22:23 lr: 0.1 img/s: 962.9168365329169 loss: 26.7286 (26.6205) time: 0.2661 data: 0.0001 max mem: 9397 +2024-05-26 02:55:55,709 INFO torchdistill.misc.log Epoch: [19] [ 200/5005] eta: 0:21:56 lr: 0.1 img/s: 961.7421427643748 loss: 26.5115 (26.6149) time: 0.2662 data: 0.0001 max mem: 9397 +2024-05-26 02:56:09,018 INFO 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time: 0:22:13 +2024-05-26 03:17:15,166 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:07:30 acc1: 77.3438 (77.3438) acc5: 88.2812 (88.2812) time: 1.1524 data: 0.8022 max mem: 9397 +2024-05-26 03:17:23,415 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:02 acc1: 66.4062 (61.9945) acc5: 89.0625 (84.3750) time: 0.1585 data: 0.0001 max mem: 9397 +2024-05-26 03:17:31,393 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 58.5938 (60.7441) acc5: 85.9375 (85.4270) time: 0.1591 data: 0.0001 max mem: 9397 +2024-05-26 03:17:39,415 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 62.5000 (61.5635) acc5: 85.9375 (86.1651) time: 0.1614 data: 0.0001 max mem: 9397 +2024-05-26 03:17:47,455 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 44.5312 (59.0291) acc5: 70.3125 (83.8347) time: 0.1609 data: 0.0001 max mem: 9397 +2024-05-26 03:17:55,457 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 57.8125 (58.3385) acc5: 80.4688 (82.6724) time: 0.1603 data: 0.0001 max mem: 9397 +2024-05-26 03:18:03,493 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 52.3438 (57.2726) acc5: 76.5625 (81.7639) time: 0.1600 data: 0.0001 max mem: 9397 +2024-05-26 03:18:11,381 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 47.6562 (56.1009) acc5: 77.3438 (80.8471) time: 0.1568 data: 0.0001 max mem: 9397 +2024-05-26 03:18:17,691 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 03:18:17,691 INFO __main__ * Acc@1 56.3060 Acc@5 81.0580 -2024-03-19 21:13:18,111 INFO torchdistill.misc.log Epoch: [20] [ 0/5005] eta: 6:27:13 lr: 0.1 img/s: 747.3995337722752 loss: 26.1479 (26.1479) time: 4.6420 data: 4.2991 max mem: 9440 -2024-03-19 21:13:36,167 INFO torchdistill.misc.log Epoch: [20] [ 50/5005] eta: 0:36:44 lr: 0.1 img/s: 752.9999775588519 loss: 26.0220 (26.0696) time: 0.3425 data: 0.0006 max mem: 9440 -2024-03-19 21:13:54,273 INFO torchdistill.misc.log Epoch: [20] 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time: 0.0555 data: 0.0162 max mem: 9440 -2024-03-19 21:44:46,560 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:21 acc1: 57.0312 (57.6004) acc5: 82.0312 (81.9847) time: 0.0665 data: 0.0273 max mem: 9440 -2024-03-19 21:44:50,087 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 55.4688 (57.3655) acc5: 79.6875 (81.6465) time: 0.0667 data: 0.0274 max mem: 9440 -2024-03-19 21:44:53,463 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 58.5938 (57.2865) acc5: 80.4688 (81.6546) time: 0.0625 data: 0.0228 max mem: 9440 -2024-03-19 21:44:57,290 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 58.5938 (57.3479) acc5: 83.5938 (81.7769) time: 0.0618 data: 0.0220 max mem: 9440 -2024-03-19 21:45:00,805 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 56.2500 (57.4007) acc5: 81.2500 (81.7975) time: 0.0661 data: 0.0266 max mem: 9440 -2024-03-19 21:45:03,871 INFO torchdistill.misc.log Validation: Total time: 0:00:30 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torchdistill.misc.log Epoch: [20] Total time: 0:22:13 +2024-05-26 03:40:32,425 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:07:34 acc1: 77.3438 (77.3438) acc5: 91.4062 (91.4062) time: 1.1612 data: 0.8224 max mem: 9397 +2024-05-26 03:40:40,662 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:02 acc1: 69.5312 (65.0123) acc5: 87.5000 (86.2132) time: 0.1598 data: 0.0001 max mem: 9397 +2024-05-26 03:40:48,672 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 56.2500 (62.2989) acc5: 88.2812 (86.8735) time: 0.1594 data: 0.0001 max mem: 9397 +2024-05-26 03:40:56,974 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:41 acc1: 62.5000 (63.0743) acc5: 88.2812 (87.2775) time: 0.1598 data: 0.0001 max mem: 9397 +2024-05-26 03:41:04,991 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:32 acc1: 46.8750 (60.6149) acc5: 71.0938 (85.0863) time: 0.1597 data: 0.0001 max mem: 9397 +2024-05-26 03:41:12,990 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 50.0000 (58.7463) acc5: 78.9062 (83.2389) time: 0.1603 data: 0.0001 max mem: 9397 +2024-05-26 03:41:20,960 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 50.7812 (57.5711) acc5: 76.5625 (82.2026) time: 0.1595 data: 0.0001 max mem: 9397 +2024-05-26 03:41:28,875 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 50.7812 (56.4859) acc5: 78.1250 (81.2344) time: 0.1566 data: 0.0001 max mem: 9397 +2024-05-26 03:41:35,157 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 03:41:35,157 INFO __main__ * Acc@1 56.8120 Acc@5 81.5040 -2024-03-19 21:45:03,874 INFO __main__ Best top-1 accuracy: 57.2920 -> 57.4080 -2024-03-19 21:45:03,874 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-19 21:45:09,077 INFO torchdistill.misc.log Epoch: [21] [ 0/5005] eta: 6:57:13 lr: 0.1 img/s: 732.7215097965355 loss: 26.2466 (26.2466) time: 5.0016 data: 4.6518 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Validation: [ 50/391] eta: 0:00:41 acc1: 58.5938 (57.5214) acc5: 82.0312 (82.0925) time: 0.0794 data: 0.0394 max mem: 9440 -2024-03-19 22:16:09,189 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:27 acc1: 57.8125 (57.6578) acc5: 82.0312 (82.2633) time: 0.0716 data: 0.0320 max mem: 9440 -2024-03-19 22:16:13,109 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:21 acc1: 56.2500 (57.9108) acc5: 82.8125 (82.2279) time: 0.0846 data: 0.0455 max mem: 9440 -2024-03-19 22:16:16,443 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 56.2500 (57.5054) acc5: 80.4688 (81.8836) time: 0.0803 data: 0.0405 max mem: 9440 -2024-03-19 22:16:20,332 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 57.0312 (57.5448) acc5: 82.8125 (82.0063) time: 0.0917 data: 0.0523 max mem: 9440 -2024-03-19 22:16:23,787 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 57.8125 (57.6256) acc5: 81.2500 (82.1584) time: 0.0807 data: 0.0409 max mem: 9440 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torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 46.0938 (60.9064) acc5: 74.2188 (85.4827) time: 0.1601 data: 0.0001 max mem: 9397 +2024-05-26 04:04:30,385 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 52.3438 (59.7859) acc5: 81.2500 (84.1011) time: 0.1592 data: 0.0001 max mem: 9397 +2024-05-26 04:04:38,405 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 50.7812 (58.5055) acc5: 75.0000 (82.8748) time: 0.1612 data: 0.0001 max mem: 9397 +2024-05-26 04:04:46,360 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 50.0000 (57.4653) acc5: 79.6875 (81.9044) time: 0.1584 data: 0.0001 max mem: 9397 +2024-05-26 04:04:52,660 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 04:04:52,661 INFO __main__ * Acc@1 57.5260 Acc@5 81.9500 -2024-03-19 22:16:30,199 INFO __main__ Best top-1 accuracy: 57.4080 -> 57.8220 -2024-03-19 22:16:30,199 INFO __main__ Updating ckpt at 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22:47:53,821 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:21:43 acc1: 57.8125 (57.8125) acc5: 85.1562 (85.1562) time: 3.3338 data: 3.2905 max mem: 9440 -2024-03-19 22:47:58,094 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:50 acc1: 55.4688 (57.3529) acc5: 81.2500 (82.1078) time: 0.0990 data: 0.0593 max mem: 9440 -2024-03-19 22:48:03,453 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:37 acc1: 57.8125 (57.3793) acc5: 82.0312 (81.9384) time: 0.0891 data: 0.0499 max mem: 9440 -2024-03-19 22:48:08,708 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:29 acc1: 55.4688 (57.3469) acc5: 81.2500 (81.8088) time: 0.1042 data: 0.0646 max mem: 9440 -2024-03-19 22:48:14,363 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:22 acc1: 54.6875 (56.8525) acc5: 79.6875 (81.4599) time: 0.1509 data: 0.1112 max mem: 9440 -2024-03-19 22:48:18,566 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:15 acc1: 56.2500 (56.7200) acc5: 81.2500 (81.4834) time: 0.1197 data: 0.0798 max mem: 9440 -2024-03-19 22:48:22,884 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:09 acc1: 56.2500 (56.7613) acc5: 81.2500 (81.4343) time: 0.0914 data: 0.0511 max mem: 9440 -2024-03-19 22:48:27,470 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:04 acc1: 55.4688 (56.8398) acc5: 82.0312 (81.4370) time: 0.0879 data: 0.0471 max mem: 9440 -2024-03-19 22:48:31,237 INFO torchdistill.misc.log Validation: Total time: 0:00:40 -2024-03-19 22:48:31,239 INFO __main__ * Acc@1 56.8460 Acc@5 81.4260 +2024-05-26 04:04:52,661 INFO __main__ Best top-1 accuracy: 56.9100 -> 57.5260 +2024-05-26 04:04:52,661 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-26 04:04:54,565 INFO torchdistill.misc.log Epoch: [22] [ 0/5005] eta: 2:31:26 lr: 0.1 img/s: 934.3068099846943 loss: 26.6590 (26.6590) time: 1.8155 data: 1.5412 max mem: 9397 +2024-05-26 04:05:07,932 INFO torchdistill.misc.log Epoch: [22] [ 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(80.8419) time: 0.1027 data: 0.0624 max mem: 9440 -2024-03-19 23:20:44,177 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:15 acc1: 55.4688 (56.5083) acc5: 81.2500 (80.9574) time: 0.0822 data: 0.0434 max mem: 9440 -2024-03-19 23:20:49,308 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:09 acc1: 55.4688 (56.4966) acc5: 80.4688 (81.0475) time: 0.0910 data: 0.0499 max mem: 9440 -2024-03-19 23:20:54,495 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:04 acc1: 54.6875 (56.4704) acc5: 81.2500 (81.1276) time: 0.0762 data: 0.0354 max mem: 9440 -2024-03-19 23:20:57,875 INFO torchdistill.misc.log Validation: Total time: 0:00:40 -2024-03-19 23:20:57,878 INFO __main__ * Acc@1 56.4360 Acc@5 81.0660 +2024-05-26 04:28:12,149 INFO torchdistill.misc.log Epoch: [23] [ 0/5005] eta: 3:33:58 lr: 0.1 img/s: 941.6615500108309 loss: 26.5687 (26.5687) time: 2.5651 data: 2.2931 max mem: 9397 +2024-05-26 04:28:25,431 INFO torchdistill.misc.log Epoch: [23] [ 50/5005] eta: 0:25:39 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acc5: 78.9062 (82.1425) time: 0.1583 data: 0.0001 max mem: 9397 +2024-05-26 04:51:27,422 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 04:51:27,423 INFO __main__ * Acc@1 58.1060 Acc@5 82.1920 -2024-03-19 23:21:02,585 INFO torchdistill.misc.log Epoch: [24] [ 0/5005] eta: 6:32:22 lr: 0.1 img/s: 731.9498091632975 loss: 25.6909 (25.6909) time: 4.7037 data: 4.3536 max mem: 9440 -2024-03-19 23:21:21,257 INFO torchdistill.misc.log Epoch: [24] [ 50/5005] eta: 0:37:50 lr: 0.1 img/s: 737.2488950623344 loss: 25.7707 (25.7389) time: 0.3444 data: 0.0007 max mem: 9440 -2024-03-19 23:21:39,399 INFO torchdistill.misc.log Epoch: [24] [ 100/5005] eta: 0:33:36 lr: 0.1 img/s: 740.2731837401334 loss: 25.6911 (25.7284) time: 0.3829 data: 0.0396 max mem: 9440 -2024-03-19 23:21:58,130 INFO torchdistill.misc.log Epoch: [24] [ 150/5005] eta: 0:32:16 lr: 0.1 img/s: 741.8515401266149 loss: 25.7705 (25.7259) time: 0.3819 data: 0.0386 max mem: 9440 -2024-03-19 23:22:17,078 INFO 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Validation: [200/391] eta: 0:00:16 acc1: 54.6875 (57.0040) acc5: 80.4688 (81.7359) time: 0.0764 data: 0.0380 max mem: 9440 -2024-03-19 23:53:06,095 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:12 acc1: 57.0312 (56.9721) acc5: 82.0312 (81.7822) time: 0.1143 data: 0.0756 max mem: 9440 -2024-03-19 23:53:10,264 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 56.2500 (57.0235) acc5: 81.2500 (81.7431) time: 0.0782 data: 0.0383 max mem: 9440 -2024-03-19 23:53:15,124 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 55.4688 (57.0669) acc5: 82.0312 (81.7975) time: 0.0878 data: 0.0492 max mem: 9440 -2024-03-19 23:53:18,197 INFO torchdistill.misc.log Validation: Total time: 0:00:33 -2024-03-19 23:53:18,199 INFO __main__ * Acc@1 57.0960 Acc@5 81.7600 +2024-05-26 04:51:27,423 INFO __main__ Best top-1 accuracy: 57.5260 -> 58.1060 +2024-05-26 04:51:27,423 INFO __main__ Updating ckpt at 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torchdistill.misc.log Epoch: [24] Total time: 0:22:13 +2024-05-26 05:13:41,874 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:08:21 acc1: 67.1875 (67.1875) acc5: 86.7188 (86.7188) time: 1.2816 data: 0.9126 max mem: 9397 +2024-05-26 05:13:50,002 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:02 acc1: 67.1875 (62.9749) acc5: 87.5000 (85.1103) time: 0.1592 data: 0.0001 max mem: 9397 +2024-05-26 05:13:58,017 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 56.2500 (60.5198) acc5: 85.1562 (85.3728) time: 0.1583 data: 0.0001 max mem: 9397 +2024-05-26 05:14:06,011 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 60.1562 (61.3773) acc5: 85.1562 (86.0255) time: 0.1602 data: 0.0001 max mem: 9397 +2024-05-26 05:14:14,045 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 47.6562 (59.0485) acc5: 74.2188 (83.9047) time: 0.1607 data: 0.0001 max mem: 9397 +2024-05-26 05:14:22,084 INFO torchdistill.misc.log Validation: 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(57.3561) acc5: 82.8125 (82.0235) time: 0.1039 data: 0.0638 max mem: 9440 -2024-03-20 00:25:17,680 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:27 acc1: 56.2500 (57.3313) acc5: 81.2500 (81.8812) time: 0.0954 data: 0.0557 max mem: 9440 -2024-03-20 00:25:22,228 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:20 acc1: 56.2500 (56.9341) acc5: 82.0312 (81.6931) time: 0.0902 data: 0.0502 max mem: 9440 -2024-03-20 00:25:27,545 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:15 acc1: 55.4688 (56.8725) acc5: 81.2500 (81.8850) time: 0.1001 data: 0.0601 max mem: 9440 -2024-03-20 00:25:32,564 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:09 acc1: 57.0312 (56.9222) acc5: 81.2500 (81.8548) time: 0.0918 data: 0.0519 max mem: 9440 -2024-03-20 00:25:37,323 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:04 acc1: 57.0312 (57.0246) acc5: 80.4688 (81.7931) time: 0.1005 data: 0.0606 max mem: 9440 -2024-03-20 00:25:40,885 INFO torchdistill.misc.log Validation: Total time: 0:00:40 -2024-03-20 00:25:40,887 INFO __main__ * Acc@1 57.1000 Acc@5 81.7700 +2024-05-26 05:14:45,664 INFO torchdistill.misc.log Epoch: [25] [ 0/5005] eta: 1:56:22 lr: 0.1 img/s: 874.5684742441186 loss: 26.4424 (26.4424) time: 1.3950 data: 1.1020 max mem: 9397 +2024-05-26 05:14:58,981 INFO torchdistill.misc.log Epoch: [25] [ 50/5005] eta: 0:23:49 lr: 0.1 img/s: 964.057182157242 loss: 26.4065 (26.4451) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-26 05:15:12,281 INFO torchdistill.misc.log Epoch: [25] [ 100/5005] eta: 0:22:40 lr: 0.1 img/s: 964.1021942639186 loss: 26.4169 (26.4317) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-26 05:15:25,583 INFO torchdistill.misc.log Epoch: [25] [ 150/5005] eta: 0:22:08 lr: 0.1 img/s: 963.0031973294899 loss: 26.5345 (26.4543) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-26 05:15:38,883 INFO torchdistill.misc.log Epoch: [25] [ 200/5005] eta: 0:21:45 lr: 0.1 img/s: 963.106850735465 loss: 26.4801 (26.4571) time: 0.2660 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Validation: [200/391] eta: 0:00:31 acc1: 49.2188 (61.3378) acc5: 75.7812 (85.2729) time: 0.1598 data: 0.0001 max mem: 9397 +2024-05-26 06:47:27,912 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 52.3438 (59.8450) acc5: 78.1250 (83.9268) time: 0.1591 data: 0.0001 max mem: 9397 +2024-05-26 06:47:35,810 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 51.5625 (58.5548) acc5: 78.9062 (82.7450) time: 0.1589 data: 0.0001 max mem: 9397 +2024-05-26 06:47:43,760 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 53.1250 (57.4608) acc5: 78.1250 (81.8710) time: 0.1585 data: 0.0001 max mem: 9397 +2024-05-26 06:47:50,004 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 06:47:50,004 INFO __main__ * Acc@1 57.5980 Acc@5 82.0200 -2024-03-20 02:02:37,524 INFO torchdistill.misc.log Epoch: [29] [ 0/5005] eta: 6:56:47 lr: 0.1 img/s: 745.5220249191983 loss: 25.7293 (25.7293) time: 4.9965 data: 4.6528 max mem: 9440 -2024-03-20 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86.7188 (87.1637) time: 0.1602 data: 0.0001 max mem: 9397 +2024-05-26 07:10:36,004 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 46.0938 (60.6732) acc5: 73.4375 (84.8997) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-26 07:10:43,989 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 47.6562 (59.2816) acc5: 79.6875 (83.2949) time: 0.1596 data: 0.0001 max mem: 9397 +2024-05-26 07:10:51,959 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 52.3438 (58.1499) acc5: 75.7812 (82.2726) time: 0.1594 data: 0.0001 max mem: 9397 +2024-05-26 07:10:59,906 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 50.0000 (57.1826) acc5: 78.9062 (81.4859) time: 0.1599 data: 0.0001 max mem: 9397 +2024-05-26 07:11:06,132 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 07:11:06,132 INFO __main__ * Acc@1 57.3220 Acc@5 81.6560 -2024-03-20 02:34:34,824 INFO __main__ Best top-1 accuracy: 57.8220 -> 58.3700 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Validation: [ 50/391] eta: 0:00:50 acc1: 68.7500 (66.7433) acc5: 87.5000 (88.0208) time: 0.1098 data: 0.0704 max mem: 9440 -2024-03-20 03:06:16,823 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:36 acc1: 67.1875 (67.3654) acc5: 87.5000 (87.8790) time: 0.0930 data: 0.0530 max mem: 9440 -2024-03-20 03:06:21,286 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:27 acc1: 67.1875 (67.4048) acc5: 88.2812 (87.9139) time: 0.0826 data: 0.0422 max mem: 9440 -2024-03-20 03:06:25,888 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:20 acc1: 66.4062 (66.8804) acc5: 87.5000 (87.7915) time: 0.0836 data: 0.0433 max mem: 9440 -2024-03-20 03:06:30,812 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:15 acc1: 65.6250 (66.7424) acc5: 89.0625 (87.8455) time: 0.1125 data: 0.0727 max mem: 9440 -2024-03-20 03:06:34,976 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:09 acc1: 66.4062 (66.8942) acc5: 86.7188 (87.9153) time: 0.0849 data: 0.0442 max mem: 9440 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0:22:13 +2024-05-26 07:33:20,521 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:07:47 acc1: 84.3750 (84.3750) acc5: 92.9688 (92.9688) time: 1.1948 data: 0.8512 max mem: 9397 +2024-05-26 07:33:28,676 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:02 acc1: 78.1250 (74.9234) acc5: 92.9688 (91.8505) time: 0.1605 data: 0.0001 max mem: 9397 +2024-05-26 07:33:36,632 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:49 acc1: 75.0000 (74.0099) acc5: 94.5312 (92.6361) time: 0.1588 data: 0.0001 max mem: 9397 +2024-05-26 07:33:44,565 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 72.6562 (74.3326) acc5: 92.9688 (92.9015) time: 0.1578 data: 0.0001 max mem: 9397 +2024-05-26 07:33:52,527 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 58.5938 (71.4280) acc5: 82.0312 (91.1342) time: 0.1586 data: 0.0001 max mem: 9397 +2024-05-26 07:34:00,486 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 64.8438 (69.9421) acc5: 86.7188 (89.9589) time: 0.1597 data: 0.0001 max mem: 9397 +2024-05-26 07:34:08,435 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 61.7188 (68.6981) acc5: 82.0312 (89.0417) time: 0.1592 data: 0.0001 max mem: 9397 +2024-05-26 07:34:16,311 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 61.7188 (67.6505) acc5: 85.1562 (88.3213) time: 0.1565 data: 0.0001 max mem: 9397 +2024-05-26 07:34:22,566 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 07:34:22,566 INFO __main__ * Acc@1 67.6200 Acc@5 88.3800 -2024-03-20 03:06:41,231 INFO __main__ Best top-1 accuracy: 58.3700 -> 67.0500 -2024-03-20 03:06:41,231 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-20 03:06:46,081 INFO torchdistill.misc.log Epoch: [31] [ 0/5005] eta: 6:27:59 lr: 0.010000000000000002 img/s: 738.1611956961867 loss: 23.7204 (23.7204) time: 4.6512 data: 4.3042 max mem: 9440 -2024-03-20 03:07:04,150 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eta: 0:00:20 lr: 0.010000000000000002 img/s: 752.3705187629848 loss: 23.6640 (23.7325) time: 0.3989 data: 0.0549 max mem: 9440 -2024-03-20 03:38:03,472 INFO torchdistill.misc.log Epoch: [31] [5000/5005] eta: 0:00:01 lr: 0.010000000000000002 img/s: 740.741488048015 loss: 23.6982 (23.7319) time: 0.3603 data: 0.0180 max mem: 9440 -2024-03-20 03:38:05,164 INFO torchdistill.misc.log Epoch: [31] Total time: 0:31:23 -2024-03-20 03:38:08,205 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:19:45 acc1: 67.9688 (67.9688) acc5: 87.5000 (87.5000) time: 3.0312 data: 2.9904 max mem: 9440 -2024-03-20 03:38:12,941 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:51 acc1: 68.7500 (68.1526) acc5: 88.2812 (88.6795) time: 0.1227 data: 0.0830 max mem: 9440 -2024-03-20 03:38:16,999 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:34 acc1: 68.7500 (68.2163) acc5: 89.0625 (88.6989) time: 0.0722 data: 0.0323 max mem: 9440 -2024-03-20 03:38:22,404 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:27 acc1: 67.1875 (68.1395) acc5: 88.2812 (88.6124) time: 0.1221 data: 0.0822 max mem: 9440 -2024-03-20 03:38:26,283 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:20 acc1: 65.6250 (67.6578) acc5: 88.2812 (88.5533) time: 0.0805 data: 0.0412 max mem: 9440 -2024-03-20 03:38:31,155 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:14 acc1: 67.9688 (67.6264) acc5: 88.2812 (88.6081) time: 0.0877 data: 0.0470 max mem: 9440 -2024-03-20 03:38:35,357 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:09 acc1: 68.7500 (67.7222) acc5: 87.5000 (88.6109) time: 0.0890 data: 0.0483 max mem: 9440 -2024-03-20 03:38:39,835 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:04 acc1: 67.9688 (67.7885) acc5: 89.0625 (88.6574) time: 0.0728 data: 0.0332 max mem: 9440 -2024-03-20 03:38:43,102 INFO torchdistill.misc.log Validation: Total time: 0:00:37 -2024-03-20 03:38:43,103 INFO __main__ * Acc@1 67.8500 Acc@5 88.6220 +2024-05-26 07:34:22,566 INFO __main__ Best top-1 accuracy: 58.1060 -> 67.6200 +2024-05-26 07:34:22,566 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-26 07:34:24,212 INFO torchdistill.misc.log Epoch: [31] [ 0/5005] eta: 2:09:34 lr: 0.010000000000000002 img/s: 912.8765449942102 loss: 24.6061 (24.6061) time: 1.5533 data: 1.2724 max mem: 9397 +2024-05-26 07:34:37,729 INFO torchdistill.misc.log Epoch: [31] [ 50/5005] eta: 0:24:24 lr: 0.010000000000000002 img/s: 963.6254526493956 loss: 24.5789 (24.6187) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-26 07:34:51,031 INFO torchdistill.misc.log Epoch: [31] [ 100/5005] eta: 0:22:57 lr: 0.010000000000000002 img/s: 962.8917947991341 loss: 24.6560 (24.6232) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-26 07:35:04,335 INFO torchdistill.misc.log Epoch: [31] [ 150/5005] eta: 0:22:19 lr: 0.010000000000000002 img/s: 963.495749818516 loss: 24.5979 (24.6056) time: 0.2661 data: 0.0001 max mem: 9397 +2024-05-26 07:35:17,638 INFO torchdistill.misc.log Epoch: [31] [ 200/5005] eta: 0:21:54 lr: 0.010000000000000002 img/s: 962.2842844672915 loss: 24.6433 (24.6087) time: 0.2661 data: 0.0001 max mem: 9397 +2024-05-26 07:35:30,943 INFO torchdistill.misc.log Epoch: [31] [ 250/5005] eta: 0:21:33 lr: 0.010000000000000002 img/s: 963.5164999250717 loss: 24.5793 (24.6012) time: 0.2661 data: 0.0001 max mem: 9397 +2024-05-26 07:35:44,249 INFO torchdistill.misc.log Epoch: [31] [ 300/5005] eta: 0:21:15 lr: 0.010000000000000002 img/s: 963.3211384994953 loss: 24.6785 (24.6046) time: 0.2661 data: 0.0002 max mem: 9397 +2024-05-26 07:35:57,553 INFO torchdistill.misc.log Epoch: [31] [ 350/5005] eta: 0:20:58 lr: 0.010000000000000002 img/s: 963.6410193357893 loss: 24.5895 (24.6031) time: 0.2661 data: 0.0001 max mem: 9397 +2024-05-26 07:36:10,858 INFO torchdistill.misc.log Epoch: [31] [ 400/5005] eta: 0:20:42 lr: 0.010000000000000002 img/s: 963.491426992143 loss: 24.6371 (24.6093) time: 0.2661 data: 0.0001 max mem: 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9397 +2024-05-26 07:56:44,858 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:02 acc1: 77.3438 (75.4902) acc5: 93.7500 (92.1569) time: 0.1577 data: 0.0001 max mem: 9397 +2024-05-26 07:56:52,792 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:49 acc1: 75.0000 (74.5204) acc5: 93.7500 (93.0306) time: 0.1589 data: 0.0001 max mem: 9397 +2024-05-26 07:57:00,799 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 72.6562 (74.8293) acc5: 93.7500 (93.2533) time: 0.1609 data: 0.0001 max mem: 9397 +2024-05-26 07:57:08,846 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 55.4688 (72.1859) acc5: 83.5938 (91.4840) time: 0.1586 data: 0.0001 max mem: 9397 +2024-05-26 07:57:16,864 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 66.4062 (70.5708) acc5: 86.7188 (90.3044) time: 0.1595 data: 0.0001 max mem: 9397 +2024-05-26 07:57:24,892 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 62.5000 (69.2509) acc5: 82.8125 (89.4103) time: 0.1599 data: 0.0001 max mem: 9397 +2024-05-26 07:57:32,821 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 67.1875 (68.2626) acc5: 87.5000 (88.7487) time: 0.1577 data: 0.0001 max mem: 9397 +2024-05-26 07:57:39,059 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 07:57:39,060 INFO __main__ * Acc@1 68.1620 Acc@5 88.7460 -2024-03-20 03:38:43,103 INFO __main__ Best top-1 accuracy: 67.0500 -> 67.8500 -2024-03-20 03:38:43,103 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-20 03:38:48,625 INFO torchdistill.misc.log Epoch: [32] [ 0/5005] eta: 7:23:31 lr: 0.010000000000000002 img/s: 747.1608187622817 loss: 23.6657 (23.6657) time: 5.3169 data: 4.9739 max mem: 9440 -2024-03-20 03:39:06,059 INFO torchdistill.misc.log Epoch: [32] [ 50/5005] eta: 0:36:50 lr: 0.010000000000000002 