in1k_12357031_0_log.out

MASTER_ADDR=g3040
submitit INFO (2023-05-07 11:16:05,564) - Starting with JobEnvironment(job_id=12357031, hostname=g3040, local_rank=0(8), node=0(1), global_rank=0(8))
submitit INFO (2023-05-07 11:16:05,565) - Loading pickle: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/12357031_submitted.pkl
Process group: 8 tasks, rank: 0
in init distributed mode
Namespace(account='krishna', accum_iter=4, batch_size=512, blr=0.1, comment='', data_path='/data/yfcc-tmp/imagenet/', device='cuda', dist_eval=True, dist_on_itp=False, dist_url='env://', epochs=90, eval=False, finetune='/gscratch/sciencehub/mahtab/models/mae+crocodecoder_v2/checkpoint-120.pth', global_pool=False, gpu=0, job_dir='/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/', local_rank=0, log_dir=PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe'), lr=None, min_lr=0.0, model='vit_base_patch16', nb_classes=1000, ngpus=8, nodes=1, num_workers=10, output_dir=PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe'), partition='gpu-a40', pin_mem=True, rank=0, resume='', seed=0, start_epoch=0, timeout=2400, use_volta32=False, warmup_epochs=10, weight_decay=0.0, world_size=8)
in eelif 'SLURM_PROCID' in os.environ:
Namespace(account='krishna', accum_iter=4, batch_size=512, blr=0.1, comment='', data_path='/data/yfcc-tmp/imagenet/', device='cuda', dist_backend='nccl', dist_eval=True, dist_on_itp=False, dist_url='env://', distributed=True, epochs=90, eval=False, finetune='/gscratch/sciencehub/mahtab/models/mae+crocodecoder_v2/checkpoint-120.pth', global_pool=False, gpu=0, job_dir='/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/', local_rank=0, log_dir=PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe'), lr=None, min_lr=0.0, model='vit_base_patch16', nb_classes=1000, ngpus=8, nodes=1, num_workers=10, output_dir=PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe'), partition='gpu-a40', pin_mem=True, rank=0, resume='', seed=0, start_epoch=0, timeout=2400, use_volta32=False, warmup_epochs=10, weight_decay=0.0, world_size=8)
| distributed init (rank 0): env://, gpu 0
Namespace(account='krishna', accum_iter=4, batch_size=512, blr=0.1, comment='', data_path='/data/yfcc-tmp/imagenet/', device='cuda', dist_backend='nccl', dist_eval=True, dist_on_itp=False, dist_url='env://', distributed=True, epochs=90, eval=False, finetune='/gscratch/sciencehub/mahtab/models/mae+crocodecoder_v2/checkpoint-120.pth', global_pool=False, gpu=0, job_dir='/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/', local_rank=0, log_dir=PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe'), lr=None, min_lr=0.0, model='vit_base_patch16', nb_classes=1000, ngpus=8, nodes=1, num_workers=10, output_dir=PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe'), partition='gpu-a40', pin_mem=True, rank=0, resume='', seed=0, start_epoch=0, timeout=2400, use_volta32=False, warmup_epochs=10, weight_decay=0.0, world_size=8)
Namespace(account='krishna', accum_iter=4, batch_size=512, blr=0.1, comment='', data_path='/data/yfcc-tmp/imagenet/', device='cuda', dist_backend='nccl', dist_eval=True, dist_on_itp=False, dist_url='env://', distributed=True, epochs=90, eval=False, finetune='/gscratch/sciencehub/mahtab/models/mae+crocodecoder_v2/checkpoint-120.pth', global_pool=False, gpu=0, job_dir='/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/', local_rank=0, log_dir=PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe'), lr=None, min_lr=0.0, model='vit_base_patch16', nb_classes=1000, ngpus=8, nodes=1, num_workers=10, output_dir=PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe'), partition='gpu-a40', pin_mem=True, rank=0, resume='', seed=0, start_epoch=0, timeout=2400, use_volta32=False, warmup_epochs=10, weight_decay=0.0, world_size=8)
before barrier
[11:16:54.353178] in init distributed mode args Namespace(account='krishna', accum_iter=4, batch_size=512, blr=0.1, comment='', data_path='/data/yfcc-tmp/imagenet/', device='cuda', dist_backend='nccl', dist_eval=True, dist_on_itp=False, dist_url='env://', distributed=True, epochs=90, eval=False, finetune='/gscratch/sciencehub/mahtab/models/mae+crocodecoder_v2/checkpoint-120.pth', global_pool=False, gpu=0, job_dir='/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/', local_rank=0, log_dir=PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe'), lr=None, min_lr=0.0, model='vit_base_patch16', nb_classes=1000, ngpus=8, nodes=1, num_workers=10, output_dir=PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe'), partition='gpu-a40', pin_mem=True, rank=0, resume='', seed=0, start_epoch=0, timeout=2400, use_volta32=False, warmup_epochs=10, weight_decay=0.0, world_size=8)
[11:16:54.353587] job dir: /mmfs1/gscratch/sciencehub/kmarathe/models/SSL/MAE/mae
[11:16:54.353701] Namespace(account='krishna',
accum_iter=4,
batch_size=512,
blr=0.1,
comment='',
data_path='/data/yfcc-tmp/imagenet/',
device='cuda',
dist_backend='nccl',
dist_eval=True,
dist_on_itp=False,
dist_url='env://',
distributed=True,
epochs=90,
eval=False,
finetune='/gscratch/sciencehub/mahtab/models/mae+crocodecoder_v2/checkpoint-120.pth',
global_pool=False,
gpu=0,
job_dir='/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/',
local_rank=0,
log_dir=PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe'),
lr=None,
min_lr=0.0,
model='vit_base_patch16',
nb_classes=1000,
ngpus=8,
nodes=1,
num_workers=10,
output_dir=PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe'),
partition='gpu-a40',
pin_mem=True,
rank=0,
resume='',
seed=0,
start_epoch=0,
timeout=2400,
use_volta32=False,
warmup_epochs=10,
weight_decay=0.0,
world_size=8)
[11:16:54.353733] cuda
[11:17:01.496542] Dataset ImageFolder
    Number of datapoints: 1281167
    Root location: /data/yfcc-tmp/imagenet/train
    StandardTransform
Transform: Compose(
               RandomResizedCrop(size=(224, 224), scale=(0.08, 1.0), ratio=(0.75, 1.3333), interpolation=bicubic)
               RandomHorizontalFlip(p=0.5)
               ToTensor()
               Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])
           )
[11:17:01.496745] Dataset ImageFolder
    Number of datapoints: 50000
    Root location: /data/yfcc-tmp/imagenet/val
    StandardTransform
Transform: Compose(
               Resize(size=256, interpolation=bicubic, max_size=None, antialias=None)
               CenterCrop(size=(224, 224))
               ToTensor()
               Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])
           )
[11:17:01.496844] Sampler_train = <torch.utils.data.distributed.DistributedSampler object at 0x14ff2f30dd90>
[11:17:08.410169] Load pre-trained checkpoint from: /gscratch/sciencehub/mahtab/models/mae+crocodecoder_v2/checkpoint-120.pth
[11:17:08.410245] checkpoint model keys odict_keys(['cls_token', 'pos_embed', 'mask_token', 'decoder_pos_embed', 'discriminator_block.0.weight', 'discriminator_block.0.bias', 'discriminator_block.2.weight', 'discriminator_block.2.bias', 'discriminator_block.4.weight', 'discriminator_block.4.bias', 'discriminator_block.6.weight', 'discriminator_block.6.bias', 'patch_embed.proj.weight', 'patch_embed.proj.bias', 'blocks.0.norm1.weight', 'blocks.0.norm1.bias', 'blocks.0.attn.qkv.weight', 'blocks.0.attn.qkv.bias', 'blocks.0.attn.proj.weight', 'blocks.0.attn.proj.bias', 'blocks.0.norm2.weight', 'blocks.0.norm2.bias', 'blocks.0.mlp.fc1.weight', 'blocks.0.mlp.fc1.bias', 'blocks.0.mlp.fc2.weight', 'blocks.0.mlp.fc2.bias', 'blocks.1.norm1.weight', 'blocks.1.norm1.bias', 'blocks.1.attn.qkv.weight', 'blocks.1.attn.qkv.bias', 'blocks.1.attn.proj.weight', 'blocks.1.attn.proj.bias', 'blocks.1.norm2.weight', 'blocks.1.norm2.bias', 'blocks.1.mlp.fc1.weight', 'blocks.1.mlp.fc1.bias', 'blocks.1.mlp.fc2.weight', 'blocks.1.mlp.fc2.bias', 'blocks.2.norm1.weight', 'blocks.2.norm1.bias', 'blocks.2.attn.qkv.weight', 'blocks.2.attn.qkv.bias', 'blocks.2.attn.proj.weight', 'blocks.2.attn.proj.bias', 'blocks.2.norm2.weight', 'blocks.2.norm2.bias', 'blocks.2.mlp.fc1.weight', 'blocks.2.mlp.fc1.bias', 'blocks.2.mlp.fc2.weight', 'blocks.2.mlp.fc2.bias', 'blocks.3.norm1.weight', 'blocks.3.norm1.bias', 'blocks.3.attn.qkv.weight', 'blocks.3.attn.qkv.bias', 'blocks.3.attn.proj.weight', 'blocks.3.attn.proj.bias', 'blocks.3.norm2.weight', 'blocks.3.norm2.bias', 'blocks.3.mlp.fc1.weight', 'blocks.3.mlp.fc1.bias', 'blocks.3.mlp.fc2.weight', 'blocks.3.mlp.fc2.bias', 'blocks.4.norm1.weight', 'blocks.4.norm1.bias', 'blocks.4.attn.qkv.weight', 'blocks.4.attn.qkv.bias', 'blocks.4.attn.proj.weight', 'blocks.4.attn.proj.bias', 'blocks.4.norm2.weight', 'blocks.4.norm2.bias', 'blocks.4.mlp.fc1.weight', 'blocks.4.mlp.fc1.bias', 'blocks.4.mlp.fc2.weight', 'blocks.4.mlp.fc2.bias', 'blocks.5.norm1.weight', 'blocks.5.norm1.bias', 'blocks.5.attn.qkv.weight', 'blocks.5.attn.qkv.bias', 'blocks.5.attn.proj.weight', 'blocks.5.attn.proj.bias', 'blocks.5.norm2.weight', 'blocks.5.norm2.bias', 'blocks.5.mlp.fc1.weight', 'blocks.5.mlp.fc1.bias', 'blocks.5.mlp.fc2.weight', 'blocks.5.mlp.fc2.bias', 'blocks.6.norm1.weight', 'blocks.6.norm1.bias', 'blocks.6.attn.qkv.weight', 'blocks.6.attn.qkv.bias', 'blocks.6.attn.proj.weight', 'blocks.6.attn.proj.bias', 'blocks.6.norm2.weight', 'blocks.6.norm2.bias', 'blocks.6.mlp.fc1.weight', 'blocks.6.mlp.fc1.bias', 'blocks.6.mlp.fc2.weight', 'blocks.6.mlp.fc2.bias', 'blocks.7.norm1.weight', 'blocks.7.norm1.bias', 'blocks.7.attn.qkv.weight', 'blocks.7.attn.qkv.bias', 'blocks.7.attn.proj.weight', 'blocks.7.attn.proj.bias', 'blocks.7.norm2.weight', 'blocks.7.norm2.bias', 'blocks.7.mlp.fc1.weight', 'blocks.7.mlp.fc1.bias', 'blocks.7.mlp.fc2.weight', 'blocks.7.mlp.fc2.bias', 'blocks.8.norm1.weight', 'blocks.8.norm1.bias', 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'decoder_blocks_croco.5.cross_attn.projv.bias', 'decoder_blocks_croco.5.cross_attn.proj.weight', 'decoder_blocks_croco.5.cross_attn.proj.bias', 'decoder_blocks_croco.5.norm2.weight', 'decoder_blocks_croco.5.norm2.bias', 'decoder_blocks_croco.5.norm3.weight', 'decoder_blocks_croco.5.norm3.bias', 'decoder_blocks_croco.5.mlp.fc1.weight', 'decoder_blocks_croco.5.mlp.fc1.bias', 'decoder_blocks_croco.5.mlp.fc2.weight', 'decoder_blocks_croco.5.mlp.fc2.bias', 'decoder_blocks_croco.5.norm_y.weight', 'decoder_blocks_croco.5.norm_y.bias', 'decoder_blocks_croco.6.norm1.weight', 'decoder_blocks_croco.6.norm1.bias', 'decoder_blocks_croco.6.attn.qkv.weight', 'decoder_blocks_croco.6.attn.qkv.bias', 'decoder_blocks_croco.6.attn.proj.weight', 'decoder_blocks_croco.6.attn.proj.bias', 'decoder_blocks_croco.6.cross_attn.projq.weight', 'decoder_blocks_croco.6.cross_attn.projq.bias', 'decoder_blocks_croco.6.cross_attn.projk.weight', 'decoder_blocks_croco.6.cross_attn.projk.bias', 'decoder_blocks_croco.6.cross_attn.projv.weight', 'decoder_blocks_croco.6.cross_attn.projv.bias', 'decoder_blocks_croco.6.cross_attn.proj.weight', 'decoder_blocks_croco.6.cross_attn.proj.bias', 'decoder_blocks_croco.6.norm2.weight', 'decoder_blocks_croco.6.norm2.bias', 'decoder_blocks_croco.6.norm3.weight', 'decoder_blocks_croco.6.norm3.bias', 'decoder_blocks_croco.6.mlp.fc1.weight', 'decoder_blocks_croco.6.mlp.fc1.bias', 'decoder_blocks_croco.6.mlp.fc2.weight', 'decoder_blocks_croco.6.mlp.fc2.bias', 'decoder_blocks_croco.6.norm_y.weight', 'decoder_blocks_croco.6.norm_y.bias', 'decoder_blocks_croco.7.norm1.weight', 'decoder_blocks_croco.7.norm1.bias', 'decoder_blocks_croco.7.attn.qkv.weight', 'decoder_blocks_croco.7.attn.qkv.bias', 'decoder_blocks_croco.7.attn.proj.weight', 'decoder_blocks_croco.7.attn.proj.bias', 'decoder_blocks_croco.7.cross_attn.projq.weight', 'decoder_blocks_croco.7.cross_attn.projq.bias', 'decoder_blocks_croco.7.cross_attn.projk.weight', 'decoder_blocks_croco.7.cross_attn.projk.bias', 'decoder_blocks_croco.7.cross_attn.projv.weight', 'decoder_blocks_croco.7.cross_attn.projv.bias', 'decoder_blocks_croco.7.cross_attn.proj.weight', 'decoder_blocks_croco.7.cross_attn.proj.bias', 'decoder_blocks_croco.7.norm2.weight', 'decoder_blocks_croco.7.norm2.bias', 'decoder_blocks_croco.7.norm3.weight', 'decoder_blocks_croco.7.norm3.bias', 'decoder_blocks_croco.7.mlp.fc1.weight', 'decoder_blocks_croco.7.mlp.fc1.bias', 'decoder_blocks_croco.7.mlp.fc2.weight', 'decoder_blocks_croco.7.mlp.fc2.bias', 'decoder_blocks_croco.7.norm_y.weight', 'decoder_blocks_croco.7.norm_y.bias', 'decoder_norm.weight', 'decoder_norm.bias', 'decoder_pred.weight', 'decoder_pred.bias'])
[11:17:08.471829] _IncompatibleKeys(missing_keys=['head.weight', 'head.bias'], unexpected_keys=['mask_token', 'decoder_pos_embed', 'discriminator_block.0.weight', 'discriminator_block.0.bias', 'discriminator_block.2.weight', 'discriminator_block.2.bias', 'discriminator_block.4.weight', 'discriminator_block.4.bias', 'discriminator_block.6.weight', 'discriminator_block.6.bias', 'decoder_embed.weight', 'decoder_embed.bias', 'decoder_blocks_croco.0.norm1.weight', 'decoder_blocks_croco.0.norm1.bias', 'decoder_blocks_croco.0.attn.qkv.weight', 'decoder_blocks_croco.0.attn.qkv.bias', 'decoder_blocks_croco.0.attn.proj.weight', 'decoder_blocks_croco.0.attn.proj.bias', 'decoder_blocks_croco.0.cross_attn.projq.weight', 'decoder_blocks_croco.0.cross_attn.projq.bias', 'decoder_blocks_croco.0.cross_attn.projk.weight', 'decoder_blocks_croco.0.cross_attn.projk.bias', 'decoder_blocks_croco.0.cross_attn.projv.weight', 'decoder_blocks_croco.0.cross_attn.projv.bias', 'decoder_blocks_croco.0.cross_attn.proj.weight', 'decoder_blocks_croco.0.cross_attn.proj.bias', 'decoder_blocks_croco.0.norm2.weight', 'decoder_blocks_croco.0.norm2.bias', 'decoder_blocks_croco.0.norm3.weight', 'decoder_blocks_croco.0.norm3.bias', 'decoder_blocks_croco.0.mlp.fc1.weight', 'decoder_blocks_croco.0.mlp.fc1.bias', 'decoder_blocks_croco.0.mlp.fc2.weight', 'decoder_blocks_croco.0.mlp.fc2.bias', 'decoder_blocks_croco.0.norm_y.weight', 'decoder_blocks_croco.0.norm_y.bias', 'decoder_blocks_croco.1.norm1.weight', 'decoder_blocks_croco.1.norm1.bias', 'decoder_blocks_croco.1.attn.qkv.weight', 'decoder_blocks_croco.1.attn.qkv.bias', 'decoder_blocks_croco.1.attn.proj.weight', 'decoder_blocks_croco.1.attn.proj.bias', 'decoder_blocks_croco.1.cross_attn.projq.weight', 'decoder_blocks_croco.1.cross_attn.projq.bias', 'decoder_blocks_croco.1.cross_attn.projk.weight', 'decoder_blocks_croco.1.cross_attn.projk.bias', 'decoder_blocks_croco.1.cross_attn.projv.weight', 'decoder_blocks_croco.1.cross_attn.projv.bias', 'decoder_blocks_croco.1.cross_attn.proj.weight', 'decoder_blocks_croco.1.cross_attn.proj.bias', 'decoder_blocks_croco.1.norm2.weight', 'decoder_blocks_croco.1.norm2.bias', 'decoder_blocks_croco.1.norm3.weight', 'decoder_blocks_croco.1.norm3.bias', 'decoder_blocks_croco.1.mlp.fc1.weight', 'decoder_blocks_croco.1.mlp.fc1.bias', 'decoder_blocks_croco.1.mlp.fc2.weight', 'decoder_blocks_croco.1.mlp.fc2.bias', 'decoder_blocks_croco.1.norm_y.weight', 'decoder_blocks_croco.1.norm_y.bias', 'decoder_blocks_croco.2.norm1.weight', 'decoder_blocks_croco.2.norm1.bias', 'decoder_blocks_croco.2.attn.qkv.weight', 'decoder_blocks_croco.2.attn.qkv.bias', 'decoder_blocks_croco.2.attn.proj.weight', 'decoder_blocks_croco.2.attn.proj.bias', 'decoder_blocks_croco.2.cross_attn.projq.weight', 'decoder_blocks_croco.2.cross_attn.projq.bias', 'decoder_blocks_croco.2.cross_attn.projk.weight', 'decoder_blocks_croco.2.cross_attn.projk.bias', 'decoder_blocks_croco.2.cross_attn.projv.weight', 'decoder_blocks_croco.2.cross_attn.projv.bias', 'decoder_blocks_croco.2.cross_attn.proj.weight', 'decoder_blocks_croco.2.cross_attn.proj.bias', 'decoder_blocks_croco.2.norm2.weight', 'decoder_blocks_croco.2.norm2.bias', 'decoder_blocks_croco.2.norm3.weight', 'decoder_blocks_croco.2.norm3.bias', 'decoder_blocks_croco.2.mlp.fc1.weight', 'decoder_blocks_croco.2.mlp.fc1.bias', 'decoder_blocks_croco.2.mlp.fc2.weight', 'decoder_blocks_croco.2.mlp.fc2.bias', 'decoder_blocks_croco.2.norm_y.weight', 'decoder_blocks_croco.2.norm_y.bias', 'decoder_blocks_croco.3.norm1.weight', 'decoder_blocks_croco.3.norm1.bias', 'decoder_blocks_croco.3.attn.qkv.weight', 'decoder_blocks_croco.3.attn.qkv.bias', 'decoder_blocks_croco.3.attn.proj.weight', 'decoder_blocks_croco.3.attn.proj.bias', 