img/s: 754.8723994052368 loss: 23.6707 (23.6528) time: 0.3432 data: 0.0005 max mem: 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-2024-03-20 04:10:43,250 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:21 acc1: 66.4062 (67.8327) acc5: 88.2812 (88.6466) time: 0.0670 data: 0.0268 max mem: 9440 -2024-03-20 04:10:47,632 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:15 acc1: 68.7500 (67.8256) acc5: 88.2812 (88.6952) time: 0.0956 data: 0.0550 max mem: 9440 -2024-03-20 04:10:52,206 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:09 acc1: 69.5312 (67.9558) acc5: 88.2812 (88.7251) time: 0.0824 data: 0.0424 max mem: 9440 -2024-03-20 04:10:57,027 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:04 acc1: 67.1875 (68.0622) acc5: 88.2812 (88.7420) time: 0.0681 data: 0.0278 max mem: 9440 -2024-03-20 04:11:00,676 INFO torchdistill.misc.log Validation: Total time: 0:00:40 -2024-03-20 04:11:00,678 INFO __main__ * Acc@1 68.1560 Acc@5 88.7360 +2024-05-26 07:57:39,060 INFO __main__ Best top-1 accuracy: 67.6200 -> 68.1620 +2024-05-26 07:57:39,060 INFO __main__ Updating ckpt at 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0:01:02 acc1: 78.9062 (75.4136) acc5: 92.1875 (92.1569) time: 0.1601 data: 0.0001 max mem: 9397 +2024-05-26 08:20:09,706 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 73.4375 (74.5127) acc5: 93.7500 (93.1235) time: 0.1593 data: 0.0001 max mem: 9397 +2024-05-26 08:20:17,664 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 75.0000 (74.8862) acc5: 93.7500 (93.4499) time: 0.1589 data: 0.0001 max mem: 9397 +2024-05-26 08:20:25,602 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 57.8125 (72.1393) acc5: 82.8125 (91.5928) time: 0.1588 data: 0.0001 max mem: 9397 +2024-05-26 08:20:33,561 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 64.0625 (70.7389) acc5: 86.7188 (90.4725) time: 0.1597 data: 0.0001 max mem: 9397 +2024-05-26 08:20:41,532 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 63.2812 (69.4612) acc5: 85.1562 (89.6361) time: 0.1598 data: 0.0001 max mem: 9397 +2024-05-26 08:20:49,468 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 65.6250 (68.4451) acc5: 86.7188 (88.8822) time: 0.1588 data: 0.0001 max mem: 9397 +2024-05-26 08:20:55,665 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 08:20:55,665 INFO __main__ * Acc@1 68.4320 Acc@5 88.9320 -2024-03-20 04:11:00,678 INFO __main__ Best top-1 accuracy: 67.8500 -> 68.1560 -2024-03-20 04:11:00,679 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-20 04:11:05,580 INFO torchdistill.misc.log Epoch: [33] [ 0/5005] eta: 6:31:51 lr: 0.010000000000000002 img/s: 747.3678003310368 loss: 23.6001 (23.6001) time: 4.6976 data: 4.3547 max mem: 9440 -2024-03-20 04:11:24,584 INFO torchdistill.misc.log Epoch: [33] [ 50/5005] eta: 0:38:22 lr: 0.010000000000000002 img/s: 739.350058322167 loss: 23.5455 (23.5470) time: 0.3437 data: 0.0005 max mem: 9440 -2024-03-20 04:11:42,688 INFO torchdistill.misc.log Epoch: [33] [ 100/5005] eta: 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time: 0.0855 data: 0.0449 max mem: 9440 -2024-03-20 04:42:47,542 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:14 acc1: 66.4062 (67.9470) acc5: 89.8438 (88.7201) time: 0.0991 data: 0.0583 max mem: 9440 -2024-03-20 04:42:52,346 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:09 acc1: 69.5312 (68.1452) acc5: 88.2812 (88.7536) time: 0.0636 data: 0.0241 max mem: 9440 -2024-03-20 04:42:56,931 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:04 acc1: 68.7500 (68.2158) acc5: 89.0625 (88.7821) time: 0.0774 data: 0.0367 max mem: 9440 -2024-03-20 04:43:00,201 INFO torchdistill.misc.log Validation: Total time: 0:00:39 -2024-03-20 04:43:00,203 INFO __main__ * Acc@1 68.3320 Acc@5 88.7660 +2024-05-26 08:20:55,666 INFO __main__ Best top-1 accuracy: 68.1620 -> 68.4320 +2024-05-26 08:20:55,666 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-26 08:20:58,134 INFO torchdistill.misc.log Epoch: [33] [ 0/5005] eta: 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loss: 24.2922 (24.3329) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 08:42:54,558 INFO torchdistill.misc.log Epoch: [33] [4950/5005] eta: 0:00:14 lr: 0.010000000000000002 img/s: 963.5294691955377 loss: 24.4120 (24.3333) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 08:43:07,886 INFO torchdistill.misc.log Epoch: [33] [5000/5005] eta: 0:00:01 lr: 0.010000000000000002 img/s: 963.7058859430254 loss: 24.3779 (24.3335) time: 0.2655 data: 0.0000 max mem: 9397 +2024-05-26 08:43:08,970 INFO torchdistill.misc.log Epoch: [33] Total time: 0:22:13 +2024-05-26 08:43:10,324 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:08:49 acc1: 83.5938 (83.5938) acc5: 93.7500 (93.7500) time: 1.3530 data: 0.7919 max mem: 9397 +2024-05-26 08:43:18,377 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:02 acc1: 78.9062 (75.9344) acc5: 92.1875 (92.7696) time: 0.1598 data: 0.0001 max mem: 9397 +2024-05-26 08:43:26,309 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:49 acc1: 72.6562 (74.8530) acc5: 95.3125 (93.3632) time: 0.1584 data: 0.0001 max mem: 9397 +2024-05-26 08:43:34,205 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 75.0000 (75.1707) acc5: 92.9688 (93.5637) time: 0.1580 data: 0.0001 max mem: 9397 +2024-05-26 08:43:42,209 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 57.0312 (72.4580) acc5: 84.3750 (91.7522) time: 0.1603 data: 0.0001 max mem: 9397 +2024-05-26 08:43:50,196 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 67.9688 (71.0657) acc5: 87.5000 (90.6375) time: 0.1596 data: 0.0001 max mem: 9397 +2024-05-26 08:43:58,102 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 64.8438 (69.8894) acc5: 85.9375 (89.8697) time: 0.1571 data: 0.0001 max mem: 9397 +2024-05-26 08:44:06,001 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 64.0625 (68.8145) acc5: 86.7188 (89.1471) time: 0.1570 data: 0.0001 max mem: 9397 +2024-05-26 08:44:12,275 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 08:44:12,276 INFO __main__ * Acc@1 68.8300 Acc@5 89.1900 -2024-03-20 04:43:00,203 INFO __main__ Best top-1 accuracy: 68.1560 -> 68.3320 -2024-03-20 04:43:00,203 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-20 04:43:05,552 INFO torchdistill.misc.log Epoch: [34] [ 0/5005] eta: 7:09:42 lr: 0.010000000000000002 img/s: 738.4145055628222 loss: 23.5501 (23.5501) time: 5.1513 data: 4.8038 max mem: 9440 -2024-03-20 04:43:23,799 INFO torchdistill.misc.log Epoch: [34] [ 50/5005] eta: 0:37:53 lr: 0.010000000000000002 img/s: 741.5636002245944 loss: 23.4845 (23.4635) time: 0.3430 data: 0.0005 max mem: 9440 -2024-03-20 04:43:42,672 INFO torchdistill.misc.log Epoch: [34] [ 100/5005] eta: 0:34:12 lr: 0.010000000000000002 img/s: 738.2449362371532 loss: 23.3764 (23.4545) time: 0.3795 data: 0.0363 max mem: 9440 -2024-03-20 04:44:01,339 INFO torchdistill.misc.log 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05:14:20,653 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:21:53 acc1: 70.3125 (70.3125) acc5: 88.2812 (88.2812) time: 3.3589 data: 3.3153 max mem: 9440 -2024-03-20 05:14:24,752 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:49 acc1: 69.5312 (68.9645) acc5: 88.2812 (88.8174) time: 0.1033 data: 0.0628 max mem: 9440 -2024-03-20 05:14:28,975 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:33 acc1: 67.9688 (69.1136) acc5: 89.0625 (88.7918) time: 0.0754 data: 0.0358 max mem: 9440 -2024-03-20 05:14:33,159 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:25 acc1: 69.5312 (68.9776) acc5: 89.0625 (88.9021) time: 0.0906 data: 0.0507 max mem: 9440 -2024-03-20 05:14:36,704 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:18 acc1: 67.9688 (68.4235) acc5: 89.0625 (88.7788) time: 0.0846 data: 0.0449 max mem: 9440 -2024-03-20 05:14:40,669 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:13 acc1: 67.9688 (68.2676) acc5: 88.2812 (88.8384) time: 0.0856 data: 0.0462 max mem: 9440 -2024-03-20 05:14:44,373 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:08 acc1: 68.7500 (68.3399) acc5: 87.5000 (88.8704) time: 0.0665 data: 0.0268 max mem: 9440 -2024-03-20 05:14:48,641 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 67.9688 (68.4829) acc5: 88.2812 (88.8600) time: 0.0638 data: 0.0243 max mem: 9440 -2024-03-20 05:14:51,651 INFO torchdistill.misc.log Validation: Total time: 0:00:34 -2024-03-20 05:14:51,653 INFO __main__ * Acc@1 68.5360 Acc@5 88.8080 +2024-05-26 08:44:12,276 INFO __main__ Best top-1 accuracy: 68.4320 -> 68.8300 +2024-05-26 08:44:12,276 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-26 08:44:13,759 INFO torchdistill.misc.log Epoch: [34] [ 0/5005] eta: 1:56:27 lr: 0.010000000000000002 img/s: 862.9561538585183 loss: 24.3369 (24.3369) time: 1.3961 data: 1.0992 max mem: 9397 +2024-05-26 08:44:27,285 INFO torchdistill.misc.log 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eta: 0:00:14 lr: 0.010000000000000002 img/s: 962.8926582855134 loss: 24.2883 (24.2814) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 09:06:23,669 INFO torchdistill.misc.log Epoch: [34] [5000/5005] eta: 0:00:01 lr: 0.010000000000000002 img/s: 964.698135007556 loss: 24.1668 (24.2812) time: 0.2655 data: 0.0000 max mem: 9397 +2024-05-26 09:06:24,758 INFO torchdistill.misc.log Epoch: [34] Total time: 0:22:12 +2024-05-26 09:06:26,284 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:09:56 acc1: 88.2812 (88.2812) acc5: 94.5312 (94.5312) time: 1.5255 data: 1.1896 max mem: 9397 +2024-05-26 09:06:34,211 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:03 acc1: 80.4688 (76.0876) acc5: 92.9688 (92.2947) time: 0.1577 data: 0.0001 max mem: 9397 +2024-05-26 09:06:42,121 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 73.4375 (74.5668) acc5: 93.7500 (93.0306) time: 0.1578 data: 0.0001 max mem: 9397 +2024-05-26 09:06:50,030 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 74.2188 (75.0776) acc5: 92.9688 (93.2792) time: 0.1576 data: 0.0001 max mem: 9397 +2024-05-26 09:06:57,968 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 62.5000 (72.3647) acc5: 84.3750 (91.6045) time: 0.1579 data: 0.0001 max mem: 9397 +2024-05-26 09:07:06,036 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 66.4062 (70.9381) acc5: 88.2812 (90.5223) time: 0.1621 data: 0.0001 max mem: 9397 +2024-05-26 09:07:14,038 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 64.0625 (69.7207) acc5: 85.1562 (89.6776) time: 0.1595 data: 0.0001 max mem: 9397 +2024-05-26 09:07:22,019 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 64.8438 (68.7077) acc5: 85.1562 (88.9712) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-26 09:07:28,252 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 09:07:28,252 INFO __main__ * Acc@1 68.6120 Acc@5 88.9860 -2024-03-20 05:14:51,654 INFO __main__ Best top-1 accuracy: 68.3320 -> 68.5360 -2024-03-20 05:14:51,654 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-20 05:14:56,180 INFO torchdistill.misc.log Epoch: [35] [ 0/5005] eta: 6:00:15 lr: 0.010000000000000002 img/s: 744.8321428645751 loss: 23.4890 (23.4890) time: 4.3187 data: 3.9746 max mem: 9440 -2024-03-20 05:15:14,427 INFO torchdistill.misc.log Epoch: [35] [ 50/5005] eta: 0:36:32 lr: 0.010000000000000002 img/s: 743.2045660621313 loss: 23.4486 (23.4340) time: 0.3442 data: 0.0005 max mem: 9440 -2024-03-20 05:15:31,989 INFO torchdistill.misc.log Epoch: [35] [ 100/5005] eta: 0:32:28 lr: 0.010000000000000002 img/s: 752.8590097313246 loss: 23.4220 (23.4268) time: 0.3634 data: 0.0203 max mem: 9440 -2024-03-20 05:15:50,287 INFO torchdistill.misc.log Epoch: [35] [ 150/5005] eta: 0:31:18 lr: 0.010000000000000002 img/s: 742.7727053250377 loss: 23.4653 (23.4098) time: 0.3583 data: 0.0148 max mem: 9440 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torchdistill.misc.log Epoch: [35] Total time: 0:22:12 +2024-05-26 09:29:42,134 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:08:58 acc1: 87.5000 (87.5000) acc5: 96.0938 (96.0938) time: 1.3771 data: 1.1162 max mem: 9397 +2024-05-26 09:29:50,113 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:02 acc1: 79.6875 (76.1029) acc5: 93.7500 (92.4939) time: 0.1568 data: 0.0001 max mem: 9397 +2024-05-26 09:29:58,097 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:49 acc1: 74.2188 (75.0541) acc5: 94.5312 (93.2936) time: 0.1596 data: 0.0001 max mem: 9397 +2024-05-26 09:30:06,106 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 74.2188 (75.5484) acc5: 93.7500 (93.5741) time: 0.1606 data: 0.0001 max mem: 9397 +2024-05-26 09:30:14,101 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 60.9375 (72.8312) acc5: 83.5938 (91.7677) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-26 09:30:22,062 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 66.4062 (71.2712) acc5: 87.5000 (90.6281) time: 0.1585 data: 0.0001 max mem: 9397 +2024-05-26 09:30:30,052 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 64.8438 (70.0478) acc5: 85.1562 (89.7970) time: 0.1601 data: 0.0001 max mem: 9397 +2024-05-26 09:30:37,981 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 65.6250 (68.9258) acc5: 87.5000 (89.0514) time: 0.1589 data: 0.0001 max mem: 9397 +2024-05-26 09:30:44,241 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 09:30:44,241 INFO __main__ * Acc@1 68.8840 Acc@5 89.0960 -2024-03-20 05:46:24,912 INFO __main__ Best top-1 accuracy: 68.5360 -> 68.8220 -2024-03-20 05:46:24,913 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-20 05:46:29,883 INFO torchdistill.misc.log Epoch: [36] [ 0/5005] eta: 6:18:32 lr: 0.010000000000000002 img/s: 736.1732575957546 loss: 23.4887 (23.4887) time: 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06:18:06,281 INFO __main__ * Acc@1 68.6180 Acc@5 88.9060 +2024-05-26 09:30:44,241 INFO __main__ Best top-1 accuracy: 68.8300 -> 68.8840 +2024-05-26 09:30:44,241 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-26 09:30:45,764 INFO torchdistill.misc.log Epoch: [36] [ 0/5005] eta: 1:59:16 lr: 0.010000000000000002 img/s: 870.5226613266096 loss: 24.2143 (24.2143) time: 1.4299 data: 1.1356 max mem: 9397 +2024-05-26 09:30:59,280 INFO torchdistill.misc.log Epoch: [36] [ 50/5005] eta: 0:24:12 lr: 0.010000000000000002 img/s: 963.6263174521122 loss: 24.2153 (24.2154) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-26 09:31:12,579 INFO torchdistill.misc.log Epoch: [36] [ 100/5005] eta: 0:22:51 lr: 0.010000000000000002 img/s: 963.2062061900431 loss: 24.1344 (24.2040) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-26 09:31:25,878 INFO torchdistill.misc.log Epoch: [36] [ 150/5005] eta: 0:22:15 lr: 0.010000000000000002 img/s: 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loss: 24.1733 (24.2146) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 10:16:12,151 INFO torchdistill.misc.log Epoch: [37] [5000/5005] eta: 0:00:01 lr: 0.010000000000000002 img/s: 963.4222670451894 loss: 24.1238 (24.2143) time: 0.2655 data: 0.0000 max mem: 9397 +2024-05-26 10:16:13,233 INFO torchdistill.misc.log Epoch: [37] Total time: 0:22:12 +2024-05-26 10:16:14,748 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:09:48 acc1: 82.8125 (82.8125) acc5: 93.7500 (93.7500) time: 1.5048 data: 1.1471 max mem: 9397 +2024-05-26 10:16:22,726 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:03 acc1: 78.9062 (75.7047) acc5: 92.9688 (92.2028) time: 0.1600 data: 0.0001 max mem: 9397 +2024-05-26 10:16:30,708 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 71.8750 (74.8453) acc5: 94.5312 (92.9842) time: 0.1604 data: 0.0001 max mem: 9397 +2024-05-26 10:16:38,632 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 76.5625 (75.1552) acc5: 93.7500 (93.1447) time: 0.1580 data: 0.0001 max mem: 9397 +2024-05-26 10:16:46,587 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 55.4688 (72.3453) acc5: 83.5938 (91.4529) time: 0.1584 data: 0.0001 max mem: 9397 +2024-05-26 10:16:54,541 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 66.4062 (70.9039) acc5: 86.7188 (90.3667) time: 0.1592 data: 0.0001 max mem: 9397 +2024-05-26 10:17:02,438 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 62.5000 (69.7129) acc5: 85.9375 (89.5738) time: 0.1564 data: 0.0001 max mem: 9397 +2024-05-26 10:17:10,441 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 64.8438 (68.7144) acc5: 88.2812 (88.9223) time: 0.1572 data: 0.0001 max mem: 9397 +2024-05-26 10:17:16,748 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 10:17:16,748 INFO __main__ * Acc@1 68.6800 Acc@5 88.9420 -2024-03-20 06:49:56,856 INFO torchdistill.misc.log Epoch: [38] [ 0/5005] eta: 7:09:34 lr: 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loss: 23.3413 (23.3827) time: 0.3814 data: 0.0410 max mem: 9440 -2024-03-20 07:20:42,993 INFO torchdistill.misc.log Epoch: [38] [4950/5005] eta: 0:00:20 lr: 0.010000000000000002 img/s: 754.9992574758679 loss: 23.3581 (23.3827) time: 0.3628 data: 0.0234 max mem: 9440 -2024-03-20 07:21:01,735 INFO torchdistill.misc.log Epoch: [38] [5000/5005] eta: 0:00:01 lr: 0.010000000000000002 img/s: 754.0004100950803 loss: 23.4587 (23.3829) time: 0.3805 data: 0.0394 max mem: 9440 -2024-03-20 07:21:03,231 INFO torchdistill.misc.log Epoch: [38] Total time: 0:31:11 -2024-03-20 07:21:06,285 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:19:49 acc1: 71.0938 (71.0938) acc5: 88.2812 (88.2812) time: 3.0419 data: 3.0019 max mem: 9440 -2024-03-20 07:21:09,341 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:40 acc1: 68.7500 (68.7347) acc5: 88.2812 (89.2157) time: 0.0756 data: 0.0373 max mem: 9440 -2024-03-20 07:21:14,782 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:33 acc1: 70.3125 (69.1058) acc5: 89.0625 (89.1244) time: 0.1109 data: 0.0716 max mem: 9440 -2024-03-20 07:21:19,137 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:25 acc1: 69.5312 (69.1587) acc5: 89.0625 (89.0056) time: 0.0671 data: 0.0272 max mem: 9440 -2024-03-20 07:21:23,927 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:19 acc1: 67.1875 (68.6528) acc5: 88.2812 (88.8798) time: 0.1142 data: 0.0747 max mem: 9440 -2024-03-20 07:21:27,308 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:13 acc1: 67.9688 (68.5726) acc5: 89.0625 (88.9006) time: 0.0877 data: 0.0479 max mem: 9440 -2024-03-20 07:21:30,761 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:08 acc1: 70.3125 (68.7604) acc5: 88.2812 (88.9275) time: 0.0628 data: 0.0227 max mem: 9440 -2024-03-20 07:21:34,144 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 68.7500 (68.8257) acc5: 88.2812 (88.9312) time: 0.0572 data: 0.0172 max mem: 9440 -2024-03-20 07:21:36,965 INFO torchdistill.misc.log Validation: Total time: 0:00:33 -2024-03-20 07:21:36,966 INFO __main__ * Acc@1 68.8720 Acc@5 88.8900 +2024-05-26 10:17:18,263 INFO torchdistill.misc.log Epoch: [38] [ 0/5005] eta: 2:06:14 lr: 0.010000000000000002 img/s: 960.0386825889009 loss: 24.0896 (24.0896) time: 1.5134 data: 1.2465 max mem: 9397 +2024-05-26 10:17:31,730 INFO torchdistill.misc.log Epoch: [38] [ 50/5005] eta: 0:24:15 lr: 0.010000000000000002 img/s: 962.8667543677941 loss: 24.1724 (24.1822) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 10:17:45,025 INFO torchdistill.misc.log Epoch: [38] [ 100/5005] eta: 0:22:53 lr: 0.010000000000000002 img/s: 963.5355216412399 loss: 24.1438 (24.1774) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 10:17:58,322 INFO torchdistill.misc.log Epoch: [38] [ 150/5005] eta: 0:22:16 lr: 0.010000000000000002 img/s: 963.6531271062544 loss: 24.0804 (24.1751) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 10:18:11,621 INFO torchdistill.misc.log Epoch: [38] [ 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963.8235330022871 loss: 24.2178 (24.1998) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 10:39:01,499 INFO torchdistill.misc.log Epoch: [38] [4900/5005] eta: 0:00:27 lr: 0.010000000000000002 img/s: 964.0641068231567 loss: 24.1913 (24.2001) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 10:39:14,794 INFO torchdistill.misc.log Epoch: [38] [4950/5005] eta: 0:00:14 lr: 0.010000000000000002 img/s: 963.3341025111922 loss: 24.2035 (24.2003) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 10:39:28,118 INFO torchdistill.misc.log Epoch: [38] [5000/5005] eta: 0:00:01 lr: 0.010000000000000002 img/s: 964.323853624628 loss: 24.1345 (24.2003) time: 0.2656 data: 0.0000 max mem: 9397 +2024-05-26 10:39:29,204 INFO torchdistill.misc.log Epoch: [38] Total time: 0:22:12 +2024-05-26 10:39:30,678 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:09:35 acc1: 82.8125 (82.8125) acc5: 93.7500 (93.7500) time: 1.4725 data: 1.1251 max mem: 9397 +2024-05-26 10:39:38,641 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:03 acc1: 80.4688 (76.0876) acc5: 92.9688 (92.1569) time: 0.1577 data: 0.0001 max mem: 9397 +2024-05-26 10:39:46,608 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 71.8750 (75.4177) acc5: 94.5312 (93.0770) time: 0.1598 data: 0.0001 max mem: 9397 +2024-05-26 10:39:54,544 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 74.2188 (75.4501) acc5: 92.1875 (93.2895) time: 0.1592 data: 0.0001 max mem: 9397 +2024-05-26 10:40:02,460 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 57.0312 (72.6562) acc5: 82.8125 (91.5501) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-26 10:40:10,497 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 69.5312 (71.1996) acc5: 86.7188 (90.4694) time: 0.1597 data: 0.0001 max mem: 9397 +2024-05-26 10:40:18,413 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 60.9375 (70.0296) acc5: 85.1562 (89.6465) time: 0.1587 data: 0.0001 max mem: 9397 +2024-05-26 10:40:26,275 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 66.4062 (68.9392) acc5: 88.2812 (89.0202) time: 0.1560 data: 0.0001 max mem: 9397 +2024-05-26 10:40:32,547 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 10:40:32,547 INFO __main__ * Acc@1 68.9560 Acc@5 89.0940 -2024-03-20 07:21:36,966 INFO __main__ Best top-1 accuracy: 68.8220 -> 68.8720 -2024-03-20 07:21:36,967 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-20 07:21:40,968 INFO torchdistill.misc.log Epoch: [39] [ 0/5005] eta: 5:15:48 lr: 0.010000000000000002 img/s: 699.9889982730757 loss: 23.1465 (23.1465) time: 3.7859 data: 3.4198 max mem: 9440 -2024-03-20 07:21:59,107 INFO torchdistill.misc.log Epoch: [39] [ 50/5005] eta: 0:35:30 lr: 0.010000000000000002 img/s: 743.4685566664104 loss: 23.3034 (23.3246) time: 0.3429 data: 0.0004 max mem: 9440 -2024-03-20 07:22:17,501 INFO torchdistill.misc.log 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(67.9921) acc5: 88.2812 (88.8137) time: 0.0643 data: 0.0247 max mem: 9440 -2024-03-20 07:52:59,832 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 67.9688 (67.8287) acc5: 89.8438 (88.8726) time: 0.0675 data: 0.0278 max mem: 9440 -2024-03-20 07:53:03,529 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 68.7500 (67.9246) acc5: 87.5000 (88.8237) time: 0.0589 data: 0.0190 max mem: 9440 -2024-03-20 07:53:07,037 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 67.9688 (67.9621) acc5: 89.0625 (88.8444) time: 0.0667 data: 0.0272 max mem: 9440 -2024-03-20 07:53:10,206 INFO torchdistill.misc.log Validation: Total time: 0:00:31 -2024-03-20 07:53:10,208 INFO __main__ * Acc@1 68.0140 Acc@5 88.8020 +2024-05-26 10:40:32,548 INFO __main__ Best top-1 accuracy: 68.8840 -> 68.9560 +2024-05-26 10:40:32,548 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-26 10:40:34,746 INFO 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acc5: 86.7188 (89.0469) time: 0.1598 data: 0.0001 max mem: 9397 +2024-05-26 11:03:49,131 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 11:03:49,131 INFO __main__ * Acc@1 68.6340 Acc@5 89.0680 -2024-03-20 07:53:15,366 INFO torchdistill.misc.log Epoch: [40] [ 0/5005] eta: 7:10:04 lr: 0.010000000000000002 img/s: 747.701916916889 loss: 23.5374 (23.5374) time: 5.1558 data: 4.8130 max mem: 9440 -2024-03-20 07:53:32,894 INFO torchdistill.misc.log Epoch: [40] [ 50/5005] eta: 0:36:43 lr: 0.010000000000000002 img/s: 732.4815839595715 loss: 23.2881 (23.3525) time: 0.3552 data: 0.0128 max mem: 9440 -2024-03-20 07:53:51,712 INFO torchdistill.misc.log Epoch: [40] [ 100/5005] eta: 0:33:35 lr: 0.010000000000000002 img/s: 740.9326569029573 loss: 23.2653 (23.3360) time: 0.3802 data: 0.0372 max mem: 9440 -2024-03-20 07:54:10,442 INFO torchdistill.misc.log Epoch: [40] [ 150/5005] eta: 0:32:16 lr: 0.010000000000000002 img/s: 741.5897207802792 loss: 23.2918 (23.3375) time: 0.3721 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11:26:43,438 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 68.7500 (71.0969) acc5: 86.7188 (90.4227) time: 0.1597 data: 0.0001 max mem: 9397 +2024-05-26 11:26:51,430 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 64.8438 (69.8064) acc5: 85.1562 (89.6361) time: 0.1604 data: 0.0001 max mem: 9397 +2024-05-26 11:26:59,336 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 64.0625 (68.8502) acc5: 85.9375 (88.9846) time: 0.1576 data: 0.0001 max mem: 9397 +2024-05-26 11:27:05,557 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 11:27:05,557 INFO __main__ * Acc@1 68.7360 Acc@5 88.9920 -2024-03-20 08:25:06,113 INFO torchdistill.misc.log Epoch: [41] [ 0/5005] eta: 5:44:58 lr: 0.010000000000000002 img/s: 744.9504801021258 loss: 23.2531 (23.2531) time: 4.1356 data: 3.7915 max mem: 9440 -2024-03-20 08:25:24,401 INFO torchdistill.misc.log Epoch: [41] [ 50/5005] eta: 0:36:18 lr: 0.010000000000000002 img/s: 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(74.8376) acc5: 93.7500 (92.9997) time: 0.1591 data: 0.0001 max mem: 9397 +2024-05-26 11:49:43,953 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 72.6562 (75.1397) acc5: 93.7500 (93.2740) time: 0.1583 data: 0.0001 max mem: 9397 +2024-05-26 11:49:51,835 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 57.0312 (72.3842) acc5: 82.8125 (91.4490) time: 