'decoder_blocks_croco.3.cross_attn.projq.weight', 'decoder_blocks_croco.3.cross_attn.projq.bias', 'decoder_blocks_croco.3.cross_attn.projk.weight', 'decoder_blocks_croco.3.cross_attn.projk.bias', 'decoder_blocks_croco.3.cross_attn.projv.weight', 'decoder_blocks_croco.3.cross_attn.projv.bias', 'decoder_blocks_croco.3.cross_attn.proj.weight', 'decoder_blocks_croco.3.cross_attn.proj.bias', 'decoder_blocks_croco.3.norm2.weight', 'decoder_blocks_croco.3.norm2.bias', 'decoder_blocks_croco.3.norm3.weight', 'decoder_blocks_croco.3.norm3.bias', 'decoder_blocks_croco.3.mlp.fc1.weight', 'decoder_blocks_croco.3.mlp.fc1.bias', 'decoder_blocks_croco.3.mlp.fc2.weight', 'decoder_blocks_croco.3.mlp.fc2.bias', 'decoder_blocks_croco.3.norm_y.weight', 'decoder_blocks_croco.3.norm_y.bias', 'decoder_blocks_croco.4.norm1.weight', 'decoder_blocks_croco.4.norm1.bias', 'decoder_blocks_croco.4.attn.qkv.weight', 'decoder_blocks_croco.4.attn.qkv.bias', 'decoder_blocks_croco.4.attn.proj.weight', 'decoder_blocks_croco.4.attn.proj.bias', 'decoder_blocks_croco.4.cross_attn.projq.weight', 'decoder_blocks_croco.4.cross_attn.projq.bias', 'decoder_blocks_croco.4.cross_attn.projk.weight', 'decoder_blocks_croco.4.cross_attn.projk.bias', 'decoder_blocks_croco.4.cross_attn.projv.weight', 'decoder_blocks_croco.4.cross_attn.projv.bias', 'decoder_blocks_croco.4.cross_attn.proj.weight', 'decoder_blocks_croco.4.cross_attn.proj.bias', 'decoder_blocks_croco.4.norm2.weight', 'decoder_blocks_croco.4.norm2.bias', 'decoder_blocks_croco.4.norm3.weight', 'decoder_blocks_croco.4.norm3.bias', 'decoder_blocks_croco.4.mlp.fc1.weight', 'decoder_blocks_croco.4.mlp.fc1.bias', 'decoder_blocks_croco.4.mlp.fc2.weight', 'decoder_blocks_croco.4.mlp.fc2.bias', 'decoder_blocks_croco.4.norm_y.weight', 'decoder_blocks_croco.4.norm_y.bias', 'decoder_blocks_croco.5.norm1.weight', 'decoder_blocks_croco.5.norm1.bias', 'decoder_blocks_croco.5.attn.qkv.weight', 'decoder_blocks_croco.5.attn.qkv.bias', 'decoder_blocks_croco.5.attn.proj.weight', 'decoder_blocks_croco.5.attn.proj.bias', 'decoder_blocks_croco.5.cross_attn.projq.weight', 'decoder_blocks_croco.5.cross_attn.projq.bias', 'decoder_blocks_croco.5.cross_attn.projk.weight', 'decoder_blocks_croco.5.cross_attn.projk.bias', 'decoder_blocks_croco.5.cross_attn.projv.weight', 'decoder_blocks_croco.5.cross_attn.projv.bias', 'decoder_blocks_croco.5.cross_attn.proj.weight', 'decoder_blocks_croco.5.cross_attn.proj.bias', 'decoder_blocks_croco.5.norm2.weight', 'decoder_blocks_croco.5.norm2.bias', 'decoder_blocks_croco.5.norm3.weight', 'decoder_blocks_croco.5.norm3.bias', 'decoder_blocks_croco.5.mlp.fc1.weight', 'decoder_blocks_croco.5.mlp.fc1.bias', 'decoder_blocks_croco.5.mlp.fc2.weight', 'decoder_blocks_croco.5.mlp.fc2.bias', 'decoder_blocks_croco.5.norm_y.weight', 'decoder_blocks_croco.5.norm_y.bias', 'decoder_blocks_croco.6.norm1.weight', 'decoder_blocks_croco.6.norm1.bias', 'decoder_blocks_croco.6.attn.qkv.weight', 'decoder_blocks_croco.6.attn.qkv.bias', 'decoder_blocks_croco.6.attn.proj.weight', 'decoder_blocks_croco.6.attn.proj.bias', 'decoder_blocks_croco.6.cross_attn.projq.weight', 'decoder_blocks_croco.6.cross_attn.projq.bias', 'decoder_blocks_croco.6.cross_attn.projk.weight', 'decoder_blocks_croco.6.cross_attn.projk.bias', 'decoder_blocks_croco.6.cross_attn.projv.weight', 'decoder_blocks_croco.6.cross_attn.projv.bias', 'decoder_blocks_croco.6.cross_attn.proj.weight', 'decoder_blocks_croco.6.cross_attn.proj.bias', 'decoder_blocks_croco.6.norm2.weight', 'decoder_blocks_croco.6.norm2.bias', 'decoder_blocks_croco.6.norm3.weight', 'decoder_blocks_croco.6.norm3.bias', 'decoder_blocks_croco.6.mlp.fc1.weight', 'decoder_blocks_croco.6.mlp.fc1.bias', 'decoder_blocks_croco.6.mlp.fc2.weight', 'decoder_blocks_croco.6.mlp.fc2.bias', 'decoder_blocks_croco.6.norm_y.weight', 'decoder_blocks_croco.6.norm_y.bias', 'decoder_blocks_croco.7.norm1.weight', 'decoder_blocks_croco.7.norm1.bias', 'decoder_blocks_croco.7.attn.qkv.weight', 'decoder_blocks_croco.7.attn.qkv.bias', 'decoder_blocks_croco.7.attn.proj.weight', 'decoder_blocks_croco.7.attn.proj.bias', 'decoder_blocks_croco.7.cross_attn.projq.weight', 'decoder_blocks_croco.7.cross_attn.projq.bias', 'decoder_blocks_croco.7.cross_attn.projk.weight', 'decoder_blocks_croco.7.cross_attn.projk.bias', 'decoder_blocks_croco.7.cross_attn.projv.weight', 'decoder_blocks_croco.7.cross_attn.projv.bias', 'decoder_blocks_croco.7.cross_attn.proj.weight', 'decoder_blocks_croco.7.cross_attn.proj.bias', 'decoder_blocks_croco.7.norm2.weight', 'decoder_blocks_croco.7.norm2.bias', 'decoder_blocks_croco.7.norm3.weight', 'decoder_blocks_croco.7.norm3.bias', 'decoder_blocks_croco.7.mlp.fc1.weight', 'decoder_blocks_croco.7.mlp.fc1.bias', 'decoder_blocks_croco.7.mlp.fc2.weight', 'decoder_blocks_croco.7.mlp.fc2.bias', 'decoder_blocks_croco.7.norm_y.weight', 'decoder_blocks_croco.7.norm_y.bias', 'decoder_norm.weight', 'decoder_norm.bias', 'decoder_pred.weight', 'decoder_pred.bias'])
[11:17:08.792079] Model = VisionTransformer(
  (patch_embed): PatchEmbed(
    (proj): Conv2d(3, 768, kernel_size=(16, 16), stride=(16, 16))
    (norm): Identity()
  )
  (pos_drop): Dropout(p=0.0, inplace=False)
  (blocks): Sequential(
    (0): Block(
      (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (attn): Attention(
        (qkv): Linear(in_features=768, out_features=2304, bias=True)
        (attn_drop): Dropout(p=0.0, inplace=False)
        (proj): Linear(in_features=768, out_features=768, bias=True)
        (proj_drop): Dropout(p=0.0, inplace=False)
      )
      (drop_path): Identity()
      (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (mlp): Mlp(
        (fc1): Linear(in_features=768, out_features=3072, bias=True)
        (act): GELU(approximate=none)
        (fc2): Linear(in_features=3072, out_features=768, bias=True)
        (drop): Dropout(p=0.0, inplace=False)
      )
    )
    (1): Block(
      (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (attn): Attention(
        (qkv): Linear(in_features=768, out_features=2304, bias=True)
        (attn_drop): Dropout(p=0.0, inplace=False)
        (proj): Linear(in_features=768, out_features=768, bias=True)
        (proj_drop): Dropout(p=0.0, inplace=False)
      )
      (drop_path): Identity()
      (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (mlp): Mlp(
        (fc1): Linear(in_features=768, out_features=3072, bias=True)
        (act): GELU(approximate=none)
        (fc2): Linear(in_features=3072, out_features=768, bias=True)
        (drop): Dropout(p=0.0, inplace=False)
      )
    )
    (2): Block(
      (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (attn): Attention(
        (qkv): Linear(in_features=768, out_features=2304, bias=True)
        (attn_drop): Dropout(p=0.0, inplace=False)
        (proj): Linear(in_features=768, out_features=768, bias=True)
        (proj_drop): Dropout(p=0.0, inplace=False)
      )
      (drop_path): Identity()
      (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (mlp): Mlp(
        (fc1): Linear(in_features=768, out_features=3072, bias=True)
        (act): GELU(approximate=none)
        (fc2): Linear(in_features=3072, out_features=768, bias=True)
        (drop): Dropout(p=0.0, inplace=False)
      )
    )
    (3): Block(
      (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (attn): Attention(
        (qkv): Linear(in_features=768, out_features=2304, bias=True)
        (attn_drop): Dropout(p=0.0, inplace=False)
        (proj): Linear(in_features=768, out_features=768, bias=True)
        (proj_drop): Dropout(p=0.0, inplace=False)
      )
      (drop_path): Identity()
      (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (mlp): Mlp(
        (fc1): Linear(in_features=768, out_features=3072, bias=True)
        (act): GELU(approximate=none)
        (fc2): Linear(in_features=3072, out_features=768, bias=True)
        (drop): Dropout(p=0.0, inplace=False)
      )
    )
    (4): Block(
      (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (attn): Attention(
        (qkv): Linear(in_features=768, out_features=2304, bias=True)
        (attn_drop): Dropout(p=0.0, inplace=False)
        (proj): Linear(in_features=768, out_features=768, bias=True)
        (proj_drop): Dropout(p=0.0, inplace=False)
      )
      (drop_path): Identity()
      (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (mlp): Mlp(
        (fc1): Linear(in_features=768, out_features=3072, bias=True)
        (act): GELU(approximate=none)
        (fc2): Linear(in_features=3072, out_features=768, bias=True)
        (drop): Dropout(p=0.0, inplace=False)
      )
    )
    (5): Block(
      (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (attn): Attention(
        (qkv): Linear(in_features=768, out_features=2304, bias=True)
        (attn_drop): Dropout(p=0.0, inplace=False)
        (proj): Linear(in_features=768, out_features=768, bias=True)
        (proj_drop): Dropout(p=0.0, inplace=False)
      )
      (drop_path): Identity()
      (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (mlp): Mlp(
        (fc1): Linear(in_features=768, out_features=3072, bias=True)
        (act): GELU(approximate=none)
        (fc2): Linear(in_features=3072, out_features=768, bias=True)
        (drop): Dropout(p=0.0, inplace=False)
      )
    )
    (6): Block(
      (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (attn): Attention(
        (qkv): Linear(in_features=768, out_features=2304, bias=True)
        (attn_drop): Dropout(p=0.0, inplace=False)
        (proj): Linear(in_features=768, out_features=768, bias=True)
        (proj_drop): Dropout(p=0.0, inplace=False)
      )
      (drop_path): Identity()
      (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (mlp): Mlp(
        (fc1): Linear(in_features=768, out_features=3072, bias=True)
        (act): GELU(approximate=none)
        (fc2): Linear(in_features=3072, out_features=768, bias=True)
        (drop): Dropout(p=0.0, inplace=False)
      )
    )
    (7): Block(
      (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (attn): Attention(
        (qkv): Linear(in_features=768, out_features=2304, bias=True)
        (attn_drop): Dropout(p=0.0, inplace=False)
        (proj): Linear(in_features=768, out_features=768, bias=True)
        (proj_drop): Dropout(p=0.0, inplace=False)
      )
      (drop_path): Identity()
      (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (mlp): Mlp(
        (fc1): Linear(in_features=768, out_features=3072, bias=True)
        (act): GELU(approximate=none)
        (fc2): Linear(in_features=3072, out_features=768, bias=True)
        (drop): Dropout(p=0.0, inplace=False)
      )
    )
    (8): Block(
      (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (attn): Attention(
        (qkv): Linear(in_features=768, out_features=2304, bias=True)
        (attn_drop): Dropout(p=0.0, inplace=False)
        (proj): Linear(in_features=768, out_features=768, bias=True)
        (proj_drop): Dropout(p=0.0, inplace=False)
      )
      (drop_path): Identity()
      (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (mlp): Mlp(
        (fc1): Linear(in_features=768, out_features=3072, bias=True)
        (act): GELU(approximate=none)
        (fc2): Linear(in_features=3072, out_features=768, bias=True)
        (drop): Dropout(p=0.0, inplace=False)
      )
    )
    (9): Block(
      (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (attn): Attention(
        (qkv): Linear(in_features=768, out_features=2304, bias=True)
        (attn_drop): Dropout(p=0.0, inplace=False)
        (proj): Linear(in_features=768, out_features=768, bias=True)
        (proj_drop): Dropout(p=0.0, inplace=False)
      )
      (drop_path): Identity()
      (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (mlp): Mlp(
        (fc1): Linear(in_features=768, out_features=3072, bias=True)
        (act): GELU(approximate=none)
        (fc2): Linear(in_features=3072, out_features=768, bias=True)
        (drop): Dropout(p=0.0, inplace=False)
      )
    )
    (10): Block(
      (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (attn): Attention(
        (qkv): Linear(in_features=768, out_features=2304, bias=True)
        (attn_drop): Dropout(p=0.0, inplace=False)
        (proj): Linear(in_features=768, out_features=768, bias=True)
        (proj_drop): Dropout(p=0.0, inplace=False)
      )
      (drop_path): Identity()
      (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (mlp): Mlp(
        (fc1): Linear(in_features=768, out_features=3072, bias=True)
        (act): GELU(approximate=none)
        (fc2): Linear(in_features=3072, out_features=768, bias=True)
        (drop): Dropout(p=0.0, inplace=False)
      )
    )
    (11): Block(
      (norm1): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (attn): Attention(
        (qkv): Linear(in_features=768, out_features=2304, bias=True)
        (attn_drop): Dropout(p=0.0, inplace=False)
        (proj): Linear(in_features=768, out_features=768, bias=True)
        (proj_drop): Dropout(p=0.0, inplace=False)
      )
      (drop_path): Identity()
      (norm2): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
      (mlp): Mlp(
        (fc1): Linear(in_features=768, out_features=3072, bias=True)
        (act): GELU(approximate=none)
        (fc2): Linear(in_features=3072, out_features=768, bias=True)
        (drop): Dropout(p=0.0, inplace=False)
      )
    )
  )
  (norm): LayerNorm((768,), eps=1e-06, elementwise_affine=True)
  (pre_logits): Identity()
  (head): Sequential(
    (0): BatchNorm1d(768, eps=1e-06, momentum=0.1, affine=False, track_running_stats=True)
    (1): Linear(in_features=768, out_features=1000, bias=True)
  )
)
[11:17:08.792151] number of params (M): 0.77
[11:17:08.792178] base lr: 1.00e-01
[11:17:08.792195] actual lr: 6.40e+00
[11:17:08.792210] accumulate grad iterations: 4
[11:17:08.792225] effective batch size: 16384
[11:17:09.063314] LARS (
Parameter Group 0
    lr: 6.4
    momentum: 0.9
    trust_coefficient: 0.001
    weight_decay: 0.0
)
[11:17:09.063534] criterion = CrossEntropyLoss()
[11:17:09.063611] file list ['12357031_7_log.out', '12357013_submitted.pkl', '12357031_5_log.err', '12357031_2_log.out', '12357031_3_log.out', '12357031_2_log.err', '12357031_3_log.err', '12357031_4_log.err', '12357031_0_log.err', '12357031_4_log.out', '12357031_7_log.err', '12357031_5_log.out', '12357031_6_log.err', '12357031_6_log.out', '12357031_1_log.err', '12357031_submission.sh', 'events.out.tfevents.1683483421.g3040.43456.0', '12357031_0_log.out', '12357031_submitted.pkl', '12357031_1_log.out', '12357013_submission.sh']
[11:17:09.063649] checkpoint files... []
[11:17:09.063672] 0
[11:17:09.063688] start epoch 0
[11:17:09.063714] Start training for 90 epochs
[11:17:09.064425] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[11:17:35.874011] Epoch: [0]  [  0/312]  eta: 2:19:04  lr: 0.000000  loss: 6.9466 (6.9466)  time: 26.7465  data: 18.5338  max mem: 3324
[11:17:57.290324] Epoch: [0]  [ 20/312]  eta: 0:11:09  lr: 0.041026  loss: 6.9427 (6.9427)  time: 1.0707  data: 0.1997  max mem: 3331
[11:18:27.296362] Epoch: [0]  [ 40/312]  eta: 0:08:38  lr: 0.082051  loss: 6.9440 (6.9438)  time: 1.5002  data: 0.3519  max mem: 3331
[11:18:59.021330] Epoch: [0]  [ 60/312]  eta: 0:07:33  lr: 0.123077  loss: 6.9313 (6.9407)  time: 1.5862  data: 0.2625  max mem: 3331
[11:19:30.179917] Epoch: [0]  [ 80/312]  eta: 0:06:43  lr: 0.164103  loss: 6.9201 (6.9370)  time: 1.5579  data: 0.0838  max mem: 3331
[11:20:00.956916] Epoch: [0]  [100/312]  eta: 0:06:00  lr: 0.205128  loss: 6.9096 (6.9313)  time: 1.5388  data: 0.0003  max mem: 3331
[11:20:30.373056] Epoch: [0]  [120/312]  eta: 0:05:19  lr: 0.246154  loss: 6.8913 (6.9242)  time: 1.4707  data: 0.0003  max mem: 3331
[11:21:01.408931] Epoch: [0]  [140/312]  eta: 0:04:43  lr: 0.287179  loss: 6.8684 (6.9157)  time: 1.5517  data: 0.0003  max mem: 3331
[11:21:31.584387] Epoch: [0]  [160/312]  eta: 0:04:07  lr: 0.328205  loss: 6.8283 (6.9051)  time: 1.5086  data: 0.0003  max mem: 3331
[11:22:02.116114] Epoch: [0]  [180/312]  eta: 0:03:33  lr: 0.369231  loss: 6.8008 (6.8933)  time: 1.5264  data: 0.0003  max mem: 3331