0.1579 data: 0.0001 max mem: 9397 +2024-05-26 11:49:59,774 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 66.4062 (70.9194) acc5: 87.5000 (90.3137) time: 0.1592 data: 0.0001 max mem: 9397 +2024-05-26 11:50:07,731 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 64.8438 (69.7207) acc5: 84.3750 (89.5375) time: 0.1584 data: 0.0001 max mem: 9397 +2024-05-26 11:50:15,611 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 63.2812 (68.6855) acc5: 88.2812 (88.8266) time: 0.1575 data: 0.0001 max mem: 9397 +2024-05-26 11:50:21,827 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 11:50:21,827 INFO __main__ * Acc@1 68.6300 Acc@5 88.8620 -2024-03-20 08:56:27,626 INFO torchdistill.misc.log Epoch: [42] [ 0/5005] eta: 6:15:46 lr: 0.010000000000000002 img/s: 747.5311782921559 loss: 23.1736 (23.1736) time: 4.5047 data: 4.1618 max mem: 9440 -2024-03-20 08:56:45,392 INFO torchdistill.misc.log Epoch: [42] [ 50/5005] eta: 0:36:03 lr: 0.010000000000000002 img/s: 739.177514788826 loss: 23.3249 (23.3402) time: 0.3430 data: 0.0006 max mem: 9440 -2024-03-20 08:57:03,282 INFO torchdistill.misc.log Epoch: [42] [ 100/5005] eta: 0:32:30 lr: 0.010000000000000002 img/s: 752.0164166696433 loss: 23.3267 (23.3424) time: 0.3746 data: 0.0322 max mem: 9440 -2024-03-20 08:57:21,633 INFO torchdistill.misc.log Epoch: [42] [ 150/5005] eta: 0:31:21 lr: 0.010000000000000002 img/s: 743.6894647749972 loss: 23.2947 (23.3267) time: 0.3674 data: 0.0253 max mem: 9440 -2024-03-20 08:57:40,106 INFO torchdistill.misc.log Epoch: [42] [ 200/5005] eta: 0:30:40 lr: 0.010000000000000002 img/s: 753.5744256473421 loss: 23.2775 (23.3339) time: 0.3727 data: 0.0306 max mem: 9440 -2024-03-20 08:57:58,678 INFO torchdistill.misc.log Epoch: [42] [ 250/5005] eta: 0:30:10 lr: 0.010000000000000002 img/s: 753.8283708407488 loss: 23.3142 (23.3283) time: 0.3681 data: 0.0259 max mem: 9440 -2024-03-20 08:58:16,901 INFO torchdistill.misc.log Epoch: [42] [ 300/5005] eta: 0:29:38 lr: 0.010000000000000002 img/s: 741.1346670062625 loss: 23.3667 (23.3361) time: 0.3657 data: 0.0232 max mem: 9440 -2024-03-20 08:58:35,267 INFO torchdistill.misc.log Epoch: [42] [ 350/5005] eta: 0:29:12 lr: 0.010000000000000002 img/s: 753.7712182509847 loss: 23.2691 (23.3358) time: 0.3724 data: 0.0304 max mem: 9440 -2024-03-20 08:58:54,004 INFO torchdistill.misc.log Epoch: [42] [ 400/5005] eta: 0:28:52 lr: 0.010000000000000002 img/s: 753.4522754958263 loss: 23.2977 (23.3367) time: 0.3737 data: 0.0313 max mem: 9440 -2024-03-20 08:59:12,753 INFO torchdistill.misc.log Epoch: [42] [ 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Epoch: [42] [ 700/5005] eta: 0:26:52 lr: 0.010000000000000002 img/s: 741.6061110880886 loss: 23.3570 (23.3518) time: 0.3743 data: 0.0321 max mem: 9440 -2024-03-20 09:01:04,451 INFO torchdistill.misc.log Epoch: [42] [ 750/5005] eta: 0:26:33 lr: 0.010000000000000002 img/s: 742.9335661843818 loss: 23.4808 (23.3597) time: 0.3763 data: 0.0340 max mem: 9440 -2024-03-20 09:01:22,886 INFO torchdistill.misc.log Epoch: [42] [ 800/5005] eta: 0:26:13 lr: 0.010000000000000002 img/s: 752.3947700895313 loss: 23.3434 (23.3598) time: 0.3700 data: 0.0280 max mem: 9440 -2024-03-20 09:01:41,358 INFO torchdistill.misc.log Epoch: [42] [ 850/5005] eta: 0:25:53 lr: 0.010000000000000002 img/s: 755.2323840485266 loss: 23.3961 (23.3607) time: 0.3709 data: 0.0288 max mem: 9440 -2024-03-20 09:02:00,045 INFO torchdistill.misc.log Epoch: [42] [ 900/5005] eta: 0:25:34 lr: 0.010000000000000002 img/s: 755.1574917116658 loss: 23.3349 (23.3614) time: 0.3727 data: 0.0310 max mem: 9440 -2024-03-20 09:02:18,761 INFO torchdistill.misc.log Epoch: [42] [ 950/5005] eta: 0:25:16 lr: 0.010000000000000002 img/s: 755.0215549308293 loss: 23.4078 (23.3640) time: 0.3731 data: 0.0313 max mem: 9440 -2024-03-20 09:02:37,489 INFO torchdistill.misc.log Epoch: [42] [1000/5005] eta: 0:24:57 lr: 0.010000000000000002 img/s: 755.5948390456387 loss: 23.3501 (23.3636) time: 0.3742 data: 0.0323 max mem: 9440 -2024-03-20 09:02:55,808 INFO torchdistill.misc.log Epoch: [42] [1050/5005] eta: 0:24:37 lr: 0.010000000000000002 img/s: 740.3502574611326 loss: 23.3106 (23.3646) time: 0.3735 data: 0.0319 max mem: 9440 -2024-03-20 09:03:14,443 INFO torchdistill.misc.log Epoch: [42] [1100/5005] eta: 0:24:18 lr: 0.010000000000000002 img/s: 752.7223160819865 loss: 23.4410 (23.3659) time: 0.3729 data: 0.0309 max mem: 9440 -2024-03-20 09:03:33,084 INFO torchdistill.misc.log Epoch: [42] [1150/5005] eta: 0:23:59 lr: 0.010000000000000002 img/s: 754.193717053161 loss: 23.4149 (23.3678) time: 0.3723 data: 0.0307 max mem: 9440 -2024-03-20 09:03:50,389 INFO torchdistill.misc.log Epoch: [42] [1200/5005] eta: 0:23:36 lr: 0.010000000000000002 img/s: 754.9822698226982 loss: 23.3910 (23.3681) time: 0.3424 data: 0.0004 max mem: 9440 -2024-03-20 09:04:08,909 INFO torchdistill.misc.log Epoch: [42] [1250/5005] eta: 0:23:18 lr: 0.010000000000000002 img/s: 755.5358234013479 loss: 23.4255 (23.3691) time: 0.3750 data: 0.0327 max mem: 9440 -2024-03-20 09:04:27,118 INFO torchdistill.misc.log Epoch: [42] [1300/5005] eta: 0:22:58 lr: 0.010000000000000002 img/s: 753.9781729117718 loss: 23.4020 (23.3714) time: 0.3705 data: 0.0291 max mem: 9440 -2024-03-20 09:04:45,241 INFO torchdistill.misc.log Epoch: [42] [1350/5005] eta: 0:22:38 lr: 0.010000000000000002 img/s: 754.9100808243294 loss: 23.3489 (23.3714) time: 0.3398 data: 0.0004 max mem: 9440 -2024-03-20 09:05:03,862 INFO torchdistill.misc.log Epoch: [42] [1400/5005] eta: 0:22:19 lr: 0.010000000000000002 img/s: 754.1004936542706 loss: 23.3078 (23.3728) time: 0.3746 data: 0.0352 max mem: 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time: 0.3675 data: 0.0256 max mem: 9440 -2024-03-20 09:08:29,112 INFO torchdistill.misc.log Epoch: [42] [1950/5005] eta: 0:18:56 lr: 0.010000000000000002 img/s: 755.6060052046608 loss: 23.3725 (23.3687) time: 0.3708 data: 0.0289 max mem: 9440 -2024-03-20 09:08:47,039 INFO torchdistill.misc.log Epoch: [42] [2000/5005] eta: 0:18:37 lr: 0.010000000000000002 img/s: 743.8249582104007 loss: 23.4010 (23.3688) time: 0.3547 data: 0.0128 max mem: 9440 -2024-03-20 09:09:05,703 INFO torchdistill.misc.log Epoch: [42] [2050/5005] eta: 0:18:18 lr: 0.010000000000000002 img/s: 744.4690977971173 loss: 23.4012 (23.3685) time: 0.3724 data: 0.0306 max mem: 9440 -2024-03-20 09:09:24,288 INFO torchdistill.misc.log Epoch: [42] [2100/5005] eta: 0:18:00 lr: 0.010000000000000002 img/s: 742.4460587655284 loss: 23.3541 (23.3682) time: 0.3719 data: 0.0299 max mem: 9440 -2024-03-20 09:09:43,008 INFO torchdistill.misc.log Epoch: [42] [2150/5005] eta: 0:17:41 lr: 0.010000000000000002 img/s: 743.6338391813351 loss: 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eta: 0:13:02 lr: 0.010000000000000002 img/s: 755.1208476827899 loss: 23.3782 (23.3732) time: 0.3750 data: 0.0333 max mem: 9440 -2024-03-20 09:14:40,543 INFO torchdistill.misc.log Epoch: [42] [2950/5005] eta: 0:12:44 lr: 0.010000000000000002 img/s: 755.4284492123081 loss: 23.3228 (23.3734) time: 0.3731 data: 0.0316 max mem: 9440 -2024-03-20 09:14:59,238 INFO torchdistill.misc.log Epoch: [42] [3000/5005] eta: 0:12:25 lr: 0.010000000000000002 img/s: 755.4098478756553 loss: 23.3713 (23.3735) time: 0.3728 data: 0.0314 max mem: 9440 -2024-03-20 09:15:17,900 INFO torchdistill.misc.log Epoch: [42] [3050/5005] eta: 0:12:07 lr: 0.010000000000000002 img/s: 755.0645608848615 loss: 23.4381 (23.3741) time: 0.3726 data: 0.0311 max mem: 9440 -2024-03-20 09:15:36,614 INFO torchdistill.misc.log Epoch: [42] [3100/5005] eta: 0:11:48 lr: 0.010000000000000002 img/s: 754.8915050067528 loss: 23.3595 (23.3745) time: 0.3736 data: 0.0318 max mem: 9440 -2024-03-20 09:15:54,988 INFO torchdistill.misc.log Epoch: 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Validation: [ 50/391] eta: 0:00:41 acc1: 68.7500 (69.0564) acc5: 88.2812 (89.2004) time: 0.0746 data: 0.0349 max mem: 9440 -2024-03-20 09:27:31,254 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:29 acc1: 68.7500 (68.8660) acc5: 89.0625 (88.9619) time: 0.0837 data: 0.0446 max mem: 9440 -2024-03-20 09:27:34,749 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:21 acc1: 67.1875 (68.8483) acc5: 88.2812 (89.0159) time: 0.0644 data: 0.0252 max mem: 9440 -2024-03-20 09:27:38,423 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 67.1875 (68.5090) acc5: 89.8438 (88.8487) time: 0.0658 data: 0.0259 max mem: 9440 -2024-03-20 09:27:41,849 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 67.1875 (68.3298) acc5: 89.0625 (88.9038) time: 0.0621 data: 0.0219 max mem: 9440 -2024-03-20 09:27:45,649 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 67.9688 (68.4282) acc5: 89.0625 (88.8652) time: 0.0620 data: 0.0225 max mem: 9440 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loss: 24.2153 (24.2088) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 12:11:53,628 INFO torchdistill.misc.log Epoch: [42] [4850/5005] eta: 0:00:41 lr: 0.010000000000000002 img/s: 963.1474544009559 loss: 24.1947 (24.2092) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 12:12:06,924 INFO torchdistill.misc.log Epoch: [42] [4900/5005] eta: 0:00:27 lr: 0.010000000000000002 img/s: 963.2597802450175 loss: 24.1771 (24.2093) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 12:12:20,218 INFO torchdistill.misc.log Epoch: [42] [4950/5005] eta: 0:00:14 lr: 0.010000000000000002 img/s: 963.9810173971282 loss: 24.2388 (24.2101) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 12:12:33,543 INFO torchdistill.misc.log Epoch: [42] [5000/5005] eta: 0:00:01 lr: 0.010000000000000002 img/s: 964.4364540444215 loss: 24.1657 (24.2104) time: 0.2655 data: 0.0000 max mem: 9397 +2024-05-26 12:12:34,630 INFO torchdistill.misc.log Epoch: [42] Total time: 0:22:12 +2024-05-26 12:12:36,139 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:09:49 acc1: 89.0625 (89.0625) acc5: 95.3125 (95.3125) time: 1.5077 data: 1.1344 max mem: 9397 +2024-05-26 12:12:44,113 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:03 acc1: 78.1250 (75.5515) acc5: 94.5312 (91.6054) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-26 12:12:52,083 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 74.2188 (74.9226) acc5: 94.5312 (92.8527) time: 0.1589 data: 0.0001 max mem: 9397 +2024-05-26 12:13:00,001 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 75.0000 (75.3725) acc5: 93.7500 (93.2067) time: 0.1586 data: 0.0001 max mem: 9397 +2024-05-26 12:13:07,967 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 57.8125 (72.4619) acc5: 83.5938 (91.4218) time: 0.1596 data: 0.0001 max mem: 9397 +2024-05-26 12:13:15,983 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 65.6250 (70.9755) acc5: 87.5000 (90.3791) time: 0.1589 data: 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(93.2067) time: 0.1586 data: 0.0001 max mem: 9397 +2024-05-26 12:36:24,031 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 60.1562 (72.2404) acc5: 82.8125 (91.5501) time: 0.1610 data: 0.0001 max mem: 9397 +2024-05-26 12:36:31,962 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 64.0625 (70.7545) acc5: 87.5000 (90.4600) time: 0.1591 data: 0.0001 max mem: 9397 +2024-05-26 12:36:39,924 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 63.2812 (69.5312) acc5: 84.3750 (89.6257) time: 0.1581 data: 0.0001 max mem: 9397 +2024-05-26 12:36:47,859 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 64.8438 (68.5608) acc5: 86.7188 (88.9690) time: 0.1586 data: 0.0001 max mem: 9397 +2024-05-26 12:36:54,075 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 12:36:54,075 INFO __main__ * Acc@1 68.5020 Acc@5 88.9840 -2024-03-20 09:59:23,474 INFO torchdistill.misc.log Epoch: [44] [ 0/5005] eta: 5:50:53 lr: 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loss: 23.3725 (23.3948) time: 0.3751 data: 0.0329 max mem: 9440 -2024-03-20 10:29:58,417 INFO torchdistill.misc.log Epoch: [44] [4950/5005] eta: 0:00:20 lr: 0.010000000000000002 img/s: 743.766221153946 loss: 23.3476 (23.3947) time: 0.3738 data: 0.0316 max mem: 9440 -2024-03-20 10:30:17,168 INFO torchdistill.misc.log Epoch: [44] [5000/5005] eta: 0:00:01 lr: 0.010000000000000002 img/s: 744.4009694791546 loss: 23.3962 (23.3953) time: 0.3733 data: 0.0317 max mem: 9440 -2024-03-20 10:30:18,809 INFO torchdistill.misc.log Epoch: [44] Total time: 0:30:59 -2024-03-20 10:30:21,886 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:20:00 acc1: 71.0938 (71.0938) acc5: 87.5000 (87.5000) time: 3.0696 data: 3.0287 max mem: 9440 -2024-03-20 10:30:25,421 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:44 acc1: 69.5312 (68.4283) acc5: 89.0625 (88.7408) time: 0.0950 data: 0.0557 max mem: 9440 -2024-03-20 10:30:28,902 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:29 acc1: 69.5312 (68.7423) acc5: 88.2812 (88.8923) time: 0.0800 data: 0.0404 max mem: 9440 -2024-03-20 10:30:32,810 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:22 acc1: 68.7500 (68.7862) acc5: 88.2812 (88.8142) time: 0.0797 data: 0.0405 max mem: 9440 -2024-03-20 10:30:36,207 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 67.9688 (68.4080) acc5: 88.2812 (88.7865) time: 0.0776 data: 0.0383 max mem: 9440 -2024-03-20 10:30:39,878 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 67.9688 (68.1897) acc5: 89.0625 (88.8042) time: 0.0754 data: 0.0356 max mem: 9440 -2024-03-20 10:30:43,649 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 69.5312 (68.2179) acc5: 89.8438 (88.8315) time: 0.0736 data: 0.0342 max mem: 9440 -2024-03-20 10:30:47,103 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 68.7500 (68.3160) acc5: 88.2812 (88.8511) time: 0.0631 data: 0.0234 max mem: 9440 -2024-03-20 10:30:49,868 INFO torchdistill.misc.log Validation: Total time: 0:00:31 -2024-03-20 10:30:49,869 INFO __main__ * Acc@1 68.3140 Acc@5 88.8340 +2024-05-26 12:36:55,727 INFO torchdistill.misc.log Epoch: [44] [ 0/5005] eta: 2:17:44 lr: 0.010000000000000002 img/s: 954.0301240359669 loss: 24.0676 (24.0676) time: 1.6513 data: 1.3827 max mem: 9397 +2024-05-26 12:37:09,267 INFO torchdistill.misc.log Epoch: [44] [ 50/5005] eta: 0:24:35 lr: 0.010000000000000002 img/s: 964.0182327649286 loss: 24.1252 (24.1510) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 12:37:22,564 INFO torchdistill.misc.log Epoch: [44] [ 100/5005] eta: 0:23:03 lr: 0.010000000000000002 img/s: 963.8590057656936 loss: 24.2418 (24.1884) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 12:37:35,863 INFO torchdistill.misc.log Epoch: [44] [ 150/5005] eta: 0:22:23 lr: 0.010000000000000002 img/s: 963.8512188378581 loss: 24.1352 (24.1865) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-26 12:37:49,160 INFO torchdistill.misc.log Epoch: [44] [ 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11:01:55,565 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:20:01 acc1: 69.5312 (69.5312) acc5: 87.5000 (87.5000) time: 3.0729 data: 3.0325 max mem: 9440 -2024-03-20 11:01:59,267 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:45 acc1: 68.7500 (68.5968) acc5: 88.2812 (88.9400) time: 0.0967 data: 0.0569 max mem: 9440 -2024-03-20 11:02:02,762 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:29 acc1: 68.7500 (68.7732) acc5: 89.0625 (89.0625) time: 0.0825 data: 0.0418 max mem: 9440 -2024-03-20 11:02:06,493 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:22 acc1: 67.1875 (68.6413) acc5: 89.0625 (88.9125) time: 0.0775 data: 0.0379 max mem: 9440 -2024-03-20 11:02:10,127 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 67.9688 (68.3535) acc5: 88.2812 (88.8176) time: 0.0814 data: 0.0417 max mem: 9440 -2024-03-20 11:02:13,782 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 66.4062 (68.2458) acc5: 89.0625 (88.8508) time: 0.0838 data: 0.0447 max mem: 9440 -2024-03-20 11:02:17,400 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 69.5312 (68.3685) acc5: 89.0625 (88.8912) time: 0.0686 data: 0.0292 max mem: 9440 -2024-03-20 11:02:21,007 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 67.9688 (68.4250) acc5: 89.0625 (88.9134) time: 0.0653 data: 0.0254 max mem: 9440 -2024-03-20 11:02:24,058 INFO torchdistill.misc.log Validation: Total time: 0:00:31 -2024-03-20 11:02:24,060 INFO __main__ * Acc@1 68.5220 Acc@5 88.8720 +2024-05-26 13:00:11,621 INFO torchdistill.misc.log Epoch: [45] [ 0/5005] eta: 2:03:17 lr: 0.010000000000000002 img/s: 914.9082605235487 loss: 24.2997 (24.2997) time: 1.4781 data: 1.1980 max mem: 9397 +2024-05-26 13:00:25,537 INFO torchdistill.misc.log Epoch: [45] [ 50/5005] eta: 0:24:55 lr: 0.010000000000000002 img/s: 964.2216698515783 loss: 24.0845 (24.1692) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 13:00:38,835 INFO torchdistill.misc.log 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eta: 0:00:01 lr: 0.010000000000000002 img/s: 964.2744909624678 loss: 24.1895 (24.2246) time: 0.2656 data: 0.0000 max mem: 9397 +2024-05-26 13:22:22,986 INFO torchdistill.misc.log Epoch: [45] Total time: 0:22:12 +2024-05-26 13:22:24,553 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:10:11 acc1: 87.5000 (87.5000) acc5: 93.7500 (93.7500) time: 1.5649 data: 1.2429 max mem: 9397 +2024-05-26 13:22:32,482 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:03 acc1: 79.6875 (75.8732) acc5: 92.9688 (91.9271) time: 0.1593 data: 0.0001 max mem: 9397 +2024-05-26 13:22:40,395 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 73.4375 (75.0387) acc5: 94.5312 (92.9301) time: 0.1580 data: 0.0001 max mem: 9397 +2024-05-26 13:22:48,382 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 75.0000 (75.2949) acc5: 92.9688 (93.0567) time: 0.1589 data: 0.0001 max mem: 9397 +2024-05-26 13:22:56,376 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 57.0312 (72.4813) acc5: 83.5938 (91.3441) time: 0.1610 data: 0.0001 max mem: 9397 +2024-05-26 13:23:04,369 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 63.2812 (70.9786) acc5: 86.7188 (90.2173) time: 0.1604 data: 0.0001 max mem: 9397 +2024-05-26 13:23:12,324 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 64.0625 (69.7051) acc5: 84.3750 (89.4103) time: 0.1599 data: 0.0001 max mem: 9397 +2024-05-26 13:23:20,404 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 60.9375 (68.6120) acc5: 84.3750 (88.6596) time: 0.1607 data: 0.0001 max mem: 9397 +2024-05-26 13:23:26,642 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 13:23:26,642 INFO __main__ * Acc@1 68.6180 Acc@5 88.7880 -2024-03-20 11:02:29,449 INFO torchdistill.misc.log Epoch: [46] [ 0/5005] eta: 7:29:23 lr: 0.010000000000000002 img/s: 747.2965399645749 loss: 23.2541 (23.2541) time: 5.3874 data: 5.0445 max mem: 9440 -2024-03-20 11:02:46,788 INFO 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eta: 0:00:20 lr: 0.010000000000000002 img/s: 743.0117090541207 loss: 23.3348 (23.3984) time: 0.3656 data: 0.0205 max mem: 9440 -2024-03-20 11:33:31,541 INFO torchdistill.misc.log Epoch: [46] [5000/5005] eta: 0:00:01 lr: 0.010000000000000002 img/s: 741.8981848834719 loss: 23.3547 (23.3988) time: 0.3501 data: 0.0035 max mem: 9440 -2024-03-20 11:33:33,115 INFO torchdistill.misc.log Epoch: [46] Total time: 0:31:09 -2024-03-20 11:33:36,044 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:19:02 acc1: 67.9688 (67.9688) acc5: 89.8438 (89.8438) time: 2.9208 data: 2.8777 max mem: 9440 -2024-03-20 11:33:39,387 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:41 acc1: 67.9688 (68.2138) acc5: 87.5000 (88.5876) time: 0.0739 data: 0.0327 max mem: 9440 -2024-03-20 11:33:43,025 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:28 acc1: 68.7500 (68.6417) acc5: 89.8438 (88.7376) time: 0.0756 data: 0.0341 max mem: 9440 -2024-03-20 11:33:46,860 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:21 acc1: 66.4062 (68.4396) acc5: 88.2812 (88.5969) time: 0.0723 data: 0.0308 max mem: 9440 -2024-03-20 11:33:50,530 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 66.4062 (68.0426) acc5: 88.2812 (88.5145) time: 0.0848 data: 0.0434 max mem: 9440 -2024-03-20 11:33:54,096 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 67.1875 (67.9189) acc5: 88.2812 (88.5676) time: 0.0884 data: 0.0471 max mem: 9440 -2024-03-20 11:33:57,472 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 67.1875 (68.0077) acc5: 88.2812 (88.6135) time: 0.0655 data: 0.0242 max mem: 9440 -2024-03-20 11:34:01,049 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 69.5312 (68.0444) acc5: 88.2812 (88.6441) time: 0.0643 data: 0.0229 max mem: 9440 -2024-03-20 11:34:04,082 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-20 11:34:04,084 INFO __main__ * Acc@1 68.1800 Acc@5 88.6460 +2024-05-26 13:23:28,488 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13:45:56,357 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 75.7812 (74.4353) acc5: 94.5312 (92.9688) time: 0.1588 data: 0.0001 max mem: 9397 +2024-05-26 13:46:04,329 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 75.0000 (74.4981) acc5: 92.9688 (93.0464) time: 0.1600 data: 0.0001 max mem: 9397 +2024-05-26 13:46:12,296 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 58.5938 (72.0810) acc5: 82.0312 (91.3363) time: 0.1589 data: 0.0001 max mem: 9397 +2024-05-26 13:46:20,298 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 65.6250 (70.5957) acc5: 85.1562 (90.1270) time: 0.1585 data: 0.0001 max mem: 9397 +2024-05-26 13:46:28,272 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 62.5000 (69.4378) acc5: 84.3750 (89.3636) time: 0.1582 data: 0.0001 max mem: 9397 +2024-05-26 13:46:36,201 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 63.2812 (68.4095) acc5: 87.5000 (88.6641) time: 0.1584 data: 0.0001 max mem: 9397 +2024-05-26 13:46:42,449 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 13:46:42,449 INFO __main__ * Acc@1 68.3400 Acc@5 88.7300 -2024-03-20 11:34:09,513 INFO torchdistill.misc.log Epoch: [47] [ 0/5005] eta: 7:32:42 lr: 0.010000000000000002 img/s: 722.3847280482513 loss: 23.6498 (23.6498) time: 5.4272 data: 5.0724 max mem: 9440 -2024-03-20 11:34:27,264 INFO torchdistill.misc.log Epoch: [47] [ 50/5005] eta: 0:37:31 lr: 0.010000000000000002 img/s: 739.6913106017603 loss: 23.3007 (23.3685) time: 0.3474 data: 0.0009 max mem: 9440 -2024-03-20 11:34:44,605 INFO torchdistill.misc.log Epoch: [47] [ 100/5005] eta: 0:32:47 lr: 0.010000000000000002 img/s: 741.8607660966876 loss: 23.2987 (23.3681) time: 0.3465 data: 0.0006 max mem: 9440 -2024-03-20 11:35:02,992 INFO torchdistill.misc.log Epoch: [47] [ 150/5005] eta: 0:31:33 lr: 0.010000000000000002 img/s: 741.7803028628275 loss: 23.2824 (23.3614) time: 0.3820 data: 0.0366 max mem: 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torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 67.1875 (71.2245) acc5: 87.5000 (90.5005) time: 0.1602 data: 0.0001 max mem: 9397 +2024-05-26 14:09:44,851 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 67.1875 (69.9491) acc5: 85.1562 (89.6439) time: 0.1585 data: 0.0001 max mem: 9397 +2024-05-26 14:09:52,818 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 63.2812 (68.9303) acc5: 86.7188 (88.8778) time: 0.1592 data: 0.0001 max mem: 9397 +2024-05-26 14:09:59,047 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 14:09:59,048 INFO __main__ * Acc@1 68.8800 Acc@5 88.8660 -2024-03-20 12:05:40,571 INFO torchdistill.misc.log Epoch: [48] [ 0/5005] eta: 5:59:40 lr: 0.010000000000000002 img/s: 738.1657628721965 loss: 23.7024 (23.7024) time: 4.3117 data: 3.9646 max mem: 9440 -2024-03-20 12:05:58,669 INFO torchdistill.misc.log Epoch: [48] [ 50/5005] eta: 0:36:16 lr: 0.010000000000000002 img/s: 753.1969985528686 loss: 23.3647 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0:00:49 acc1: 74.2188 (74.0563) acc5: 94.5312 (92.6671) time: 0.1588 data: 0.0001 max mem: 9397 +2024-05-26 14:32:36,389 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 72.6562 (74.3119) acc5: 91.4062 (92.9170) time: 0.1597 data: 0.0001 max mem: 9397 +2024-05-26 14:32:44,366 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 57.8125 (71.7195) acc5: 84.3750 (91.2702) time: 0.1595 data: 0.0001 max mem: 9397 +2024-05-26 14:32:52,354 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 66.4062 (70.2565) acc5: 85.9375 (90.1145) time: 0.1614 data: 0.0001 max mem: 9397 +2024-05-26 14:33:00,340 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 63.2812 (69.1575) acc5: 83.5938 (89.3117) time: 0.1600 data: 0.0001 max mem: 9397 +2024-05-26 14:33:08,172 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 61.7188 (68.1357) acc5: 87.5000 (88.6441) time: 0.1567 data: 0.0001 max mem: 9397 +2024-05-26 14:33:14,511 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 14:33:14,511 INFO __main__ * Acc@1 68.0800 Acc@5 88.7460 -2024-03-20 12:37:04,576 INFO torchdistill.misc.log Epoch: [49] [ 0/5005] eta: 6:59:28 lr: 0.010000000000000002 img/s: 718.6459329182835 loss: 23.3379 (23.3379) time: 5.0286 data: 4.6721 max mem: 9440 -2024-03-20 12:37:21,978 INFO torchdistill.misc.log Epoch: [49] [ 50/5005] eta: 0:36:19 lr: 0.010000000000000002 img/s: 726.3743540377251 loss: 23.2687 (23.3599) time: 0.3482 data: 0.0007 max mem: 9440 -2024-03-20 12:37:39,290 INFO torchdistill.misc.log Epoch: [49] [ 100/5005] eta: 0:32:09 lr: 0.010000000000000002 img/s: 742.5051009365144 loss: 23.3512 (23.3529) time: 0.3461 data: 0.0004 max mem: 9440 -2024-03-20 12:37:57,057 INFO torchdistill.misc.log Epoch: [49] [ 150/5005] eta: 0:30:48 lr: 0.010000000000000002 img/s: 742.2094709068953 loss: 23.4025 (23.3588) time: 0.3644 data: 0.0189 max mem: 9440 -2024-03-20 12:38:15,531 INFO torchdistill.misc.log Epoch: [49] [ 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Validation: [ 50/391] eta: 0:00:43 acc1: 68.7500 (69.0104) acc5: 86.7188 (88.9859) time: 0.0885 data: 0.0467 max mem: 9440 -2024-03-20 13:08:09,322 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:29 acc1: 68.7500 (68.8274) acc5: 89.0625 (89.0780) time: 0.0861 data: 0.0450 max mem: 9440 -2024-03-20 13:08:12,903 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:21 acc1: 67.9688 (68.8483) acc5: 89.0625 (89.0470) time: 0.0673 data: 0.0259 max mem: 9440 -2024-03-20 13:08:16,457 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 67.1875 (68.4701) acc5: 89.0625 (88.9925) time: 0.0760 data: 0.0347 max mem: 9440 -2024-03-20 13:08:19,983 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 66.4062 (68.2862) acc5: 88.2812 (88.9722) time: 0.0798 data: 0.0384 max mem: 9440 -2024-03-20 13:08:23,505 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 69.5312 (68.3269) acc5: 88.2812 (88.9587) time: 0.0574 data: 0.0160 max mem: 9440 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14:55:28,214 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:10:39 acc1: 86.7188 (86.7188) acc5: 94.5312 (94.5312) time: 1.6360 data: 1.3062 max mem: 9397 +2024-05-26 14:55:36,146 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:03 acc1: 78.9062 (75.3064) acc5: 92.9688 (91.8505) time: 0.1586 data: 0.0001 max mem: 9397 +2024-05-26 14:55:44,069 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 72.6562 (74.2652) acc5: 94.5312 (92.8373) time: 0.1581 data: 0.0001 max mem: 9397 +2024-05-26 14:55:52,060 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 74.2188 (74.7361) acc5: 92.9688 (93.1033) time: 0.1587 data: 0.0001 max mem: 9397 +2024-05-26 14:56:00,025 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 61.7188 (71.9255) acc5: 85.1562 (91.2896) time: 0.1598 data: 0.0001 max mem: 9397 +2024-05-26 14:56:08,002 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 68.7500 (70.4028) acc5: 87.5000 (90.1145) time: 0.1611 data: 0.0001 max mem: 9397 +2024-05-26 14:56:15,956 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 64.0625 (69.2380) acc5: 84.3750 (89.3195) time: 0.1589 data: 0.0001 max mem: 9397 +2024-05-26 14:56:23,871 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 65.6250 (68.3160) acc5: 88.2812 (88.6952) time: 0.1548 data: 0.0001 max mem: 9397 +2024-05-26 14:56:30,138 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 14:56:30,139 INFO __main__ * Acc@1 68.2320 Acc@5 88.7000 -2024-03-20 13:08:34,760 INFO torchdistill.misc.log Epoch: [50] [ 0/5005] eta: 6:49:40 lr: 0.010000000000000002 img/s: 735.6572794141829 loss: 23.4938 (23.4938) time: 4.9111 data: 4.5628 max mem: 9440 -2024-03-20 13:08:52,452 INFO torchdistill.misc.log Epoch: [50] [ 50/5005] eta: 0:36:35 lr: 0.010000000000000002 img/s: 739.2681028256609 loss: 23.3867 (23.4009) time: 0.3472 data: 0.0006 max mem: 9440 -2024-03-20 13:09:09,788 INFO torchdistill.misc.log 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torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 75.0000 (75.0414) acc5: 93.7500 (93.1136) time: 0.1591 data: 0.0001 max mem: 9397 +2024-05-26 15:19:16,277 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 57.0312 (72.1315) acc5: 83.5938 (91.3169) time: 0.1632 data: 0.0001 max mem: 9397 +2024-05-26 15:19:24,259 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 67.9688 (70.7016) acc5: 86.7188 (90.1986) time: 0.1597 data: 0.0001 max mem: 9397 +2024-05-26 15:19:32,191 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 64.8438 (69.5261) acc5: 84.3750 (89.3662) time: 0.1602 data: 0.0001 max mem: 9397 +2024-05-26 15:19:40,132 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 65.6250 (68.5052) acc5: 87.5000 (88.6708) time: 0.1593 data: 0.0001 max mem: 9397 +2024-05-26 15:19:46,356 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 15:19:46,357 INFO __main__ * Acc@1 68.4580 Acc@5 88.7160 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(85.1562) acc5: 94.5312 (94.5312) time: 1.6122 data: 1.2851 max mem: 9397 +2024-05-26 15:42:09,204 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:04 acc1: 80.4688 (75.8119) acc5: 92.9688 (92.2794) time: 0.1598 data: 0.0001 max mem: 9397 +2024-05-26 15:42:17,142 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 74.2188 (74.6983) acc5: 93.7500 (93.1853) time: 0.1604 data: 0.0001 max mem: 9397 +2024-05-26 15:42:25,109 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 75.7812 (75.0052) acc5: 93.7500 (93.4034) time: 0.1600 data: 0.0001 max mem: 9397 +2024-05-26 15:42:33,117 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 61.7188 (72.2909) acc5: 84.3750 (91.6433) time: 0.1610 data: 0.0001 max mem: 9397 +2024-05-26 15:42:41,038 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 67.1875 (70.7420) acc5: 85.9375 (90.5005) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-26 15:42:49,039 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 64.0625 (69.5987) acc5: 85.1562 (89.7010) time: 0.1596 data: 0.0001 max mem: 9397 +2024-05-26 15:42:56,867 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 64.0625 (68.5719) acc5: 86.7188 (88.9913) time: 0.1571 data: 0.0001 max mem: 9397 +2024-05-26 15:43:03,081 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 15:43:03,081 INFO __main__ * Acc@1 68.4940 Acc@5 88.9920 -2024-03-20 14:12:17,404 INFO torchdistill.misc.log Epoch: [52] [ 0/5005] eta: 6:35:44 lr: 0.010000000000000002 img/s: 734.679765448064 loss: 23.3447 (23.3447) time: 4.7441 data: 4.3953 max mem: 9440 -2024-03-20 14:12:34,936 INFO torchdistill.misc.log Epoch: [52] [ 50/5005] eta: 0:36:04 lr: 0.010000000000000002 img/s: 738.5612915961918 loss: 23.3381 (23.3428) time: 0.3466 data: 0.0005 max mem: 9440 -2024-03-20 14:12:52,264 INFO torchdistill.misc.log Epoch: [52] [ 100/5005] eta: 0:32:03 lr: 0.010000000000000002 img/s: 739.9523008815406 loss: 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(93.0515) time: 0.1585 data: 0.0001 max mem: 9397 +2024-05-26 16:05:49,461 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:32 acc1: 57.0312 (71.9683) acc5: 82.8125 (91.2663) time: 0.1601 data: 0.0001 max mem: 9397 +2024-05-26 16:05:57,437 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 65.6250 (70.5491) acc5: 87.5000 (90.2173) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-26 16:06:05,466 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 62.5000 (69.3937) acc5: 82.8125 (89.3792) time: 0.1596 data: 0.0001 max mem: 9397 +2024-05-26 16:06:13,357 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 60.9375 (68.3627) acc5: 85.9375 (88.6975) time: 0.1574 data: 0.0001 max mem: 9397 +2024-05-26 16:06:19,597 INFO torchdistill.misc.log Validation: Total time: 0:01:04 +2024-05-26 16:06:19,597 INFO __main__ * Acc@1 68.3120 Acc@5 88.6960 -2024-03-20 14:44:05,858 INFO torchdistill.misc.log Epoch: [53] [ 0/5005] eta: 6:50:59 lr: 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67.9688 (68.1235) acc5: 89.0625 (88.7763) time: 0.0591 data: 0.0175 max mem: 9440 -2024-03-20 15:15:37,082 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:21 acc1: 67.1875 (68.0360) acc5: 89.8438 (88.7728) time: 0.0698 data: 0.0284 max mem: 9440 -2024-03-20 15:15:40,671 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 66.4062 (67.6539) acc5: 88.2812 (88.6427) time: 0.0713 data: 0.0301 max mem: 9440 -2024-03-20 15:15:44,171 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 67.1875 (67.5828) acc5: 89.0625 (88.6703) time: 0.0611 data: 0.0195 max mem: 9440 -2024-03-20 15:15:47,883 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 68.7500 (67.7429) acc5: 87.5000 (88.6810) time: 0.0610 data: 0.0197 max mem: 9440 -2024-03-20 15:15:51,370 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 67.9688 (67.9020) acc5: 89.0625 (88.6997) time: 0.0611 data: 0.0198 max mem: 9440 -2024-03-20 15:15:54,405 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-20 15:15:54,406 INFO __main__ * Acc@1 67.9640 Acc@5 88.6720 +2024-05-26 16:06:21,111 INFO torchdistill.misc.log Epoch: [53] [ 0/5005] eta: 2:06:14 lr: 0.010000000000000002 img/s: 955.3262672015645 loss: 24.0759 (24.0759) time: 1.5134 data: 1.2450 max mem: 9397 +2024-05-26 16:06:34,425 INFO torchdistill.misc.log Epoch: [53] [ 50/5005] eta: 0:24:00 lr: 0.010000000000000002 img/s: 963.7690311612798 loss: 24.2191 (24.2187) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 16:06:47,723 INFO torchdistill.misc.log Epoch: [53] [ 100/5005] eta: 0:22:45 lr: 0.010000000000000002 img/s: 963.3928770741704 loss: 24.2576 (24.2192) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 16:07:01,021 INFO torchdistill.misc.log Epoch: [53] [ 150/5005] eta: 0:22:11 lr: 0.010000000000000002 img/s: 963.2450899917736 loss: 24.1331 (24.1869) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-26 16:07:14,319 INFO torchdistill.misc.log Epoch: [53] [ 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Validation: [ 50/391] eta: 0:01:04 acc1: 79.6875 (75.3983) acc5: 92.9688 (91.8352) time: 0.1593 data: 0.0001 max mem: 9397 +2024-05-26 16:28:49,341 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 74.2188 (74.4044) acc5: 95.3125 (92.7831) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-26 16:28:57,356 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 72.6562 (74.5188) acc5: 92.9688 (93.0515) time: 0.1612 data: 0.0001 max mem: 9397 +2024-05-26 16:29:05,387 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 58.5938 (72.0149) acc5: 82.8125 (91.3402) time: 0.1606 data: 0.0001 max mem: 9397 +2024-05-26 16:29:13,406 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 66.4062 (70.6175) acc5: 85.9375 (90.2079) time: 0.1609 data: 0.0001 max mem: 9397 +2024-05-26 16:29:21,417 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 66.4062 (69.4793) acc5: 85.1562 (89.4129) time: 0.1580 data: 0.0001 max mem: 9397 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15:46:50,606 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:19:48 acc1: 69.5312 (69.5312) acc5: 89.0625 (89.0625) time: 3.0388 data: 2.9967 max mem: 9440 -2024-03-20 15:46:54,208 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:44 acc1: 67.1875 (68.0760) acc5: 88.2812 (88.9706) time: 0.0916 data: 0.0492 max mem: 9440 -2024-03-20 15:46:57,406 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:28 acc1: 68.7500 (68.5489) acc5: 89.0625 (89.0161) time: 0.0588 data: 0.0173 max mem: 9440 -2024-03-20 15:47:01,162 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:21 acc1: 67.1875 (68.5637) acc5: 88.2812 (89.0108) time: 0.0631 data: 0.0218 max mem: 9440 -2024-03-20 15:47:04,530 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 65.6250 (68.1825) acc5: 88.2812 (88.8099) time: 0.0653 data: 0.0238 max mem: 9440 -2024-03-20 15:47:08,039 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 67.1875 (68.0746) acc5: 87.5000 (88.7388) time: 0.0641 data: 0.0227 max mem: 9440 -2024-03-20 15:47:11,605 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 67.9688 (68.1738) acc5: 86.7188 (88.7536) time: 0.0624 data: 0.0210 max mem: 9440 -2024-03-20 15:47:15,116 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 69.5312 (68.3115) acc5: 88.2812 (88.7531) time: 0.0633 data: 0.0221 max mem: 9440 -2024-03-20 15:47:18,098 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-20 15:47:18,100 INFO __main__ * Acc@1 68.3920 Acc@5 88.7140 +2024-05-26 16:29:37,713 INFO torchdistill.misc.log Epoch: [54] [ 0/5005] eta: 3:03:20 lr: 0.010000000000000002 img/s: 938.4796854200881 loss: 24.2077 (24.2077) time: 2.1978 data: 1.9248 max mem: 9397 +2024-05-26 16:29:51,103 INFO torchdistill.misc.log Epoch: [54] [ 50/5005] eta: 0:25:14 lr: 0.010000000000000002 img/s: 963.6315063010089 loss: 24.0958 (24.1402) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 16:30:04,400 INFO torchdistill.misc.log 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(72.4269) acc5: 82.0312 (91.5578) time: 0.1609 data: 0.0001 max mem: 9397 +2024-05-26 16:52:30,107 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 68.7500 (70.8945) acc5: 87.5000 (90.4071) time: 0.1600 data: 0.0001 max mem: 9397 +2024-05-26 16:52:38,095 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 63.2812 (69.6766) acc5: 84.3750 (89.4570) time: 0.1603 data: 0.0001 max mem: 9397 +2024-05-26 16:52:46,118 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 63.2812 (68.5452) acc5: 85.9375 (88.7197) time: 0.1595 data: 0.0001 max mem: 9397 +2024-05-26 16:52:52,347 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 16:52:52,347 INFO __main__ * Acc@1 68.5280 Acc@5 88.7600 -2024-03-20 15:47:22,531 INFO torchdistill.misc.log Epoch: [55] [ 0/5005] eta: 6:09:28 lr: 0.010000000000000002 img/s: 735.8170897261678 loss: 23.4199 (23.4199) time: 4.4293 data: 4.0810 max mem: 9440 -2024-03-20 15:47:40,478 INFO 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data: 0.0001 max mem: 9397 +2024-05-26 17:15:22,685 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:51 acc1: 73.4375 (74.8066) acc5: 94.5312 (92.9533) time: 0.1597 data: 0.0001 max mem: 9397 +2024-05-26 17:15:30,711 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:41 acc1: 74.2188 (75.0517) acc5: 92.1875 (93.1602) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-26 17:15:38,750 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:32 acc1: 58.5938 (72.3492) acc5: 84.3750 (91.4879) time: 0.1629 data: 0.0001 max mem: 9397 +2024-05-26 17:15:46,616 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 67.1875 (71.0844) acc5: 87.5000 (90.4476) time: 0.1566 data: 0.0001 max mem: 9397 +2024-05-26 17:15:54,579 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 64.0625 (69.8920) acc5: 84.3750 (89.6076) time: 0.1587 data: 0.0001 max mem: 9397 +2024-05-26 17:16:02,528 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 64.0625 (68.8568) acc5: 87.5000 (88.9579) time: 0.1609 data: 0.0001 max mem: 9397 +2024-05-26 17:16:08,817 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 17:16:08,817 INFO __main__ * Acc@1 68.7540 Acc@5 88.9520 -2024-03-20 16:19:03,163 INFO torchdistill.misc.log Epoch: [56] [ 0/5005] eta: 6:05:21 lr: 0.010000000000000002 img/s: 735.5091262050796 loss: 23.4664 (23.4664) time: 4.3800 data: 4.0315 max mem: 9440 -2024-03-20 16:19:21,377 INFO torchdistill.misc.log Epoch: [56] [ 50/5005] eta: 0:36:35 lr: 0.010000000000000002 img/s: 725.9255064615468 loss: 23.2151 (23.3280) time: 0.3467 data: 0.0006 max mem: 9440 -2024-03-20 16:19:38,689 INFO torchdistill.misc.log Epoch: [56] [ 100/5005] eta: 0:32:17 lr: 0.010000000000000002 img/s: 742.8112439130522 loss: 23.3472 (23.3574) time: 0.3465 data: 0.0004 max mem: 9440 -2024-03-20 16:19:55,983 INFO torchdistill.misc.log Epoch: [56] [ 150/5005] eta: 0:30:38 lr: 0.010000000000000002 img/s: 743.9074118337431 loss: 23.3628 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mem: 9397 +2024-05-26 17:39:02,920 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 69.5312 (70.7140) acc5: 87.5000 (90.3698) time: 0.1616 data: 0.0001 max mem: 9397 +2024-05-26 17:39:10,906 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 61.7188 (69.4871) acc5: 84.3750 (89.5531) time: 0.1593 data: 0.0001 max mem: 9397 +2024-05-26 17:39:19,105 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 64.8438 (68.4139) acc5: 86.7188 (88.8288) time: 0.1713 data: 0.0001 max mem: 9397 +2024-05-26 17:39:25,418 INFO torchdistill.misc.log Validation: Total time: 0:01:04 +2024-05-26 17:39:25,418 INFO __main__ * Acc@1 68.3300 Acc@5 88.7900 -2024-03-20 16:50:34,492 INFO torchdistill.misc.log Epoch: [57] [ 0/5005] eta: 5:25:09 lr: 0.010000000000000002 img/s: 738.07037137853 loss: 23.5869 (23.5869) time: 3.8979 data: 3.5507 max mem: 9440 -2024-03-20 16:50:52,604 INFO torchdistill.misc.log Epoch: [57] [ 50/5005] eta: 0:35:38 lr: 0.010000000000000002 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acc5: 94.5312 (93.0384) time: 0.1584 data: 0.0001 max mem: 9397 +2024-05-26 18:02:02,770 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 71.8750 (74.6223) acc5: 92.9688 (93.1602) time: 0.1596 data: 0.0001 max mem: 9397 +2024-05-26 18:02:10,798 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 61.7188 (72.0110) acc5: 83.5938 (91.4568) time: 0.1608 data: 0.0001 max mem: 9397 +2024-05-26 18:02:18,791 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 67.1875 (70.8167) acc5: 87.5000 (90.4227) time: 0.1595 data: 0.0001 max mem: 9397 +2024-05-26 18:02:26,798 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 61.7188 (69.5702) acc5: 85.1562 (89.6127) time: 0.1594 data: 0.0001 max mem: 9397 +2024-05-26 18:02:34,729 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 62.5000 (68.5185) acc5: 85.1562 (88.9089) time: 0.1573 data: 0.0001 max mem: 9397 +2024-05-26 18:02:41,034 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 18:02:41,034 INFO __main__ * Acc@1 68.4840 Acc@5 88.9520 -2024-03-20 17:22:17,095 INFO torchdistill.misc.log Epoch: [58] [ 0/5005] eta: 6:31:29 lr: 0.010000000000000002 img/s: 729.7902293342903 loss: 23.4401 (23.4401) time: 4.6932 data: 4.3420 max mem: 9440 -2024-03-20 17:22:34,417 INFO torchdistill.misc.log Epoch: [58] [ 50/5005] eta: 0:35:38 lr: 0.010000000000000002 img/s: 744.1832489399424 loss: 23.3241 (23.3655) time: 0.3454 data: 0.0004 max mem: 9440 -2024-03-20 17:22:51,724 INFO torchdistill.misc.log Epoch: [58] [ 100/5005] eta: 0:31:49 lr: 0.010000000000000002 img/s: 742.1073895452428 loss: 23.2384 (23.3450) time: 0.3462 data: 0.0004 max mem: 9440 -2024-03-20 17:23:09,019 INFO torchdistill.misc.log Epoch: [58] [ 150/5005] eta: 0:30:20 lr: 0.010000000000000002 img/s: 743.8502076907943 loss: 23.1868 (23.3172) time: 0.3464 data: 0.0004 max mem: 9440 -2024-03-20 17:23:26,310 INFO torchdistill.misc.log Epoch: [58] [ 200/5005] eta: 0:29:26 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(24.1983) time: 0.2657 data: 0.0001 max mem: 9397 +2024-05-26 18:24:12,058 INFO torchdistill.misc.log Epoch: [58] [4850/5005] eta: 0:00:41 lr: 0.010000000000000002 img/s: 964.2814187505332 loss: 24.1863 (24.1986) time: 0.2657 data: 0.0001 max mem: 9397 +2024-05-26 18:24:25,345 INFO torchdistill.misc.log Epoch: [58] [4900/5005] eta: 0:00:27 lr: 0.010000000000000002 img/s: 964.6808007518054 loss: 24.2949 (24.1993) time: 0.2657 data: 0.0001 max mem: 9397 +2024-05-26 18:24:38,631 INFO torchdistill.misc.log Epoch: [58] [4950/5005] eta: 0:00:14 lr: 0.010000000000000002 img/s: 964.7111361081886 loss: 24.1816 (24.1994) time: 0.2657 data: 0.0001 max mem: 9397 +2024-05-26 18:24:51,946 INFO torchdistill.misc.log Epoch: [58] [5000/5005] eta: 0:00:01 lr: 0.010000000000000002 img/s: 964.9287398631161 loss: 24.1995 (24.1999) time: 0.2654 data: 0.0000 max mem: 9397 +2024-05-26 18:24:53,049 INFO torchdistill.misc.log Epoch: [58] Total time: 0:22:12 +2024-05-26 18:24:54,464 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:09:12 acc1: 83.5938 (83.5938) acc5: 94.5312 (94.5312) time: 1.4140 data: 1.0473 max mem: 9397 +2024-05-26 18:25:02,683 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:04 acc1: 79.6875 (74.9847) acc5: 93.7500 (91.8199) time: 0.1592 data: 0.0001 max mem: 9397 +2024-05-26 18:25:10,659 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 75.0000 (74.3580) acc5: 94.5312 (92.7986) time: 0.1588 data: 0.0001 max mem: 9397 +2024-05-26 18:25:18,649 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 75.7812 (74.7879) acc5: 92.9688 (92.9481) time: 0.1595 data: 0.0001 max mem: 9397 +2024-05-26 18:25:26,737 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:32 acc1: 57.8125 (72.0460) acc5: 83.5938 (91.2313) time: 0.1607 data: 0.0001 max mem: 9397 +2024-05-26 18:25:34,740 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 67.9688 (70.6020) acc5: 87.5000 (90.0710) time: 0.1612 data: 0.0001 max mem: 9397 +2024-05-26 18:25:42,781 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 63.2812 (69.4352) acc5: 85.1562 (89.2338) time: 0.1603 data: 0.0001 max mem: 9397 +2024-05-26 18:25:50,766 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 63.2812 (68.3405) acc5: 85.9375 (88.5038) time: 0.1593 data: 0.0001 max mem: 9397 +2024-05-26 18:25:57,007 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 18:25:57,008 INFO __main__ * Acc@1 68.2900 Acc@5 88.5360 -2024-03-20 17:53:54,641 INFO torchdistill.misc.log Epoch: [59] [ 0/5005] eta: 5:21:10 lr: 0.010000000000000002 img/s: 748.6194091038391 loss: 23.3692 (23.3692) time: 3.8503 data: 3.5081 max mem: 9440 -2024-03-20 17:54:12,964 INFO torchdistill.misc.log Epoch: [59] [ 50/5005] eta: 0:35:54 lr: 0.010000000000000002 img/s: 753.4612635510032 loss: 23.3208 (23.3048) time: 0.3472 data: 0.0004 max mem: 9440 -2024-03-20 17:54:30,752 INFO torchdistill.misc.log Epoch: [59] [ 100/5005] eta: 0:32:20 lr: 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eta: 0:29:17 lr: 0.010000000000000002 img/s: 742.3818931418256 loss: 23.3158 (23.3382) time: 0.3457 data: 0.0004 max mem: 9440 -2024-03-20 17:56:21,627 INFO torchdistill.misc.log Epoch: [59] [ 400/5005] eta: 0:28:52 lr: 0.010000000000000002 img/s: 741.8699922962389 loss: 23.3192 (23.3423) time: 0.3657 data: 0.0204 max mem: 9440 -2024-03-20 17:56:40,245 INFO torchdistill.misc.log Epoch: [59] [ 450/5005] eta: 0:28:31 lr: 0.010000000000000002 img/s: 742.4116646119828 loss: 23.3053 (23.3408) time: 0.3793 data: 0.0333 max mem: 9440 -2024-03-20 17:56:59,077 INFO torchdistill.misc.log Epoch: [59] [ 500/5005] eta: 0:28:12 lr: 0.010000000000000002 img/s: 741.7931143112756 loss: 23.3815 (23.3430) time: 0.3827 data: 0.0376 max mem: 9440 -2024-03-20 17:57:17,915 INFO torchdistill.misc.log Epoch: [59] [ 550/5005] eta: 0:27:54 lr: 0.010000000000000002 img/s: 743.8991656488132 loss: 23.3158 (23.3472) time: 0.3706 data: 0.0253 max mem: 9440 -2024-03-20 17:57:35,861 INFO torchdistill.misc.log Epoch: 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(73.9911) acc5: 92.9688 (92.7463) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-26 18:48:43,488 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 59.3750 (71.3114) acc5: 82.8125 (90.9942) time: 0.1599 data: 0.0001 max mem: 9397 +2024-05-26 18:48:51,504 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 67.1875 (69.9110) acc5: 85.9375 (89.8406) time: 0.1600 data: 0.0001 max mem: 9397 +2024-05-26 18:48:59,534 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 64.0625 (68.6358) acc5: 84.3750 (88.9379) time: 0.1605 data: 0.0001 max mem: 9397 +2024-05-26 18:49:07,511 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 64.0625 (67.6527) acc5: 85.1562 (88.2657) time: 0.1591 data: 0.0001 max mem: 9397 +2024-05-26 18:49:13,772 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 18:49:13,772 INFO __main__ * Acc@1 67.6260 Acc@5 88.3420 -2024-03-20 18:25:46,186 INFO torchdistill.misc.log Epoch: [60] [ 0/5005] 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+2024-05-26 19:11:26,081 INFO torchdistill.misc.log Epoch: [60] Total time: 0:22:12 +2024-05-26 19:11:27,293 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:07:53 acc1: 85.1562 (85.1562) acc5: 93.7500 (93.7500) time: 1.2108 data: 0.8436 max mem: 9397 +2024-05-26 19:11:35,568 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:03 acc1: 80.4688 (77.8339) acc5: 94.5312 (93.1526) time: 0.1595 data: 0.0001 max mem: 9397 +2024-05-26 19:11:43,561 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 76.5625 (77.0034) acc5: 95.3125 (93.8970) time: 0.1594 data: 0.0001 max mem: 9397 +2024-05-26 19:11:51,512 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 75.0000 (77.2248) acc5: 94.5312 (94.1018) time: 0.1589 data: 0.0001 max mem: 9397 +2024-05-26 19:11:59,524 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 58.5938 (74.6346) acc5: 83.5938 (92.4557) time: 0.1608 data: 0.0001 max mem: 9397 +2024-05-26 19:12:07,488 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 68.7500 (73.2041) acc5: 87.5000 (91.4529) time: 0.1589 data: 0.0001 max mem: 9397 +2024-05-26 19:12:15,480 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 67.1875 (72.0619) acc5: 85.9375 (90.6847) time: 0.1603 data: 0.0001 max mem: 9397 +2024-05-26 19:12:23,393 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 67.9688 (71.1093) acc5: 89.0625 (90.0507) time: 0.1581 data: 0.0001 max mem: 9397 +2024-05-26 19:12:29,632 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 19:12:29,632 INFO __main__ * Acc@1 71.0320 Acc@5 90.0760 -2024-03-20 18:57:30,815 INFO __main__ Best top-1 accuracy: 68.8720 -> 70.5820 -2024-03-20 18:57:30,815 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-20 18:57:35,521 INFO torchdistill.misc.log Epoch: [61] [ 0/5005] eta: 6:16:48 lr: 0.0010000000000000002 img/s: 730.5017140983313 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max mem: 9440 -2024-03-20 19:28:40,145 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:29 acc1: 70.3125 (71.1943) acc5: 89.8438 (90.2073) time: 0.0810 data: 0.0394 max mem: 9440 -2024-03-20 19:28:43,559 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:22 acc1: 70.3125 (71.1144) acc5: 89.8438 (90.2473) time: 0.0682 data: 0.0269 max mem: 9440 -2024-03-20 19:28:46,983 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 68.7500 (70.6079) acc5: 89.8438 (90.2052) time: 0.0693 data: 0.0276 max mem: 9440 -2024-03-20 19:28:50,416 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 68.7500 (70.4930) acc5: 89.8438 (90.2079) time: 0.0654 data: 0.0244 max mem: 9440 -2024-03-20 19:28:54,043 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 71.0938 (70.6473) acc5: 89.8438 (90.1786) time: 0.0679 data: 0.0265 max mem: 9440 -2024-03-20 19:28:57,782 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 69.5312 (70.6775) acc5: 89.8438 (90.2288) time: 0.0674 data: 0.0262 max mem: 9440 -2024-03-20 19:29:00,816 INFO torchdistill.misc.log Validation: Total time: 0:00:31 -2024-03-20 19:29:00,818 INFO __main__ * Acc@1 70.7700 Acc@5 90.1940 +2024-05-26 19:12:29,632 INFO __main__ Best top-1 accuracy: 68.9560 -> 71.0320 +2024-05-26 19:12:29,633 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-26 19:12:31,368 INFO torchdistill.misc.log Epoch: [61] [ 0/5005] eta: 2:16:55 lr: 0.0010000000000000002 img/s: 954.9311946269092 loss: 23.6198 (23.6198) time: 1.6414 data: 1.3731 max mem: 9397 +2024-05-26 19:12:44,992 INFO torchdistill.misc.log Epoch: [61] [ 50/5005] eta: 0:24:43 lr: 0.0010000000000000002 img/s: 963.7491351996625 loss: 23.4953 (23.5376) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 19:12:58,288 INFO torchdistill.misc.log Epoch: [61] [ 100/5005] eta: 0:23:07 lr: 0.0010000000000000002 img/s: 963.1837414243477 loss: 23.5214 (23.5584) time: 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eta: 0:00:31 acc1: 61.7188 (74.7901) acc5: 84.3750 (92.5412) time: 0.1609 data: 0.0001 max mem: 9397 +2024-05-26 19:35:23,765 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 68.7500 (73.3348) acc5: 88.2812 (91.6086) time: 0.1584 data: 0.0001 max mem: 9397 +2024-05-26 19:35:31,761 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 66.4062 (72.1787) acc5: 85.9375 (90.8041) time: 0.1594 data: 0.0001 max mem: 9397 +2024-05-26 19:35:39,651 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 67.9688 (71.1872) acc5: 88.2812 (90.1732) time: 0.1574 data: 0.0001 max mem: 9397 +2024-05-26 19:35:45,901 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 19:35:45,901 INFO __main__ * Acc@1 71.1000 Acc@5 90.1840 -2024-03-20 19:29:00,819 INFO __main__ Best top-1 accuracy: 70.5820 -> 70.7700 -2024-03-20 19:29:00,819 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt 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torchdistill.misc.log Validation: [ 50/391] eta: 0:00:41 acc1: 71.8750 (71.1703) acc5: 89.0625 (90.3033) time: 0.0771 data: 0.0357 max mem: 9440 -2024-03-20 20:00:19,908 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:27 acc1: 71.0938 (71.4264) acc5: 90.6250 (90.3233) time: 0.0718 data: 0.0306 max mem: 9440 -2024-03-20 20:00:23,782 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:21 acc1: 70.3125 (71.1817) acc5: 89.8438 (90.2835) time: 0.0866 data: 0.0453 max mem: 9440 -2024-03-20 20:00:27,113 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:15 acc1: 68.7500 (70.7439) acc5: 90.6250 (90.2519) time: 0.0774 data: 0.0357 max mem: 9440 -2024-03-20 20:00:30,414 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 69.5312 (70.6113) acc5: 89.8438 (90.2390) time: 0.0653 data: 0.0239 max mem: 9440 -2024-03-20 20:00:34,065 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 71.8750 (70.7797) acc5: 89.8438 (90.2045) time: 0.0616 data: 0.0197 max mem: 9440 -2024-03-20 20:00:37,588 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 69.5312 (70.8445) acc5: 90.6250 (90.2466) time: 0.0661 data: 0.0246 max mem: 9440 -2024-03-20 20:00:40,589 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-20 20:00:40,591 INFO __main__ * Acc@1 70.9160 Acc@5 90.2020 +2024-05-26 19:35:45,901 INFO __main__ Best top-1 accuracy: 71.0320 -> 71.1000 +2024-05-26 19:35:45,901 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-26 19:35:48,560 INFO torchdistill.misc.log Epoch: [62] [ 0/5005] eta: 3:34:39 lr: 0.0010000000000000002 img/s: 953.1002948752772 loss: 23.7112 (23.7112) time: 2.5733 data: 2.3046 max mem: 9397 +2024-05-26 19:36:01,832 INFO torchdistill.misc.log Epoch: [62] [ 50/5005] eta: 0:25:39 lr: 0.0010000000000000002 img/s: 964.3247196813551 loss: 23.5296 (23.5306) time: 0.2657 data: 0.0001 max mem: 9397 +2024-05-26 19:36:15,120 INFO 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(94.1484) time: 0.1599 data: 0.0001 max mem: 9397 +2024-05-26 19:58:31,652 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 62.5000 (74.9028) acc5: 84.3750 (92.5334) time: 0.1615 data: 0.0001 max mem: 9397 +2024-05-26 19:58:39,618 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 70.3125 (73.4624) acc5: 88.2812 (91.6459) time: 0.1585 data: 0.0001 max mem: 9397 +2024-05-26 19:58:47,656 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 67.9688 (72.3422) acc5: 85.9375 (90.8171) time: 0.1612 data: 0.0001 max mem: 9397 +2024-05-26 19:58:55,641 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 67.9688 (71.3386) acc5: 88.2812 (90.1732) time: 0.1596 data: 0.0001 max mem: 9397 +2024-05-26 19:59:01,873 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 19:59:01,873 INFO __main__ * Acc@1 71.2560 Acc@5 90.1920 -2024-03-20 20:00:40,592 INFO __main__ Best top-1 accuracy: 70.7700 -> 70.9160 -2024-03-20 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0:16:56 acc1: 71.8750 (71.8750) acc5: 89.0625 (89.0625) time: 2.6007 data: 2.5576 max mem: 9440 -2024-03-20 20:31:56,304 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:41 acc1: 72.6562 (71.2929) acc5: 89.0625 (90.3339) time: 0.0787 data: 0.0377 max mem: 9440 -2024-03-20 20:31:59,779 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:27 acc1: 71.0938 (71.4650) acc5: 89.8438 (90.2382) time: 0.0769 data: 0.0358 max mem: 9440 -2024-03-20 20:32:03,378 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:21 acc1: 71.0938 (71.3835) acc5: 89.8438 (90.2059) time: 0.0723 data: 0.0309 max mem: 9440 -2024-03-20 20:32:07,051 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 70.3125 (70.9305) acc5: 90.6250 (90.1858) time: 0.0781 data: 0.0371 max mem: 9440 -2024-03-20 20:32:10,894 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 69.5312 (70.7918) acc5: 89.8438 (90.1861) time: 0.0919 data: 0.0503 max mem: 9440 -2024-03-20 20:32:14,214 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 71.0938 (70.8498) acc5: 89.0625 (90.1682) time: 0.0639 data: 0.0223 max mem: 9440 -2024-03-20 20:32:17,946 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 70.3125 (70.9647) acc5: 90.6250 (90.2399) time: 0.0680 data: 0.0268 max mem: 9440 -2024-03-20 20:32:21,036 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-20 20:32:21,038 INFO __main__ * Acc@1 71.0460 Acc@5 90.2300 +2024-05-26 19:59:01,873 INFO __main__ Best top-1 accuracy: 71.1000 -> 71.2560 +2024-05-26 19:59:01,873 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-26 19:59:03,769 INFO torchdistill.misc.log Epoch: [63] [ 0/5005] eta: 2:30:03 lr: 0.0010000000000000002 img/s: 935.9339702817455 loss: 23.4933 (23.4933) time: 1.7989 data: 1.5251 max mem: 9397 +2024-05-26 19:59:17,055 INFO torchdistill.misc.log Epoch: [63] [ 50/5005] eta: 0:24:25 lr: 0.0010000000000000002 img/s: 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Epoch: [63] [4950/5005] eta: 0:00:14 lr: 0.0010000000000000002 img/s: 964.264965416413 loss: 23.4409 (23.5081) time: 0.2657 data: 0.0001 max mem: 9397 +2024-05-26 20:21:12,356 INFO torchdistill.misc.log Epoch: [63] [5000/5005] eta: 0:00:01 lr: 0.0010000000000000002 img/s: 965.0649004908274 loss: 23.5671 (23.5083) time: 0.2654 data: 0.0000 max mem: 9397 +2024-05-26 20:21:13,441 INFO torchdistill.misc.log Epoch: [63] Total time: 0:22:11 +2024-05-26 20:21:14,841 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:09:06 acc1: 85.1562 (85.1562) acc5: 94.5312 (94.5312) time: 1.3985 data: 1.0535 max mem: 9397 +2024-05-26 20:21:22,979 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:03 acc1: 80.4688 (77.8952) acc5: 94.5312 (93.2138) time: 0.1585 data: 0.0001 max mem: 9397 +2024-05-26 20:21:31,091 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 76.5625 (77.1813) acc5: 95.3125 (94.0130) time: 0.1571 data: 0.0001 max mem: 9397 +2024-05-26 20:21:39,007 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 75.7812 (77.3696) acc5: 94.5312 (94.1898) time: 0.1592 data: 0.0001 max mem: 9397 +2024-05-26 20:21:47,012 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 60.1562 (74.8445) acc5: 84.3750 (92.6073) time: 0.1597 data: 0.0001 max mem: 9397 +2024-05-26 20:21:55,057 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 72.6562 (73.4655) acc5: 89.0625 (91.6615) time: 0.1603 data: 0.0001 max mem: 9397 +2024-05-26 20:22:03,036 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 67.9688 (72.3422) acc5: 86.7188 (90.8820) time: 0.1586 data: 0.0001 max mem: 9397 +2024-05-26 20:22:10,921 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 70.3125 (71.3809) acc5: 89.0625 (90.2555) time: 0.1559 data: 0.0001 max mem: 9397 +2024-05-26 20:22:17,189 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 20:22:17,189 INFO __main__ * Acc@1 71.2500 Acc@5 90.2840 -2024-03-20 20:32:21,038 INFO __main__ Best top-1 accuracy: 70.9160 -> 71.0460 -2024-03-20 20:32:21,038 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-20 20:32:26,074 INFO torchdistill.misc.log Epoch: [64] [ 0/5005] eta: 6:44:20 lr: 0.0010000000000000002 img/s: 738.6283551524149 loss: 22.8440 (22.8440) time: 4.8473 data: 4.5004 max mem: 9440 -2024-03-20 20:32:43,501 INFO torchdistill.misc.log Epoch: [64] [ 50/5005] eta: 0:36:04 lr: 0.0010000000000000002 img/s: 742.3993450933511 loss: 22.6282 (22.6394) time: 0.3465 data: 0.0004 max mem: 9440 -2024-03-20 20:33:00,805 INFO torchdistill.misc.log Epoch: [64] [ 100/5005] eta: 0:32:01 lr: 0.0010000000000000002 img/s: 741.6378693712797 loss: 22.5961 (22.6194) time: 0.3462 data: 0.0004 max mem: 9440 -2024-03-20 20:33:18,142 INFO torchdistill.misc.log Epoch: [64] [ 150/5005] eta: 0:30:29 lr: 0.0010000000000000002 img/s: 742.1689427839548 loss: 22.6207 (22.6164) time: 0.3461 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time: 0:31:02 -2024-03-20 21:03:26,465 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:18:02 acc1: 70.3125 (70.3125) acc5: 89.0625 (89.0625) time: 2.7674 data: 2.7232 max mem: 9440 -2024-03-20 21:03:29,684 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:40 acc1: 71.8750 (71.2623) acc5: 89.0625 (90.2114) time: 0.0715 data: 0.0301 max mem: 9440 -2024-03-20 21:03:33,228 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:27 acc1: 71.0938 (71.4186) acc5: 90.6250 (90.3079) time: 0.0713 data: 0.0302 max mem: 9440 -2024-03-20 21:03:37,095 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:21 acc1: 70.3125 (71.2955) acc5: 89.8438 (90.3094) time: 0.0796 data: 0.0385 max mem: 9440 -2024-03-20 21:03:40,609 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 69.5312 (70.8839) acc5: 90.6250 (90.2402) time: 0.0808 data: 0.0397 max mem: 9440 -2024-03-20 21:03:44,089 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 68.7500 (70.7545) acc5: 89.8438 (90.2328) time: 0.0653 data: 0.0241 max mem: 9440 -2024-03-20 21:03:47,767 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 71.0938 (70.8498) acc5: 89.8438 (90.2538) time: 0.0641 data: 0.0230 max mem: 9440 -2024-03-20 21:03:51,095 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 70.3125 (70.9424) acc5: 90.6250 (90.3045) time: 0.0583 data: 0.0168 max mem: 9440 -2024-03-20 21:03:54,062 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-20 21:03:54,064 INFO __main__ * Acc@1 71.0400 Acc@5 90.2620 +2024-05-26 20:22:18,593 INFO torchdistill.misc.log Epoch: [64] [ 0/5005] eta: 1:57:00 lr: 0.0010000000000000002 img/s: 959.0491376307398 loss: 23.3937 (23.3937) time: 1.4026 data: 1.1354 max mem: 9397 +2024-05-26 20:22:32,417 INFO torchdistill.misc.log Epoch: [64] [ 50/5005] eta: 0:24:39 lr: 0.0010000000000000002 img/s: 964.5681432719119 loss: 23.4500 (23.4766) time: 0.2657 data: 0.0001 max mem: 9397 +2024-05-26 20:22:45,703 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(94.2933) time: 0.1594 data: 0.0001 max mem: 9397 +2024-05-26 20:45:02,167 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 63.2812 (74.9650) acc5: 85.1562 (92.7394) time: 0.1601 data: 0.0001 max mem: 9397 +2024-05-26 20:45:10,130 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 72.6562 (73.5496) acc5: 89.0625 (91.7704) time: 0.1582 data: 0.0001 max mem: 9397 +2024-05-26 20:45:18,203 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 67.1875 (72.3915) acc5: 86.7188 (90.9598) time: 0.1639 data: 0.0001 max mem: 9397 +2024-05-26 20:45:26,080 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 67.9688 (71.3898) acc5: 87.5000 (90.3112) time: 0.1558 data: 0.0001 max mem: 9397 +2024-05-26 20:45:32,261 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 20:45:32,261 INFO __main__ * Acc@1 71.2560 Acc@5 90.3100 -2024-03-20 21:03:58,725 INFO torchdistill.misc.log Epoch: [65] [ 0/5005] eta: 6:28:36 lr: 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+2024-05-26 21:07:45,571 INFO torchdistill.misc.log Epoch: [65] Total time: 0:22:13 +2024-05-26 21:07:47,323 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:11:23 acc1: 87.5000 (87.5000) acc5: 94.5312 (94.5312) time: 1.7485 data: 1.4612 max mem: 9397 +2024-05-26 21:07:55,278 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:04 acc1: 82.0312 (78.0331) acc5: 94.5312 (93.3670) time: 0.1581 data: 0.0001 max mem: 9397 +2024-05-26 21:08:03,231 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 76.5625 (77.4134) acc5: 95.3125 (94.0671) time: 0.1586 data: 0.0001 max mem: 9397 +2024-05-26 21:08:11,232 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 76.5625 (77.6542) acc5: 94.5312 (94.3036) time: 0.1596 data: 0.0001 max mem: 9397 +2024-05-26 21:08:19,257 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:32 acc1: 60.1562 (74.9883) acc5: 84.3750 (92.6617) time: 0.1599 data: 0.0001 max mem: 9397 +2024-05-26 21:08:27,272 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 67.9688 (73.4966) acc5: 88.2812 (91.7113) time: 0.1621 data: 0.0001 max mem: 9397 +2024-05-26 21:08:35,262 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 67.1875 (72.3681) acc5: 85.9375 (90.9235) time: 0.1592 data: 0.0001 max mem: 9397 +2024-05-26 21:08:43,215 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 69.5312 (71.3809) acc5: 89.8438 (90.2778) time: 0.1594 data: 0.0001 max mem: 9397 +2024-05-26 21:08:49,458 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 21:08:49,458 INFO __main__ * Acc@1 71.3300 Acc@5 90.2940 -2024-03-20 21:35:24,340 INFO __main__ Best top-1 accuracy: 71.0460 -> 71.1100 -2024-03-20 21:35:24,341 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-20 21:35:29,207 INFO torchdistill.misc.log Epoch: [66] [ 0/5005] eta: 6:30:10 lr: 0.0010000000000000002 img/s: 731.9523039545835 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max mem: 9440 -2024-03-20 22:06:24,786 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:27 acc1: 71.0938 (71.7126) acc5: 90.6250 (90.4394) time: 0.0750 data: 0.0338 max mem: 9440 -2024-03-20 22:06:28,412 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:20 acc1: 71.0938 (71.4663) acc5: 90.6250 (90.3767) time: 0.0753 data: 0.0337 max mem: 9440 -2024-03-20 22:06:31,863 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:15 acc1: 69.5312 (71.0238) acc5: 89.0625 (90.3024) time: 0.0762 data: 0.0350 max mem: 9440 -2024-03-20 22:06:35,288 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 69.5312 (70.9132) acc5: 89.8438 (90.2982) time: 0.0645 data: 0.0232 max mem: 9440 -2024-03-20 22:06:38,963 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 71.8750 (70.9899) acc5: 89.8438 (90.2616) time: 0.0660 data: 0.0242 max mem: 9440 -2024-03-20 22:06:42,274 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 70.3125 (71.0537) acc5: 90.6250 (90.3134) time: 0.0650 data: 0.0239 max mem: 9440 -2024-03-20 22:06:45,241 INFO torchdistill.misc.log Validation: Total time: 0:00:29 -2024-03-20 22:06:45,243 INFO __main__ * Acc@1 71.1060 Acc@5 90.2960 +2024-05-26 21:08:49,458 INFO __main__ Best top-1 accuracy: 71.2560 -> 71.3300 +2024-05-26 21:08:49,458 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-26 21:08:51,683 INFO torchdistill.misc.log Epoch: [66] [ 0/5005] eta: 2:58:06 lr: 0.0010000000000000002 img/s: 942.404555523959 loss: 23.5891 (23.5891) time: 2.1353 data: 1.8633 max mem: 9397 +2024-05-26 21:09:04,971 INFO torchdistill.misc.log Epoch: [66] [ 50/5005] eta: 0:24:58 lr: 0.0010000000000000002 img/s: 964.7120028606905 loss: 23.5133 (23.4994) time: 0.2657 data: 0.0001 max mem: 9397 +2024-05-26 21:09:18,257 INFO torchdistill.misc.log Epoch: [66] [ 100/5005] eta: 0:23:14 lr: 0.0010000000000000002 img/s: 964.1567337937375 loss: 23.4199 (23.4816) time: 0.2657 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eta: 0:00:01 lr: 0.0010000000000000002 img/s: 963.9965955735273 loss: 23.4633 (23.4676) time: 0.2657 data: 0.0000 max mem: 9397 +2024-05-26 21:31:03,040 INFO torchdistill.misc.log Epoch: [66] Total time: 0:22:13 +2024-05-26 21:31:04,591 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:10:05 acc1: 85.1562 (85.1562) acc5: 95.3125 (95.3125) time: 1.5496 data: 1.2044 max mem: 9397 +2024-05-26 21:31:12,674 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:04 acc1: 82.0312 (78.0484) acc5: 94.5312 (93.1985) time: 0.1588 data: 0.0001 max mem: 9397 +2024-05-26 21:31:20,589 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 76.5625 (77.4288) acc5: 95.3125 (93.9511) time: 0.1596 data: 0.0001 max mem: 9397 +2024-05-26 21:31:28,816 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:41 acc1: 76.5625 (77.5973) acc5: 94.5312 (94.1743) time: 0.1585 data: 0.0001 max mem: 9397 +2024-05-26 21:31:36,766 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:32 acc1: 60.9375 (74.9417) acc5: 85.1562 (92.6034) time: 0.1589 data: 0.0001 max mem: 9397 +2024-05-26 21:31:44,780 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 71.0938 (73.5309) acc5: 89.0625 (91.6490) time: 0.1600 data: 0.0001 max mem: 9397 +2024-05-26 21:31:52,745 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 67.1875 (72.3604) acc5: 85.9375 (90.8742) time: 0.1580 data: 0.0001 max mem: 9397 +2024-05-26 21:32:00,759 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 69.5312 (71.4054) acc5: 89.8438 (90.2555) time: 0.1604 data: 0.0001 max mem: 9397 +2024-05-26 21:32:07,017 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 21:32:07,017 INFO __main__ * Acc@1 71.3520 Acc@5 90.3020 -2024-03-20 22:06:49,568 INFO torchdistill.misc.log Epoch: [67] [ 0/5005] eta: 6:00:25 lr: 0.0010000000000000002 img/s: 724.8180424532283 loss: 22.8249 (22.8249) time: 4.3208 data: 3.9673 max mem: 9440 -2024-03-20 22:07:07,325 INFO 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(71.5733) acc5: 90.6250 (90.5244) time: 0.0914 data: 0.0498 max mem: 9440 -2024-03-20 22:37:45,117 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:22 acc1: 71.0938 (71.4559) acc5: 90.6250 (90.4905) time: 0.0761 data: 0.0347 max mem: 9440 -2024-03-20 22:37:48,932 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 70.3125 (71.0199) acc5: 89.8438 (90.4035) time: 0.0791 data: 0.0377 max mem: 9440 -2024-03-20 22:37:52,590 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 69.5312 (70.8790) acc5: 89.8438 (90.3916) time: 0.0802 data: 0.0392 max mem: 9440 -2024-03-20 22:37:56,131 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 72.6562 (71.0263) acc5: 89.0625 (90.3784) time: 0.0677 data: 0.0262 max mem: 9440 -2024-03-20 22:37:59,800 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 71.0938 (71.1205) acc5: 89.8438 (90.4091) time: 0.0620 data: 0.0200 max mem: 9440 -2024-03-20 22:38:02,800 INFO torchdistill.misc.log Validation: Total time: 0:00:31 -2024-03-20 22:38:02,801 INFO __main__ * Acc@1 71.1740 Acc@5 90.3700 +2024-05-26 21:32:07,018 INFO __main__ Best top-1 accuracy: 71.3300 -> 71.3520 +2024-05-26 21:32:07,018 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-26 21:32:09,200 INFO torchdistill.misc.log Epoch: [67] [ 0/5005] eta: 2:54:39 lr: 0.0010000000000000002 img/s: 939.4847550758813 loss: 23.3486 (23.3486) time: 2.0938 data: 1.8210 max mem: 9397 +2024-05-26 21:32:22,460 INFO torchdistill.misc.log Epoch: [67] [ 50/5005] eta: 0:24:51 lr: 0.0010000000000000002 img/s: 966.5321453711422 loss: 23.4710 (23.4844) time: 0.2652 data: 0.0001 max mem: 9397 +2024-05-26 21:32:35,752 INFO torchdistill.misc.log Epoch: [67] [ 100/5005] eta: 0:23:11 lr: 0.0010000000000000002 img/s: 963.5355216412399 loss: 23.4752 (23.4750) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-26 21:32:49,057 INFO torchdistill.misc.log Epoch: [67] [ 150/5005] eta: 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mem: 9397 +2024-05-26 21:54:20,453 INFO torchdistill.misc.log Epoch: [67] Total time: 0:22:13 +2024-05-26 21:54:21,995 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:10:02 acc1: 83.5938 (83.5938) acc5: 94.5312 (94.5312) time: 1.5406 data: 1.1383 max mem: 9397 +2024-05-26 21:54:29,928 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:03 acc1: 81.2500 (77.9105) acc5: 95.3125 (93.3824) time: 0.1574 data: 0.0001 max mem: 9397 +2024-05-26 21:54:37,855 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 77.3438 (77.2973) acc5: 95.3125 (94.0826) time: 0.1599 data: 0.0001 max mem: 9397 +2024-05-26 21:54:45,791 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 76.5625 (77.5611) acc5: 94.5312 (94.3502) time: 0.1575 data: 0.0001 max mem: 9397 +2024-05-26 21:54:53,828 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 64.0625 (75.0544) acc5: 85.1562 (92.7822) time: 0.1599 data: 0.0001 max mem: 9397 +2024-05-26 21:55:01,837 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 71.0938 (73.6990) acc5: 89.0625 (91.8389) time: 0.1611 data: 0.0001 max mem: 9397 +2024-05-26 21:55:09,843 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 67.1875 (72.5317) acc5: 85.9375 (91.0299) time: 0.1603 data: 0.0001 max mem: 9397 +2024-05-26 21:55:18,144 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 68.7500 (71.4988) acc5: 89.0625 (90.3891) time: 0.1740 data: 0.0001 max mem: 9397 +2024-05-26 21:55:24,420 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 21:55:24,420 INFO __main__ * Acc@1 71.4140 Acc@5 90.3960 -2024-03-20 22:38:02,802 INFO __main__ Best top-1 accuracy: 71.1100 -> 71.1740 -2024-03-20 22:38:02,802 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-20 22:38:07,911 INFO torchdistill.misc.log Epoch: [68] [ 0/5005] eta: 6:48:18 lr: 0.0010000000000000002 img/s: 736.3267278865428 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max mem: 9440 -2024-03-20 23:09:01,484 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:28 acc1: 71.0938 (71.4264) acc5: 89.8438 (90.3465) time: 0.0928 data: 0.0515 max mem: 9440 -2024-03-20 23:09:04,950 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:21 acc1: 69.5312 (71.3369) acc5: 90.6250 (90.3767) time: 0.0657 data: 0.0241 max mem: 9440 -2024-03-20 23:09:08,403 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 69.5312 (70.8877) acc5: 89.8438 (90.2752) time: 0.0666 data: 0.0255 max mem: 9440 -2024-03-20 23:09:11,809 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 69.5312 (70.7856) acc5: 90.6250 (90.2764) time: 0.0678 data: 0.0266 max mem: 9440 -2024-03-20 23:09:15,359 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 72.6562 (70.8939) acc5: 89.8438 (90.2668) time: 0.0651 data: 0.0239 max mem: 9440 -2024-03-20 23:09:18,910 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 71.8750 (71.0426) acc5: 89.8438 (90.3156) time: 0.0717 data: 0.0308 max mem: 9440 -2024-03-20 23:09:21,788 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-20 23:09:21,789 INFO __main__ * Acc@1 71.1060 Acc@5 90.2760 +2024-05-26 21:55:24,420 INFO __main__ Best top-1 accuracy: 71.3520 -> 71.4140 +2024-05-26 21:55:24,420 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-26 21:55:26,249 INFO torchdistill.misc.log Epoch: [68] [ 0/5005] eta: 2:25:22 lr: 0.0010000000000000002 img/s: 951.0177397712226 loss: 23.2973 (23.2973) time: 1.7427 data: 1.4730 max mem: 9397 +2024-05-26 21:55:39,680 INFO torchdistill.misc.log Epoch: [68] [ 50/5005] eta: 0:24:34 lr: 0.0010000000000000002 img/s: 963.570973207363 loss: 23.3762 (23.4063) time: 0.2659 data: 0.0002 max mem: 9397 +2024-05-26 21:55:52,982 INFO torchdistill.misc.log Epoch: [68] [ 100/5005] eta: 0:23:02 lr: 0.0010000000000000002 img/s: 963.3185457390268 loss: 23.5039 (23.4223) time: 0.2660 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(74.9961) acc5: 84.3750 (92.7239) time: 0.1603 data: 0.0001 max mem: 9397 +2024-05-26 22:18:18,905 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 67.9688 (73.5713) acc5: 89.8438 (91.7704) time: 0.1613 data: 0.0001 max mem: 9397 +2024-05-26 22:18:27,003 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 67.1875 (72.4616) acc5: 85.9375 (90.9676) time: 0.1616 data: 0.0001 max mem: 9397 +2024-05-26 22:18:34,972 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 69.5312 (71.4966) acc5: 89.8438 (90.3490) time: 0.1593 data: 0.0001 max mem: 9397 +2024-05-26 22:18:41,223 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 22:18:41,223 INFO __main__ * Acc@1 71.4180 Acc@5 90.3540 -2024-03-20 23:09:25,976 INFO torchdistill.misc.log Epoch: [69] [ 0/5005] eta: 5:49:05 lr: 0.0010000000000000002 img/s: 735.6315750891157 loss: 22.7587 (22.7587) time: 4.1850 data: 3.8366 max mem: 9440 -2024-03-20 23:09:44,050 INFO 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(71.5192) acc5: 91.4062 (90.4858) time: 0.0721 data: 0.0305 max mem: 9440 -2024-03-20 23:41:06,135 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:24 acc1: 71.0938 (71.4197) acc5: 89.8438 (90.4698) time: 0.0891 data: 0.0477 max mem: 9440 -2024-03-20 23:41:10,158 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:18 acc1: 68.7500 (71.0588) acc5: 89.8438 (90.4190) time: 0.0839 data: 0.0427 max mem: 9440 -2024-03-20 23:41:13,882 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:12 acc1: 69.5312 (70.9101) acc5: 89.8438 (90.4414) time: 0.0835 data: 0.0425 max mem: 9440 -2024-03-20 23:41:17,733 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:08 acc1: 71.0938 (71.0263) acc5: 89.8438 (90.3992) time: 0.0753 data: 0.0339 max mem: 9440 -2024-03-20 23:41:21,435 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 70.3125 (71.1182) acc5: 90.6250 (90.4492) time: 0.0701 data: 0.0290 max mem: 9440 -2024-03-20 23:41:24,717 INFO torchdistill.misc.log Validation: Total time: 0:00:33 -2024-03-20 23:41:24,722 INFO __main__ * Acc@1 71.1640 Acc@5 90.4200 +2024-05-26 22:18:41,223 INFO __main__ Best top-1 accuracy: 71.4140 -> 71.4180 +2024-05-26 22:18:41,223 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-26 