[11:22:31.671957] Epoch: [0]  [200/312]  eta: 0:02:59  lr: 0.410256  loss: 6.7630 (6.8805)  time: 1.4777  data: 0.0003  max mem: 3331
[11:23:00.365331] Epoch: [0]  [220/312]  eta: 0:02:26  lr: 0.451282  loss: 6.7190 (6.8663)  time: 1.4346  data: 0.0003  max mem: 3331
[11:23:30.865075] Epoch: [0]  [240/312]  eta: 0:01:54  lr: 0.492308  loss: 6.6856 (6.8513)  time: 1.5249  data: 0.0003  max mem: 3331
[11:24:00.880855] Epoch: [0]  [260/312]  eta: 0:01:22  lr: 0.533333  loss: 6.6424 (6.8347)  time: 1.5000  data: 0.0003  max mem: 3331
[11:24:30.138322] Epoch: [0]  [280/312]  eta: 0:00:50  lr: 0.574359  loss: 6.5810 (6.8167)  time: 1.4628  data: 0.0003  max mem: 3331
[11:24:58.295507] Epoch: [0]  [300/312]  eta: 0:00:18  lr: 0.615385  loss: 6.5352 (6.7979)  time: 1.4078  data: 0.0018  max mem: 3331
[11:25:10.417476] Epoch: [0]  [311/312]  eta: 0:00:01  lr: 0.631795  loss: 6.5000 (6.7869)  time: 1.2313  data: 0.0016  max mem: 3331
[11:25:11.229221] Epoch: [0] Total time: 0:08:02 (1.5454 s / it)
[11:25:11.233689] Averaged stats: lr: 0.631795  loss: 6.5000 (6.7863)
[11:25:11.234039] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[11:25:11.234109] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-0.pth')]
[11:25:11.246460] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-0.pth
[11:25:28.219720] Test:  [ 0/13]  eta: 0:03:32  loss: 6.4156 (6.4156)  acc1: 4.8828 (4.8828)  acc5: 11.9141 (11.9141)  time: 16.3564  data: 15.8584  max mem: 3331
[11:25:40.619526] Test:  [10/13]  eta: 0:00:07  loss: 6.4422 (6.4419)  acc1: 3.5156 (3.5689)  acc5: 10.9375 (10.4403)  time: 2.6141  data: 2.0985  max mem: 3331
[11:25:41.259334] Test:  [12/13]  eta: 0:00:02  loss: 6.4422 (6.4456)  acc1: 3.3203 (3.5040)  acc5: 10.9375 (10.4480)  time: 2.2611  data: 1.7756  max mem: 3331
[11:25:41.518558] Test: Total time: 0:00:29 (2.2812 s / it)
[11:25:41.967879] * Acc@1 3.304 Acc@5 10.198 loss 6.445
[11:25:41.968023] Accuracy of the network on the 50000 test images: 3.3%
[11:25:41.968045] Max accuracy: 3.30%
[11:25:41.988805] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[11:25:58.012025] Epoch: [1]  [  0/312]  eta: 1:23:19  lr: 0.640000  loss: 6.4125 (6.4125)  time: 16.0226  data: 13.8737  max mem: 3331
[11:26:26.428767] Epoch: [1]  [ 20/312]  eta: 0:10:17  lr: 0.681026  loss: 6.4325 (6.4367)  time: 1.4208  data: 0.6764  max mem: 3331
[11:26:55.692986] Epoch: [1]  [ 40/312]  eta: 0:08:08  lr: 0.722051  loss: 6.3726 (6.4061)  time: 1.4631  data: 0.6660  max mem: 3331
[11:27:25.959656] Epoch: [1]  [ 60/312]  eta: 0:07:09  lr: 0.763077  loss: 6.3178 (6.3798)  time: 1.5133  data: 0.6015  max mem: 3331
[11:27:53.892153] Epoch: [1]  [ 80/312]  eta: 0:06:17  lr: 0.804103  loss: 6.2695 (6.3505)  time: 1.3965  data: 0.4391  max mem: 3331
[11:28:22.800605] Epoch: [1]  [100/312]  eta: 0:05:37  lr: 0.845128  loss: 6.2132 (6.3247)  time: 1.4451  data: 0.3662  max mem: 3331
[11:28:51.971129] Epoch: [1]  [120/312]  eta: 0:05:01  lr: 0.886154  loss: 6.1593 (6.2959)  time: 1.4584  data: 0.2295  max mem: 3331
[11:29:21.632230] Epoch: [1]  [140/312]  eta: 0:04:27  lr: 0.927179  loss: 6.0970 (6.2682)  time: 1.4830  data: 0.1640  max mem: 3331
[11:29:52.639060] Epoch: [1]  [160/312]  eta: 0:03:56  lr: 0.968205  loss: 6.0265 (6.2383)  time: 1.5502  data: 0.1185  max mem: 3331
[11:30:23.105621] Epoch: [1]  [180/312]  eta: 0:03:24  lr: 1.009231  loss: 5.9847 (6.2109)  time: 1.5232  data: 0.0371  max mem: 3331
[11:30:53.243520] Epoch: [1]  [200/312]  eta: 0:02:53  lr: 1.050256  loss: 5.9295 (6.1825)  time: 1.5068  data: 0.0003  max mem: 3331
[11:31:23.486658] Epoch: [1]  [220/312]  eta: 0:02:22  lr: 1.091282  loss: 5.8484 (6.1528)  time: 1.5121  data: 0.0003  max mem: 3331
[11:31:55.052017] Epoch: [1]  [240/312]  eta: 0:01:51  lr: 1.132308  loss: 5.7816 (6.1233)  time: 1.5782  data: 0.0003  max mem: 3331
[11:32:25.355544] Epoch: [1]  [260/312]  eta: 0:01:20  lr: 1.173333  loss: 5.7608 (6.0956)  time: 1.5151  data: 0.0003  max mem: 3331
[11:32:55.822412] Epoch: [1]  [280/312]  eta: 0:00:49  lr: 1.214359  loss: 5.7064 (6.0681)  time: 1.5233  data: 0.0003  max mem: 3331
[11:33:25.602136] Epoch: [1]  [300/312]  eta: 0:00:18  lr: 1.255385  loss: 5.6245 (6.0396)  time: 1.4889  data: 0.0011  max mem: 3331
[11:33:39.517229] Epoch: [1]  [311/312]  eta: 0:00:01  lr: 1.271795  loss: 5.6052 (6.0240)  time: 1.3297  data: 0.0009  max mem: 3331
[11:33:40.429564] Epoch: [1] Total time: 0:07:58 (1.5335 s / it)
[11:33:40.459888] Averaged stats: lr: 1.271795  loss: 5.6052 (6.0242)
[11:33:40.460217] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[11:33:40.460286] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-1.pth')]
[11:33:40.460325] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-1.pth
[11:33:57.542839] Test:  [ 0/13]  eta: 0:03:37  loss: 5.4391 (5.4391)  acc1: 12.3047 (12.3047)  acc5: 27.7344 (27.7344)  time: 16.6971  data: 16.1991  max mem: 3331
[11:34:10.641587] Test:  [10/13]  eta: 0:00:08  loss: 5.4999 (5.4998)  acc1: 10.5469 (11.0263)  acc5: 23.6328 (24.2720)  time: 2.7086  data: 2.1927  max mem: 3331
[11:34:11.246716] Test:  [12/13]  eta: 0:00:02  loss: 5.4999 (5.5057)  acc1: 10.5469 (10.8800)  acc5: 23.6328 (24.2400)  time: 2.3384  data: 1.8554  max mem: 3331
[11:34:11.476575] Test: Total time: 0:00:30 (2.3563 s / it)
[11:34:13.341762] * Acc@1 10.508 Acc@5 24.312 loss 5.498
[11:34:13.341937] Accuracy of the network on the 50000 test images: 10.5%
[11:34:13.341960] Max accuracy: 10.51%
[11:34:13.349735] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[11:34:31.583446] Epoch: [2]  [  0/312]  eta: 1:34:46  lr: 1.280000  loss: 5.5723 (5.5723)  time: 18.2254  data: 16.0544  max mem: 3331
[11:35:04.344633] Epoch: [2]  [ 20/312]  eta: 0:11:48  lr: 1.321026  loss: 5.5651 (5.5689)  time: 1.6380  data: 0.7652  max mem: 3331
[11:35:36.395704] Epoch: [2]  [ 40/312]  eta: 0:09:10  lr: 1.362051  loss: 5.4899 (5.5306)  time: 1.6024  data: 0.6549  max mem: 3331
[11:36:07.725049] Epoch: [2]  [ 60/312]  eta: 0:07:52  lr: 1.403077  loss: 5.4403 (5.4969)  time: 1.5664  data: 0.5563  max mem: 3331
[11:36:39.402571] Epoch: [2]  [ 80/312]  eta: 0:06:58  lr: 1.444103  loss: 5.4001 (5.4743)  time: 1.5838  data: 0.5043  max mem: 3331
[11:37:10.856375] Epoch: [2]  [100/312]  eta: 0:06:12  lr: 1.485128  loss: 5.3538 (5.4509)  time: 1.5726  data: 0.4348  max mem: 3331
[11:37:43.145614] Epoch: [2]  [120/312]  eta: 0:05:32  lr: 1.526154  loss: 5.2712 (5.4229)  time: 1.6144  data: 0.3986  max mem: 3331
[11:38:16.150414] Epoch: [2]  [140/312]  eta: 0:04:56  lr: 1.567179  loss: 5.2615 (5.3992)  time: 1.6488  data: 0.2610  max mem: 3331
[11:38:49.370181] Epoch: [2]  [160/312]  eta: 0:04:20  lr: 1.608205  loss: 5.2347 (5.3780)  time: 1.6609  data: 0.1033  max mem: 3331
[11:39:21.999559] Epoch: [2]  [180/312]  eta: 0:03:45  lr: 1.649231  loss: 5.1839 (5.3560)  time: 1.6308  data: 0.0320  max mem: 3331
[11:39:54.895686] Epoch: [2]  [200/312]  eta: 0:03:10  lr: 1.690256  loss: 5.1176 (5.3331)  time: 1.6436  data: 0.0283  max mem: 3331
[11:40:26.990089] Epoch: [2]  [220/312]  eta: 0:02:35  lr: 1.731282  loss: 5.1063 (5.3103)  time: 1.6046  data: 0.0003  max mem: 3331
[11:40:58.461886] Epoch: [2]  [240/312]  eta: 0:02:01  lr: 1.772308  loss: 5.0435 (5.2889)  time: 1.5735  data: 0.0003  max mem: 3331
[11:41:30.269058] Epoch: [2]  [260/312]  eta: 0:01:27  lr: 1.813333  loss: 4.9837 (5.2662)  time: 1.5903  data: 0.0004  max mem: 3331
[11:42:00.878658] Epoch: [2]  [280/312]  eta: 0:00:53  lr: 1.854359  loss: 4.9301 (5.2431)  time: 1.5304  data: 0.0003  max mem: 3331
[11:42:32.636033] Epoch: [2]  [300/312]  eta: 0:00:19  lr: 1.895385  loss: 4.9392 (5.2236)  time: 1.5877  data: 0.0011  max mem: 3331
[11:42:51.137979] Epoch: [2]  [311/312]  eta: 0:00:01  lr: 1.911795  loss: 4.9060 (5.2115)  time: 1.4239  data: 0.0010  max mem: 3331
[11:42:52.065118] Epoch: [2] Total time: 0:08:38 (1.6625 s / it)
[11:42:52.074338] Averaged stats: lr: 1.911795  loss: 4.9060 (5.2129)
[11:42:52.074690] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[11:42:52.074761] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-2.pth')]
[11:42:52.074801] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-2.pth
[11:43:10.527385] Test:  [ 0/13]  eta: 0:03:54  loss: 4.6957 (4.6957)  acc1: 18.5547 (18.5547)  acc5: 36.9141 (36.9141)  time: 18.0486  data: 17.5504  max mem: 3331
[11:43:23.823392] Test:  [10/13]  eta: 0:00:08  loss: 4.7452 (4.7673)  acc1: 16.2109 (16.3707)  acc5: 34.3750 (34.3572)  time: 2.8494  data: 2.3340  max mem: 3331
[11:43:24.427778] Test:  [12/13]  eta: 0:00:02  loss: 4.7452 (4.7664)  acc1: 16.2109 (16.4480)  acc5: 34.3750 (34.4960)  time: 2.4574  data: 1.9749  max mem: 3331
[11:43:24.710981] Test: Total time: 0:00:32 (2.4794 s / it)
[11:43:24.712041] * Acc@1 16.986 Acc@5 35.084 loss 4.748
[11:43:24.712146] Accuracy of the network on the 50000 test images: 17.0%
[11:43:24.712168] Max accuracy: 16.99%
[11:43:24.729663] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[11:43:42.289185] Epoch: [3]  [  0/312]  eta: 1:31:18  lr: 1.920000  loss: 4.7867 (4.7867)  time: 17.5590  data: 16.9687  max mem: 3331
[11:44:12.445101] Epoch: [3]  [ 20/312]  eta: 0:11:03  lr: 1.961026  loss: 4.8850 (4.8857)  time: 1.5070  data: 0.9563  max mem: 3331
[11:44:44.102121] Epoch: [3]  [ 40/312]  eta: 0:08:46  lr: 2.002051  loss: 4.8139 (4.8482)  time: 1.5828  data: 0.9787  max mem: 3331
[11:45:15.517585] Epoch: [3]  [ 60/312]  eta: 0:07:37  lr: 2.043077  loss: 4.7790 (4.8265)  time: 1.5707  data: 0.8671  max mem: 3331
[11:45:46.218707] Epoch: [3]  [ 80/312]  eta: 0:06:45  lr: 2.084103  loss: 4.7631 (4.8141)  time: 1.5349  data: 0.6156  max mem: 3331
[11:46:16.970777] Epoch: [3]  [100/312]  eta: 0:06:01  lr: 2.125128  loss: 4.7349 (4.7990)  time: 1.5375  data: 0.3873  max mem: 3331
[11:46:47.047111] Epoch: [3]  [120/312]  eta: 0:05:20  lr: 2.166154  loss: 4.6965 (4.7832)  time: 1.5037  data: 0.2634  max mem: 3331
[11:47:17.193508] Epoch: [3]  [140/312]  eta: 0:04:43  lr: 2.207179  loss: 4.6656 (4.7659)  time: 1.5072  data: 0.1050  max mem: 3331
[11:47:47.967092] Epoch: [3]  [160/312]  eta: 0:04:08  lr: 2.248205  loss: 4.6271 (4.7491)  time: 1.5386  data: 0.0260  max mem: 3331
[11:48:18.277059] Epoch: [3]  [180/312]  eta: 0:03:34  lr: 2.289231  loss: 4.5949 (4.7344)  time: 1.5154  data: 0.0157  max mem: 3331
[11:48:50.979700] Epoch: [3]  [200/312]  eta: 0:03:01  lr: 2.330256  loss: 4.5917 (4.7188)  time: 1.6351  data: 0.0003  max mem: 3331
[11:49:22.821884] Epoch: [3]  [220/312]  eta: 0:02:29  lr: 2.371282  loss: 4.5717 (4.7050)  time: 1.5920  data: 0.0003  max mem: 3331
[11:49:54.571161] Epoch: [3]  [240/312]  eta: 0:01:56  lr: 2.412308  loss: 4.5066 (4.6890)  time: 1.5874  data: 0.0003  max mem: 3331
[11:50:27.553761] Epoch: [3]  [260/312]  eta: 0:01:24  lr: 2.453333  loss: 4.5177 (4.6746)  time: 1.6491  data: 0.0003  max mem: 3331
[11:50:59.814861] Epoch: [3]  [280/312]  eta: 0:00:51  lr: 2.494359  loss: 4.4381 (4.6589)  time: 1.6130  data: 0.0003  max mem: 3331
[11:51:31.576039] Epoch: [3]  [300/312]  eta: 0:00:19  lr: 2.535385  loss: 4.4167 (4.6445)  time: 1.5880  data: 0.0011  max mem: 3331
[11:51:49.967620] Epoch: [3]  [311/312]  eta: 0:00:01  lr: 2.551795  loss: 4.4575 (4.6373)  time: 1.4200  data: 0.0010  max mem: 3331
[11:51:50.855594] Epoch: [3] Total time: 0:08:26 (1.6222 s / it)
[11:51:50.891928] Averaged stats: lr: 2.551795  loss: 4.4575 (4.6356)
[11:51:50.892295] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[11:51:50.892370] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-3.pth')]
[11:51:50.892411] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-3.pth
[11:52:08.784677] Test:  [ 0/13]  eta: 0:03:47  loss: 4.1903 (4.1903)  acc1: 24.4141 (24.4141)  acc5: 42.9688 (42.9688)  time: 17.4914  data: 16.9937  max mem: 3331
[11:52:22.422992] Test:  [10/13]  eta: 0:00:08  loss: 4.2497 (4.2666)  acc1: 22.0703 (22.2834)  acc5: 42.1875 (42.3118)  time: 2.8299  data: 2.3140  max mem: 3331
[11:52:23.027659] Test:  [12/13]  eta: 0:00:02  loss: 4.2497 (4.2593)  acc1: 22.0703 (22.3840)  acc5: 42.1875 (42.2240)  time: 2.4410  data: 1.9580  max mem: 3331
[11:52:23.271936] Test: Total time: 0:00:31 (2.4599 s / it)
[11:52:24.183801] * Acc@1 22.186 Acc@5 42.498 loss 4.235
[11:52:24.183947] Accuracy of the network on the 50000 test images: 22.2%
[11:52:24.183970] Max accuracy: 22.19%
[11:52:24.197072] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[11:52:41.362275] Epoch: [4]  [  0/312]  eta: 1:29:15  lr: 2.560000  loss: 4.3148 (4.3148)  time: 17.1646  data: 16.2134  max mem: 3331
[11:53:12.009844] Epoch: [4]  [ 20/312]  eta: 0:11:04  lr: 2.601026  loss: 4.3647 (4.3701)  time: 1.5323  data: 0.8572  max mem: 3331
[11:53:42.675034] Epoch: [4]  [ 40/312]  eta: 0:08:40  lr: 2.642051  loss: 4.3245 (4.3578)  time: 1.5332  data: 0.7128  max mem: 3331
[11:54:15.094380] Epoch: [4]  [ 60/312]  eta: 0:07:37  lr: 2.683077  loss: 4.3243 (4.3470)  time: 1.6172  data: 0.5641  max mem: 3331
[11:54:46.053908] Epoch: [4]  [ 80/312]  eta: 0:06:46  lr: 2.724103  loss: 4.3112 (4.3354)  time: 1.5479  data: 0.4551  max mem: 3331
[11:55:19.410821] Epoch: [4]  [100/312]  eta: 0:06:07  lr: 2.765128  loss: 4.2872 (4.3293)  time: 1.6672  data: 0.3655  max mem: 3331
[11:55:55.139757] Epoch: [4]  [120/312]  eta: 0:05:34  lr: 2.806154  loss: 4.3097 (4.3293)  time: 1.7864  data: 0.1707  max mem: 3331
[11:56:28.540343] Epoch: [4]  [140/312]  eta: 0:04:57  lr: 2.847179  loss: 4.2414 (4.3172)  time: 1.6700  data: 0.0005  max mem: 3331
[11:57:05.145946] Epoch: [4]  [160/312]  eta: 0:04:25  lr: 2.888205  loss: 4.2380 (4.3100)  time: 1.8302  data: 0.0004  max mem: 3331
[11:57:38.275002] Epoch: [4]  [180/312]  eta: 0:03:48  lr: 2.929231  loss: 4.2015 (4.2979)  time: 1.6554  data: 0.0003  max mem: 3331
[11:58:09.418302] Epoch: [4]  [200/312]  eta: 0:03:12  lr: 2.970256  loss: 4.2145 (4.2883)  time: 1.5571  data: 0.0003  max mem: 3331
[11:58:41.338258] Epoch: [4]  [220/312]  eta: 0:02:36  lr: 3.011282  loss: 4.1691 (4.2797)  time: 1.5959  data: 0.0003  max mem: 3331
[11:59:13.427795] Epoch: [4]  [240/312]  eta: 0:02:02  lr: 3.052308  loss: 4.1590 (4.2694)  time: 1.6044  data: 0.0003  max mem: 3331
[11:59:43.431735] Epoch: [4]  [260/312]  eta: 0:01:27  lr: 3.093333  loss: 4.1219 (4.2596)  time: 1.5001  data: 0.0003  max mem: 3331
[12:00:13.668237] Epoch: [4]  [280/312]  eta: 0:00:53  lr: 3.134359  loss: 4.0773 (4.2489)  time: 1.5117  data: 0.0003  max mem: 3331
[12:00:43.381724] Epoch: [4]  [300/312]  eta: 0:00:19  lr: 3.175385  loss: 4.1495 (4.2424)  time: 1.4856  data: 0.0015  max mem: 3331
[12:00:56.507043] Epoch: [4]  [311/312]  eta: 0:00:01  lr: 3.191795  loss: 4.0509 (4.2360)  time: 1.3554  data: 0.0014  max mem: 3331
[12:00:57.387394] Epoch: [4] Total time: 0:08:33 (1.6448 s / it)
[12:00:57.395761] Averaged stats: lr: 3.191795  loss: 4.0509 (4.2368)
[12:00:57.396093] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[12:00:57.396160] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-4.pth')]
[12:00:57.396199] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-4.pth
[12:01:15.052682] Test:  [ 0/13]  eta: 0:03:44  loss: 3.8145 (3.8145)  acc1: 29.6875 (29.6875)  acc5: 48.6328 (48.6328)  time: 17.2643  data: 16.7664  max mem: 3331
[12:01:28.775557] Test:  [10/13]  eta: 0:00:08  loss: 3.9232 (3.9281)  acc1: 25.9766 (25.8523)  acc5: 48.0469 (47.4077)  time: 2.8169  data: 2.3023  max mem: 3331
[12:01:29.380531] Test:  [12/13]  eta: 0:00:02  loss: 3.9232 (3.9226)  acc1: 25.9766 (25.8720)  acc5: 48.2422 (47.5040)  time: 2.4300  data: 1.9481  max mem: 3331
[12:01:29.656184] Test: Total time: 0:00:31 (2.4514 s / it)
[12:01:30.328467] * Acc@1 26.156 Acc@5 47.680 loss 3.889
[12:01:30.328621] Accuracy of the network on the 50000 test images: 26.2%
[12:01:30.328645] Max accuracy: 26.16%
[12:01:30.370222] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[12:01:47.940404] Epoch: [5]  [  0/312]  eta: 1:31:21  lr: 3.200000  loss: 4.0709 (4.0709)  time: 17.5696  data: 15.9034  max mem: 3331
[12:02:18.755900] Epoch: [5]  [ 20/312]  eta: 0:11:12  lr: 3.241026  loss: 4.0936 (4.0945)  time: 1.5407  data: 0.7647  max mem: 3331