22:18:43,301 INFO torchdistill.misc.log Epoch: [69] [ 0/5005] eta: 2:46:04 lr: 0.0010000000000000002 img/s: 930.9410522336686 loss: 23.4064 (23.4064) time: 1.9909 data: 1.7157 max mem: 9397 +2024-05-26 22:18:56,581 INFO torchdistill.misc.log Epoch: [69] [ 50/5005] eta: 0:24:43 lr: 0.0010000000000000002 img/s: 963.6142103553307 loss: 23.3745 (23.4387) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-26 22:19:09,879 INFO torchdistill.misc.log Epoch: [69] [ 100/5005] eta: 0:23:07 lr: 0.0010000000000000002 img/s: 962.6440381958546 loss: 23.4337 (23.4459) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-26 22:19:23,178 INFO torchdistill.misc.log Epoch: [69] [ 150/5005] eta: 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torchdistill.misc.log Validation: [ 50/391] eta: 0:01:02 acc1: 81.2500 (78.0178) acc5: 94.5312 (93.2445) time: 0.1582 data: 0.0001 max mem: 9397 +2024-05-26 23:04:28,311 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:49 acc1: 77.3438 (77.3979) acc5: 96.0938 (94.0362) time: 0.1591 data: 0.0001 max mem: 9397 +2024-05-26 23:04:36,304 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 75.7812 (77.5973) acc5: 94.5312 (94.3139) time: 0.1602 data: 0.0001 max mem: 9397 +2024-05-26 23:04:44,307 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 63.2812 (75.0272) acc5: 85.1562 (92.7589) time: 0.1607 data: 0.0001 max mem: 9397 +2024-05-26 23:04:52,348 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 68.7500 (73.6180) acc5: 89.0625 (91.7860) time: 0.1612 data: 0.0001 max mem: 9397 +2024-05-26 23:05:00,275 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 67.9688 (72.4486) acc5: 86.7188 (91.0273) time: 0.1578 data: 0.0001 max mem: 9397 +2024-05-26 23:05:08,248 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 67.9688 (71.5278) acc5: 89.8438 (90.4202) time: 0.1589 data: 0.0001 max mem: 9397 +2024-05-26 23:05:14,538 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-26 23:05:14,538 INFO __main__ * Acc@1 71.4160 Acc@5 90.4240 -2024-03-21 00:13:43,444 INFO __main__ Best top-1 accuracy: 71.1740 -> 71.2320 -2024-03-21 00:13:43,444 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-21 00:13:48,754 INFO torchdistill.misc.log Epoch: [71] [ 0/5005] eta: 7:06:56 lr: 0.0010000000000000002 img/s: 732.6290197673173 loss: 22.4610 (22.4610) time: 5.1182 data: 4.7684 max mem: 9440 -2024-03-21 00:14:06,367 INFO torchdistill.misc.log Epoch: [71] [ 50/5005] eta: 0:36:48 lr: 0.0010000000000000002 img/s: 740.8861334729902 loss: 22.5363 (22.5204) time: 0.3472 data: 0.0005 max mem: 9440 -2024-03-21 00:14:23,690 INFO 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acc5: 89.0625 (90.3690) time: 0.1594 data: 0.0001 max mem: 9397 +2024-05-26 23:28:31,703 INFO torchdistill.misc.log Validation: Total time: 0:01:04 +2024-05-26 23:28:31,703 INFO __main__ * Acc@1 71.3840 Acc@5 90.3880 -2024-03-21 00:45:26,280 INFO torchdistill.misc.log Epoch: [72] [ 0/5005] eta: 5:48:01 lr: 0.0010000000000000002 img/s: 672.4002407195536 loss: 22.6468 (22.6468) time: 4.1721 data: 3.7908 max mem: 9440 -2024-03-21 00:45:45,254 INFO torchdistill.misc.log Epoch: [72] [ 50/5005] eta: 0:37:28 lr: 0.0010000000000000002 img/s: 741.1709893629505 loss: 22.6005 (22.5713) time: 0.3478 data: 0.0007 max mem: 9440 -2024-03-21 00:46:02,808 INFO torchdistill.misc.log Epoch: [72] [ 100/5005] eta: 0:32:56 lr: 0.0010000000000000002 img/s: 741.407939391554 loss: 22.5053 (22.5416) time: 0.3573 data: 0.0119 max mem: 9440 -2024-03-21 00:46:21,853 INFO torchdistill.misc.log Epoch: [72] [ 150/5005] eta: 0:32:00 lr: 0.0010000000000000002 img/s: 743.3532628524075 loss: 22.5578 (22.5590) time: 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01:16:59,348 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:18:24 acc1: 72.6562 (72.6562) acc5: 89.0625 (89.0625) time: 2.8256 data: 2.7816 max mem: 9440 -2024-03-21 01:17:04,615 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:54 acc1: 71.0938 (71.5380) acc5: 89.8438 (90.2574) time: 0.1441 data: 0.1025 max mem: 9440 -2024-03-21 01:17:09,159 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:36 acc1: 71.0938 (71.5811) acc5: 90.6250 (90.3311) time: 0.0633 data: 0.0218 max mem: 9440 -2024-03-21 01:17:12,946 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:26 acc1: 70.3125 (71.4663) acc5: 89.8438 (90.3560) time: 0.0674 data: 0.0261 max mem: 9440 -2024-03-21 01:17:16,581 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:19 acc1: 68.7500 (71.0665) acc5: 89.8438 (90.2791) time: 0.0643 data: 0.0233 max mem: 9440 -2024-03-21 01:17:19,979 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:13 acc1: 70.3125 (70.9755) acc5: 89.8438 (90.2795) 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(90.3339) time: 0.0765 data: 0.0352 max mem: 9440 -2024-03-21 01:48:52,141 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:32 acc1: 71.8750 (71.4728) acc5: 90.6250 (90.4239) time: 0.0961 data: 0.0546 max mem: 9440 -2024-03-21 01:48:55,758 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:23 acc1: 71.8750 (71.4145) acc5: 89.0625 (90.3560) time: 0.0938 data: 0.0525 max mem: 9440 -2024-03-21 01:48:59,405 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:17 acc1: 69.5312 (71.0665) acc5: 89.8438 (90.3179) time: 0.0719 data: 0.0308 max mem: 9440 -2024-03-21 01:49:03,046 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:12 acc1: 70.3125 (70.9941) acc5: 89.8438 (90.3231) time: 0.0682 data: 0.0270 max mem: 9440 -2024-03-21 01:49:06,864 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 71.8750 (71.1171) acc5: 89.0625 (90.3109) time: 0.0635 data: 0.0219 max mem: 9440 -2024-03-21 01:49:10,687 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 71.8750 (71.2451) acc5: 90.6250 (90.4046) time: 0.0690 data: 0.0278 max mem: 9440 -2024-03-21 01:49:13,828 INFO torchdistill.misc.log Validation: Total time: 0:00:32 -2024-03-21 01:49:13,831 INFO __main__ * Acc@1 71.2460 Acc@5 90.3940 +2024-05-26 23:51:47,993 INFO __main__ Best top-1 accuracy: 71.4180 -> 71.4420 +2024-05-26 23:51:47,993 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-26 23:51:49,560 INFO torchdistill.misc.log Epoch: [73] [ 0/5005] eta: 2:02:42 lr: 0.0010000000000000002 img/s: 852.4615577598212 loss: 23.5249 (23.5249) time: 1.4710 data: 1.1703 max mem: 9397 +2024-05-26 23:52:02,943 INFO torchdistill.misc.log Epoch: [73] [ 50/5005] eta: 0:24:03 lr: 0.0010000000000000002 img/s: 963.3271883281985 loss: 23.3939 (23.4136) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-26 23:52:16,242 INFO torchdistill.misc.log Epoch: [73] [ 100/5005] eta: 0:22:47 lr: 0.0010000000000000002 img/s: 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torchdistill.misc.log Validation: [200/391] eta: 0:00:32 acc1: 63.2812 (75.0505) acc5: 85.1562 (92.7822) time: 0.1606 data: 0.0001 max mem: 9397 +2024-05-27 00:14:42,400 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 69.5312 (73.6803) acc5: 89.0625 (91.8607) time: 0.1607 data: 0.0001 max mem: 9397 +2024-05-27 00:14:50,351 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 67.9688 (72.5057) acc5: 85.9375 (91.0533) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-27 00:14:58,185 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 67.9688 (71.5345) acc5: 89.0625 (90.4291) time: 0.1570 data: 0.0001 max mem: 9397 +2024-05-27 00:15:04,489 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-27 00:15:04,489 INFO __main__ * Acc@1 71.4820 Acc@5 90.4420 -2024-03-21 01:49:13,831 INFO __main__ Best top-1 accuracy: 71.2320 -> 71.2460 -2024-03-21 01:49:13,832 INFO __main__ Updating ckpt at 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(71.8750) acc5: 89.0625 (89.0625) time: 2.7540 data: 2.7107 max mem: 9440 -2024-03-21 02:20:46,670 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:49 acc1: 71.0938 (71.2623) acc5: 89.0625 (90.3799) time: 0.1136 data: 0.0722 max mem: 9440 -2024-03-21 02:20:50,765 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:33 acc1: 71.0938 (71.6275) acc5: 90.6250 (90.4703) time: 0.0755 data: 0.0338 max mem: 9440 -2024-03-21 02:20:55,186 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:25 acc1: 71.0938 (71.4921) acc5: 89.8438 (90.3870) time: 0.1034 data: 0.0617 max mem: 9440 -2024-03-21 02:20:58,806 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:18 acc1: 70.3125 (71.1521) acc5: 90.6250 (90.3724) time: 0.0944 data: 0.0530 max mem: 9440 -2024-03-21 02:21:02,621 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:13 acc1: 70.3125 (71.0844) acc5: 90.6250 (90.4165) time: 0.0700 data: 0.0287 max mem: 9440 -2024-03-21 02:21:06,462 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:08 acc1: 71.8750 (71.1716) acc5: 89.0625 (90.3732) time: 0.0660 data: 0.0246 max mem: 9440 -2024-03-21 02:21:09,935 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 71.8750 (71.2718) acc5: 89.8438 (90.4136) time: 0.0649 data: 0.0233 max mem: 9440 -2024-03-21 02:21:12,884 INFO torchdistill.misc.log Validation: Total time: 0:00:33 -2024-03-21 02:21:12,885 INFO __main__ * Acc@1 71.2800 Acc@5 90.3880 +2024-05-27 00:15:04,489 INFO __main__ Best top-1 accuracy: 71.4420 -> 71.4820 +2024-05-27 00:15:04,489 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-27 00:15:06,048 INFO torchdistill.misc.log Epoch: [74] [ 0/5005] eta: 2:02:44 lr: 0.0010000000000000002 img/s: 913.135839929789 loss: 23.4290 (23.4290) time: 1.4715 data: 1.1909 max mem: 9397 +2024-05-27 00:15:19,348 INFO torchdistill.misc.log Epoch: [74] [ 50/5005] eta: 0:23:55 lr: 0.0010000000000000002 img/s: 963.5190937512339 loss: 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00:37:42,837 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:41 acc1: 75.7812 (77.6335) acc5: 94.5312 (94.2674) time: 0.1600 data: 0.0001 max mem: 9397 +2024-05-27 00:37:50,813 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:32 acc1: 61.7188 (75.0389) acc5: 85.1562 (92.6267) time: 0.1589 data: 0.0001 max mem: 9397 +2024-05-27 00:37:58,813 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 68.7500 (73.6896) acc5: 88.2812 (91.6988) time: 0.1598 data: 0.0001 max mem: 9397 +2024-05-27 00:38:06,792 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 66.4062 (72.5732) acc5: 85.9375 (90.9261) time: 0.1586 data: 0.0001 max mem: 9397 +2024-05-27 00:38:14,734 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 69.5312 (71.5923) acc5: 89.8438 (90.3334) time: 0.1591 data: 0.0001 max mem: 9397 +2024-05-27 00:38:20,978 INFO torchdistill.misc.log Validation: Total time: 0:01:04 +2024-05-27 00:38:20,978 INFO __main__ * Acc@1 71.5040 Acc@5 90.3280 -2024-03-21 02:21:12,885 INFO __main__ Best top-1 accuracy: 71.2460 -> 71.2800 -2024-03-21 02:21:12,885 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-21 02:21:18,146 INFO torchdistill.misc.log Epoch: [75] [ 0/5005] eta: 7:00:36 lr: 0.0010000000000000002 img/s: 735.8675174810558 loss: 22.6701 (22.6701) time: 5.0424 data: 4.6942 max mem: 9440 -2024-03-21 02:21:35,441 INFO torchdistill.misc.log Epoch: [75] [ 50/5005] eta: 0:36:10 lr: 0.0010000000000000002 img/s: 740.2022492668581 loss: 22.5755 (22.5262) time: 0.3463 data: 0.0005 max mem: 9440 -2024-03-21 02:21:52,732 INFO torchdistill.misc.log Epoch: [75] [ 100/5005] eta: 0:32:04 lr: 0.0010000000000000002 img/s: 742.5425847525023 loss: 22.5780 (22.5514) time: 0.3457 data: 0.0004 max mem: 9440 -2024-03-21 02:22:10,417 INFO torchdistill.misc.log Epoch: [75] [ 150/5005] eta: 0:30:42 lr: 0.0010000000000000002 img/s: 742.3988317889476 loss: 22.5836 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torchdistill.misc.log Epoch: [75] Total time: 0:31:03 -2024-03-21 02:52:18,968 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:18:13 acc1: 71.8750 (71.8750) acc5: 89.0625 (89.0625) time: 2.7961 data: 2.7524 max mem: 9440 -2024-03-21 02:52:22,968 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:45 acc1: 71.0938 (71.3848) acc5: 89.0625 (90.3646) time: 0.1028 data: 0.0615 max mem: 9440 -2024-03-21 02:52:26,484 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:29 acc1: 71.0938 (71.5733) acc5: 90.6250 (90.5399) time: 0.0712 data: 0.0296 max mem: 9440 -2024-03-21 02:52:30,402 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:22 acc1: 71.0938 (71.5180) acc5: 89.8438 (90.4698) time: 0.0851 data: 0.0439 max mem: 9440 -2024-03-21 02:52:33,813 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 71.0938 (71.2026) acc5: 90.6250 (90.4151) time: 0.0853 data: 0.0433 max mem: 9440 -2024-03-21 02:52:37,258 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 70.3125 (71.0626) acc5: 89.8438 (90.4133) time: 0.0684 data: 0.0272 max mem: 9440 -2024-03-21 02:52:40,882 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 71.8750 (71.1275) acc5: 89.8438 (90.3888) time: 0.0662 data: 0.0246 max mem: 9440 -2024-03-21 02:52:44,516 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 71.0938 (71.2362) acc5: 90.6250 (90.4403) time: 0.0755 data: 0.0345 max mem: 9440 -2024-03-21 02:52:47,407 INFO torchdistill.misc.log Validation: Total time: 0:00:31 -2024-03-21 02:52:47,408 INFO __main__ * Acc@1 71.2460 Acc@5 90.4100 +2024-05-27 00:38:20,978 INFO __main__ Best top-1 accuracy: 71.4820 -> 71.5040 +2024-05-27 00:38:20,978 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-27 00:38:22,548 INFO torchdistill.misc.log Epoch: [75] [ 0/5005] eta: 2:03:37 lr: 0.0010000000000000002 img/s: 924.7259379957387 loss: 23.2948 (23.2948) time: 1.4820 data: 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torchdistill.misc.log Validation: [ 0/391] eta: 0:17:30 acc1: 71.0938 (71.0938) acc5: 88.2812 (88.2812) time: 2.6865 data: 2.6428 max mem: 9440 -2024-03-21 03:23:41,203 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:40 acc1: 71.8750 (71.3848) acc5: 89.0625 (90.3186) time: 0.0734 data: 0.0317 max mem: 9440 -2024-03-21 03:23:45,263 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:29 acc1: 71.0938 (71.6429) acc5: 90.6250 (90.3311) time: 0.0916 data: 0.0505 max mem: 9440 -2024-03-21 03:23:49,005 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:22 acc1: 71.0938 (71.5335) acc5: 89.8438 (90.3456) time: 0.0926 data: 0.0511 max mem: 9440 -2024-03-21 03:23:52,569 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 69.5312 (71.1171) acc5: 90.6250 (90.3063) time: 0.0796 data: 0.0382 max mem: 9440 -2024-03-21 03:23:56,200 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 70.3125 (71.0097) acc5: 89.8438 (90.3200) time: 0.0685 data: 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max mem: 9440 -2024-03-21 03:55:16,278 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:30 acc1: 71.0938 (71.6971) acc5: 90.6250 (90.5090) time: 0.0727 data: 0.0312 max mem: 9440 -2024-03-21 03:55:20,658 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:23 acc1: 70.3125 (71.5542) acc5: 89.8438 (90.4698) time: 0.0604 data: 0.0190 max mem: 9440 -2024-03-21 03:55:25,309 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:18 acc1: 70.3125 (71.1443) acc5: 90.6250 (90.4229) time: 0.1072 data: 0.0654 max mem: 9440 -2024-03-21 03:55:29,138 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:13 acc1: 69.5312 (71.0315) acc5: 90.6250 (90.4102) time: 0.1010 data: 0.0594 max mem: 9440 -2024-03-21 03:55:33,047 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:08 acc1: 71.0938 (71.1560) acc5: 89.8438 (90.3836) time: 0.0708 data: 0.0292 max mem: 9440 -2024-03-21 03:55:36,881 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 71.0938 (71.2540) acc5: 90.6250 (90.4314) time: 0.0651 data: 0.0234 max mem: 9440 -2024-03-21 03:55:39,691 INFO torchdistill.misc.log Validation: Total time: 0:00:33 -2024-03-21 03:55:39,692 INFO __main__ * Acc@1 71.3020 Acc@5 90.4200 +2024-05-27 01:24:55,877 INFO __main__ Best top-1 accuracy: 71.5040 -> 71.5260 +2024-05-27 01:24:55,877 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-27 01:24:57,475 INFO torchdistill.misc.log Epoch: [77] [ 0/5005] eta: 2:06:09 lr: 0.0010000000000000002 img/s: 858.6678523503888 loss: 23.4383 (23.4383) time: 1.5123 data: 1.2139 max mem: 9397 +2024-05-27 01:25:11,364 INFO torchdistill.misc.log Epoch: [77] [ 50/5005] eta: 0:24:56 lr: 0.0010000000000000002 img/s: 963.9628434943347 loss: 23.2743 (23.3300) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-27 01:25:24,663 INFO torchdistill.misc.log Epoch: [77] [ 100/5005] eta: 0:23:13 lr: 0.0010000000000000002 img/s: 962.9911058854339 loss: 23.4169 (23.3762) time: 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eta: 0:00:32 acc1: 62.5000 (75.2021) acc5: 85.1562 (92.6461) time: 0.1620 data: 0.0001 max mem: 9397 +2024-05-27 01:47:54,912 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 70.3125 (73.7519) acc5: 89.8438 (91.7300) time: 0.1608 data: 0.0001 max mem: 9397 +2024-05-27 01:48:02,906 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 67.9688 (72.6173) acc5: 86.7188 (90.9806) time: 0.1592 data: 0.0001 max mem: 9397 +2024-05-27 01:48:10,893 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 67.9688 (71.6346) acc5: 87.5000 (90.3802) time: 0.1602 data: 0.0001 max mem: 9397 +2024-05-27 01:48:17,230 INFO torchdistill.misc.log Validation: Total time: 0:01:04 +2024-05-27 01:48:17,231 INFO __main__ * Acc@1 71.5360 Acc@5 90.4000 -2024-03-21 03:55:39,693 INFO __main__ Best top-1 accuracy: 71.2800 -> 71.3020 -2024-03-21 03:55:39,693 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt 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04:27:11,045 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 71.0938 (71.1984) acc5: 90.6250 (90.4558) time: 0.0723 data: 0.0306 max mem: 9440 -2024-03-21 04:27:14,752 INFO torchdistill.misc.log Validation: Total time: 0:00:35 -2024-03-21 04:27:14,754 INFO __main__ * Acc@1 71.2740 Acc@5 90.4240 +2024-05-27 01:48:17,231 INFO __main__ Best top-1 accuracy: 71.5260 -> 71.5360 +2024-05-27 01:48:17,231 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-27 01:48:18,712 INFO torchdistill.misc.log Epoch: [78] [ 0/5005] eta: 1:56:36 lr: 0.0010000000000000002 img/s: 853.6204307606204 loss: 23.5126 (23.5126) time: 1.3979 data: 1.0977 max mem: 9397 +2024-05-27 01:48:32,616 INFO torchdistill.misc.log Epoch: [78] [ 50/5005] eta: 0:24:46 lr: 0.0010000000000000002 img/s: 964.1688545272506 loss: 23.4055 (23.3808) time: 0.2658 data: 0.0001 max mem: 9397 +2024-05-27 01:48:45,920 INFO torchdistill.misc.log Epoch: [78] [ 100/5005] 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eta: 0:00:38 lr: 0.0010000000000000002 img/s: 741.355725726327 loss: 22.4832 (22.5275) time: 0.3526 data: 0.0077 max mem: 9440 -2024-03-21 04:57:50,788 INFO torchdistill.misc.log Epoch: [79] [4950/5005] eta: 0:00:20 lr: 0.0010000000000000002 img/s: 742.7105381657556 loss: 22.5481 (22.5273) time: 0.3768 data: 0.0307 max mem: 9440 -2024-03-21 04:58:09,633 INFO torchdistill.misc.log Epoch: [79] [5000/5005] eta: 0:00:01 lr: 0.0010000000000000002 img/s: 741.4386567480581 loss: 22.5807 (22.5274) time: 0.3757 data: 0.0299 max mem: 9440 -2024-03-21 04:58:11,316 INFO torchdistill.misc.log Epoch: [79] Total time: 0:30:56 -2024-03-21 04:58:14,204 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:18:45 acc1: 71.0938 (71.0938) acc5: 89.8438 (89.8438) time: 2.8797 data: 2.8365 max mem: 9440 -2024-03-21 04:58:17,891 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:43 acc1: 71.8750 (71.2623) acc5: 89.0625 (90.2420) time: 0.0843 data: 0.0426 max mem: 9440 -2024-03-21 04:58:22,152 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:31 acc1: 70.3125 (71.6120) acc5: 90.6250 (90.4084) time: 0.1045 data: 0.0626 max mem: 9440 -2024-03-21 04:58:26,736 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:24 acc1: 71.8750 (71.5439) acc5: 89.8438 (90.3818) time: 0.1051 data: 0.0635 max mem: 9440 -2024-03-21 04:58:30,364 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:18 acc1: 69.5312 (71.2104) acc5: 89.8438 (90.3451) time: 0.0961 data: 0.0550 max mem: 9440 -2024-03-21 04:58:34,302 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:12 acc1: 70.3125 (71.0782) acc5: 90.6250 (90.3511) time: 0.0829 data: 0.0410 max mem: 9440 -2024-03-21 04:58:38,146 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:08 acc1: 72.6562 (71.1898) acc5: 89.0625 (90.3083) time: 0.0684 data: 0.0267 max mem: 9440 -2024-03-21 04:58:41,892 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 70.3125 (71.2829) acc5: 89.8438 (90.3713) time: 0.0688 data: 0.0273 max mem: 9440 -2024-03-21 04:58:44,942 INFO torchdistill.misc.log Validation: Total time: 0:00:33 -2024-03-21 04:58:44,944 INFO __main__ * Acc@1 71.3280 Acc@5 90.3620 +2024-05-27 02:11:34,789 INFO __main__ Best top-1 accuracy: 71.5360 -> 71.6160 +2024-05-27 02:11:34,789 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-27 02:11:36,539 INFO torchdistill.misc.log Epoch: [79] [ 0/5005] eta: 2:18:46 lr: 0.0010000000000000002 img/s: 955.529453223863 loss: 23.0722 (23.0722) time: 1.6637 data: 1.3955 max mem: 9397 +2024-05-27 02:11:50,278 INFO torchdistill.misc.log Epoch: [79] [ 50/5005] eta: 0:24:56 lr: 0.0010000000000000002 img/s: 964.0770908398736 loss: 23.3882 (23.3855) time: 0.2657 data: 0.0001 max mem: 9397 +2024-05-27 02:12:03,578 INFO torchdistill.misc.log Epoch: [79] [ 100/5005] eta: 0:23:13 lr: 0.0010000000000000002 img/s: 962.8710715906258 loss: 23.3302 (23.3759) time: 0.2662 data: 0.0001 max mem: 9397 +2024-05-27 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time: 0.1625 data: 0.0001 max mem: 9397 +2024-05-27 02:34:29,993 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 70.3125 (73.9137) acc5: 89.0625 (91.8451) time: 0.1604 data: 0.0001 max mem: 9397 +2024-05-27 02:34:37,956 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 66.4062 (72.7159) acc5: 86.7188 (91.0636) time: 0.1603 data: 0.0001 max mem: 9397 +2024-05-27 02:34:45,979 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 68.7500 (71.7125) acc5: 89.8438 (90.4291) time: 0.1603 data: 0.0001 max mem: 9397 +2024-05-27 02:34:52,207 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-27 02:34:52,207 INFO __main__ * Acc@1 71.6120 Acc@5 90.4480 -2024-03-21 04:58:44,944 INFO __main__ Best top-1 accuracy: 71.3020 -> 71.3280 -2024-03-21 04:58:44,944 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-21 04:58:49,846 INFO torchdistill.misc.log Epoch: [80] [ 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02:57:47,718 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 68.7500 (73.6834) acc5: 89.0625 (91.8202) time: 0.1632 data: 0.0001 max mem: 9397 +2024-05-27 02:57:55,769 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 66.4062 (72.5369) acc5: 86.7188 (91.0429) time: 0.1617 data: 0.0001 max mem: 9397 +2024-05-27 02:58:03,754 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 67.9688 (71.5478) acc5: 88.2812 (90.4358) time: 0.1607 data: 0.0001 max mem: 9397 +2024-05-27 02:58:10,003 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-27 02:58:10,004 INFO __main__ * Acc@1 71.4400 Acc@5 90.4320 -2024-03-21 05:30:25,459 INFO torchdistill.misc.log Epoch: [81] [ 0/5005] eta: 6:56:17 lr: 0.0010000000000000002 img/s: 725.925997238925 loss: 22.2923 (22.2923) time: 4.9904 data: 4.6371 max mem: 9440 -2024-03-21 05:30:42,981 INFO torchdistill.misc.log Epoch: [81] [ 50/5005] eta: 0:36:27 lr: 0.0010000000000000002 img/s: 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(90.4423) time: 0.0759 data: 0.0344 max mem: 9440 -2024-03-21 06:32:57,162 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:12 acc1: 70.3125 (71.0906) acc5: 90.6250 (90.4196) time: 0.0752 data: 0.0338 max mem: 9440 -2024-03-21 06:33:01,315 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 71.8750 (71.1353) acc5: 89.8438 (90.3836) time: 0.0771 data: 0.0356 max mem: 9440 -2024-03-21 06:33:04,865 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 71.8750 (71.2473) acc5: 90.6250 (90.4447) time: 0.0670 data: 0.0258 max mem: 9440 -2024-03-21 06:33:08,019 INFO torchdistill.misc.log Validation: Total time: 0:00:32 -2024-03-21 06:33:08,021 INFO __main__ * Acc@1 71.2960 Acc@5 90.4240 +2024-05-27 03:21:28,384 INFO torchdistill.misc.log Epoch: [82] [ 0/5005] eta: 2:23:53 lr: 0.0010000000000000002 img/s: 954.5186291452426 loss: 23.6007 (23.6007) time: 1.7251 data: 1.4564 max mem: 9397 +2024-05-27 03:21:41,667 INFO torchdistill.misc.log Epoch: [82] [ 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(94.2296) time: 0.1598 data: 0.0001 max mem: 9397 +2024-05-27 03:44:04,980 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 77.3438 (77.9594) acc5: 95.3125 (94.4381) time: 0.1595 data: 0.0001 max mem: 9397 +2024-05-27 03:44:13,011 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:32 acc1: 62.5000 (75.3109) acc5: 84.3750 (92.8871) time: 0.1585 data: 0.0001 max mem: 9397 +2024-05-27 03:44:21,026 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 70.3125 (73.8515) acc5: 89.0625 (91.9167) time: 0.1606 data: 0.0001 max mem: 9397 +2024-05-27 03:44:28,991 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 67.9688 (72.6744) acc5: 86.7188 (91.1311) time: 0.1589 data: 0.0001 max mem: 9397 +2024-05-27 03:44:36,945 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 68.7500 (71.6969) acc5: 89.8438 (90.5382) time: 0.1588 data: 0.0001 max mem: 9397 +2024-05-27 03:44:43,243 INFO torchdistill.misc.log Validation: Total time: 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acc5: 90.6250 (90.6250) time: 2.9978 data: 2.9544 max mem: 9440 -2024-03-21 07:04:28,350 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:46 acc1: 71.0938 (71.5380) acc5: 89.8438 (90.4565) time: 0.0992 data: 0.0575 max mem: 9440 -2024-03-21 07:04:32,466 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:31 acc1: 72.6562 (71.7976) acc5: 90.6250 (90.4935) time: 0.0648 data: 0.0234 max mem: 9440 -2024-03-21 07:04:36,134 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:23 acc1: 71.0938 (71.7457) acc5: 89.8438 (90.5008) time: 0.0669 data: 0.0257 max mem: 9440 -2024-03-21 07:04:39,748 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:17 acc1: 70.3125 (71.3425) acc5: 90.6250 (90.4229) time: 0.0602 data: 0.0189 max mem: 9440 -2024-03-21 07:04:43,257 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:12 acc1: 69.5312 (71.2276) acc5: 90.6250 (90.3947) time: 0.0636 data: 0.0222 max mem: 9440 -2024-03-21 07:04:47,131 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 71.8750 (71.2547) acc5: 89.8438 (90.3914) time: 0.0635 data: 0.0218 max mem: 9440 -2024-03-21 07:04:50,677 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 70.3125 (71.2918) acc5: 90.6250 (90.4225) time: 0.0650 data: 0.0234 max mem: 9440 -2024-03-21 07:04:53,669 INFO torchdistill.misc.log Validation: Total time: 0:00:32 -2024-03-21 07:04:53,672 INFO __main__ * Acc@1 71.3180 Acc@5 90.3960 +2024-05-27 03:44:45,381 INFO torchdistill.misc.log Epoch: [83] [ 0/5005] eta: 2:58:16 lr: 0.0010000000000000002 img/s: 936.6434490723778 loss: 23.4760 (23.4760) time: 2.1372 data: 1.8635 max mem: 9397 +2024-05-27 03:44:58,660 INFO torchdistill.misc.log Epoch: [83] [ 50/5005] eta: 0:24:57 lr: 0.0010000000000000002 img/s: 963.4386916335648 loss: 23.3588 (23.3597) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-27 03:45:11,958 INFO torchdistill.misc.log Epoch: [83] [ 100/5005] eta: 0:23:14 lr: 0.0010000000000000002 img/s: 963.3971990162731 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acc1: 62.5000 (75.3382) acc5: 85.1562 (92.8910) time: 0.1612 data: 0.0001 max mem: 9397 +2024-05-27 04:07:37,698 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 69.5312 (73.8608) acc5: 89.0625 (91.9105) time: 0.1588 data: 0.0001 max mem: 9397 +2024-05-27 04:07:45,644 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 66.4062 (72.6614) acc5: 86.7188 (91.1156) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-27 04:07:53,683 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 67.9688 (71.6413) acc5: 86.7188 (90.4625) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-27 04:07:59,973 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-27 04:07:59,973 INFO __main__ * Acc@1 71.5380 Acc@5 90.4920 -2024-03-21 07:04:58,009 INFO torchdistill.misc.log Epoch: [84] [ 0/5005] eta: 6:01:24 lr: 0.0010000000000000002 img/s: 730.9786331361349 loss: 22.3978 (22.3978) time: 4.3325 data: 3.9817 max mem: 9440 -2024-03-21 07:05:15,852 INFO 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torchdistill.misc.log Validation: Total time: 0:00:32 -2024-03-21 07:36:17,923 INFO __main__ * Acc@1 71.3360 Acc@5 90.4100 +2024-05-27 04:08:01,939 INFO torchdistill.misc.log Epoch: [84] [ 0/5005] eta: 2:43:55 lr: 0.0010000000000000002 img/s: 943.7265101496967 loss: 23.5035 (23.5035) time: 1.9651 data: 1.6936 max mem: 9397 +2024-05-27 04:08:15,602 INFO torchdistill.misc.log Epoch: [84] [ 50/5005] eta: 0:25:18 lr: 0.0010000000000000002 img/s: 962.5706852748648 loss: 23.3547 (23.3549) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-27 04:08:28,903 INFO torchdistill.misc.log Epoch: [84] [ 100/5005] eta: 0:23:24 lr: 0.0010000000000000002 img/s: 963.3669462358645 loss: 23.2832 (23.3230) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-27 04:08:42,202 INFO torchdistill.misc.log Epoch: [84] [ 150/5005] eta: 0:22:37 lr: 0.0010000000000000002 img/s: 963.2658293030612 loss: 23.3457 (23.3320) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-27 04:08:55,503 INFO torchdistill.misc.log Epoch: [84] 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86.7188 (86.7188) acc5: 95.3125 (95.3125) time: 1.7671 data: 1.4677 max mem: 9397 +2024-05-27 04:30:23,203 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:06 acc1: 82.0312 (78.2629) acc5: 94.5312 (93.4589) time: 0.1604 data: 0.0001 max mem: 9397 +2024-05-27 04:30:31,204 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:51 acc1: 75.7812 (77.6609) acc5: 95.3125 (94.1290) time: 0.1602 data: 0.0001 max mem: 9397 +2024-05-27 04:30:39,206 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:41 acc1: 75.7812 (77.8508) acc5: 94.5312 (94.3502) time: 0.1605 data: 0.0001 max mem: 9397 +2024-05-27 04:30:47,190 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:32 acc1: 63.2812 (75.2915) acc5: 85.1562 (92.7938) time: 0.1609 data: 0.0001 max mem: 9397 +2024-05-27 04:30:55,211 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 67.9688 (73.8733) acc5: 89.0625 (91.8794) time: 0.1608 data: 0.0001 max mem: 9397 +2024-05-27 04:31:03,188 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 67.9688 (72.7808) acc5: 85.9375 (91.0844) time: 0.1595 data: 0.0001 max mem: 9397 +2024-05-27 04:31:11,078 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 67.9688 (71.7637) acc5: 89.0625 (90.4425) time: 0.1589 data: 0.0001 max mem: 9397 +2024-05-27 04:31:17,317 INFO torchdistill.misc.log Validation: Total time: 0:01:04 +2024-05-27 04:31:17,318 INFO __main__ * Acc@1 71.7140 Acc@5 90.4520 -2024-03-21 07:36:17,923 INFO __main__ Best top-1 accuracy: 71.3280 -> 71.3360 -2024-03-21 07:36:17,923 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-21 07:36:22,041 INFO torchdistill.misc.log Epoch: [85] [ 0/5005] eta: 5:27:19 lr: 0.0010000000000000002 img/s: 736.938720547964 loss: 22.3702 (22.3702) time: 3.9240 data: 3.5762 max mem: 9440 -2024-03-21 07:36:40,558 INFO torchdistill.misc.log Epoch: [85] [ 50/5005] eta: 0:36:20 lr: 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time: 0.0682 data: 0.0270 max mem: 9440 -2024-03-21 08:07:29,524 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:21 acc1: 71.0938 (71.6629) acc5: 89.8438 (90.4439) time: 0.0829 data: 0.0418 max mem: 9440 -2024-03-21 08:07:32,789 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:15 acc1: 69.5312 (71.2570) acc5: 90.6250 (90.4190) time: 0.0744 data: 0.0330 max mem: 9440 -2024-03-21 08:07:36,686 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 70.3125 (71.0938) acc5: 89.8438 (90.4071) time: 0.0901 data: 0.0488 max mem: 9440 -2024-03-21 08:07:39,999 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 71.8750 (71.1586) acc5: 89.8438 (90.4096) time: 0.0736 data: 0.0322 max mem: 9440 -2024-03-21 08:07:43,514 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 71.8750 (71.2852) acc5: 90.6250 (90.4536) time: 0.0591 data: 0.0179 max mem: 9440 -2024-03-21 08:07:46,189 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-21 08:07:46,191 INFO __main__ * Acc@1 71.3420 Acc@5 90.4280 +2024-05-27 04:31:17,318 INFO __main__ Best top-1 accuracy: 71.6160 -> 71.7140 +2024-05-27 04:31:17,318 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-27 04:31:19,178 INFO torchdistill.misc.log Epoch: [85] [ 0/5005] eta: 2:27:39 lr: 0.0010000000000000002 img/s: 933.5854423033283 loss: 23.2099 (23.2099) time: 1.7701 data: 1.4956 max mem: 9397 +2024-05-27 04:31:33,035 INFO torchdistill.misc.log Epoch: [85] [ 50/5005] eta: 0:25:18 lr: 0.0010000000000000002 img/s: 962.9246083703111 loss: 23.3357 (23.3868) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-27 04:31:46,336 INFO torchdistill.misc.log Epoch: [85] [ 100/5005] eta: 0:23:24 lr: 0.0010000000000000002 img/s: 963.5735673268224 loss: 23.2084 (23.3578) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-27 04:31:59,640 INFO torchdistill.misc.log Epoch: [85] [ 150/5005] eta: 0:22:37 lr: 0.0010000000000000002 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04:53:30,714 INFO torchdistill.misc.log Epoch: [85] Total time: 0:22:13 +2024-05-27 04:53:32,310 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:10:19 acc1: 85.9375 (85.9375) acc5: 95.3125 (95.3125) time: 1.5856 data: 1.2509 max mem: 9397 +2024-05-27 04:53:40,383 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:04 acc1: 82.0312 (78.2475) acc5: 95.3125 (93.4130) time: 0.1583 data: 0.0001 max mem: 9397 +2024-05-27 04:53:48,342 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 79.6875 (77.6145) acc5: 95.3125 (94.1058) time: 0.1603 data: 0.0001 max mem: 9397 +2024-05-27 04:53:56,467 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:41 acc1: 78.1250 (77.9232) acc5: 93.7500 (94.3450) time: 0.1574 data: 0.0001 max mem: 9397 +2024-05-27 04:54:04,436 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:32 acc1: 61.7188 (75.2682) acc5: 85.9375 (92.7511) time: 0.1616 data: 0.0001 max mem: 9397 +2024-05-27 04:54:12,448 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 69.5312 (73.8577) acc5: 89.0625 (91.8669) time: 0.1611 data: 0.0001 max mem: 9397 +2024-05-27 04:54:20,366 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 67.1875 (72.6848) acc5: 85.9375 (91.0870) time: 0.1577 data: 0.0001 max mem: 9397 +2024-05-27 04:54:28,311 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 67.1875 (71.6769) acc5: 89.0625 (90.4625) time: 0.1583 data: 0.0001 max mem: 9397 +2024-05-27 04:54:34,610 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-27 04:54:34,610 INFO __main__ * Acc@1 71.5820 Acc@5 90.4780 -2024-03-21 08:07:46,192 INFO __main__ Best top-1 accuracy: 71.3360 -> 71.3420 -2024-03-21 08:07:46,192 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-21 08:07:51,186 INFO torchdistill.misc.log Epoch: [86] [ 0/5005] eta: 6:40:16 lr: 0.0010000000000000002 img/s: 733.4267008286163 loss: 22.6722 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05:16:48,330 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:07:15 acc1: 86.7188 (86.7188) acc5: 93.7500 (93.7500) time: 1.1149 data: 0.7786 max mem: 9397 +2024-05-27 05:16:56,622 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:02 acc1: 82.0312 (78.2169) acc5: 95.3125 (93.5049) time: 0.1589 data: 0.0001 max mem: 9397 +2024-05-27 05:17:04,579 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 77.3438 (77.6377) acc5: 94.5312 (94.1754) time: 0.1608 data: 0.0001 max mem: 9397 +2024-05-27 05:17:12,544 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 75.7812 (77.8663) acc5: 94.5312 (94.3657) time: 0.1605 data: 0.0001 max mem: 9397 +2024-05-27 05:17:20,506 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 60.1562 (75.1671) acc5: 84.3750 (92.7705) time: 0.1600 data: 0.0001 max mem: 9397 +2024-05-27 05:17:28,520 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 69.5312 (73.8266) acc5: 89.0625 (91.8389) time: 0.1605 data: 0.0001 max mem: 9397 +2024-05-27 05:17:36,468 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 67.9688 (72.6407) acc5: 85.9375 (91.0662) time: 0.1585 data: 0.0001 max mem: 9397 +2024-05-27 05:17:44,451 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 68.7500 (71.6524) acc5: 89.8438 (90.4781) time: 0.1593 data: 0.0001 max mem: 9397 +2024-05-27 05:17:50,857 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-27 05:17:50,857 INFO __main__ * Acc@1 71.5600 Acc@5 90.4920 -2024-03-21 08:39:04,623 INFO __main__ Best top-1 accuracy: 71.3420 -> 71.3780 -2024-03-21 08:39:04,623 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-21 08:39:08,936 INFO torchdistill.misc.log Epoch: [87] [ 0/5005] eta: 5:43:12 lr: 0.0010000000000000002 img/s: 716.4554976826366 loss: 22.4216 (22.4216) time: 4.1144 data: 3.7568 max mem: 9440 -2024-03-21 08:39:27,131 INFO 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(71.8982) acc5: 91.4062 (90.5244) time: 0.0677 data: 0.0263 max mem: 9440 -2024-03-21 09:10:23,299 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:21 acc1: 71.8750 (71.7922) acc5: 90.6250 (90.5526) time: 0.0796 data: 0.0381 max mem: 9440 -2024-03-21 09:10:26,810 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:15 acc1: 69.5312 (71.4241) acc5: 90.6250 (90.4656) time: 0.0754 data: 0.0340 max mem: 9440 -2024-03-21 09:10:30,333 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 69.5312 (71.2681) acc5: 90.6250 (90.4912) time: 0.0784 data: 0.0370 max mem: 9440 -2024-03-21 09:10:33,935 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 71.0938 (71.2806) acc5: 89.0625 (90.4485) time: 0.0698 data: 0.0285 max mem: 9440 -2024-03-21 09:10:37,475 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 71.0938 (71.3697) acc5: 90.6250 (90.4892) time: 0.0644 data: 0.0231 max mem: 9440 -2024-03-21 09:10:40,479 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-21 09:10:40,481 INFO __main__ * Acc@1 71.3840 Acc@5 90.4800 +2024-05-27 05:17:52,401 INFO torchdistill.misc.log Epoch: [87] [ 0/5005] eta: 2:08:37 lr: 0.0010000000000000002 img/s: 913.8726058270408 loss: 23.0903 (23.0903) time: 1.5420 data: 1.2615 max mem: 9397 +2024-05-27 05:18:05,738 INFO torchdistill.misc.log Epoch: [87] [ 50/5005] eta: 0:24:05 lr: 0.0010000000000000002 img/s: 964.2640994670127 loss: 23.2736 (23.3456) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-27 05:18:19,039 INFO torchdistill.misc.log Epoch: [87] [ 100/5005] eta: 0:22:48 lr: 0.0010000000000000002 img/s: 963.3626245651938 loss: 23.2160 (23.3154) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-27 05:18:32,339 INFO torchdistill.misc.log Epoch: [87] [ 150/5005] eta: 0:22:13 lr: 0.0010000000000000002 img/s: 962.9859239309318 loss: 23.3173 (23.3149) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-27 05:18:45,640 INFO torchdistill.misc.log Epoch: [87] [ 200/5005] eta: 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+2024-05-27 05:39:22,433 INFO torchdistill.misc.log Epoch: [87] [4850/5005] eta: 0:00:41 lr: 0.0010000000000000002 img/s: 963.0049247034281 loss: 23.2969 (23.3538) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-27 05:39:35,729 INFO torchdistill.misc.log Epoch: [87] [4900/5005] eta: 0:00:27 lr: 0.0010000000000000002 img/s: 963.4378271675834 loss: 23.3569 (23.3534) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-27 05:39:49,027 INFO torchdistill.misc.log Epoch: [87] [4950/5005] eta: 0:00:14 lr: 0.0010000000000000002 img/s: 963.8598709876643 loss: 23.3504 (23.3534) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-27 05:40:02,355 INFO torchdistill.misc.log Epoch: [87] [5000/5005] eta: 0:00:01 lr: 0.0010000000000000002 img/s: 963.7724914123739 loss: 23.3479 (23.3534) time: 0.2656 data: 0.0000 max mem: 9397 +2024-05-27 05:40:03,430 INFO torchdistill.misc.log Epoch: [87] Total time: 0:22:12 +2024-05-27 05:40:04,734 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:08:29 acc1: 87.5000 (87.5000) acc5: 94.5312 (94.5312) time: 1.3031 data: 0.9301 max mem: 9397 +2024-05-27 05:40:12,954 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:03 acc1: 83.5938 (78.2782) acc5: 95.3125 (93.3058) time: 0.1592 data: 0.0001 max mem: 9397 +2024-05-27 05:40:21,033 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 78.1250 (77.6067) acc5: 95.3125 (94.1290) time: 0.1610 data: 0.0001 max mem: 9397 +2024-05-27 05:40:29,023 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 76.5625 (77.8404) acc5: 94.5312 (94.3812) time: 0.1601 data: 0.0001 max mem: 9397 +2024-05-27 05:40:37,057 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 59.3750 (75.2177) acc5: 84.3750 (92.8483) time: 0.1609 data: 0.0001 max mem: 9397 +2024-05-27 05:40:45,072 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 71.0938 (73.7612) acc5: 88.2812 (91.9136) time: 0.1588 data: 0.0001 max mem: 9397 +2024-05-27 05:40:53,031 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 67.1875 (72.5810) acc5: 86.7188 (91.1207) time: 0.1598 data: 0.0001 max mem: 9397 +2024-05-27 05:41:00,962 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 68.7500 (71.5701) acc5: 89.0625 (90.5093) time: 0.1592 data: 0.0001 max mem: 9397 +2024-05-27 05:41:07,201 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-27 05:41:07,201 INFO __main__ * Acc@1 71.5120 Acc@5 90.5160 -2024-03-21 09:10:40,482 INFO __main__ Best top-1 accuracy: 71.3780 -> 71.3840 -2024-03-21 09:10:40,482 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-21 09:10:45,399 INFO torchdistill.misc.log Epoch: [88] [ 0/5005] eta: 6:34:24 lr: 0.0010000000000000002 img/s: 732.3097337407246 loss: 22.4808 (22.4808) time: 4.7282 data: 4.3782 max mem: 9440 -2024-03-21 09:11:03,015 INFO torchdistill.misc.log Epoch: [88] [ 50/5005] eta: 0:36:10 lr: 0.0010000000000000002 img/s: 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mem: 9397 +2024-05-27 06:03:29,893 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:04 acc1: 82.8125 (78.1863) acc5: 94.5312 (93.2138) time: 0.1584 data: 0.0001 max mem: 9397 +2024-05-27 06:03:37,805 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 77.3438 (77.5835) acc5: 96.0938 (93.9821) time: 0.1582 data: 0.0001 max mem: 9397 +2024-05-27 06:03:45,728 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 76.5625 (77.8249) acc5: 93.7500 (94.2415) time: 0.1574 data: 0.0001 max mem: 9397 +2024-05-27 06:03:53,849 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 61.7188 (75.2526) acc5: 85.9375 (92.7122) time: 0.1681 data: 0.0001 max mem: 9397 +2024-05-27 06:04:01,878 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 70.3125 (73.8577) acc5: 89.0625 (91.7829) time: 0.1607 data: 0.0001 max mem: 9397 +2024-05-27 06:04:09,895 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 67.1875 (72.6874) acc5: 85.9375 (91.0273) time: 0.1600 data: 0.0001 max mem: 9397 +2024-05-27 06:04:17,864 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 67.9688 (71.7036) acc5: 89.8438 (90.4046) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-27 06:04:24,152 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-27 06:04:24,152 INFO __main__ * Acc@1 71.6100 Acc@5 90.4120 -2024-03-21 09:42:18,480 INFO __main__ Best top-1 accuracy: 71.3840 -> 71.4600 -2024-03-21 09:42:18,480 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-21 09:42:23,281 INFO torchdistill.misc.log Epoch: [89] [ 0/5005] eta: 6:24:38 lr: 0.0010000000000000002 img/s: 734.1382699707641 loss: 22.6296 (22.6296) time: 4.6111 data: 4.2619 max mem: 9440 -2024-03-21 09:42:40,903 INFO torchdistill.misc.log Epoch: [89] [ 50/5005] eta: 0:36:00 lr: 0.0010000000000000002 img/s: 743.3548067297401 loss: 22.4142 (22.4802) time: 0.3474 data: 0.0006 max 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eta: 0:00:21 acc1: 71.8750 (71.8077) acc5: 89.8438 (90.4025) time: 0.0679 data: 0.0265 max mem: 9440 -2024-03-21 10:13:22,102 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 68.7500 (71.3425) acc5: 89.8438 (90.3179) time: 0.0632 data: 0.0216 max mem: 9440 -2024-03-21 10:13:25,427 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 71.0938 (71.2681) acc5: 89.0625 (90.2982) time: 0.0600 data: 0.0187 max mem: 9440 -2024-03-21 10:13:29,136 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 72.6562 (71.2936) acc5: 89.8438 (90.2928) time: 0.0605 data: 0.0191 max mem: 9440 -2024-03-21 10:13:32,697 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 71.8750 (71.3965) acc5: 89.8438 (90.3646) time: 0.0676 data: 0.0264 max mem: 9440 -2024-03-21 10:13:35,655 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-21 10:13:35,656 INFO __main__ * Acc@1 71.3780 Acc@5 90.3380 +2024-05-27 06:04:25,808 INFO 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time: 0.0830 data: 0.0419 max mem: 9440 -2024-03-21 10:44:51,117 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 70.3125 (71.3645) acc5: 90.6250 (90.5285) time: 0.0715 data: 0.0302 max mem: 9440 -2024-03-21 10:44:54,801 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 71.0938 (71.3870) acc5: 89.8438 (90.5134) time: 0.0698 data: 0.0286 max mem: 9440 -2024-03-21 10:44:58,262 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 71.0938 (71.4721) acc5: 90.6250 (90.5560) time: 0.0723 data: 0.0312 max mem: 9440 -2024-03-21 10:45:01,118 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-21 10:45:01,119 INFO __main__ * Acc@1 71.4940 Acc@5 90.5520 +2024-05-27 06:27:42,609 INFO torchdistill.misc.log Epoch: [90] [ 0/5005] eta: 2:50:35 lr: 0.00010000000000000003 img/s: 939.0033012940198 loss: 23.5045 (23.5045) time: 2.0450 data: 1.7720 max mem: 9397 +2024-05-27 06:27:55,895 INFO torchdistill.misc.log Epoch: [90] [ 50/5005] eta: 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eta: 0:00:51 acc1: 78.9062 (77.8775) acc5: 94.5312 (94.2605) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-27 06:50:19,203 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 75.7812 (77.9905) acc5: 94.5312 (94.4795) time: 0.1593 data: 0.0001 max mem: 9397 +2024-05-27 06:50:27,182 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 62.5000 (75.4237) acc5: 85.1562 (92.9338) time: 0.1611 data: 0.0001 max mem: 9397 +2024-05-27 06:50:35,257 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 68.7500 (74.0102) acc5: 89.8438 (92.0474) time: 0.1625 data: 0.0001 max mem: 9397 +2024-05-27 06:50:43,287 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 67.1875 (72.8950) acc5: 86.7188 (91.2791) time: 0.1604 data: 0.0001 max mem: 9397 +2024-05-27 06:50:51,271 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 68.7500 (71.9062) acc5: 89.8438 (90.6473) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-27 06:50:57,565 INFO torchdistill.misc.log Validation: Total time: 0:01:04 +2024-05-27 06:50:57,565 INFO __main__ * Acc@1 71.8360 Acc@5 90.6600 -2024-03-21 10:45:01,120 INFO __main__ Best top-1 accuracy: 71.4600 -> 71.4940 -2024-03-21 10:45:01,120 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-21 10:45:05,950 INFO torchdistill.misc.log Epoch: [91] [ 0/5005] eta: 6:27:21 lr: 0.00010000000000000003 img/s: 734.4782438876238 loss: 22.5355 (22.5355) time: 4.6436 data: 4.2946 max mem: 9440 -2024-03-21 10:45:23,662 INFO torchdistill.misc.log Epoch: [91] [ 50/5005] eta: 0:36:11 lr: 0.00010000000000000003 img/s: 725.8097015555935 loss: 22.4129 (22.3961) time: 0.3478 data: 0.0006 max mem: 9440 -2024-03-21 10:45:40,985 INFO torchdistill.misc.log Epoch: [91] [ 100/5005] eta: 0:32:06 lr: 0.00010000000000000003 img/s: 743.8295957415561 loss: 22.4040 (22.4093) time: 0.3459 data: 0.0005 max mem: 9440 -2024-03-21 10:45:59,029 INFO 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eta: 0:00:15 acc1: 69.5312 (71.4747) acc5: 89.8438 (90.5434) time: 0.0688 data: 0.0273 max mem: 9440 -2024-03-21 11:16:16,957 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 69.5312 (71.3583) acc5: 90.6250 (90.5472) time: 0.0652 data: 0.0256 max mem: 9440 -2024-03-21 11:16:21,057 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 71.8750 (71.4026) acc5: 89.8438 (90.5316) time: 0.0600 data: 0.0219 max mem: 9440 -2024-03-21 11:16:24,738 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 71.8750 (71.4744) acc5: 90.6250 (90.5894) time: 0.0612 data: 0.0231 max mem: 9440 -2024-03-21 11:16:27,898 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-21 11:16:27,900 INFO __main__ * Acc@1 71.5320 Acc@5 90.5760 +2024-05-27 06:50:57,565 INFO __main__ Best top-1 accuracy: 71.7140 -> 71.8360 +2024-05-27 06:50:57,565 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-27 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max mem: 9397 +2024-05-27 07:13:19,867 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:04 acc1: 82.0312 (78.3854) acc5: 94.5312 (93.4283) time: 0.1578 data: 0.0001 max mem: 9397 +2024-05-27 07:13:27,865 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 78.1250 (77.8775) acc5: 95.3125 (94.2141) time: 0.1597 data: 0.0001 max mem: 9397 +2024-05-27 07:13:35,841 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 76.5625 (78.0008) acc5: 94.5312 (94.4692) time: 0.1602 data: 0.0001 max mem: 9397 +2024-05-27 07:13:43,861 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 61.7188 (75.4470) acc5: 85.1562 (92.9066) time: 0.1622 data: 0.0001 max mem: 9397 +2024-05-27 07:13:51,957 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 70.3125 (74.0382) acc5: 89.0625 (92.0163) time: 0.1643 data: 0.0001 max mem: 9397 +2024-05-27 07:13:59,931 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 69.5312 (72.9028) acc5: 86.7188 (91.2739) time: 0.1602 data: 0.0001 max mem: 9397 +2024-05-27 07:14:07,960 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 69.5312 (71.9217) acc5: 89.0625 (90.6495) time: 0.1621 data: 0.0001 max mem: 9397 +2024-05-27 07:14:14,177 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-27 07:14:14,177 INFO __main__ * Acc@1 71.8080 Acc@5 90.6500 -2024-03-21 11:16:27,900 INFO __main__ Best top-1 accuracy: 71.4940 -> 71.5320 -2024-03-21 11:16:27,901 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-21 11:16:32,143 INFO torchdistill.misc.log Epoch: [92] [ 0/5005] eta: 5:36:21 lr: 0.00010000000000000003 img/s: 694.5465144334171 loss: 22.4898 (22.4898) time: 4.0322 data: 3.6632 max mem: 9440 -2024-03-21 11:16:50,869 INFO torchdistill.misc.log Epoch: [92] [ 50/5005] eta: 0:36:50 lr: 0.00010000000000000003 img/s: 754.5864616846363 loss: 22.4050 (22.4150) time: 0.3462 data: 0.0005 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87.5000 (87.5000) acc5: 95.3125 (95.3125) time: 1.4965 data: 1.2019 max mem: 9397 +2024-05-27 07:36:37,060 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:03 acc1: 82.0312 (78.5846) acc5: 95.3125 (93.5355) time: 0.1612 data: 0.0001 max mem: 9397 +2024-05-27 07:36:45,058 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 78.1250 (77.8775) acc5: 95.3125 (94.1986) time: 0.1591 data: 0.0001 max mem: 9397 +2024-05-27 07:36:53,025 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 75.7812 (78.0474) acc5: 94.5312 (94.4640) time: 0.1580 data: 0.0001 max mem: 9397 +2024-05-27 07:37:01,051 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 62.5000 (75.4664) acc5: 85.1562 (92.8832) time: 0.1613 data: 0.0001 max mem: 9397 +2024-05-27 07:37:09,102 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 71.0938 (74.0787) acc5: 89.8438 (92.0163) time: 0.1623 data: 0.0001 max mem: 9397 +2024-05-27 07:37:17,158 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 68.7500 (72.9469) acc5: 86.7188 (91.2609) time: 0.1609 data: 0.0001 max mem: 9397 +2024-05-27 07:37:25,122 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 68.7500 (71.9707) acc5: 89.8438 (90.6406) time: 0.1596 data: 0.0001 max mem: 9397 +2024-05-27 07:37:31,426 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-27 07:37:31,426 INFO __main__ * Acc@1 71.8780 Acc@5 90.6400 -2024-03-21 11:48:03,300 INFO __main__ Best top-1 accuracy: 71.5320 -> 71.5880 -2024-03-21 11:48:03,300 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-21 11:48:07,768 INFO torchdistill.misc.log Epoch: [93] [ 0/5005] eta: 5:55:48 lr: 0.00010000000000000003 img/s: 714.1106845073214 loss: 22.4881 (22.4881) time: 4.2654 data: 3.9064 max mem: 9440 -2024-03-21 11:48:25,765 INFO torchdistill.misc.log Epoch: [93] [ 50/5005] eta: 0:36:02 lr: 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eta: 0:00:27 acc1: 72.6562 (71.9833) acc5: 91.4062 (90.6173) time: 0.0795 data: 0.0381 max mem: 9440 -2024-03-21 12:19:00,280 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:21 acc1: 70.3125 (71.9060) acc5: 89.8438 (90.5888) time: 0.0840 data: 0.0425 max mem: 9440 -2024-03-21 12:19:03,925 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 68.7500 (71.4980) acc5: 90.6250 (90.5473) time: 0.0796 data: 0.0376 max mem: 9440 -2024-03-21 12:19:07,433 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 70.3125 (71.3770) acc5: 89.8438 (90.5441) time: 0.0826 data: 0.0394 max mem: 9440 -2024-03-21 12:19:10,874 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 71.0938 (71.4104) acc5: 89.8438 (90.5030) time: 0.0683 data: 0.0250 max mem: 9440 -2024-03-21 12:19:14,492 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 71.0938 (71.5055) acc5: 90.6250 (90.5582) time: 0.0646 data: 0.0210 max mem: 9440 -2024-03-21 12:19:17,253 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-21 12:19:17,254 INFO __main__ * Acc@1 71.5440 Acc@5 90.5420 +2024-05-27 07:37:31,426 INFO __main__ Best top-1 accuracy: 71.8360 -> 71.8780 +2024-05-27 07:37:31,426 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-27 07:37:33,012 INFO torchdistill.misc.log Epoch: [93] [ 0/5005] eta: 2:05:03 lr: 0.00010000000000000003 img/s: 913.0799315620652 loss: 22.9278 (22.9278) time: 1.4993 data: 1.2185 max mem: 9397 +2024-05-27 07:37:46,446 INFO torchdistill.misc.log Epoch: [93] [ 50/5005] eta: 0:24:10 lr: 0.00010000000000000003 img/s: 963.5346570014842 loss: 23.3081 (23.2451) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-27 07:37:59,744 INFO torchdistill.misc.log Epoch: [93] [ 100/5005] eta: 0:22:50 lr: 0.00010000000000000003 img/s: 963.8001743156406 loss: 23.2600 (23.2448) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-27 07:38:13,045 INFO torchdistill.misc.log 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(75.5364) acc5: 85.9375 (92.9726) time: 0.1594 data: 0.0001 max mem: 9397 +2024-05-27 08:00:25,948 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 70.3125 (74.1254) acc5: 89.0625 (92.0661) time: 0.1573 data: 0.0001 max mem: 9397 +2024-05-27 08:00:33,905 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 68.7500 (72.9963) acc5: 86.7188 (91.3232) time: 0.1593 data: 0.0001 max mem: 9397 +2024-05-27 08:00:41,830 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 68.7500 (71.9930) acc5: 89.8438 (90.6851) time: 0.1595 data: 0.0001 max mem: 9397 +2024-05-27 08:00:48,125 INFO torchdistill.misc.log Validation: Total time: 0:01:04 +2024-05-27 08:00:48,126 INFO __main__ * Acc@1 71.8920 Acc@5 90.6860 -2024-03-21 12:19:22,255 INFO torchdistill.misc.log Epoch: [94] [ 0/5005] eta: 6:56:54 lr: 0.00010000000000000003 img/s: 733.1793040769518 loss: 22.2951 (22.2951) time: 4.9980 data: 4.6485 max mem: 9440 -2024-03-21 12:19:40,021 INFO 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12:50:23,009 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:28 acc1: 72.6562 (71.9756) acc5: 90.6250 (90.6791) time: 0.0680 data: 0.0244 max mem: 9440 -2024-03-21 12:50:26,706 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:21 acc1: 71.0938 (71.8595) acc5: 89.8438 (90.6560) time: 0.0771 data: 0.0341 max mem: 9440 -2024-03-21 12:50:30,165 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 69.5312 (71.5058) acc5: 90.6250 (90.5978) time: 0.0629 data: 0.0191 max mem: 9440 -2024-03-21 12:50:33,523 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 70.3125 (71.4392) acc5: 89.8438 (90.5876) time: 0.0637 data: 0.0225 max mem: 9440 -2024-03-21 12:50:37,288 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 71.8750 (71.4701) acc5: 89.8438 (90.5575) time: 0.0600 data: 0.0188 max mem: 9440 -2024-03-21 12:50:40,800 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 71.0938 (71.5567) acc5: 90.6250 (90.6094) time: 0.0643 data: 0.0231 max mem: 9440 -2024-03-21 12:50:43,814 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-21 12:50:43,817 INFO __main__ * Acc@1 71.5920 Acc@5 90.5880 +2024-05-27 08:00:48,126 INFO __main__ Best top-1 accuracy: 71.8780 -> 71.8920 +2024-05-27 08:00:48,126 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-27 08:00:50,248 INFO torchdistill.misc.log Epoch: [94] [ 0/5005] eta: 2:49:02 lr: 0.00010000000000000003 img/s: 949.4779480685769 loss: 23.0321 (23.0321) time: 2.0265 data: 1.7565 max mem: 9397 +2024-05-27 08:01:03,533 INFO torchdistill.misc.log Epoch: [94] [ 50/5005] eta: 0:24:47 lr: 0.00010000000000000003 img/s: 963.1042591283694 loss: 23.2980 (23.2130) time: 0.2660 data: 0.0001 max mem: 9397 +2024-05-27 08:01:16,831 INFO torchdistill.misc.log Epoch: [94] [ 100/5005] eta: 0:23:09 lr: 0.00010000000000000003 img/s: 963.8062301627195 loss: 23.2271 (23.2178) time: 0.2660 data: 0.0001 max 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torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 64.0625 (75.4936) acc5: 85.1562 (92.9066) time: 0.1607 data: 0.0001 max mem: 9397 +2024-05-27 08:23:42,504 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 69.5312 (74.0756) acc5: 89.8438 (92.0163) time: 0.1607 data: 0.0001 max mem: 9397 +2024-05-27 08:23:50,445 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 68.7500 (72.9366) acc5: 85.9375 (91.2713) time: 0.1576 data: 0.0001 max mem: 9397 +2024-05-27 08:23:58,472 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 68.7500 (71.9462) acc5: 89.8438 (90.6628) time: 0.1600 data: 0.0001 max mem: 9397 +2024-05-27 08:24:04,731 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-27 08:24:04,731 INFO __main__ * Acc@1 71.8760 Acc@5 90.6680 -2024-03-21 12:50:43,817 INFO __main__ Best top-1 accuracy: 71.5880 -> 71.5920 -2024-03-21 12:50:43,817 INFO __main__ Updating ckpt at 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torchdistill.misc.log Validation: [ 0/391] eta: 0:18:38 acc1: 71.8750 (71.8750) acc5: 89.8438 (89.8438) time: 2.8605 data: 2.8135 max mem: 9440 -2024-03-21 13:22:01,909 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:41 acc1: 71.0938 (71.7525) acc5: 89.8438 (90.5790) time: 0.0787 data: 0.0351 max mem: 9440 -2024-03-21 13:22:05,164 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:27 acc1: 71.8750 (71.9214) acc5: 90.6250 (90.6018) time: 0.0586 data: 0.0174 max mem: 9440 -2024-03-21 13:22:08,843 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:20 acc1: 71.8750 (71.8543) acc5: 89.8438 (90.5681) time: 0.0692 data: 0.0281 max mem: 9440 -2024-03-21 13:22:12,257 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:15 acc1: 70.3125 (71.4475) acc5: 89.8438 (90.5278) time: 0.0642 data: 0.0228 max mem: 9440 -2024-03-21 13:22:15,683 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 71.0938 (71.3894) acc5: 89.8438 (90.5005) time: 0.0685 data: 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eta: 0:00:40 acc1: 77.3438 (78.1457) acc5: 94.5312 (94.4433) time: 0.1603 data: 0.0001 max mem: 9397 +2024-05-27 08:46:51,069 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 64.0625 (75.5325) acc5: 85.9375 (92.9027) time: 0.1619 data: 0.0001 max mem: 9397 +2024-05-27 08:46:59,065 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 69.5312 (74.1440) acc5: 89.0625 (92.0007) time: 0.1598 data: 0.0001 max mem: 9397 +2024-05-27 08:47:07,097 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:14 acc1: 67.9688 (72.9989) acc5: 86.7188 (91.2609) time: 0.1613 data: 0.0001 max mem: 9397 +2024-05-27 08:47:15,043 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 69.5312 (72.0241) acc5: 89.8438 (90.6450) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-27 08:47:21,322 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-27 08:47:21,322 INFO __main__ * Acc@1 71.9200 Acc@5 90.6440 -2024-03-21 13:22:30,202 INFO 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max mem: 9440 -2024-03-21 13:53:24,053 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:42 acc1: 71.8750 (71.7371) acc5: 89.8438 (90.4718) time: 0.0709 data: 0.0273 max mem: 9440 -2024-03-21 13:53:27,611 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:28 acc1: 72.6562 (71.9833) acc5: 90.6250 (90.5863) time: 0.0790 data: 0.0349 max mem: 9440 -2024-03-21 13:53:31,279 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:21 acc1: 71.8750 (71.8802) acc5: 89.8438 (90.5681) time: 0.0877 data: 0.0444 max mem: 9440 -2024-03-21 13:53:34,635 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 69.5312 (71.5019) acc5: 90.6250 (90.5473) time: 0.0782 data: 0.0356 max mem: 9440 -2024-03-21 13:53:38,082 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 70.3125 (71.4299) acc5: 89.8438 (90.5316) time: 0.0701 data: 0.0279 max mem: 9440 -2024-03-21 13:53:41,647 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 71.8750 (71.4675) acc5: 89.8438 (90.5030) time: 0.0671 data: 0.0245 max mem: 9440 -2024-03-21 13:53:45,099 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 71.8750 (71.5656) acc5: 91.4062 (90.5649) time: 0.0618 data: 0.0177 max mem: 9440 -2024-03-21 13:53:48,150 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-21 13:53:48,152 INFO __main__ * Acc@1 71.6180 Acc@5 90.5500 +2024-05-27 08:47:21,322 INFO __main__ Best top-1 accuracy: 71.8920 -> 71.9200 +2024-05-27 08:47:21,322 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-27 08:47:22,978 INFO torchdistill.misc.log Epoch: [96] [ 0/5005] eta: 2:10:43 lr: 0.00010000000000000003 img/s: 960.5557032618439 loss: 22.9463 (22.9463) time: 1.5671 data: 1.3003 max mem: 9397 +2024-05-27 08:47:36,362 INFO torchdistill.misc.log Epoch: [96] [ 50/5005] eta: 0:24:12 lr: 0.00010000000000000003 img/s: 963.7941185446621 loss: 23.2257 (23.2866) time: 0.2660 data: 0.0001 max mem: 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09:09:59,571 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 77.3438 (78.1974) acc5: 94.5312 (94.4743) time: 0.1679 data: 0.0001 max mem: 9397 +2024-05-27 09:10:07,605 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 63.2812 (75.5947) acc5: 85.9375 (92.9221) time: 0.1610 data: 0.0001 max mem: 9397 +2024-05-27 09:10:15,603 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 70.3125 (74.1658) acc5: 89.0625 (92.0256) time: 0.1588 data: 0.0001 max mem: 9397 +2024-05-27 09:10:23,599 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 68.7500 (73.0404) acc5: 85.9375 (91.2765) time: 0.1593 data: 0.0001 max mem: 9397 +2024-05-27 09:10:31,542 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 67.9688 (72.0286) acc5: 89.8438 (90.6495) time: 0.1581 data: 0.0001 max mem: 9397 +2024-05-27 09:10:37,814 INFO torchdistill.misc.log Validation: Total time: 0:01:03 +2024-05-27 09:10:37,814 INFO __main__ * Acc@1 71.9300 Acc@5 90.6560 -2024-03-21 13:53:48,153 INFO __main__ Best top-1 accuracy: 71.5920 -> 71.6180 -2024-03-21 13:53:48,153 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-21 13:53:53,084 INFO torchdistill.misc.log Epoch: [97] [ 0/5005] eta: 6:32:39 lr: 0.00010000000000000003 img/s: 735.2421979851985 loss: 22.5362 (22.5362) time: 4.7072 data: 4.3587 max mem: 9440 -2024-03-21 13:54:10,739 INFO torchdistill.misc.log Epoch: [97] [ 50/5005] eta: 0:36:12 lr: 0.00010000000000000003 img/s: 741.5717947106449 loss: 22.4147 (22.3898) time: 0.3467 data: 0.0005 max mem: 9440 -2024-03-21 13:54:29,250 INFO torchdistill.misc.log Epoch: [97] [ 100/5005] eta: 0:33:04 lr: 0.00010000000000000003 img/s: 734.482765602619 loss: 22.3937 (22.3964) time: 0.3772 data: 0.0293 max mem: 9440 -2024-03-21 13:54:47,594 INFO torchdistill.misc.log Epoch: [97] [ 150/5005] eta: 0:31:43 lr: 0.00010000000000000003 img/s: 733.6176208949554 loss: 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data: 0.0290 max mem: 9440 -2024-03-21 14:24:53,574 INFO torchdistill.misc.log Epoch: [97] Total time: 0:31:05 -2024-03-21 14:24:56,712 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:20:23 acc1: 71.0938 (71.0938) acc5: 89.8438 (89.8438) time: 3.1294 data: 3.0860 max mem: 9440 -2024-03-21 14:25:00,123 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:00:43 acc1: 71.0938 (71.7525) acc5: 89.8438 (90.4259) time: 0.0839 data: 0.0426 max mem: 9440 -2024-03-21 14:25:03,566 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:28 acc1: 72.6562 (71.9833) acc5: 91.4062 (90.5476) time: 0.0630 data: 0.0218 max mem: 9440 -2024-03-21 14:25:07,111 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:21 acc1: 71.8750 (71.9009) acc5: 89.8438 (90.5526) time: 0.0692 data: 0.0278 max mem: 9440 -2024-03-21 14:25:10,663 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:16 acc1: 69.5312 (71.5135) acc5: 90.6250 (90.5239) time: 0.0628 data: 0.0215 max mem: 9440 -2024-03-21 14:25:13,980 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 70.3125 (71.4361) acc5: 89.8438 (90.5347) time: 0.0565 data: 0.0152 max mem: 9440 -2024-03-21 14:25:17,666 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 71.8750 (71.4597) acc5: 89.8438 (90.5264) time: 0.0597 data: 0.0182 max mem: 9440 -2024-03-21 14:25:21,105 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 71.8750 (71.5300) acc5: 90.6250 (90.5627) time: 0.0666 data: 0.0255 max mem: 9440 -2024-03-21 14:25:24,204 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-21 14:25:24,205 INFO __main__ * Acc@1 71.5900 Acc@5 90.5440 +2024-05-27 09:10:37,814 INFO __main__ Best top-1 accuracy: 71.9200 -> 71.9300 +2024-05-27 09:10:37,814 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/ilsvrc2012-resnet18_from_resnet34.pt +2024-05-27 09:10:39,806 INFO torchdistill.misc.log Epoch: [97] [ 0/5005] eta: 2:38:50 lr: 0.00010000000000000003 img/s: 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(71.5368) acc5: 90.6250 (90.5084) time: 0.0722 data: 0.0310 max mem: 9440 -2024-03-21 14:56:53,373 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:11 acc1: 70.3125 (71.4548) acc5: 90.6250 (90.5192) time: 0.0720 data: 0.0308 max mem: 9440 -2024-03-21 14:56:56,864 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:07 acc1: 71.8750 (71.5142) acc5: 89.8438 (90.5004) time: 0.0615 data: 0.0204 max mem: 9440 -2024-03-21 14:57:00,398 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:03 acc1: 71.8750 (71.6035) acc5: 89.8438 (90.5515) time: 0.0699 data: 0.0285 max mem: 9440 -2024-03-21 14:57:03,382 INFO torchdistill.misc.log Validation: Total time: 0:00:30 -2024-03-21 14:57:03,383 INFO __main__ * Acc@1 71.6500 Acc@5 90.5440 +2024-05-27 09:33:56,346 INFO torchdistill.misc.log Epoch: [98] [ 0/5005] eta: 3:01:44 lr: 0.00010000000000000003 img/s: 937.4047410560648 loss: 23.4340 (23.4340) time: 2.1788 data: 1.9054 max mem: 9397 +2024-05-27 09:34:09,622 INFO 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09:56:24,721 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 79.6875 (77.8775) acc5: 95.3125 (94.3069) time: 0.1570 data: 0.0001 max mem: 9397 +2024-05-27 09:56:32,731 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:41 acc1: 76.5625 (78.0733) acc5: 94.5312 (94.5002) time: 0.1603 data: 0.0001 max mem: 9397 +2024-05-27 09:56:40,699 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:32 acc1: 64.0625 (75.5208) acc5: 85.1562 (92.9377) time: 0.1600 data: 0.0001 max mem: 9397 +2024-05-27 09:56:48,726 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 71.0938 (74.1098) acc5: 89.0625 (92.0288) time: 0.1612 data: 0.0001 max mem: 9397 +2024-05-27 09:56:56,729 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 67.9688 (72.9677) acc5: 86.7188 (91.2739) time: 0.1601 data: 0.0001 max mem: 9397 +2024-05-27 09:57:04,769 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 68.7500 (71.9907) acc5: 89.8438 (90.6673) time: 0.1616 data: 0.0001 max mem: 9397 +2024-05-27 09:57:11,025 INFO torchdistill.misc.log Validation: Total time: 0:01:04 +2024-05-27 09:57:11,025 INFO __main__ * Acc@1 71.9000 Acc@5 90.6700 -2024-03-21 14:57:03,384 INFO __main__ Best top-1 accuracy: 71.6180 -> 71.6500 -2024-03-21 14:57:03,384 INFO __main__ Updating ckpt at ./resource/ckpt/ilsvrc2012/srd/imagenet2012-resnet18_from_resnet34_final_v2.pt -2024-03-21 14:57:08,408 INFO torchdistill.misc.log Epoch: [99] [ 0/5005] eta: 6:42:41 lr: 0.00010000000000000003 img/s: 735.5040880296355 loss: 22.1071 (22.1071) time: 4.8275 data: 4.4789 max mem: 9440 -2024-03-21 14:57:26,019 INFO torchdistill.misc.log Epoch: [99] [ 50/5005] eta: 0:36:19 lr: 0.00010000000000000003 img/s: 740.8150814885546 loss: 22.3491 (22.3507) time: 0.3461 data: 0.0005 max mem: 9440 -2024-03-21 14:57:43,337 INFO torchdistill.misc.log Epoch: [99] [ 100/5005] eta: 0:32:10 lr: 0.00010000000000000003 img/s: 740.2389906062181 loss: 22.4408 (22.3770) time: 0.3466 data: 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data: 0.0001 max mem: 9397 +2024-05-27 10:18:56,076 INFO torchdistill.misc.log Epoch: [99] [4900/5005] eta: 0:00:27 lr: 0.00010000000000000003 img/s: 962.3774322902382 loss: 23.2927 (23.2445) time: 0.2659 data: 0.0001 max mem: 9397 +2024-05-27 10:19:09,369 INFO torchdistill.misc.log Epoch: [99] [4950/5005] eta: 0:00:14 lr: 0.00010000000000000003 img/s: 963.7179953436023 loss: 23.1935 (23.2445) time: 0.2658 data: 0.0001 max mem: 9397 +2024-05-27 10:19:22,693 INFO torchdistill.misc.log Epoch: [99] [5000/5005] eta: 0:00:01 lr: 0.00010000000000000003 img/s: 964.9807712355803 loss: 23.3304 (23.2448) time: 0.2655 data: 0.0000 max mem: 9397 +2024-05-27 10:19:23,788 INFO torchdistill.misc.log Epoch: [99] Total time: 0:22:12 +2024-05-27 10:19:24,947 INFO torchdistill.misc.log Validation: [ 0/391] eta: 0:07:32 acc1: 88.2812 (88.2812) acc5: 95.3125 (95.3125) time: 1.1569 data: 0.7805 max mem: 9397 +2024-05-27 10:19:33,388 INFO torchdistill.misc.log Validation: [ 50/391] eta: 0:01:04 acc1: 81.2500 (78.5999) acc5: 95.3125 (93.4896) time: 0.1590 data: 0.0001 max mem: 9397 +2024-05-27 10:19:41,367 INFO torchdistill.misc.log Validation: [100/391] eta: 0:00:50 acc1: 78.1250 (77.8079) acc5: 95.3125 (94.1909) time: 0.1591 data: 0.0001 max mem: 9397 +2024-05-27 10:19:49,367 INFO torchdistill.misc.log Validation: [150/391] eta: 0:00:40 acc1: 77.3438 (78.0681) acc5: 94.5312 (94.4278) time: 0.1607 data: 0.0001 max mem: 9397 +2024-05-27 10:19:57,337 INFO torchdistill.misc.log Validation: [200/391] eta: 0:00:31 acc1: 64.0625 (75.5403) acc5: 85.9375 (92.8599) time: 0.1594 data: 0.0001 max mem: 9397 +2024-05-27 10:20:05,358 INFO torchdistill.misc.log Validation: [250/391] eta: 0:00:23 acc1: 69.5312 (74.0911) acc5: 89.0625 (91.9541) time: 0.1616 data: 0.0001 max mem: 9397 +2024-05-27 10:20:13,621 INFO torchdistill.misc.log Validation: [300/391] eta: 0:00:15 acc1: 68.7500 (72.9859) acc5: 86.7188 (91.2194) time: 0.1597 data: 0.0001 max mem: 9397 +2024-05-27 10:20:21,595 INFO torchdistill.misc.log Validation: [350/391] eta: 0:00:06 acc1: 68.7500 (72.0197) acc5: 89.8438 (90.6094) time: 0.1598 data: 0.0001 max mem: 9397 +2024-05-27 10:20:27,831 INFO torchdistill.misc.log Validation: Total time: 0:01:04 +2024-05-27 10:20:27,832 INFO __main__ * Acc@1 71.9280 Acc@5 90.6260 -2024-03-21 15:28:15,455 INFO __main__ Training time 2 days, 4:51:10 -2024-03-21 15:28:15,647 INFO torchdistill.common.main_util Loading model parameters -2024-03-21 15:28:15,681 INFO __main__ [Teacher: resnet34] -2024-03-21 15:28:16,804 INFO torchdistill.misc.log Test: [ 0/50000] eta: 15:34:54 acc1: 0.0000 (0.0000) acc5: 100.0000 (100.0000) time: 1.1219 data: 1.0875 max mem: 9440 -2024-03-21 15:28:22,183 INFO torchdistill.misc.log Test: [ 1000/50000] eta: 0:05:18 acc1: 100.0000 (72.5275) acc5: 100.0000 (91.7083) time: 0.0048 data: 0.0002 max mem: 9440 -2024-03-21 15:28:27,372 INFO torchdistill.misc.log Test: [ 2000/50000] eta: 0:04:40 acc1: 100.0000 (73.6632) acc5: 100.0000 (91.9540) time: 0.0051 data: 0.0002 max mem: 9440 -2024-03-21 15:28:32,663 INFO torchdistill.misc.log Test: [ 3000/50000] eta: 0:04:25 acc1: 100.0000 (74.2419) acc5: 100.0000 (92.2692) time: 0.0052 data: 0.0002 max mem: 9440 -2024-03-21 15:28:37,985 INFO torchdistill.misc.log Test: [ 4000/50000] eta: 0:04:16 acc1: 100.0000 (73.6066) acc5: 100.0000 (92.0520) time: 0.0052 data: 0.0002 max mem: 9440 -2024-03-21 15:28:43,338 INFO torchdistill.misc.log Test: [ 5000/50000] eta: 0:04:08 acc1: 100.0000 (73.2454) acc5: 100.0000 (91.8216) time: 0.0057 data: 0.0002 max mem: 9440 -2024-03-21 15:28:48,730 INFO torchdistill.misc.log Test: [ 6000/50000] eta: 0:04:02 acc1: 100.0000 (73.2211) acc5: 100.0000 (91.8347) time: 0.0050 data: 0.0002 max mem: 9440 -2024-03-21 15:28:54,011 INFO torchdistill.misc.log Test: [ 7000/50000] eta: 0:03:55 acc1: 100.0000 (73.6466) acc5: 100.0000 (91.8583) time: 0.0053 data: 0.0002 max mem: 9440 -2024-03-21 15:28:59,160 INFO torchdistill.misc.log Test: [ 8000/50000] eta: 0:03:48 acc1: 100.0000 (73.6908) acc5: 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time: 0.0043 data: 0.0002 max mem: 9440 -2024-03-21 15:32:07,610 INFO torchdistill.misc.log Test: [43000/50000] eta: 0:00:37 acc1: 100.0000 (73.4309) acc5: 100.0000 (91.5676) time: 0.0045 data: 0.0002 max mem: 9440 -2024-03-21 15:32:12,762 INFO torchdistill.misc.log Test: [44000/50000] eta: 0:00:32 acc1: 100.0000 (73.4279) acc5: 100.0000 (91.5547) time: 0.0048 data: 0.0002 max mem: 9440 -2024-03-21 15:32:17,857 INFO torchdistill.misc.log Test: [45000/50000] eta: 0:00:26 acc1: 100.0000 (73.4161) acc5: 100.0000 (91.5513) time: 0.0056 data: 0.0007 max mem: 9440 -2024-03-21 15:32:23,062 INFO torchdistill.misc.log Test: [46000/50000] eta: 0:00:21 acc1: 100.0000 (73.4310) acc5: 100.0000 (91.5350) time: 0.0087 data: 0.0040 max mem: 9440 -2024-03-21 15:32:28,221 INFO torchdistill.misc.log Test: [47000/50000] eta: 0:00:16 acc1: 100.0000 (73.3984) acc5: 100.0000 (91.5300) time: 0.0054 data: 0.0002 max mem: 9440 -2024-03-21 15:32:33,077 INFO torchdistill.misc.log Test: [48000/50000] eta: 0:00:10 acc1: 100.0000 (73.4235) acc5: 100.0000 (91.5335) time: 0.0045 data: 0.0002 max mem: 9440 -2024-03-21 15:32:38,184 INFO torchdistill.misc.log Test: [49000/50000] eta: 0:00:05 acc1: 100.0000 (73.4148) acc5: 100.0000 (91.5206) time: 0.0051 data: 0.0002 max mem: 9440 -2024-03-21 15:32:43,443 INFO torchdistill.misc.log Test: Total time: 0:04:27 -2024-03-21 15:32:43,445 INFO __main__ * Acc@1 73.4320 Acc@5 91.5100 +2024-05-27 10:20:27,832 INFO __main__ Training time 1 day, 14:47:44 +2024-05-27 10:20:27,881 INFO torchdistill.common.main_util Loading model parameters +2024-05-27 10:20:27,889 INFO __main__ [Teacher: resnet34] +2024-05-27 10:20:28,277 INFO torchdistill.misc.log Test: [ 0/50000] eta: 5:22:41 acc1: 0.0000 (0.0000) acc5: 100.0000 (100.0000) time: 0.3872 data: 0.2167 max mem: 9397 +2024-05-27 10:20:31,778 INFO torchdistill.misc.log Test: [ 1000/50000] eta: 0:03:10 acc1: 100.0000 (88.3117) acc5: 100.0000 (97.4026) time: 0.0034 data: 0.0001 max mem: 9397 +2024-05-27 10:20:35,304 INFO 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(90.5874) time: 0.0022 data: 0.0001 max mem: 9397 +2024-05-27 10:25:08,663 INFO torchdistill.misc.log Test: [48000/50000] eta: 0:00:04 acc1: 100.0000 (71.9735) acc5: 100.0000 (90.6731) time: 0.0022 data: 0.0001 max mem: 9397 +2024-05-27 10:25:10,869 INFO torchdistill.misc.log Test: [49000/50000] eta: 0:00:02 acc1: 100.0000 (71.7251) acc5: 100.0000 (90.5920) time: 0.0023 data: 0.0001 max mem: 9397 +2024-05-27 10:25:13,100 INFO torchdistill.misc.log Test: Total time: 0:01:50 +2024-05-27 10:25:13,100 INFO __main__ * Acc@1 71.9180 Acc@5 90.6540 diff --git a/configs/official/ilsvrc2012/roymiles/aaai2024/srd-resnet18_from_resnet34.yaml b/configs/official/ilsvrc2012/roymiles/aaai2024/srd-resnet18_from_resnet34.yaml index b4e86acc..a4465718 100644 --- a/configs/official/ilsvrc2012/roymiles/aaai2024/srd-resnet18_from_resnet34.yaml +++ b/configs/official/ilsvrc2012/roymiles/aaai2024/srd-resnet18_from_resnet34.yaml @@ -116,8 +116,8 @@ train: sequential: [] forward_hook: input: [] - output: ['model.layer4'] - wrapper: 'DataParallel' + output: ['model.layer4', 'norm_layer'] + wrapper: requires_grad: False student: forward_proc: 'forward_batch_only' @@ -139,8 +139,8 @@ train: frozen_modules: [] forward_hook: input: [] - output: ['model.layer4'] - wrapper: 'DataParallel' + output: ['model.layer4', 'norm_layer'] + wrapper: requires_grad: True optimizer: key: 'SGD' @@ -176,9 +176,9 @@ train: criterion: key: 'SRDLoss' kwargs: - student_feature_module_path: 'model.layer4' + student_feature_module_path: 'norm_layer' student_feature_module_io: 'output' - teacher_feature_module_path: 'model.layer4' + teacher_feature_module_path: 'norm_layer' teacher_feature_module_io: 'output' student_linear_module_path: '.' student_linear_module_io: 'output' diff --git a/docs/source/_static/benchmarks/imagenet-resnet18_kd.tsv b/docs/source/_static/benchmarks/imagenet-resnet18_kd.tsv index 3a17fbfc..3d82a088 100644 --- a/docs/source/_static/benchmarks/imagenet-resnet18_kd.tsv +++ b/docs/source/_static/benchmarks/imagenet-resnet18_kd.tsv @@ -11,5 +11,5 @@ PAD-:math:`L_2` 71.71 71.71 `torchdistill/configs/official/ `_ ICKD 72.19 68.34 `torchdistill/configs/sample/ `_ DIST 72.07 71.95 `torchdistill/configs/sample/ `_ -SRD 71.63 71.65 `torchdistill/configs/official/ `_ +SRD 71.63 71.92 `torchdistill/configs/official/ `_ KD w/ LS 71.42 71.23 `torchdistill/configs/sample/ `_