[12:02:48.639311] Epoch: [5]  [ 40/312]  eta: 0:08:39  lr: 3.282051  loss: 4.0067 (4.0590)  time: 1.4941  data: 0.6059  max mem: 3331
[12:03:20.592664] Epoch: [5]  [ 60/312]  eta: 0:07:35  lr: 3.323077  loss: 4.0026 (4.0418)  time: 1.5976  data: 0.5246  max mem: 3331
[12:03:51.810962] Epoch: [5]  [ 80/312]  eta: 0:06:45  lr: 3.364103  loss: 4.0164 (4.0323)  time: 1.5608  data: 0.3354  max mem: 3331
[12:04:25.249051] Epoch: [5]  [100/312]  eta: 0:06:07  lr: 3.405128  loss: 4.0251 (4.0308)  time: 1.6718  data: 0.2803  max mem: 3331
[12:05:00.841177] Epoch: [5]  [120/312]  eta: 0:05:33  lr: 3.446154  loss: 4.0049 (4.0299)  time: 1.7789  data: 0.1435  max mem: 3331
[12:05:34.175977] Epoch: [5]  [140/312]  eta: 0:04:57  lr: 3.487179  loss: 3.9820 (4.0241)  time: 1.6660  data: 0.0074  max mem: 3331
[12:06:09.635688] Epoch: [5]  [160/312]  eta: 0:04:23  lr: 3.528205  loss: 3.9609 (4.0164)  time: 1.7716  data: 0.0003  max mem: 3331
[12:06:42.957919] Epoch: [5]  [180/312]  eta: 0:03:47  lr: 3.569231  loss: 3.9284 (4.0075)  time: 1.6652  data: 0.0003  max mem: 3331
[12:07:14.533942] Epoch: [5]  [200/312]  eta: 0:03:11  lr: 3.610256  loss: 3.9456 (4.0001)  time: 1.5777  data: 0.0003  max mem: 3331
[12:07:45.917135] Epoch: [5]  [220/312]  eta: 0:02:36  lr: 3.651282  loss: 3.9601 (3.9981)  time: 1.5691  data: 0.0003  max mem: 3331
[12:08:16.922140] Epoch: [5]  [240/312]  eta: 0:02:01  lr: 3.692308  loss: 3.9419 (3.9939)  time: 1.5468  data: 0.0004  max mem: 3331
[12:08:49.089696] Epoch: [5]  [260/312]  eta: 0:01:27  lr: 3.733333  loss: 3.9057 (3.9876)  time: 1.6083  data: 0.0003  max mem: 3331
[12:09:19.212704] Epoch: [5]  [280/312]  eta: 0:00:53  lr: 3.774359  loss: 3.8855 (3.9816)  time: 1.5061  data: 0.0003  max mem: 3331
[12:09:49.563595] Epoch: [5]  [300/312]  eta: 0:00:19  lr: 3.815385  loss: 3.8147 (3.9742)  time: 1.5174  data: 0.0036  max mem: 3331
[12:10:02.850032] Epoch: [5]  [311/312]  eta: 0:00:01  lr: 3.831795  loss: 3.8302 (3.9688)  time: 1.3596  data: 0.0035  max mem: 3331
[12:10:03.822111] Epoch: [5] Total time: 0:08:33 (1.6457 s / it)
[12:10:03.864597] Averaged stats: lr: 3.831795  loss: 3.8302 (3.9679)
[12:10:03.864905] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[12:10:03.864967] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-5.pth')]
[12:10:03.864999] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-5.pth
[12:10:22.251181] Test:  [ 0/13]  eta: 0:03:54  loss: 3.5898 (3.5898)  acc1: 31.0547 (31.0547)  acc5: 50.5859 (50.5859)  time: 18.0006  data: 17.5025  max mem: 3331
[12:10:36.438780] Test:  [10/13]  eta: 0:00:08  loss: 3.7137 (3.7050)  acc1: 28.9062 (28.7820)  acc5: 50.5859 (50.5682)  time: 2.9261  data: 2.4108  max mem: 3331
[12:10:37.043888] Test:  [12/13]  eta: 0:00:02  loss: 3.7137 (3.6965)  acc1: 28.9062 (28.8800)  acc5: 50.7812 (50.7680)  time: 2.5224  data: 2.0399  max mem: 3331
[12:10:37.318632] Test: Total time: 0:00:33 (2.5437 s / it)
[12:10:37.319545] * Acc@1 29.020 Acc@5 51.320 loss 3.655
[12:10:37.319666] Accuracy of the network on the 50000 test images: 29.0%
[12:10:37.319689] Max accuracy: 29.02%
[12:10:37.326173] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[12:10:54.412271] Epoch: [6]  [  0/312]  eta: 1:28:50  lr: 3.840000  loss: 3.9572 (3.9572)  time: 17.0855  data: 15.7275  max mem: 3331
[12:11:24.582532] Epoch: [6]  [ 20/312]  eta: 0:10:57  lr: 3.881026  loss: 3.8229 (3.8392)  time: 1.5084  data: 0.8336  max mem: 3331
[12:11:56.275193] Epoch: [6]  [ 40/312]  eta: 0:08:43  lr: 3.922051  loss: 3.8412 (3.8350)  time: 1.5845  data: 0.7366  max mem: 3331
[12:12:29.859152] Epoch: [6]  [ 60/312]  eta: 0:07:44  lr: 3.963077  loss: 3.7921 (3.8300)  time: 1.6791  data: 0.5443  max mem: 3331
[12:13:01.591388] Epoch: [6]  [ 80/312]  eta: 0:06:53  lr: 4.004103  loss: 3.7573 (3.8201)  time: 1.5854  data: 0.4792  max mem: 3331
[12:13:32.614917] Epoch: [6]  [100/312]  eta: 0:06:07  lr: 4.045128  loss: 3.8289 (3.8233)  time: 1.5511  data: 0.3361  max mem: 3331
[12:14:03.153781] Epoch: [6]  [120/312]  eta: 0:05:26  lr: 4.086154  loss: 3.7958 (3.8181)  time: 1.5269  data: 0.2570  max mem: 3331
[12:14:35.099475] Epoch: [6]  [140/312]  eta: 0:04:50  lr: 4.127179  loss: 3.7934 (3.8158)  time: 1.5972  data: 0.1005  max mem: 3331
[12:15:05.988168] Epoch: [6]  [160/312]  eta: 0:04:13  lr: 4.168205  loss: 3.7918 (3.8145)  time: 1.5439  data: 0.0003  max mem: 3331
[12:15:38.230709] Epoch: [6]  [180/312]  eta: 0:03:39  lr: 4.209231  loss: 3.8010 (3.8128)  time: 1.6120  data: 0.0003  max mem: 3331
[12:16:10.698817] Epoch: [6]  [200/312]  eta: 0:03:05  lr: 4.250256  loss: 3.7796 (3.8088)  time: 1.6233  data: 0.0003  max mem: 3331
[12:16:41.818461] Epoch: [6]  [220/312]  eta: 0:02:31  lr: 4.291282  loss: 3.7899 (3.8061)  time: 1.5559  data: 0.0006  max mem: 3331
[12:17:12.821996] Epoch: [6]  [240/312]  eta: 0:01:58  lr: 4.332308  loss: 3.7708 (3.8032)  time: 1.5501  data: 0.0008  max mem: 3331
[12:17:44.385760] Epoch: [6]  [260/312]  eta: 0:01:25  lr: 4.373333  loss: 3.7500 (3.7987)  time: 1.5781  data: 0.0003  max mem: 3331
[12:18:15.587776] Epoch: [6]  [280/312]  eta: 0:00:52  lr: 4.414359  loss: 3.7761 (3.7971)  time: 1.5598  data: 0.0003  max mem: 3331
[12:18:45.678342] Epoch: [6]  [300/312]  eta: 0:00:19  lr: 4.455385  loss: 3.7272 (3.7929)  time: 1.5045  data: 0.0011  max mem: 3331
[12:19:00.571476] Epoch: [6]  [311/312]  eta: 0:00:01  lr: 4.471795  loss: 3.7546 (3.7917)  time: 1.3413  data: 0.0010  max mem: 3331
[12:19:01.458852] Epoch: [6] Total time: 0:08:24 (1.6158 s / it)
[12:19:01.467296] Averaged stats: lr: 4.471795  loss: 3.7546 (3.7873)
[12:19:01.467645] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[12:19:01.467713] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-6.pth')]
[12:19:01.467753] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-6.pth
[12:19:20.231823] Test:  [ 0/13]  eta: 0:03:58  loss: 3.4516 (3.4516)  acc1: 33.0078 (33.0078)  acc5: 53.7109 (53.7109)  time: 18.3715  data: 17.8737  max mem: 3331
[12:19:33.820230] Test:  [10/13]  eta: 0:00:08  loss: 3.5627 (3.5573)  acc1: 30.4688 (30.4865)  acc5: 53.1250 (52.7344)  time: 2.9053  data: 2.3899  max mem: 3331
[12:19:34.425087] Test:  [12/13]  eta: 0:00:02  loss: 3.5627 (3.5566)  acc1: 30.4688 (30.6240)  acc5: 53.1250 (52.8640)  time: 2.5048  data: 2.0222  max mem: 3331
[12:19:34.767576] Test: Total time: 0:00:32 (2.5314 s / it)
[12:19:35.340499] * Acc@1 30.836 Acc@5 53.508 loss 3.504
[12:19:35.340660] Accuracy of the network on the 50000 test images: 30.8%
[12:19:35.340684] Max accuracy: 30.84%
[12:19:35.360842] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[12:19:54.044315] Epoch: [7]  [  0/312]  eta: 1:37:09  lr: 4.480000  loss: 3.6005 (3.6005)  time: 18.6828  data: 17.4779  max mem: 3331
[12:20:26.789995] Epoch: [7]  [ 20/312]  eta: 0:11:55  lr: 4.521026  loss: 3.6468 (3.6334)  time: 1.6372  data: 0.9810  max mem: 3331
[12:21:02.325810] Epoch: [7]  [ 40/312]  eta: 0:09:36  lr: 4.562051  loss: 3.6507 (3.6435)  time: 1.7767  data: 0.9689  max mem: 3331
[12:21:34.219525] Epoch: [7]  [ 60/312]  eta: 0:08:11  lr: 4.603077  loss: 3.6720 (3.6605)  time: 1.5946  data: 0.6551  max mem: 3331
[12:22:07.536702] Epoch: [7]  [ 80/312]  eta: 0:07:15  lr: 4.644103  loss: 3.6456 (3.6603)  time: 1.6658  data: 0.4757  max mem: 3331
[12:22:39.062285] Epoch: [7]  [100/312]  eta: 0:06:25  lr: 4.685128  loss: 3.6457 (3.6597)  time: 1.5762  data: 0.2568  max mem: 3331
[12:23:12.335790] Epoch: [7]  [120/312]  eta: 0:05:44  lr: 4.726154  loss: 3.6890 (3.6683)  time: 1.6636  data: 0.1206  max mem: 3331
[12:23:45.111568] Epoch: [7]  [140/312]  eta: 0:05:04  lr: 4.767179  loss: 3.6623 (3.6676)  time: 1.6387  data: 0.0189  max mem: 3331
[12:24:16.995187] Epoch: [7]  [160/312]  eta: 0:04:25  lr: 4.808205  loss: 3.6178 (3.6631)  time: 1.5941  data: 0.0003  max mem: 3331
[12:24:49.454208] Epoch: [7]  [180/312]  eta: 0:03:49  lr: 4.849231  loss: 3.6314 (3.6630)  time: 1.6229  data: 0.0003  max mem: 3331
[12:25:22.319496] Epoch: [7]  [200/312]  eta: 0:03:13  lr: 4.890256  loss: 3.6469 (3.6626)  time: 1.6432  data: 0.0003  max mem: 3331
[12:25:59.349484] Epoch: [7]  [220/312]  eta: 0:02:39  lr: 4.931282  loss: 3.7021 (3.6641)  time: 1.8514  data: 0.0003  max mem: 3331
[12:26:32.583934] Epoch: [7]  [240/312]  eta: 0:02:04  lr: 4.972308  loss: 3.6454 (3.6641)  time: 1.6611  data: 0.0003  max mem: 3331
[12:27:16.721639] Epoch: [7]  [260/312]  eta: 0:01:31  lr: 5.013333  loss: 3.6497 (3.6630)  time: 2.2068  data: 0.0003  max mem: 3331
[12:27:51.406976] Epoch: [7]  [280/312]  eta: 0:00:56  lr: 5.054359  loss: 3.6352 (3.6606)  time: 1.7333  data: 0.0003  max mem: 3331
[12:28:25.744940] Epoch: [7]  [300/312]  eta: 0:00:21  lr: 5.095385  loss: 3.6316 (3.6591)  time: 1.7168  data: 0.0011  max mem: 3331
[12:28:41.692412] Epoch: [7]  [311/312]  eta: 0:00:01  lr: 5.111795  loss: 3.5514 (3.6571)  time: 1.6136  data: 0.0010  max mem: 3331
[12:28:42.534436] Epoch: [7] Total time: 0:09:07 (1.7538 s / it)
[12:28:42.551549] Averaged stats: lr: 5.111795  loss: 3.5514 (3.6684)
[12:28:42.551862] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[12:28:42.551931] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-7.pth')]
[12:28:42.551969] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-7.pth
[12:29:01.972460] Test:  [ 0/13]  eta: 0:04:07  loss: 3.3261 (3.3261)  acc1: 35.7422 (35.7422)  acc5: 58.9844 (58.9844)  time: 19.0326  data: 18.5349  max mem: 3331
[12:29:15.803298] Test:  [10/13]  eta: 0:00:08  loss: 3.4494 (3.4539)  acc1: 31.8359 (31.9247)  acc5: 53.9062 (54.6697)  time: 2.9875  data: 2.4723  max mem: 3331
[12:29:16.407836] Test:  [12/13]  eta: 0:00:02  loss: 3.4494 (3.4479)  acc1: 31.8359 (32.1760)  acc5: 53.9062 (54.8320)  time: 2.5743  data: 2.0919  max mem: 3331
[12:29:16.735939] Test: Total time: 0:00:33 (2.5997 s / it)
[12:29:18.192150] * Acc@1 31.854 Acc@5 54.950 loss 3.407
[12:29:18.192300] Accuracy of the network on the 50000 test images: 31.9%
[12:29:18.192322] Max accuracy: 31.85%
[12:29:18.203776] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[12:29:35.925902] Epoch: [8]  [  0/312]  eta: 1:32:06  lr: 5.120000  loss: 3.6828 (3.6828)  time: 17.7144  data: 15.9485  max mem: 3331
[12:30:07.458038] Epoch: [8]  [ 20/312]  eta: 0:11:24  lr: 5.161026  loss: 3.6217 (3.6343)  time: 1.5765  data: 1.0070  max mem: 3331
[12:30:40.717842] Epoch: [8]  [ 40/312]  eta: 0:09:07  lr: 5.202051  loss: 3.5648 (3.6045)  time: 1.6629  data: 0.9799  max mem: 3331
[12:31:13.466894] Epoch: [8]  [ 60/312]  eta: 0:07:56  lr: 5.243077  loss: 3.5440 (3.5989)  time: 1.6374  data: 0.9200  max mem: 3331
[12:31:45.596215] Epoch: [8]  [ 80/312]  eta: 0:07:02  lr: 5.284103  loss: 3.5551 (3.5875)  time: 1.6064  data: 0.6293  max mem: 3331
[12:32:19.080099] Epoch: [8]  [100/312]  eta: 0:06:19  lr: 5.325128  loss: 3.5608 (3.5809)  time: 1.6741  data: 0.5501  max mem: 3331
[12:32:51.490421] Epoch: [8]  [120/312]  eta: 0:05:38  lr: 5.366154  loss: 3.6456 (3.5897)  time: 1.6204  data: 0.3428  max mem: 3331
[12:33:24.437542] Epoch: [8]  [140/312]  eta: 0:05:00  lr: 5.407179  loss: 3.5853 (3.5930)  time: 1.6473  data: 0.1693  max mem: 3331
[12:33:56.878194] Epoch: [8]  [160/312]  eta: 0:04:23  lr: 5.448205  loss: 3.5582 (3.5914)  time: 1.6220  data: 0.0890  max mem: 3331
[12:34:29.349496] Epoch: [8]  [180/312]  eta: 0:03:46  lr: 5.489231  loss: 3.6062 (3.5928)  time: 1.6235  data: 0.0774  max mem: 3331
[12:35:02.562830] Epoch: [8]  [200/312]  eta: 0:03:11  lr: 5.530256  loss: 3.5793 (3.5924)  time: 1.6606  data: 0.0630  max mem: 3331
[12:35:35.934812] Epoch: [8]  [220/312]  eta: 0:02:37  lr: 5.571282  loss: 3.5420 (3.5932)  time: 1.6685  data: 0.0140  max mem: 3331
[12:36:09.976479] Epoch: [8]  [240/312]  eta: 0:02:03  lr: 5.612308  loss: 3.6062 (3.5949)  time: 1.7020  data: 0.0150  max mem: 3331
[12:36:43.918124] Epoch: [8]  [260/312]  eta: 0:01:28  lr: 5.653333  loss: 3.6138 (3.5949)  time: 1.6970  data: 0.0154  max mem: 3331
[12:37:15.349714] Epoch: [8]  [280/312]  eta: 0:00:54  lr: 5.694359  loss: 3.5492 (3.5916)  time: 1.5715  data: 0.0078  max mem: 3331
[12:37:48.039430] Epoch: [8]  [300/312]  eta: 0:00:20  lr: 5.735385  loss: 3.6121 (3.5922)  time: 1.6344  data: 0.0158  max mem: 3331
[12:38:02.119328] Epoch: [8]  [311/312]  eta: 0:00:01  lr: 5.751795  loss: 3.5553 (3.5910)  time: 1.4834  data: 0.0009  max mem: 3331
[12:38:03.087552] Epoch: [8] Total time: 0:08:44 (1.6823 s / it)
[12:38:03.088194] Averaged stats: lr: 5.751795  loss: 3.5553 (3.5923)
[12:38:03.088530] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[12:38:03.088599] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-8.pth')]
[12:38:03.088638] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-8.pth
[12:38:30.719107] Test:  [ 0/13]  eta: 0:03:33  loss: 3.2589 (3.2589)  acc1: 33.3984 (33.3984)  acc5: 58.7891 (58.7891)  time: 16.4610  data: 15.9109  max mem: 3331
[12:38:44.591544] Test:  [10/13]  eta: 0:00:08  loss: 3.3979 (3.3874)  acc1: 33.2031 (32.6705)  acc5: 54.8828 (55.6108)  time: 2.7574  data: 2.2552  max mem: 3331
[12:38:45.195569] Test:  [12/13]  eta: 0:00:02  loss: 3.3973 (3.3759)  acc1: 33.2031 (32.7520)  acc5: 54.8828 (55.7920)  time: 2.3796  data: 1.9083  max mem: 3331
[12:38:45.456706] Test: Total time: 0:00:31 (2.3999 s / it)
[12:38:45.458342] * Acc@1 32.726 Acc@5 55.960 loss 3.341
[12:38:45.458461] Accuracy of the network on the 50000 test images: 32.7%
[12:38:45.458484] Max accuracy: 32.73%
[12:38:45.477259] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[12:39:03.868946] Epoch: [9]  [  0/312]  eta: 1:35:35  lr: 5.760000  loss: 3.5209 (3.5209)  time: 18.3834  data: 16.4115  max mem: 3331
[12:39:35.492466] Epoch: [9]  [ 20/312]  eta: 0:11:35  lr: 5.801026  loss: 3.5054 (3.5334)  time: 1.5811  data: 0.7561  max mem: 3331
[12:40:11.151775] Epoch: [9]  [ 40/312]  eta: 0:09:28  lr: 5.842051  loss: 3.4814 (3.5304)  time: 1.7829  data: 0.7028  max mem: 3331
[12:40:43.393586] Epoch: [9]  [ 60/312]  eta: 0:08:07  lr: 5.883077  loss: 3.5410 (3.5306)  time: 1.6120  data: 0.4027  max mem: 3331
[12:41:15.511057] Epoch: [9]  [ 80/312]  eta: 0:07:09  lr: 5.924103  loss: 3.5460 (3.5371)  time: 1.6058  data: 0.2506  max mem: 3331
[12:41:46.573297] Epoch: [9]  [100/312]  eta: 0:06:20  lr: 5.965128  loss: 3.5468 (3.5435)  time: 1.5530  data: 0.0603  max mem: 3331
[12:42:19.859067] Epoch: [9]  [120/312]  eta: 0:05:40  lr: 6.006154  loss: 3.5546 (3.5501)  time: 1.6642  data: 0.0244  max mem: 3331
[12:42:53.890464] Epoch: [9]  [140/312]  eta: 0:05:03  lr: 6.047179  loss: 3.5286 (3.5467)  time: 1.7015  data: 0.0342  max mem: 3331
[12:43:28.633921] Epoch: [9]  [160/312]  eta: 0:04:27  lr: 6.088205  loss: 3.5070 (3.5441)  time: 1.7369  data: 0.0185  max mem: 3331
[12:44:03.105439] Epoch: [9]  [180/312]  eta: 0:03:51  lr: 6.129231  loss: 3.6193 (3.5511)  time: 1.7235  data: 0.0116  max mem: 3331
[12:44:35.600225] Epoch: [9]  [200/312]  eta: 0:03:15  lr: 6.170256  loss: 3.5379 (3.5531)  time: 1.6246  data: 0.0087  max mem: 3331
[12:45:07.626352] Epoch: [9]  [220/312]  eta: 0:02:39  lr: 6.211282  loss: 3.5777 (3.5539)  time: 1.6012  data: 0.0003  max mem: 3331
[12:45:39.405064] Epoch: [9]  [240/312]  eta: 0:02:03  lr: 6.252308  loss: 3.5443 (3.5532)  time: 1.5889  data: 0.0003  max mem: 3331
[12:46:11.176017] Epoch: [9]  [260/312]  eta: 0:01:28  lr: 6.293333  loss: 3.5175 (3.5525)  time: 1.5885  data: 0.0003  max mem: 3331
[12:46:43.324427] Epoch: [9]  [280/312]  eta: 0:00:54  lr: 6.334359  loss: 3.5609 (3.5531)  time: 1.6073  data: 0.0003  max mem: 3331
[12:47:14.755064] Epoch: [9]  [300/312]  eta: 0:00:20  lr: 6.375385  loss: 3.5593 (3.5532)  time: 1.5715  data: 0.0011  max mem: 3331
[12:47:29.223882] Epoch: [9]  [311/312]  eta: 0:00:01  lr: 6.391795  loss: 3.5718 (3.5540)  time: 1.4358  data: 0.0009  max mem: 3331
[12:47:30.129701] Epoch: [9] Total time: 0:08:44 (1.6816 s / it)
[12:47:30.141287] Averaged stats: lr: 6.391795  loss: 3.5718 (3.5472)
[12:47:30.141657] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[12:47:30.141730] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-9.pth')]
[12:47:30.141769] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-9.pth
[12:47:47.655845] Test:  [ 0/13]  eta: 0:03:41  loss: 3.2675 (3.2675)  acc1: 35.9375 (35.9375)  acc5: 58.2031 (58.2031)  time: 17.0321  data: 16.5345  max mem: 3331
[12:48:02.099814] Test:  [10/13]  eta: 0:00:08  loss: 3.3626 (3.3517)  acc1: 32.6172 (33.2031)  acc5: 56.6406 (56.4808)  time: 2.8613  data: 2.3620  max mem: 3331
[12:48:02.704660] Test:  [12/13]  eta: 0:00:02  loss: 3.3626 (3.3410)  acc1: 32.8125 (33.3760)  acc5: 56.6406 (56.6400)  time: 2.4676  data: 1.9986  max mem: 3331
[12:48:02.934200] Test: Total time: 0:00:32 (2.4922 s / it)
[12:48:04.270861] * Acc@1 33.188 Acc@5 56.582 loss 3.305
[12:48:04.271040] Accuracy of the network on the 50000 test images: 33.2%
[12:48:04.271064] Max accuracy: 33.19%
[12:48:04.279235] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[12:48:23.344573] Epoch: [10]  [  0/312]  eta: 1:39:01  lr: 6.400000  loss: 3.8898 (3.8898)  time: 19.0435  data: 17.1498  max mem: 3331
[12:48:55.386247] Epoch: [10]  [ 20/312]  eta: 0:11:50  lr: 6.399990  loss: 3.4935 (3.5409)  time: 1.6020  data: 0.8546  max mem: 3331
[12:49:27.782869] Epoch: [10]  [ 40/312]  eta: 0:09:13  lr: 6.399959  loss: 3.4949 (3.5161)  time: 1.6198  data: 0.7614  max mem: 3331
[12:49:59.005793] Epoch: [10]  [ 60/312]  eta: 0:07:53  lr: 6.399909  loss: 3.5482 (3.5254)  time: 1.5611  data: 0.7603  max mem: 3331
[12:50:32.298763] Epoch: [10]  [ 80/312]  eta: 0:07:03  lr: 6.399838  loss: 3.5026 (3.5184)  time: 1.6646  data: 0.5723  max mem: 3331
[12:51:03.593700] Epoch: [10]  [100/312]  eta: 0:06:16  lr: 6.399747  loss: 3.5752 (3.5310)  time: 1.5647  data: 0.3724  max mem: 3331
[12:51:35.455121] Epoch: [10]  [120/312]  eta: 0:05:35  lr: 6.399635  loss: 3.5215 (3.5329)  time: 1.5930  data: 0.4019  max mem: 3331
[12:52:06.814213] Epoch: [10]  [140/312]  eta: 0:04:55  lr: 6.399503  loss: 3.4921 (3.5294)  time: 1.5679  data: 0.2567  max mem: 3331
[12:52:39.181817] Epoch: [10]  [160/312]  eta: 0:04:19  lr: 6.399351  loss: 3.4697 (3.5237)  time: 1.6183  data: 0.0749  max mem: 3331
[12:53:10.933463] Epoch: [10]  [180/312]  eta: 0:03:43  lr: 6.399179  loss: 3.5198 (3.5280)  time: 1.5875  data: 0.0167  max mem: 3331
[12:53:42.982476] Epoch: [10]  [200/312]  eta: 0:03:08  lr: 6.398986  loss: 3.5074 (3.5234)  time: 1.6023  data: 0.0005  max mem: 3331
[12:54:15.890648] Epoch: [10]  [220/312]  eta: 0:02:34  lr: 6.398773  loss: 3.5456 (3.5267)  time: 1.6453  data: 0.0003  max mem: 3331
[12:54:48.907075] Epoch: [10]  [240/312]  eta: 0:02:00  lr: 6.398540  loss: 3.5601 (3.5295)  time: 1.6507  data: 0.0003  max mem: 3331
[12:55:21.477737] Epoch: [10]  [260/312]  eta: 0:01:27  lr: 6.398287  loss: 3.4770 (3.5277)  time: 1.6284  data: 0.0003  max mem: 3331
[12:55:54.203996] Epoch: [10]  [280/312]  eta: 0:00:53  lr: 6.398013  loss: 3.5408 (3.5272)  time: 1.6362  data: 0.0003  max mem: 3331
[12:56:25.637570] Epoch: [10]  [300/312]  eta: 0:00:19  lr: 6.397719  loss: 3.4884 (3.5249)  time: 1.5716  data: 0.0011  max mem: 3331
[12:56:40.346538] Epoch: [10]  [311/312]  eta: 0:00:01  lr: 6.397596  loss: 3.4757 (3.5237)  time: 1.3919  data: 0.0009  max mem: 3331
[12:56:41.213341] Epoch: [10] Total time: 0:08:36 (1.6568 s / it)
[12:56:41.233495] Averaged stats: lr: 6.397596  loss: 3.4757 (3.5170)
[12:56:41.233851] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[12:56:41.233922] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-10.pth')]
[12:56:41.233961] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-10.pth
[12:57:08.948959] Test:  [ 0/13]  eta: 0:03:38  loss: 3.2516 (3.2516)  acc1: 32.6172 (32.6172)  acc5: 58.7891 (58.7891)  time: 16.8449  data: 16.3469  max mem: 3331
[12:57:22.652970] Test:  [10/13]  eta: 0:00:08  loss: 3.3488 (3.3266)  acc1: 32.4219 (32.6882)  acc5: 57.6172 (57.0845)  time: 2.7771  data: 2.2615  max mem: 3331
[12:57:23.739482] Test:  [12/13]  eta: 0:00:02  loss: 3.3488 (3.3172)  acc1: 32.6172 (32.8160)  acc5: 57.6172 (57.1680)  time: 2.4334  data: 1.9508  max mem: 3331
[12:57:23.999627] Test: Total time: 0:00:31 (2.4536 s / it)
[12:57:24.000958] * Acc@1 33.522 Acc@5 57.000 loss 3.282
[12:57:24.001069] Accuracy of the network on the 50000 test images: 33.5%
[12:57:24.001092] Max accuracy: 33.52%
[12:57:24.030704] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[12:57:42.589754] Epoch: [11]  [  0/312]  eta: 1:36:30  lr: 6.397533  loss: 3.4884 (3.4884)  time: 18.5584  data: 17.0416  max mem: 3331
[12:58:13.403509] Epoch: [11]  [ 20/312]  eta: 0:11:26  lr: 6.397207  loss: 3.4591 (3.4566)  time: 1.5406  data: 0.9484  max mem: 3331
[12:58:45.674807] Epoch: [11]  [ 40/312]  eta: 0:09:01  lr: 6.396860  loss: 3.4939 (3.4693)  time: 1.6135  data: 0.7715  max mem: 3331
[12:59:18.005951] Epoch: [11]  [ 60/312]  eta: 0:07:50  lr: 6.396493  loss: 3.4577 (3.4629)  time: 1.6165  data: 0.5901  max mem: 3331
[12:59:49.336127] Epoch: [11]  [ 80/312]  eta: 0:06:56  lr: 6.396106  loss: 3.4277 (3.4575)  time: 1.5664  data: 0.4630  max mem: 3331
[13:00:21.676476] Epoch: [11]  [100/312]  eta: 0:06:12  lr: 6.395698  loss: 3.4754 (3.4648)  time: 1.6169  data: 0.4214  max mem: 3331
[13:00:54.169266] Epoch: [11]  [120/312]  eta: 0:05:33  lr: 6.395271  loss: 3.5024 (3.4716)  time: 1.6246  data: 0.2932  max mem: 3331
[13:01:25.960451] Epoch: [11]  [140/312]  eta: 0:04:55  lr: 6.394823  loss: 3.4959 (3.4715)  time: 1.5895  data: 0.1250  max mem: 3331
[13:01:57.669482] Epoch: [11]  [160/312]  eta: 0:04:18  lr: 6.394355  loss: 3.4456 (3.4709)  time: 1.5854  data: 0.0796  max mem: 3331
[13:02:29.766351] Epoch: [11]  [180/312]  eta: 0:03:42  lr: 6.393866  loss: 3.4645 (3.4715)  time: 1.6048  data: 0.0003  max mem: 3331
[13:03:02.086741] Epoch: [11]  [200/312]  eta: 0:03:08  lr: 6.393358  loss: 3.4462 (3.4678)  time: 1.6159  data: 0.0003  max mem: 3331
[13:03:34.169806] Epoch: [11]  [220/312]  eta: 0:02:34  lr: 6.392829  loss: 3.4897 (3.4736)  time: 1.6041  data: 0.0006  max mem: 3331
[13:04:08.043828] Epoch: [11]  [240/312]  eta: 0:02:00  lr: 6.392280  loss: 3.4972 (3.4769)  time: 1.6936  data: 0.0003  max mem: 3331
[13:04:40.429271] Epoch: [11]  [260/312]  eta: 0:01:26  lr: 6.391710  loss: 3.4536 (3.4770)  time: 1.6192  data: 0.0003  max mem: 3331
[13:05:13.181300] Epoch: [11]  [280/312]  eta: 0:00:53  lr: 6.391121  loss: 3.4538 (3.4783)  time: 1.6375  data: 0.0003  max mem: 3331
[13:05:45.369152] Epoch: [11]  [300/312]  eta: 0:00:19  lr: 6.390511  loss: 3.4739 (3.4799)  time: 1.6093  data: 0.0012  max mem: 3331
[13:06:01.306193] Epoch: [11]  [311/312]  eta: 0:00:01  lr: 6.390261  loss: 3.4450 (3.4794)  time: 1.4184  data: 0.0009  max mem: 3331
[13:06:02.190491] Epoch: [11] Total time: 0:08:38 (1.6608 s / it)
[13:06:02.191112] Averaged stats: lr: 6.390261  loss: 3.4450 (3.4891)
[13:06:02.191458] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[13:06:02.191528] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-11.pth')]
[13:06:02.191566] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-11.pth
[13:06:19.464469] Test:  [ 0/13]  eta: 0:03:39  loss: 3.1763 (3.1763)  acc1: 36.1328 (36.1328)  acc5: 59.9609 (59.9609)  time: 16.8770  data: 16.3796  max mem: 3331
[13:06:33.248955] Test:  [10/13]  eta: 0:00:08  loss: 3.2795 (3.2836)  acc1: 33.9844 (33.7891)  acc5: 57.6172 (57.3864)  time: 2.7873  data: 2.2881  max mem: 3331
[13:06:34.327620] Test:  [12/13]  eta: 0:00:02  loss: 3.2795 (3.2765)  acc1: 33.9844 (34.0320)  acc5: 57.6172 (57.3600)  time: 2.4414  data: 1.9726  max mem: 3331
[13:06:34.567090] Test: Total time: 0:00:31 (2.4600 s / it)
[13:06:36.429110] * Acc@1 34.112 Acc@5 57.196 loss 3.250
[13:06:36.429265] Accuracy of the network on the 50000 test images: 34.1%
[13:06:36.429288] Max accuracy: 34.11%
[13:06:36.443292] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[13:06:54.227268] Epoch: [12]  [  0/312]  eta: 1:32:28  lr: 6.390135  loss: 3.4901 (3.4901)  time: 17.7830  data: 15.4178  max mem: 3331
[13:07:25.546280] Epoch: [12]  [ 20/312]  eta: 0:11:22  lr: 6.389493  loss: 3.4492 (3.4254)  time: 1.5659  data: 0.6965  max mem: 3331
[13:07:57.229898] Epoch: [12]  [ 40/312]  eta: 0:08:55  lr: 6.388831  loss: 3.4618 (3.4389)  time: 1.5841  data: 0.8224  max mem: 3331
[13:08:29.215992] Epoch: [12]  [ 60/312]  eta: 0:07:45  lr: 6.388148  loss: 3.4075 (3.4356)  time: 1.5992  data: 0.8203  max mem: 3331
[13:09:01.345240] Epoch: [12]  [ 80/312]  eta: 0:06:55  lr: 6.387446  loss: 3.4704 (3.4413)  time: 1.6064  data: 0.6670  max mem: 3331
[13:09:32.693385] Epoch: [12]  [100/312]  eta: 0:06:09  lr: 6.386723  loss: 3.4237 (3.4441)  time: 1.5673  data: 0.4928  max mem: 3331
[13:10:07.383693] Epoch: [12]  [120/312]  eta: 0:05:34  lr: 6.385980  loss: 3.4151 (3.4418)  time: 1.7344  data: 0.3754  max mem: 3331
[13:10:39.937160] Epoch: [12]  [140/312]  eta: 0:04:56  lr: 6.385216  loss: 3.5221 (3.4516)  time: 1.6232  data: 0.1373  max mem: 3331
[13:11:13.221816] Epoch: [12]  [160/312]  eta: 0:04:21  lr: 6.384433  loss: 3.4780 (3.4550)  time: 1.6636  data: 0.1057  max mem: 3331
[13:11:45.363346] Epoch: [12]  [180/312]  eta: 0:03:45  lr: 6.383629  loss: 3.4165 (3.4535)  time: 1.6070  data: 0.0247  max mem: 3331
[13:12:17.441284] Epoch: [12]  [200/312]  eta: 0:03:09  lr: 6.382805  loss: 3.5263 (3.4583)  time: 1.6038  data: 0.0003  max mem: 3331
[13:12:50.530008] Epoch: [12]  [220/312]  eta: 0:02:35  lr: 6.381961  loss: 3.5064 (3.4627)  time: 1.6544  data: 0.0004  max mem: 3331
[13:13:23.896291] Epoch: [12]  [240/312]  eta: 0:02:01  lr: 6.381097  loss: 3.4867 (3.4663)  time: 1.6682  data: 0.0003  max mem: 3331
[13:13:56.609812] Epoch: [12]  [260/312]  eta: 0:01:27  lr: 6.380213  loss: 3.4675 (3.4674)  time: 1.6356  data: 0.0003  max mem: 3331
[13:14:29.875965] Epoch: [12]  [280/312]  eta: 0:00:53  lr: 6.379308  loss: 3.4563 (3.4683)  time: 1.6632  data: 0.0003  max mem: 3331
[13:15:01.502981] Epoch: [12]  [300/312]  eta: 0:00:20  lr: 6.378384  loss: 3.4625 (3.4684)  time: 1.5813  data: 0.0011  max mem: 3331
[13:15:19.288856] Epoch: [12]  [311/312]  eta: 0:00:01  lr: 6.378008  loss: 3.4884 (3.4714)  time: 1.4954  data: 0.0009  max mem: 3331
[13:15:20.255703] Epoch: [12] Total time: 0:08:43 (1.6789 s / it)
[13:15:20.256345] Averaged stats: lr: 6.378008  loss: 3.4884 (3.4704)
[13:15:20.256691] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[13:15:20.256761] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-12.pth')]
[13:15:20.256800] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-12.pth
[13:15:38.299389] Test:  [ 0/13]  eta: 0:03:49  loss: 3.2003 (3.2003)  acc1: 36.9141 (36.9141)  acc5: 58.5938 (58.5938)  time: 17.6509  data: 17.1531  max mem: 3331
[13:15:52.707103] Test:  [10/13]  eta: 0:00:08  loss: 3.3226 (3.2994)  acc1: 34.3750 (34.0909)  acc5: 56.8359 (56.8714)  time: 2.9143  data: 2.4167  max mem: 3331
[13:15:53.311785] Test:  [12/13]  eta: 0:00:02  loss: 3.3226 (3.2927)  acc1: 34.3750 (34.3520)  acc5: 56.8359 (57.0400)  time: 2.5124  data: 2.0449  max mem: 3331
[13:15:53.558691] Test: Total time: 0:00:32 (2.5316 s / it)
[13:15:54.760197] * Acc@1 34.032 Acc@5 57.326 loss 3.251
[13:15:54.760347] Accuracy of the network on the 50000 test images: 34.0%
[13:15:54.760378] Max accuracy: 34.11%
[13:15:54.778557] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[13:16:12.973271] Epoch: [13]  [  0/312]  eta: 1:34:36  lr: 6.377819  loss: 3.3661 (3.3661)  time: 18.1941  data: 16.7514  max mem: 3331
[13:16:46.251807] Epoch: [13]  [ 20/312]  eta: 0:11:55  lr: 6.376862  loss: 3.4072 (3.4274)  time: 1.6639  data: 0.8293  max mem: 3331
[13:17:19.676313] Epoch: [13]  [ 40/312]  eta: 0:09:23  lr: 6.375885  loss: 3.4546 (3.4344)  time: 1.6711  data: 0.7671  max mem: 3331
[13:17:52.558994] Epoch: [13]  [ 60/312]  eta: 0:08:06  lr: 6.374888  loss: 3.4991 (3.4456)  time: 1.6438  data: 0.6196  max mem: 3331
[13:18:24.090530] Epoch: [13]  [ 80/312]  eta: 0:07:07  lr: 6.373871  loss: 3.3817 (3.4371)  time: 1.5765  data: 0.4109  max mem: 3331
[13:18:55.458073] Epoch: [13]  [100/312]  eta: 0:06:19  lr: 6.372833  loss: 3.4211 (3.4388)  time: 1.5683  data: 0.2790  max mem: 3331
[13:19:28.488644] Epoch: [13]  [120/312]  eta: 0:05:39  lr: 6.371776  loss: 3.4740 (3.4428)  time: 1.6515  data: 0.1367  max mem: 3331
[13:20:01.467350] Epoch: [13]  [140/312]  eta: 0:05:00  lr: 6.370698  loss: 3.4702 (3.4460)  time: 1.6489  data: 0.0913  max mem: 3331
[13:20:32.751864] Epoch: [13]  [160/312]  eta: 0:04:22  lr: 6.369601  loss: 3.4626 (3.4484)  time: 1.5641  data: 0.0540  max mem: 3331
[13:21:04.165594] Epoch: [13]  [180/312]  eta: 0:03:45  lr: 6.368483  loss: 3.4621 (3.4496)  time: 1.5706  data: 0.0326  max mem: 3331
[13:21:35.823612] Epoch: [13]  [200/312]  eta: 0:03:10  lr: 6.367345  loss: 3.5154 (3.4548)  time: 1.5828  data: 0.0119  max mem: 3331
[13:22:06.460947] Epoch: [13]  [220/312]  eta: 0:02:34  lr: 6.366187  loss: 3.4539 (3.4567)  time: 1.5318  data: 0.0003  max mem: 3331
[13:22:39.059454] Epoch: [13]  [240/312]  eta: 0:02:00  lr: 6.365009  loss: 3.4445 (3.4558)  time: 1.6298  data: 0.0003  max mem: 3331
[13:23:10.336678] Epoch: [13]  [260/312]  eta: 0:01:26  lr: 6.363811  loss: 3.5283 (3.4618)  time: 1.5637  data: 0.0003  max mem: 3331
[13:23:41.857314] Epoch: [13]  [280/312]  eta: 0:00:53  lr: 6.362593  loss: 3.4670 (3.4619)  time: 1.5759  data: 0.0003  max mem: 3331
[13:24:13.636280] Epoch: [13]  [300/312]  eta: 0:00:19  lr: 6.361355  loss: 3.4534 (3.4621)  time: 1.5888  data: 0.0013  max mem: 3331
[13:24:31.155690] Epoch: [13]  [311/312]  eta: 0:00:01  lr: 6.360854  loss: 3.4813 (3.4642)  time: 1.3960  data: 0.0012  max mem: 3331
[13:24:32.067664] Epoch: [13] Total time: 0:08:37 (1.6580 s / it)
[13:24:32.089094] Averaged stats: lr: 6.360854  loss: 3.4813 (3.4597)
[13:24:32.089465] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[13:24:32.089538] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-13.pth')]
[13:24:32.089577] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-13.pth
[13:24:51.453754] Test:  [ 0/13]  eta: 0:04:06  loss: 3.2135 (3.2135)  acc1: 35.7422 (35.7422)  acc5: 60.7422 (60.7422)  time: 18.9666  data: 18.4695  max mem: 3331
[13:25:05.267904] Test:  [10/13]  eta: 0:00:08  loss: 3.2819 (3.2749)  acc1: 35.1562 (34.7124)  acc5: 57.8125 (57.5817)  time: 2.9800  data: 2.4815  max mem: 3331
[13:25:06.479982] Test:  [12/13]  eta: 0:00:02  loss: 3.2704 (3.2582)  acc1: 35.1562 (34.7200)  acc5: 57.8125 (57.7120)  time: 2.6147  data: 2.1465  max mem: 3331
[13:25:06.746429] Test: Total time: 0:00:34 (2.6354 s / it)
[13:25:07.332031] * Acc@1 34.314 Acc@5 57.846 loss 3.231
[13:25:07.332186] Accuracy of the network on the 50000 test images: 34.3%
[13:25:07.332209] Max accuracy: 34.31%
[13:25:07.349304] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[13:25:24.661547] Epoch: [14]  [  0/312]  eta: 1:30:01  lr: 6.360603  loss: 3.5947 (3.5947)  time: 17.3117  data: 16.6011  max mem: 3331
[13:25:56.707647] Epoch: [14]  [ 20/312]  eta: 0:11:26  lr: 6.359333  loss: 3.3608 (3.3652)  time: 1.6023  data: 0.9581  max mem: 3331
[13:26:29.435305] Epoch: [14]  [ 40/312]  eta: 0:09:04  lr: 6.358042  loss: 3.4292 (3.3869)  time: 1.6363  data: 0.9392  max mem: 3331
[13:27:00.134115] Epoch: [14]  [ 60/312]  eta: 0:07:45  lr: 6.356732  loss: 3.4284 (3.4089)  time: 1.5349  data: 0.8610  max mem: 3331
[13:27:32.141810] Epoch: [14]  [ 80/312]  eta: 0:06:54  lr: 6.355402  loss: 3.4320 (3.4191)  time: 1.6003  data: 0.7660  max mem: 3331
[13:28:03.340243] Epoch: [14]  [100/312]  eta: 0:06:09  lr: 6.354052  loss: 3.4331 (3.4212)  time: 1.5598  data: 0.5487  max mem: 3331
[13:28:33.491425] Epoch: [14]  [120/312]  eta: 0:05:27  lr: 6.352682  loss: 3.4091 (3.4268)  time: 1.5075  data: 0.3336  max mem: 3331
[13:29:05.394686] Epoch: [14]  [140/312]  eta: 0:04:50  lr: 6.351292  loss: 3.4392 (3.4269)  time: 1.5950  data: 0.2140  max mem: 3331
[13:29:36.631239] Epoch: [14]  [160/312]  eta: 0:04:14  lr: 6.349881  loss: 3.4344 (3.4263)  time: 1.5617  data: 0.1412  max mem: 3331
[13:30:07.230757] Epoch: [14]  [180/312]  eta: 0:03:38  lr: 6.348451  loss: 3.4126 (3.4285)  time: 1.5299  data: 0.0447  max mem: 3331
[13:30:38.741063] Epoch: [14]  [200/312]  eta: 0:03:04  lr: 6.347001  loss: 3.4287 (3.4318)  time: 1.5754  data: 0.0003  max mem: 3331
[13:31:10.483613] Epoch: [14]  [220/312]  eta: 0:02:31  lr: 6.345531  loss: 3.4171 (3.4318)  time: 1.5870  data: 0.0003  max mem: 3331
[13:31:42.863165] Epoch: [14]  [240/312]  eta: 0:01:58  lr: 6.344041  loss: 3.4220 (3.4324)  time: 1.6189  data: 0.0003  max mem: 3331
[13:32:17.739474] Epoch: [14]  [260/312]  eta: 0:01:25  lr: 6.342532  loss: 3.4813 (3.4380)  time: 1.7437  data: 0.0003  max mem: 3331
[13:32:49.938832] Epoch: [14]  [280/312]  eta: 0:00:52  lr: 6.341002  loss: 3.4844 (3.4405)  time: 1.6099  data: 0.0003  max mem: 3331
[13:33:20.106425] Epoch: [14]  [300/312]  eta: 0:00:19  lr: 6.339452  loss: 3.4928 (3.4434)  time: 1.5083  data: 0.0043  max mem: 3331
[13:33:37.345997] Epoch: [14]  [311/312]  eta: 0:00:01  lr: 6.338827  loss: 3.5417 (3.4471)  time: 1.3278  data: 0.0041  max mem: 3331
[13:33:38.256592] Epoch: [14] Total time: 0:08:30 (1.6375 s / it)
[13:33:38.268944] Averaged stats: lr: 6.338827  loss: 3.5417 (3.4499)
[13:33:38.269278] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[13:33:38.269350] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-14.pth')]
[13:33:38.269404] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-14.pth
[13:33:55.975680] Test:  [ 0/13]  eta: 0:03:44  loss: 3.1780 (3.1780)  acc1: 36.3281 (36.3281)  acc5: 58.9844 (58.9844)  time: 17.2921  data: 16.7892  max mem: 3331
[13:34:09.438560] Test:  [10/13]  eta: 0:00:08  loss: 3.2750 (3.2648)  acc1: 34.1797 (34.6058)  acc5: 57.8125 (58.1676)  time: 2.7958  data: 2.2970  max mem: 3331
[13:34:11.582711] Test:  [12/13]  eta: 0:00:02  loss: 3.2750 (3.2570)  acc1: 34.1797 (34.7040)  acc5: 57.8125 (58.2560)  time: 2.5305  data: 2.0621  max mem: 3331
[13:34:11.849901] Test: Total time: 0:00:33 (2.5513 s / it)
[13:34:12.000588] * Acc@1 34.560 Acc@5 57.996 loss 3.227
[13:34:12.000749] Accuracy of the network on the 50000 test images: 34.6%
[13:34:12.000771] Max accuracy: 34.56%
[13:34:12.048071] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[13:34:29.476505] Epoch: [15]  [  0/312]  eta: 1:30:37  lr: 6.338513  loss: 3.3677 (3.3677)  time: 17.4278  data: 16.5810  max mem: 3331
[13:34:59.767416] Epoch: [15]  [ 20/312]  eta: 0:11:03  lr: 6.336931  loss: 3.3934 (3.3977)  time: 1.5144  data: 0.8469  max mem: 3331
[13:35:30.528527] Epoch: [15]  [ 40/312]  eta: 0:08:40  lr: 6.335330  loss: 3.3748 (3.3928)  time: 1.5380  data: 0.7654  max mem: 3331
[13:36:02.690341] Epoch: [15]  [ 60/312]  eta: 0:07:37  lr: 6.333709  loss: 3.4608 (3.4187)  time: 1.6080  data: 0.6420  max mem: 3331
[13:36:33.386702] Epoch: [15]  [ 80/312]  eta: 0:06:44  lr: 6.332068  loss: 3.4680 (3.4266)  time: 1.5347  data: 0.4824  max mem: 3331
[13:37:04.222863] Epoch: [15]  [100/312]  eta: 0:06:01  lr: 6.330407  loss: 3.3865 (3.4275)  time: 1.5417  data: 0.4010  max mem: 3331
[13:37:34.875205] Epoch: [15]  [120/312]  eta: 0:05:21  lr: 6.328726  loss: 3.4868 (3.4367)  time: 1.5325  data: 0.2606  max mem: 3331
[13:38:05.252302] Epoch: [15]  [140/312]  eta: 0:04:44  lr: 6.327026  loss: 3.3979 (3.4333)  time: 1.5188  data: 0.0975  max mem: 3331
[13:38:36.818860] Epoch: [15]  [160/312]  eta: 0:04:09  lr: 6.325305  loss: 3.4157 (3.4346)  time: 1.5783  data: 0.0364  max mem: 3331
[13:39:07.815608] Epoch: [15]  [180/312]  eta: 0:03:35  lr: 6.323565  loss: 3.5070 (3.4411)  time: 1.5498  data: 0.0178  max mem: 3331
[13:39:39.842951] Epoch: [15]  [200/312]  eta: 0:03:02  lr: 6.321805  loss: 3.4440 (3.4425)  time: 1.6013  data: 0.0003  max mem: 3331
[13:40:10.634401] Epoch: [15]  [220/312]  eta: 0:02:29  lr: 6.320025  loss: 3.4200 (3.4420)  time: 1.5395  data: 0.0003  max mem: 3331
[13:40:41.120527] Epoch: [15]  [240/312]  eta: 0:01:56  lr: 6.318226  loss: 3.4444 (3.4420)  time: 1.5242  data: 0.0003  max mem: 3331
[13:41:10.205109] Epoch: [15]  [260/312]  eta: 0:01:23  lr: 6.316406  loss: 3.4906 (3.4464)  time: 1.4542  data: 0.0004  max mem: 3331
[13:41:40.513472] Epoch: [15]  [280/312]  eta: 0:00:51  lr: 6.314567  loss: 3.5098 (3.4498)  time: 1.5153  data: 0.0003  max mem: 3331
[13:42:09.087060] Epoch: [15]  [300/312]  eta: 0:00:19  lr: 6.312708  loss: 3.4676 (3.4520)  time: 1.4286  data: 0.0011  max mem: 3331
[13:42:22.687773] Epoch: [15]  [311/312]  eta: 0:00:01  lr: 6.311959  loss: 3.4960 (3.4549)  time: 1.3408  data: 0.0010  max mem: 3331
[13:42:23.607235] Epoch: [15] Total time: 0:08:11 (1.5755 s / it)
[13:42:23.625241] Averaged stats: lr: 6.311959  loss: 3.4960 (3.4440)
[13:42:23.625579] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[13:42:23.625638] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-15.pth')]
[13:42:23.626491] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-15.pth
[13:42:40.283754] Test:  [ 0/13]  eta: 0:03:31  loss: 3.1562 (3.1562)  acc1: 37.1094 (37.1094)  acc5: 59.1797 (59.1797)  time: 16.2592  data: 15.7611  max mem: 3331
[13:42:53.047950] Test:  [10/13]  eta: 0:00:07  loss: 3.2691 (3.2497)  acc1: 34.3750 (34.6058)  acc5: 57.6172 (58.0256)  time: 2.6384  data: 2.1333  max mem: 3331
[13:42:53.652863] Test:  [12/13]  eta: 0:00:02  loss: 3.2691 (3.2485)  acc1: 34.3750 (34.5920)  acc5: 57.6172 (58.0160)  time: 2.2789  data: 1.8051  max mem: 3331
[13:42:53.888179] Test: Total time: 0:00:29 (2.2973 s / it)
[13:42:55.177511] * Acc@1 34.378 Acc@5 58.106 loss 3.224
[13:42:55.177669] Accuracy of the network on the 50000 test images: 34.4%
[13:42:55.177691] Max accuracy: 34.56%
[13:42:55.187911] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[13:43:12.096971] Epoch: [16]  [  0/312]  eta: 1:27:55  lr: 6.311584  loss: 3.6288 (3.6288)  time: 16.9085  data: 16.3265  max mem: 3331
[13:43:42.653907] Epoch: [16]  [ 20/312]  eta: 0:10:59  lr: 6.309693  loss: 3.3851 (3.4195)  time: 1.5278  data: 0.8572  max mem: 3331
[13:44:13.163769] Epoch: [16]  [ 40/312]  eta: 0:08:37  lr: 6.307783  loss: 3.4153 (3.4320)  time: 1.5254  data: 0.7756  max mem: 3331
[13:44:43.391338] Epoch: [16]  [ 60/312]  eta: 0:07:26  lr: 6.305854  loss: 3.4072 (3.4333)  time: 1.5113  data: 0.6636  max mem: 3331
[13:45:14.568347] Epoch: [16]  [ 80/312]  eta: 0:06:39  lr: 6.303904  loss: 3.4846 (3.4389)  time: 1.5586  data: 0.6927  max mem: 3331
[13:45:45.941338] Epoch: [16]  [100/312]  eta: 0:05:58  lr: 6.301935  loss: 3.3907 (3.4353)  time: 1.5686  data: 0.5275  max mem: 3331
[13:46:16.418000] Epoch: [16]  [120/312]  eta: 0:05:19  lr: 6.299946  loss: 3.4109 (3.4343)  time: 1.5238  data: 0.3956  max mem: 3331
[13:46:46.536035] Epoch: [16]  [140/312]  eta: 0:04:42  lr: 6.297938  loss: 3.4416 (3.4351)  time: 1.5058  data: 0.3444  max mem: 3331
[13:47:16.770228] Epoch: [16]  [160/312]  eta: 0:04:06  lr: 6.295910  loss: 3.4365 (3.4370)  time: 1.5116  data: 0.0994  max mem: 3331
[13:47:46.905477] Epoch: [16]  [180/312]  eta: 0:03:32  lr: 6.293862  loss: 3.4250 (3.4386)  time: 1.5067  data: 0.0667  max mem: 3331
[13:48:17.405020] Epoch: [16]  [200/312]  eta: 0:02:59  lr: 6.291795  loss: 3.4121 (3.4385)  time: 1.5249  data: 0.0149  max mem: 3331
[13:48:48.157832] Epoch: [16]  [220/312]  eta: 0:02:26  lr: 6.289708  loss: 3.4199 (3.4385)  time: 1.5376  data: 0.0003  max mem: 3331
[13:49:18.614829] Epoch: [16]  [240/312]  eta: 0:01:54  lr: 6.287602  loss: 3.4553 (3.4411)  time: 1.5228  data: 0.0003  max mem: 3331
[13:49:49.619785] Epoch: [16]  [260/312]  eta: 0:01:22  lr: 6.285476  loss: 3.3526 (3.4366)  time: 1.5502  data: 0.0003  max mem: 3331
[13:50:20.052538] Epoch: [16]  [280/312]  eta: 0:00:50  lr: 6.283330  loss: 3.4474 (3.4378)  time: 1.5216  data: 0.0003  max mem: 3331
[13:50:50.874585] Epoch: [16]  [300/312]  eta: 0:00:18  lr: 6.281165  loss: 3.4403 (3.4397)  time: 1.5410  data: 0.0011  max mem: 3331
[13:51:07.811086] Epoch: [16]  [311/312]  eta: 0:00:01  lr: 6.280294  loss: 3.4489 (3.4395)  time: 1.3610  data: 0.0010  max mem: 3331
[13:51:08.704507] Epoch: [16] Total time: 0:08:13 (1.5818 s / it)
[13:51:08.709742] Averaged stats: lr: 6.280294  loss: 3.4489 (3.4398)
[13:51:08.710081] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[13:51:08.710155] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-16.pth')]
[13:51:08.710196] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-16.pth
[13:51:25.828156] Test:  [ 0/13]  eta: 0:03:37  loss: 3.1980 (3.1980)  acc1: 35.3516 (35.3516)  acc5: 58.7891 (58.7891)  time: 16.7359  data: 16.2387  max mem: 3331
[13:51:38.486048] Test:  [10/13]  eta: 0:00:08  loss: 3.3314 (3.2860)  acc1: 34.3750 (34.5526)  acc5: 57.0312 (57.7592)  time: 2.6720  data: 2.1743  max mem: 3331
[13:51:39.191408] Test:  [12/13]  eta: 0:00:02  loss: 3.3314 (3.2721)  acc1: 34.3750 (34.7520)  acc5: 57.0312 (57.9200)  time: 2.3151  data: 1.8476  max mem: 3331
[13:51:39.427088] Test: Total time: 0:00:30 (2.3335 s / it)
[13:51:40.746778] * Acc@1 34.484 Acc@5 57.800 loss 3.240
[13:51:40.746951] Accuracy of the network on the 50000 test images: 34.5%
[13:51:40.746975] Max accuracy: 34.56%
[13:51:40.760191] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[13:51:57.376322] Epoch: [17]  [  0/312]  eta: 1:26:24  lr: 6.279857  loss: 3.4013 (3.4013)  time: 16.6155  data: 16.0223  max mem: 3331
[13:52:27.879831] Epoch: [17]  [ 20/312]  eta: 0:10:55  lr: 6.277660  loss: 3.3884 (3.4058)  time: 1.5251  data: 0.8089  max mem: 3331
[13:52:57.880451] Epoch: [17]  [ 40/312]  eta: 0:08:31  lr: 6.275445  loss: 3.4116 (3.4116)  time: 1.5000  data: 0.7216  max mem: 3331
[13:53:28.540539] Epoch: [17]  [ 60/312]  eta: 0:07:25  lr: 6.273209  loss: 3.3751 (3.4008)  time: 1.5329  data: 0.7397  max mem: 3331
[13:53:59.159094] Epoch: [17]  [ 80/312]  eta: 0:06:36  lr: 6.270955  loss: 3.3837 (3.3967)  time: 1.5308  data: 0.5812  max mem: 3331
[13:54:30.234856] Epoch: [17]  [100/312]  eta: 0:05:55  lr: 6.268680  loss: 3.4591 (3.4091)  time: 1.5537  data: 0.4517  max mem: 3331
[13:55:01.432893] Epoch: [17]  [120/312]  eta: 0:05:18  lr: 6.266387  loss: 3.4255 (3.4136)  time: 1.5598  data: 0.2739  max mem: 3331
[13:55:31.741083] Epoch: [17]  [140/312]  eta: 0:04:41  lr: 6.264074  loss: 3.4334 (3.4188)  time: 1.5153  data: 0.1034  max mem: 3331
[13:56:02.941975] Epoch: [17]  [160/312]  eta: 0:04:07  lr: 6.261741  loss: 3.4591 (3.4230)  time: 1.5599  data: 0.1554  max mem: 3331
[13:56:33.239547] Epoch: [17]  [180/312]  eta: 0:03:33  lr: 6.259389  loss: 3.4297 (3.4253)  time: 1.5148  data: 0.0380  max mem: 3331
[13:57:04.130234] Epoch: [17]  [200/312]  eta: 0:03:00  lr: 6.257018  loss: 3.4619 (3.4275)  time: 1.5445  data: 0.0003  max mem: 3331
[13:57:33.380182] Epoch: [17]  [220/312]  eta: 0:02:26  lr: 6.254627  loss: 3.4362 (3.4295)  time: 1.4624  data: 0.0006  max mem: 3331
[13:58:04.407769] Epoch: [17]  [240/312]  eta: 0:01:54  lr: 6.252217  loss: 3.4694 (3.4319)  time: 1.5513  data: 0.0003  max mem: 3331
[13:58:34.841182] Epoch: [17]  [260/312]  eta: 0:01:22  lr: 6.249788  loss: 3.4179 (3.4317)  time: 1.5216  data: 0.0003  max mem: 3331
[13:59:04.133409] Epoch: [17]  [280/312]  eta: 0:00:50  lr: 6.247339  loss: 3.4507 (3.4334)  time: 1.4645  data: 0.0003  max mem: 3331
[13:59:34.816040] Epoch: [17]  [300/312]  eta: 0:00:18  lr: 6.244871  loss: 3.4144 (3.4321)  time: 1.5340  data: 0.0011  max mem: 3331
[13:59:49.697560] Epoch: [17]  [311/312]  eta: 0:00:01  lr: 6.243878  loss: 3.4648 (3.4328)  time: 1.4604  data: 0.0010  max mem: 3331
[13:59:50.610135] Epoch: [17] Total time: 0:08:09 (1.5700 s / it)
[13:59:50.612269] Averaged stats: lr: 6.243878  loss: 3.4648 (3.4339)
[13:59:50.612625] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[13:59:50.612701] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-17.pth')]
[13:59:50.612741] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-17.pth
[14:00:07.017965] Test:  [ 0/13]  eta: 0:03:28  loss: 3.1765 (3.1765)  acc1: 36.7188 (36.7188)  acc5: 60.1562 (60.1562)  time: 16.0271  data: 15.5290  max mem: 3331
[14:00:20.605486] Test:  [10/13]  eta: 0:00:08  loss: 3.2595 (3.2511)  acc1: 34.1797 (34.5170)  acc5: 58.0078 (58.4872)  time: 2.6921  data: 2.1936  max mem: 3331
[14:00:21.210569] Test:  [12/13]  eta: 0:00:02  loss: 3.2467 (3.2284)  acc1: 34.1797 (34.7200)  acc5: 58.0078 (58.7840)  time: 2.3244  data: 1.8561  max mem: 3331
[14:00:21.554629] Test: Total time: 0:00:30 (2.3511 s / it)
[14:00:22.623928] * Acc@1 34.650 Acc@5 58.044 loss 3.222
[14:00:22.624080] Accuracy of the network on the 50000 test images: 34.7%
[14:00:22.624104] Max accuracy: 34.65%
[14:00:22.675595] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[14:00:39.693177] Epoch: [18]  [  0/312]  eta: 1:28:29  lr: 6.243381  loss: 3.2826 (3.2826)  time: 17.0170  data: 15.6907  max mem: 3331
[14:01:09.660604] Epoch: [18]  [ 20/312]  eta: 0:10:53  lr: 6.240882  loss: 3.3522 (3.3850)  time: 1.4983  data: 0.7786  max mem: 3331
[14:01:39.739712] Epoch: [18]  [ 40/312]  eta: 0:08:31  lr: 6.238364  loss: 3.3806 (3.4044)  time: 1.5039  data: 0.8420  max mem: 3331
[14:02:10.667300] Epoch: [18]  [ 60/312]  eta: 0:07:26  lr: 6.235826  loss: 3.4015 (3.3977)  time: 1.5463  data: 0.7707  max mem: 3331
[14:02:39.890910] Epoch: [18]  [ 80/312]  eta: 0:06:32  lr: 6.233270  loss: 3.3738 (3.3973)  time: 1.4611  data: 0.5168  max mem: 3331
[14:03:11.208255] Epoch: [18]  [100/312]  eta: 0:05:53  lr: 6.230694  loss: 3.3632 (3.3958)  time: 1.5658  data: 0.4468  max mem: 3331
[14:03:41.732324] Epoch: [18]  [120/312]  eta: 0:05:15  lr: 6.228099  loss: 3.4742 (3.4104)  time: 1.5261  data: 0.2862  max mem: 3331
[14:04:12.586706] Epoch: [18]  [140/312]  eta: 0:04:40  lr: 6.225485  loss: 3.4431 (3.4113)  time: 1.5426  data: 0.1376  max mem: 3331
[14:04:44.183783] Epoch: [18]  [160/312]  eta: 0:04:06  lr: 6.222851  loss: 3.3937 (3.4116)  time: 1.5798  data: 0.0172  max mem: 3331
[14:05:18.423816] Epoch: [18]  [180/312]  eta: 0:03:35  lr: 6.220199  loss: 3.4154 (3.4128)  time: 1.7119  data: 0.0003  max mem: 3331
[14:05:52.053865] Epoch: [18]  [200/312]  eta: 0:03:03  lr: 6.217527  loss: 3.5113 (3.4183)  time: 1.6813  data: 0.0003  max mem: 3331
[14:06:23.717955] Epoch: [18]  [220/312]  eta: 0:02:30  lr: 6.214836  loss: 3.4706 (3.4211)  time: 1.5829  data: 0.0003  max mem: 3331
[14:06:54.017846] Epoch: [18]  [240/312]  eta: 0:01:56  lr: 6.212126  loss: 3.4612 (3.4250)  time: 1.5149  data: 0.0003  max mem: 3331
[14:07:24.662879] Epoch: [18]  [260/312]  eta: 0:01:24  lr: 6.209397  loss: 3.4070 (3.4266)  time: 1.5322  data: 0.0003  max mem: 3331
[14:07:55.115897] Epoch: [18]  [280/312]  eta: 0:00:51  lr: 6.206649  loss: 3.4609 (3.4299)  time: 1.5226  data: 0.0006  max mem: 3331
[14:08:24.237856] Epoch: [18]  [300/312]  eta: 0:00:19  lr: 6.203882  loss: 3.4172 (3.4312)  time: 1.4560  data: 0.0011  max mem: 3331
[14:08:39.456975] Epoch: [18]  [311/312]  eta: 0:00:01  lr: 6.202770  loss: 3.4340 (3.4344)  time: 1.3851  data: 0.0009  max mem: 3331
[14:08:40.383392] Epoch: [18] Total time: 0:08:17 (1.5952 s / it)
[14:08:40.384028] Averaged stats: lr: 6.202770  loss: 3.4340 (3.4332)
[14:08:40.384371] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[14:08:40.384455] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-18.pth')]
[14:08:40.384496] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-18.pth
[14:08:58.115558] Test:  [ 0/13]  eta: 0:03:45  loss: 3.1659 (3.1659)  acc1: 37.3047 (37.3047)  acc5: 60.1562 (60.1562)  time: 17.3521  data: 16.8541  max mem: 3331
[14:09:12.073375] Test:  [10/13]  eta: 0:00:08  loss: 3.2448 (3.2528)  acc1: 33.7891 (34.4460)  acc5: 57.6172 (58.2031)  time: 2.8462  data: 2.3376  max mem: 3331
[14:09:12.680749] Test:  [12/13]  eta: 0:00:02  loss: 3.2448 (3.2396)  acc1: 33.9623 (34.6400)  acc5: 58.2031 (58.2880)  time: 2.4548  data: 1.9780  max mem: 3331
[14:09:13.032899] Test: Total time: 0:00:32 (2.4823 s / it)
[14:09:14.329461] * Acc@1 34.524 Acc@5 58.084 loss 3.220
[14:09:14.329619] Accuracy of the network on the 50000 test images: 34.5%
[14:09:14.329642] Max accuracy: 34.65%
[14:09:14.345699] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[14:09:31.174383] Epoch: [19]  [  0/312]  eta: 1:27:30  lr: 6.202212  loss: 3.3640 (3.3640)  time: 16.8281  data: 15.6587  max mem: 3331
[14:10:00.940307] Epoch: [19]  [ 20/312]  eta: 0:10:47  lr: 6.199415  loss: 3.4112 (3.3947)  time: 1.4882  data: 0.8165  max mem: 3331
[14:10:31.356219] Epoch: [19]  [ 40/312]  eta: 0:08:30  lr: 6.196598  loss: 3.4017 (3.4177)  time: 1.5206  data: 0.6710  max mem: 3331
[14:11:02.000389] Epoch: [19]  [ 60/312]  eta: 0:07:24  lr: 6.193762  loss: 3.4410 (3.4230)  time: 1.5321  data: 0.6275  max mem: 3331
[14:11:31.945144] Epoch: [19]  [ 80/312]  eta: 0:06:34  lr: 6.190908  loss: 3.3881 (3.4146)  time: 1.4971  data: 0.4475  max mem: 3331
[14:12:02.393584] Epoch: [19]  [100/312]  eta: 0:05:52  lr: 6.188034  loss: 3.4400 (3.4176)  time: 1.5220  data: 0.2611  max mem: 3331
[14:12:31.833973] Epoch: [19]  [120/312]  eta: 0:05:13  lr: 6.185142  loss: 3.4413 (3.4217)  time: 1.4719  data: 0.1244  max mem: 3331
[14:13:01.818449] Epoch: [19]  [140/312]  eta: 0:04:37  lr: 6.182231  loss: 3.4610 (3.4291)  time: 1.4991  data: 0.0220  max mem: 3331
[14:13:31.205222] Epoch: [19]  [160/312]  eta: 0:04:02  lr: 6.179300  loss: 3.5027 (3.4358)  time: 1.4692  data: 0.0006  max mem: 3331
[14:14:01.004068] Epoch: [19]  [180/312]  eta: 0:03:29  lr: 6.176351  loss: 3.4110 (3.4345)  time: 1.4898  data: 0.0004  max mem: 3331
[14:14:31.306075] Epoch: [19]  [200/312]  eta: 0:02:56  lr: 6.173383  loss: 3.4900 (3.4378)  time: 1.5150  data: 0.0003  max mem: 3331
[14:15:01.897220] Epoch: [19]  [220/312]  eta: 0:02:24  lr: 6.170396  loss: 3.5096 (3.4420)  time: 1.5295  data: 0.0003  max mem: 3331
[14:15:32.938684] Epoch: [19]  [240/312]  eta: 0:01:53  lr: 6.167391  loss: 3.4354 (3.4433)  time: 1.5520  data: 0.0003  max mem: 3331
[14:16:03.604823] Epoch: [19]  [260/312]  eta: 0:01:21  lr: 6.164366  loss: 3.4300 (3.4436)  time: 1.5332  data: 0.0003  max mem: 3331
[14:16:33.731459] Epoch: [19]  [280/312]  eta: 0:00:50  lr: 6.161323  loss: 3.4255 (3.4431)  time: 1.5062  data: 0.0003  max mem: 3331
[14:17:02.449240] Epoch: [19]  [300/312]  eta: 0:00:18  lr: 6.158261  loss: 3.4389 (3.4412)  time: 1.4358  data: 0.0011  max mem: 3331
[14:17:15.734565] Epoch: [19]  [311/312]  eta: 0:00:01  lr: 6.157031  loss: 3.4592 (3.4432)  time: 1.3544  data: 0.0010  max mem: 3331
[14:17:16.690479] Epoch: [19] Total time: 0:08:02 (1.5460 s / it)
[14:17:16.691127] Averaged stats: lr: 6.157031  loss: 3.4592 (3.4329)
[14:17:16.691471] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[14:17:16.691546] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-19.pth')]
[14:17:16.691587] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-19.pth
[14:17:34.019284] Test:  [ 0/13]  eta: 0:03:40  loss: 3.1874 (3.1874)  acc1: 37.5000 (37.5000)  acc5: 58.5938 (58.5938)  time: 16.9409  data: 16.4433  max mem: 3331
[14:17:46.855328] Test:  [10/13]  eta: 0:00:08  loss: 3.2961 (3.2805)  acc1: 33.9844 (34.4105)  acc5: 57.4219 (57.9901)  time: 2.7067  data: 2.1916  max mem: 3331
[14:17:47.460614] Test:  [12/13]  eta: 0:00:02  loss: 3.2961 (3.2822)  acc1: 33.9844 (34.5280)  acc5: 57.4219 (57.9360)  time: 2.3368  data: 1.8544  max mem: 3331
[14:17:47.695850] Test: Total time: 0:00:30 (2.3552 s / it)
[14:17:47.891993] * Acc@1 34.406 Acc@5 58.160 loss 3.230
[14:17:47.892150] Accuracy of the network on the 50000 test images: 34.4%
[14:17:47.892173] Max accuracy: 34.65%
[14:17:47.905758] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[14:18:04.960887] Epoch: [20]  [  0/312]  eta: 1:28:39  lr: 6.156415  loss: 3.3873 (3.3873)  time: 17.0481  data: 15.3688  max mem: 3331
[14:18:35.048553] Epoch: [20]  [ 20/312]  eta: 0:10:55  lr: 6.153322  loss: 3.3783 (3.3782)  time: 1.5042  data: 0.8449  max mem: 3331
[14:19:06.512426] Epoch: [20]  [ 40/312]  eta: 0:08:41  lr: 6.150212  loss: 3.4180 (3.3802)  time: 1.5731  data: 0.6625  max mem: 3331
[14:19:38.201181] Epoch: [20]  [ 60/312]  eta: 0:07:35  lr: 6.147082  loss: 3.3573 (3.3818)  time: 1.5843  data: 0.4847  max mem: 3331
[14:20:10.405616] Epoch: [20]  [ 80/312]  eta: 0:06:48  lr: 6.143934  loss: 3.3944 (3.3865)  time: 1.6101  data: 0.3112  max mem: 3331
[14:20:48.567253] Epoch: [20]  [100/312]  eta: 0:06:19  lr: 6.140767  loss: 3.4227 (3.3941)  time: 1.9080  data: 0.2854  max mem: 3331
[14:21:22.326377] Epoch: [20]  [120/312]  eta: 0:05:40  lr: 6.137582  loss: 3.4783 (3.4031)  time: 1.6879  data: 0.1041  max mem: 3331
[14:21:53.559792] Epoch: [20]  [140/312]  eta: 0:04:59  lr: 6.134378  loss: 3.4406 (3.4055)  time: 1.5616  data: 0.0171  max mem: 3331
[14:22:25.506285] Epoch: [20]  [160/312]  eta: 0:04:22  lr: 6.131155  loss: 3.4001 (3.4063)  time: 1.5972  data: 0.0078  max mem: 3331
[14:22:55.453517] Epoch: [20]  [180/312]  eta: 0:03:44  lr: 6.127914  loss: 3.4525 (3.4107)  time: 1.4973  data: 0.0003  max mem: 3331
[14:23:25.584180] Epoch: [20]  [200/312]  eta: 0:03:08  lr: 6.124655  loss: 3.4241 (3.4122)  time: 1.5065  data: 0.0003  max mem: 3331
[14:23:56.078612] Epoch: [20]  [220/312]  eta: 0:02:33  lr: 6.121376  loss: 3.4949 (3.4179)  time: 1.5246  data: 0.0003  max mem: 3331
[14:24:25.748584] Epoch: [20]  [240/312]  eta: 0:01:58  lr: 6.118080  loss: 3.4520 (3.4206)  time: 1.4834  data: 0.0003  max mem: 3331
[14:24:56.084068] Epoch: [20]  [260/312]  eta: 0:01:25  lr: 6.114764  loss: 3.4388 (3.4228)  time: 1.5167  data: 0.0003  max mem: 3331
[14:25:25.474365] Epoch: [20]  [280/312]  eta: 0:00:52  lr: 6.111431  loss: 3.4367 (3.4256)  time: 1.4694  data: 0.0003  max mem: 3331
[14:25:54.395983] Epoch: [20]  [300/312]  eta: 0:00:19  lr: 6.108078  loss: 3.4065 (3.4264)  time: 1.4460  data: 0.0011  max mem: 3331
[14:26:11.152146] Epoch: [20]  [311/312]  eta: 0:00:01  lr: 6.106732  loss: 3.4643 (3.4288)  time: 1.3880  data: 0.0009  max mem: 3331
[14:26:12.057968] Epoch: [20] Total time: 0:08:24 (1.6159 s / it)
[14:26:12.061689] Averaged stats: lr: 6.106732  loss: 3.4643 (3.4287)
[14:26:12.062023] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[14:26:12.062098] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-20.pth')]
[14:26:12.062139] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-20.pth
[14:26:30.045141] Test:  [ 0/13]  eta: 0:03:48  loss: 3.2158 (3.2158)  acc1: 35.3516 (35.3516)  acc5: 58.9844 (58.9844)  time: 17.6031  data: 17.1050  max mem: 3331
[14:26:42.853855] Test:  [10/13]  eta: 0:00:08  loss: 3.2962 (3.2795)  acc1: 34.5703 (34.5526)  acc5: 57.8125 (58.1499)  time: 2.7645  data: 2.2497  max mem: 3331
[14:26:43.458748] Test:  [12/13]  eta: 0:00:02  loss: 3.2962 (3.2753)  acc1: 34.5703 (34.7040)  acc5: 57.8125 (58.3840)  time: 2.3857  data: 1.9036  max mem: 3331
[14:26:43.678726] Test: Total time: 0:00:31 (2.4029 s / it)
[14:26:44.474453] * Acc@1 34.592 Acc@5 58.192 loss 3.226
[14:26:44.474623] Accuracy of the network on the 50000 test images: 34.6%
[14:26:44.474647] Max accuracy: 34.65%
[14:26:44.499122] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[14:27:01.257812] Epoch: [21]  [  0/312]  eta: 1:27:06  lr: 6.106058  loss: 3.2479 (3.2479)  time: 16.7504  data: 14.8746  max mem: 3331
[14:27:32.575339] Epoch: [21]  [ 20/312]  eta: 0:11:08  lr: 6.102676  loss: 3.4132 (3.4295)  time: 1.5658  data: 0.7840  max mem: 3331
[14:28:05.424984] Epoch: [21]  [ 40/312]  eta: 0:08:56  lr: 6.099276  loss: 3.3898 (3.4162)  time: 1.6424  data: 0.6488  max mem: 3331
[14:28:37.057762] Epoch: [21]  [ 60/312]  eta: 0:07:44  lr: 6.095858  loss: 3.3458 (3.4096)  time: 1.5815  data: 0.5634  max mem: 3331
[14:29:07.562701] Epoch: [21]  [ 80/312]  eta: 0:06:49  lr: 6.092421  loss: 3.3574 (3.4023)  time: 1.5252  data: 0.5073  max mem: 3331
[14:29:39.016150] Epoch: [21]  [100/312]  eta: 0:06:06  lr: 6.088966  loss: 3.3777 (3.3999)  time: 1.5726  data: 0.3740  max mem: 3331
[14:30:10.000518] Epoch: [21]  [120/312]  eta: 0:05:26  lr: 6.085493  loss: 3.3683 (3.3973)  time: 1.5491  data: 0.1778  max mem: 3331
[14:30:39.927414] Epoch: [21]  [140/312]  eta: 0:04:47  lr: 6.082001  loss: 3.4261 (3.4009)  time: 1.4963  data: 0.0291  max mem: 3331
[14:31:10.784123] Epoch: [21]  [160/312]  eta: 0:04:11  lr: 6.078491  loss: 3.4700 (3.4113)  time: 1.5427  data: 0.0003  max mem: 3331
[14:31:41.233174] Epoch: [21]  [180/312]  eta: 0:03:36  lr: 6.074963  loss: 3.4055 (3.4126)  time: 1.5224  data: 0.0003  max mem: 3331
[14:32:11.118288] Epoch: [21]  [200/312]  eta: 0:03:01  lr: 6.071416  loss: 3.3989 (3.4103)  time: 1.4942  data: 0.0003  max mem: 3331
[14:32:41.786564] Epoch: [21]  [220/312]  eta: 0:02:28  lr: 6.067852  loss: 3.4455 (3.4134)  time: 1.5333  data: 0.0003  max mem: 3331
[14:33:11.820809] Epoch: [21]  [240/312]  eta: 0:01:55  lr: 6.064269  loss: 3.4083 (3.4148)  time: 1.5015  data: 0.0003  max mem: 3331
[14:33:42.217138] Epoch: [21]  [260/312]  eta: 0:01:23  lr: 6.060668  loss: 3.4442 (3.4170)  time: 1.5190  data: 0.0004  max mem: 3331
[14:34:12.891363] Epoch: [21]  [280/312]  eta: 0:00:51  lr: 6.057049  loss: 3.4933 (3.4233)  time: 1.5336  data: 0.0003  max mem: 3331
[14:34:41.776951] Epoch: [21]  [300/312]  eta: 0:00:19  lr: 6.053412  loss: 3.4736 (3.4258)  time: 1.4442  data: 0.0011  max mem: 3331
[14:34:54.723604] Epoch: [21]  [311/312]  eta: 0:00:01  lr: 6.051952  loss: 3.4660 (3.4271)  time: 1.3026  data: 0.0010  max mem: 3331
[14:34:55.614109] Epoch: [21] Total time: 0:08:11 (1.5741 s / it)
[14:34:55.616211] Averaged stats: lr: 6.051952  loss: 3.4660 (3.4332)
[14:34:55.616572] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[14:34:55.616651] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-21.pth')]
[14:34:55.616692] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-21.pth
[14:35:12.505563] Test:  [ 0/13]  eta: 0:03:34  loss: 3.1863 (3.1863)  acc1: 37.1094 (37.1094)  acc5: 59.3750 (59.3750)  time: 16.4898  data: 15.9892  max mem: 3331
[14:35:24.798090] Test:  [10/13]  eta: 0:00:07  loss: 3.2276 (3.2562)  acc1: 34.5703 (34.5170)  acc5: 58.3984 (58.0966)  time: 2.6165  data: 2.1182  max mem: 3331
[14:35:26.179376] Test:  [12/13]  eta: 0:00:02  loss: 3.2276 (3.2492)  acc1: 34.5703 (34.7200)  acc5: 58.2031 (58.0320)  time: 2.3201  data: 1.8521  max mem: 3331
[14:35:26.488727] Test: Total time: 0:00:30 (2.3441 s / it)
[14:35:26.764705] * Acc@1 34.938 Acc@5 58.330 loss 3.218
[14:35:26.764857] Accuracy of the network on the 50000 test images: 34.9%
[14:35:26.764880] Max accuracy: 34.94%
[14:35:26.781205] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[14:35:43.304688] Epoch: [22]  [  0/312]  eta: 1:25:52  lr: 6.051221  loss: 3.5825 (3.5825)  time: 16.5159  data: 14.7214  max mem: 3331
[14:36:12.727949] Epoch: [22]  [ 20/312]  eta: 0:10:38  lr: 6.047555  loss: 3.3898 (3.4247)  time: 1.4711  data: 0.8111  max mem: 3331
[14:36:42.615279] Epoch: [22]  [ 40/312]  eta: 0:08:23  lr: 6.043871  loss: 3.3747 (3.4028)  time: 1.4943  data: 0.6476  max mem: 3331
[14:37:12.281466] Epoch: [22]  [ 60/312]  eta: 0:07:15  lr: 6.040168  loss: 3.3781 (3.4007)  time: 1.4832  data: 0.4870  max mem: 3331
[14:37:42.748586] Epoch: [22]  [ 80/312]  eta: 0:06:29  lr: 6.036448  loss: 3.3761 (3.3990)  time: 1.5233  data: 0.3104  max mem: 3331
[14:38:12.939907] Epoch: [22]  [100/312]  eta: 0:05:48  lr: 6.032710  loss: 3.4072 (3.4066)  time: 1.5095  data: 0.1979  max mem: 3331
[14:38:43.418236] Epoch: [22]  [120/312]  eta: 0:05:11  lr: 6.028954  loss: 3.4717 (3.4129)  time: 1.5238  data: 0.1255  max mem: 3331
[14:39:13.631677] Epoch: [22]  [140/312]  eta: 0:04:36  lr: 6.025180  loss: 3.4288 (3.4185)  time: 1.5106  data: 0.0329  max mem: 3331
[14:39:44.813563] Epoch: [22]  [160/312]  eta: 0:04:03  lr: 6.021388  loss: 3.4011 (3.4203)  time: 1.5590  data: 0.0003  max mem: 3331
[14:40:15.917837] Epoch: [22]  [180/312]  eta: 0:03:30  lr: 6.017578  loss: 3.4684 (3.4243)  time: 1.5551  data: 0.0007  max mem: 3331
[14:40:47.950747] Epoch: [22]  [200/312]  eta: 0:02:58  lr: 6.013751  loss: 3.3849 (3.4251)  time: 1.6016  data: 0.0003  max mem: 3331
[14:41:18.725475] Epoch: [22]  [220/312]  eta: 0:02:26  lr: 6.009905  loss: 3.4066 (3.4237)  time: 1.5387  data: 0.0003  max mem: 3331
[14:41:48.370658] Epoch: [22]  [240/312]  eta: 0:01:53  lr: 6.006042  loss: 3.4780 (3.4270)  time: 1.4822  data: 0.0003  max mem: 3331
[14:42:18.645013] Epoch: [22]  [260/312]  eta: 0:01:22  lr: 6.002161  loss: 3.4382 (3.4270)  time: 1.5136  data: 0.0003  max mem: 3331
[14:42:49.648817] Epoch: [22]  [280/312]  eta: 0:00:50  lr: 5.998262  loss: 3.4243 (3.4268)  time: 1.5501  data: 0.0003  max mem: 3331
[14:43:18.292286] Epoch: [22]  [300/312]  eta: 0:00:18  lr: 5.994346  loss: 3.4372 (3.4277)  time: 1.4321  data: 0.0011  max mem: 3331
[14:43:31.225279] Epoch: [22]  [311/312]  eta: 0:00:01  lr: 5.992774  loss: 3.4063 (3.4269)  time: 1.3103  data: 0.0010  max mem: 3331
[14:43:32.118615] Epoch: [22] Total time: 0:08:05 (1.5556 s / it)
[14:43:32.122031] Averaged stats: lr: 5.992774  loss: 3.4063 (3.4298)
[14:43:32.122384] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[14:43:32.122461] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-22.pth')]
[14:43:32.122503] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-22.pth
[14:43:49.387319] Test:  [ 0/13]  eta: 0:03:39  loss: 3.1528 (3.1528)  acc1: 39.2578 (39.2578)  acc5: 59.1797 (59.1797)  time: 16.8873  data: 16.3761  max mem: 3331
[14:44:03.016828] Test:  [10/13]  eta: 0:00:08  loss: 3.2703 (3.2703)  acc1: 35.1562 (34.7124)  acc5: 58.0078 (57.9723)  time: 2.7741  data: 2.2752  max mem: 3331
[14:44:03.731069] Test:  [12/13]  eta: 0:00:02  loss: 3.2703 (3.2562)  acc1: 35.1562 (34.8320)  acc5: 58.3984 (58.1120)  time: 2.4021  data: 1.9335  max mem: 3331
[14:44:03.964673] Test: Total time: 0:00:31 (2.4204 s / it)
[14:44:05.412584] * Acc@1 35.020 Acc@5 58.302 loss 3.221
[14:44:05.412740] Accuracy of the network on the 50000 test images: 35.0%
[14:44:05.412762] Max accuracy: 35.02%
[14:44:05.431015] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[14:44:22.756373] Epoch: [23]  [  0/312]  eta: 1:30:05  lr: 5.991987  loss: 3.5752 (3.5752)  time: 17.3247  data: 16.7442  max mem: 3331
[14:44:51.637101] Epoch: [23]  [ 20/312]  eta: 0:10:42  lr: 5.988042  loss: 3.3311 (3.3667)  time: 1.4440  data: 0.8491  max mem: 3331
[14:45:22.278189] Epoch: [23]  [ 40/312]  eta: 0:08:29  lr: 5.984080  loss: 3.4061 (3.3809)  time: 1.5320  data: 0.7951  max mem: 3331
[14:45:51.840995] Epoch: [23]  [ 60/312]  eta: 0:07:19  lr: 5.980100  loss: 3.4203 (3.3865)  time: 1.4781  data: 0.5644  max mem: 3331
[14:46:21.685393] Epoch: [23]  [ 80/312]  eta: 0:06:30  lr: 5.976102  loss: 3.4155 (3.3996)  time: 1.4921  data: 0.5687  max mem: 3331
[14:46:51.715402] Epoch: [23]  [100/312]  eta: 0:05:49  lr: 5.972086  loss: 3.3971 (3.4043)  time: 1.5014  data: 0.4155  max mem: 3331
[14:47:21.100648] Epoch: [23]  [120/312]  eta: 0:05:10  lr: 5.968054  loss: 3.3908 (3.4033)  time: 1.4692  data: 0.2300  max mem: 3331
[14:47:51.463073] Epoch: [23]  [140/312]  eta: 0:04:35  lr: 5.964003  loss: 3.3913 (3.4061)  time: 1.5181  data: 0.1345  max mem: 3331
[14:48:21.824099] Epoch: [23]  [160/312]  eta: 0:04:02  lr: 5.959935  loss: 3.4148 (3.4088)  time: 1.5179  data: 0.1371  max mem: 3331
[14:48:51.993721] Epoch: [23]  [180/312]  eta: 0:03:28  lr: 5.955850  loss: 3.4178 (3.4144)  time: 1.5083  data: 0.0100  max mem: 3331
[14:49:22.782844] Epoch: [23]  [200/312]  eta: 0:02:56  lr: 5.951747  loss: 3.4432 (3.4204)  time: 1.5394  data: 0.0003  max mem: 3331
[14:49:51.916154] Epoch: [23]  [220/312]  eta: 0:02:24  lr: 5.947626  loss: 3.4377 (3.4213)  time: 1.4566  data: 0.0003  max mem: 3331
[14:50:21.179008] Epoch: [23]  [240/312]  eta: 0:01:52  lr: 5.943488  loss: 3.4340 (3.4221)  time: 1.4630  data: 0.0005  max mem: 3331
[14:50:52.731349] Epoch: [23]  [260/312]  eta: 0:01:21  lr: 5.939333  loss: 3.4592 (3.4225)  time: 1.5775  data: 0.0005  max mem: 3331
[14:51:22.129936] Epoch: [23]  [280/312]  eta: 0:00:49  lr: 5.935161  loss: 3.4259 (3.4234)  time: 1.4699  data: 0.0003  max mem: 3331
[14:51:51.868580] Epoch: [23]  [300/312]  eta: 0:00:18  lr: 5.930971  loss: 3.4918 (3.4284)  time: 1.4869  data: 0.0012  max mem: 3331
[14:52:05.550935] Epoch: [23]  [311/312]  eta: 0:00:01  lr: 5.929290  loss: 3.4451 (3.4293)  time: 1.3712  data: 0.0011  max mem: 3331
[14:52:06.474371] Epoch: [23] Total time: 0:08:01 (1.5418 s / it)
[14:52:06.479047] Averaged stats: lr: 5.929290  loss: 3.4451 (3.4284)
[14:52:06.479395] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[14:52:06.479481] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-23.pth')]
[14:52:06.479522] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-23.pth
[14:52:23.312403] Test:  [ 0/13]  eta: 0:03:33  loss: 3.1327 (3.1327)  acc1: 36.7188 (36.7188)  acc5: 60.7422 (60.7422)  time: 16.4543  data: 15.9565  max mem: 3331
[14:52:35.627864] Test:  [10/13]  eta: 0:00:07  loss: 3.2639 (3.2603)  acc1: 34.7656 (34.5170)  acc5: 58.9844 (58.8778)  time: 2.6134  data: 2.1147  max mem: 3331
[14:52:36.232712] Test:  [12/13]  eta: 0:00:02  loss: 3.2160 (3.2369)  acc1: 34.7656 (34.6720)  acc5: 58.9844 (58.8800)  time: 2.2577  data: 1.7893  max mem: 3331
[14:52:36.606958] Test: Total time: 0:00:29 (2.2884 s / it)
[14:52:37.444942] * Acc@1 34.804 Acc@5 58.568 loss 3.215
[14:52:37.445108] Accuracy of the network on the 50000 test images: 34.8%
[14:52:37.445131] Max accuracy: 35.02%
[14:52:37.458590] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[14:52:54.637195] Epoch: [24]  [  0/312]  eta: 1:29:19  lr: 5.928449  loss: 3.3256 (3.3256)  time: 17.1777  data: 15.3402  max mem: 3331
[14:53:24.660624] Epoch: [24]  [ 20/312]  eta: 0:10:56  lr: 5.924231  loss: 3.4167 (3.4368)  time: 1.5011  data: 0.6990  max mem: 3331
[14:53:54.907545] Epoch: [24]  [ 40/312]  eta: 0:08:33  lr: 5.919996  loss: 3.3643 (3.4099)  time: 1.5122  data: 0.6464  max mem: 3331
[14:54:24.883270] Epoch: [24]  [ 60/312]  eta: 0:07:23  lr: 5.915744  loss: 3.4407 (3.4104)  time: 1.4987  data: 0.5135  max mem: 3331
[14:54:54.275561] Epoch: [24]  [ 80/312]  eta: 0:06:31  lr: 5.911475  loss: 3.3801 (3.4049)  time: 1.4695  data: 0.4021  max mem: 3331
[14:55:24.316624] Epoch: [24]  [100/312]  eta: 0:05:50  lr: 5.907188  loss: 3.4467 (3.4144)  time: 1.5020  data: 0.2879  max mem: 3331
[14:55:53.800935] Epoch: [24]  [120/312]  eta: 0:05:11  lr: 5.902885  loss: 3.4470 (3.4195)  time: 1.4742  data: 0.1277  max mem: 3331
[14:56:24.495688] Epoch: [24]  [140/312]  eta: 0:04:36  lr: 5.898564  loss: 3.3539 (3.4126)  time: 1.5347  data: 0.0568  max mem: 3331
[14:56:54.010496] Epoch: [24]  [160/312]  eta: 0:04:02  lr: 5.894226  loss: 3.3826 (3.4133)  time: 1.4757  data: 0.0150  max mem: 3331
[14:57:23.614662] Epoch: [24]  [180/312]  eta: 0:03:28  lr: 5.889871  loss: 3.4239 (3.4149)  time: 1.4801  data: 0.0003  max mem: 3331
[14:57:53.365433] Epoch: [24]  [200/312]  eta: 0:02:56  lr: 5.885499  loss: 3.4301 (3.4187)  time: 1.4875  data: 0.0003  max mem: 3331
[14:58:21.980330] Epoch: [24]  [220/312]  eta: 0:02:23  lr: 5.881110  loss: 3.4410 (3.4232)  time: 1.4307  data: 0.0003  max mem: 3331
[14:58:51.900605] Epoch: [24]  [240/312]  eta: 0:01:51  lr: 5.876704  loss: 3.4105 (3.4233)  time: 1.4959  data: 0.0003  max mem: 3331
[14:59:21.214481] Epoch: [24]  [260/312]  eta: 0:01:20  lr: 5.872282  loss: 3.4608 (3.4248)  time: 1.4656  data: 0.0003  max mem: 3331
[14:59:50.618510] Epoch: [24]  [280/312]  eta: 0:00:49  lr: 5.867842  loss: 3.4781 (3.4273)  time: 1.4701  data: 0.0003  max mem: 3331
[15:00:18.927127] Epoch: [24]  [300/312]  eta: 0:00:18  lr: 5.863385  loss: 3.4450 (3.4286)  time: 1.4154  data: 0.0011  max mem: 3331
[15:00:34.503221] Epoch: [24]  [311/312]  eta: 0:00:01  lr: 5.861597  loss: 3.4758 (3.4302)  time: 1.2435  data: 0.0010  max mem: 3331
[15:00:35.375674] Epoch: [24] Total time: 0:07:57 (1.5318 s / it)
[15:00:35.400743] Averaged stats: lr: 5.861597  loss: 3.4758 (3.4265)
[15:00:35.401096] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[15:00:35.401176] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-24.pth')]
[15:00:35.401217] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-24.pth
[15:00:51.747027] Test:  [ 0/13]  eta: 0:03:27  loss: 3.1289 (3.1289)  acc1: 35.9375 (35.9375)  acc5: 59.3750 (59.3750)  time: 15.9599  data: 15.4618  max mem: 3331
[15:01:03.922351] Test:  [10/13]  eta: 0:00:07  loss: 3.2481 (3.2410)  acc1: 34.3750 (34.8011)  acc5: 59.3750 (59.0909)  time: 2.5576  data: 2.0427  max mem: 3331
[15:01:04.596318] Test:  [12/13]  eta: 0:00:02  loss: 3.2274 (3.2215)  acc1: 34.3750 (35.0080)  acc5: 59.3750 (59.1360)  time: 2.2159  data: 1.7337  max mem: 3331
[15:01:04.829498] Test: Total time: 0:00:29 (2.2341 s / it)
[15:01:05.635298] * Acc@1 35.022 Acc@5 58.706 loss 3.208
[15:01:05.636433] Accuracy of the network on the 50000 test images: 35.0%
[15:01:05.636459] Max accuracy: 35.02%
[15:01:05.662327] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[15:01:22.306196] Epoch: [25]  [  0/312]  eta: 1:26:32  lr: 5.860703  loss: 3.4404 (3.4404)  time: 16.6433  data: 15.3257  max mem: 3331
[15:01:51.831631] Epoch: [25]  [ 20/312]  eta: 0:10:41  lr: 5.856219  loss: 3.3987 (3.3946)  time: 1.4762  data: 0.7892  max mem: 3331
[15:02:20.326749] Epoch: [25]  [ 40/312]  eta: 0:08:15  lr: 5.851718  loss: 3.3683 (3.3767)  time: 1.4247  data: 0.6966  max mem: 3331
[15:02:50.298243] Epoch: [25]  [ 60/312]  eta: 0:07:12  lr: 5.847201  loss: 3.3863 (3.3810)  time: 1.4985  data: 0.5176  max mem: 3331
[15:03:19.423441] Epoch: [25]  [ 80/312]  eta: 0:06:23  lr: 5.842667  loss: 3.4597 (3.3920)  time: 1.4562  data: 0.3443  max mem: 3331
[15:03:49.871128] Epoch: [25]  [100/312]  eta: 0:05:44  lr: 5.838116  loss: 3.3773 (3.3950)  time: 1.5223  data: 0.2621  max mem: 3331
[15:04:20.243411] Epoch: [25]  [120/312]  eta: 0:05:08  lr: 5.833548  loss: 3.4631 (3.4029)  time: 1.5185  data: 0.1437  max mem: 3331
[15:04:51.629124] Epoch: [25]  [140/312]  eta: 0:04:35  lr: 5.828964  loss: 3.3671 (3.4028)  time: 1.5692  data: 0.0524  max mem: 3331
[15:05:21.894400] Epoch: [25]  [160/312]  eta: 0:04:01  lr: 5.824363  loss: 3.4738 (3.4085)  time: 1.5132  data: 0.0003  max mem: 3331
[15:05:52.928723] Epoch: [25]  [180/312]  eta: 0:03:29  lr: 5.819745  loss: 3.4421 (3.4109)  time: 1.5516  data: 0.0003  max mem: 3331
[15:06:24.001336] Epoch: [25]  [200/312]  eta: 0:02:57  lr: 5.815111  loss: 3.4813 (3.4171)  time: 1.5535  data: 0.0003  max mem: 3331
[15:06:54.180460] Epoch: [25]  [220/312]  eta: 0:02:25  lr: 5.810461  loss: 3.4850 (3.4230)  time: 1.5089  data: 0.0003  max mem: 3331
[15:07:24.794810] Epoch: [25]  [240/312]  eta: 0:01:53  lr: 5.805793  loss: 3.4435 (3.4269)  time: 1.5306  data: 0.0003  max mem: 3331
[15:07:55.815880] Epoch: [25]  [260/312]  eta: 0:01:21  lr: 5.801109  loss: 3.4327 (3.4275)  time: 1.5510  data: 0.0003  max mem: 3331
[15:08:25.502714] Epoch: [25]  [280/312]  eta: 0:00:50  lr: 5.796409  loss: 3.4286 (3.4275)  time: 1.4842  data: 0.0003  max mem: 3331
[15:08:55.343951] Epoch: [25]  [300/312]  eta: 0:00:18  lr: 5.791692  loss: 3.4267 (3.4294)  time: 1.4920  data: 0.0011  max mem: 3331
[15:09:09.828673] Epoch: [25]  [311/312]  eta: 0:00:01  lr: 5.789801  loss: 3.4267 (3.4294)  time: 1.3930  data: 0.0010  max mem: 3331
[15:09:10.779206] Epoch: [25] Total time: 0:08:05 (1.5549 s / it)
[15:09:10.780087] Averaged stats: lr: 5.789801  loss: 3.4267 (3.4245)
[15:09:10.780435] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[15:09:10.780515] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-25.pth')]
[15:09:10.780558] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-25.pth
[15:09:28.429293] Test:  [ 0/13]  eta: 0:03:44  loss: 3.1569 (3.1569)  acc1: 36.7188 (36.7188)  acc5: 58.2031 (58.2031)  time: 17.2581  data: 16.7599  max mem: 3331
[15:09:41.208195] Test:  [10/13]  eta: 0:00:08  loss: 3.2596 (3.2409)  acc1: 34.5703 (35.2273)  acc5: 58.2031 (58.4695)  time: 2.7305  data: 2.2157  max mem: 3331
[15:09:41.813075] Test:  [12/13]  eta: 0:00:02  loss: 3.2596 (3.2371)  acc1: 34.5703 (35.2800)  acc5: 58.2031 (58.5600)  time: 2.3569  data: 1.8748  max mem: 3331
[15:09:42.110291] Test: Total time: 0:00:30 (2.3800 s / it)
[15:09:43.321369] * Acc@1 34.956 Acc@5 58.452 loss 3.213
[15:09:43.321524] Accuracy of the network on the 50000 test images: 35.0%
[15:09:43.321547] Max accuracy: 35.02%
[15:09:43.337571] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[15:10:00.610986] Epoch: [26]  [  0/312]  eta: 1:29:49  lr: 5.788854  loss: 3.5336 (3.5336)  time: 17.2728  data: 15.3612  max mem: 3331
[15:10:31.167135] Epoch: [26]  [ 20/312]  eta: 0:11:05  lr: 5.784111  loss: 3.3819 (3.4085)  time: 1.5278  data: 0.7395  max mem: 3331
[15:11:01.192437] Epoch: [26]  [ 40/312]  eta: 0:08:36  lr: 5.779352  loss: 3.4064 (3.4024)  time: 1.5012  data: 0.6657  max mem: 3331
[15:11:33.695074] Epoch: [26]  [ 60/312]  eta: 0:07:35  lr: 5.774576  loss: 3.3691 (3.3942)  time: 1.6243  data: 0.6166  max mem: 3331
[15:12:06.167903] Epoch: [26]  [ 80/312]  eta: 0:06:48  lr: 5.769784  loss: 3.4556 (3.4030)  time: 1.6229  data: 0.4781  max mem: 3331
[15:12:38.232139] Epoch: [26]  [100/312]  eta: 0:06:06  lr: 5.764976  loss: 3.3870 (3.3966)  time: 1.5990  data: 0.2426  max mem: 3331
[15:13:10.857682] Epoch: [26]  [120/312]  eta: 0:05:29  lr: 5.760151  loss: 3.3848 (3.3979)  time: 1.6312  data: 0.1840  max mem: 3331
[15:13:42.387981] Epoch: [26]  [140/312]  eta: 0:04:51  lr: 5.755310  loss: 3.4742 (3.4074)  time: 1.5764  data: 0.0003  max mem: 3331
[15:14:12.990711] Epoch: [26]  [160/312]  eta: 0:04:14  lr: 5.750453  loss: 3.4137 (3.4125)  time: 1.5301  data: 0.0003  max mem: 3331
[15:14:43.966741] Epoch: [26]  [180/312]  eta: 0:03:39  lr: 5.745580  loss: 3.4459 (3.4176)  time: 1.5487  data: 0.0003  max mem: 3331
[15:15:14.200445] Epoch: [26]  [200/312]  eta: 0:03:04  lr: 5.740691  loss: 3.3515 (3.4138)  time: 1.5116  data: 0.0003  max mem: 3331
[15:15:44.519147] Epoch: [26]  [220/312]  eta: 0:02:30  lr: 5.735786  loss: 3.4925 (3.4198)  time: 1.5159  data: 0.0003  max mem: 3331
[15:16:16.421960] Epoch: [26]  [240/312]  eta: 0:01:57  lr: 5.730864  loss: 3.4132 (3.4214)  time: 1.5951  data: 0.0003  max mem: 3331
[15:16:46.503429] Epoch: [26]  [260/312]  eta: 0:01:24  lr: 5.725927  loss: 3.4390 (3.4237)  time: 1.5040  data: 0.0003  max mem: 3331
[15:17:17.671015] Epoch: [26]  [280/312]  eta: 0:00:51  lr: 5.720973  loss: 3.4216 (3.4210)  time: 1.5583  data: 0.0003  max mem: 3331
[15:17:45.963799] Epoch: [26]  [300/312]  eta: 0:00:19  lr: 5.716004  loss: 3.4337 (3.4226)  time: 1.4145  data: 0.0010  max mem: 3331
[15:17:58.775173] Epoch: [26]  [311/312]  eta: 0:00:01  lr: 5.714011  loss: 3.4073 (3.4219)  time: 1.2671  data: 0.0009  max mem: 3331
[15:17:59.703234] Epoch: [26] Total time: 0:08:16 (1.5909 s / it)
[15:17:59.711834] Averaged stats: lr: 5.714011  loss: 3.4073 (3.4226)
[15:17:59.712188] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[15:17:59.712263] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-26.pth')]
[15:17:59.712304] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-26.pth
[15:18:16.873415] Test:  [ 0/13]  eta: 0:03:38  loss: 3.2157 (3.2157)  acc1: 36.3281 (36.3281)  acc5: 58.7891 (58.7891)  time: 16.7812  data: 16.2831  max mem: 3331
[15:18:29.720416] Test:  [10/13]  eta: 0:00:08  loss: 3.2610 (3.2647)  acc1: 35.3516 (35.3338)  acc5: 58.5938 (58.3807)  time: 2.6934  data: 2.1770  max mem: 3331
[15:18:30.325998] Test:  [12/13]  eta: 0:00:02  loss: 3.2610 (3.2647)  acc1: 35.3516 (35.6960)  acc5: 58.5938 (58.4160)  time: 2.3255  data: 1.8421  max mem: 3331
[15:18:30.560804] Test: Total time: 0:00:30 (2.3438 s / it)
[15:18:30.904402] * Acc@1 34.768 Acc@5 58.382 loss 3.222
[15:18:30.904551] Accuracy of the network on the 50000 test images: 34.8%
[15:18:30.904573] Max accuracy: 35.02%
[15:18:30.917664] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[15:18:47.197362] Epoch: [27]  [  0/312]  eta: 1:24:39  lr: 5.713014  loss: 3.3801 (3.3801)  time: 16.2791  data: 15.1667  max mem: 3331
[15:19:17.359707] Epoch: [27]  [ 20/312]  eta: 0:10:45  lr: 5.708019  loss: 3.3277 (3.3323)  time: 1.5079  data: 0.6831  max mem: 3331
[15:19:46.818166] Epoch: [27]  [ 40/312]  eta: 0:08:23  lr: 5.703008  loss: 3.3757 (3.3691)  time: 1.4729  data: 0.5529  max mem: 3331
[15:20:17.798132] Epoch: [27]  [ 60/312]  eta: 0:07:21  lr: 5.697982  loss: 3.3824 (3.3855)  time: 1.5489  data: 0.4057  max mem: 3331
[15:20:47.967966] Epoch: [27]  [ 80/312]  eta: 0:06:32  lr: 5.692939  loss: 3.4060 (3.3931)  time: 1.5084  data: 0.1396  max mem: 3331
[15:21:19.103626] Epoch: [27]  [100/312]  eta: 0:05:53  lr: 5.687881  loss: 3.4224 (3.3976)  time: 1.5567  data: 0.0977  max mem: 3331
[15:21:51.086322] Epoch: [27]  [120/312]  eta: 0:05:17  lr: 5.682807  loss: 3.3566 (3.3989)  time: 1.5990  data: 0.0402  max mem: 3331
[15:22:22.020613] Epoch: [27]  [140/312]  eta: 0:04:41  lr: 5.677717  loss: 3.3740 (3.3979)  time: 1.5466  data: 0.0003  max mem: 3331
[15:22:52.544509] Epoch: [27]  [160/312]  eta: 0:04:06  lr: 5.672611  loss: 3.4056 (3.4018)  time: 1.5261  data: 0.0003  max mem: 3331
[15:23:23.373775] Epoch: [27]  [180/312]  eta: 0:03:33  lr: 5.667490  loss: 3.4067 (3.4068)  time: 1.5414  data: 0.0003  max mem: 3331
[15:23:55.189686] Epoch: [27]  [200/312]  eta: 0:03:00  lr: 5.662353  loss: 3.4312 (3.4091)  time: 1.5907  data: 0.0003  max mem: 3331
[15:24:27.297834] Epoch: [27]  [220/312]  eta: 0:02:28  lr: 5.657201  loss: 3.4181 (3.4091)  time: 1.6053  data: 0.0003  max mem: 3331
[15:25:01.406736] Epoch: [27]  [240/312]  eta: 0:01:56  lr: 5.652032  loss: 3.4243 (3.4123)  time: 1.7054  data: 0.0003  max mem: 3331
[15:25:33.753829] Epoch: [27]  [260/312]  eta: 0:01:24  lr: 5.646849  loss: 3.4136 (3.4150)  time: 1.6173  data: 0.0004  max mem: 3331
[15:26:05.701257] Epoch: [27]  [280/312]  eta: 0:00:51  lr: 5.641650  loss: 3.4391 (3.4178)  time: 1.5973  data: 0.0003  max mem: 3331
[15:26:34.969179] Epoch: [27]  [300/312]  eta: 0:00:19  lr: 5.636435  loss: 3.4448 (3.4208)  time: 1.4633  data: 0.0013  max mem: 3331
[15:26:49.967057] Epoch: [27]  [311/312]  eta: 0:00:01  lr: 5.634345  loss: 3.4452 (3.4223)  time: 1.3502  data: 0.0012  max mem: 3331
[15:26:50.924102] Epoch: [27] Total time: 0:08:20 (1.6026 s / it)
[15:26:50.928716] Averaged stats: lr: 5.634345  loss: 3.4452 (3.4207)
[15:26:50.929051] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[15:26:50.929125] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-27.pth')]
[15:26:50.929165] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-27.pth
[15:27:08.297154] Test:  [ 0/13]  eta: 0:03:40  loss: 3.2126 (3.2126)  acc1: 36.5234 (36.5234)  acc5: 58.3984 (58.3984)  time: 16.9880  data: 16.4899  max mem: 3331
[15:27:21.325706] Test:  [10/13]  eta: 0:00:08  loss: 3.2670 (3.2559)  acc1: 34.7656 (35.0320)  acc5: 58.3984 (58.3097)  time: 2.7286  data: 2.2118  max mem: 3331
[15:27:22.468169] Test:  [12/13]  eta: 0:00:02  loss: 3.2670 (3.2497)  acc1: 34.7656 (35.1520)  acc5: 58.3984 (58.6240)  time: 2.3966  data: 1.9129  max mem: 3331
[15:27:22.863707] Test: Total time: 0:00:31 (2.4273 s / it)
[15:27:23.163716] * Acc@1 35.216 Acc@5 58.746 loss 3.206
[15:27:23.163870] Accuracy of the network on the 50000 test images: 35.2%
[15:27:23.163893] Max accuracy: 35.22%
[15:27:23.179065] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[15:27:41.082672] Epoch: [28]  [  0/312]  eta: 1:33:03  lr: 5.633299  loss: 3.4636 (3.4636)  time: 17.8970  data: 15.9996  max mem: 3331
[15:28:10.871087] Epoch: [28]  [ 20/312]  eta: 0:11:03  lr: 5.628060  loss: 3.3466 (3.3647)  time: 1.4893  data: 0.8262  max mem: 3331
[15:28:41.914614] Epoch: [28]  [ 40/312]  eta: 0:08:42  lr: 5.622805  loss: 3.4286 (3.3869)  time: 1.5521  data: 0.8264  max mem: 3331
[15:29:12.179513] Epoch: [28]  [ 60/312]  eta: 0:07:30  lr: 5.617535  loss: 3.3283 (3.3839)  time: 1.5132  data: 0.7126  max mem: 3331
[15:29:43.185416] Epoch: [28]  [ 80/312]  eta: 0:06:40  lr: 5.612250  loss: 3.4266 (3.3849)  time: 1.5502  data: 0.6708  max mem: 3331
[15:30:13.849815] Epoch: [28]  [100/312]  eta: 0:05:58  lr: 5.606949  loss: 3.3887 (3.3869)  time: 1.5328  data: 0.4732  max mem: 3331
[15:30:44.336759] Epoch: [28]  [120/312]  eta: 0:05:19  lr: 5.601633  loss: 3.3906 (3.3894)  time: 1.5243  data: 0.3487  max mem: 3331
[15:31:14.966379] Epoch: [28]  [140/312]  eta: 0:04:42  lr: 5.596302  loss: 3.3613 (3.3891)  time: 1.5314  data: 0.2100  max mem: 3331
[15:31:45.437342] Epoch: [28]  [160/312]  eta: 0:04:07  lr: 5.590956  loss: 3.4306 (3.3918)  time: 1.5235  data: 0.0044  max mem: 3331
[15:32:16.543399] Epoch: [28]  [180/312]  eta: 0:03:33  lr: 5.585595  loss: 3.3669 (3.3919)  time: 1.5551  data: 0.0005  max mem: 3331
[15:32:47.719120] Epoch: [28]  [200/312]  eta: 0:03:00  lr: 5.580218  loss: 3.4915 (3.4016)  time: 1.5587  data: 0.0003  max mem: 3331
[15:33:19.940416] Epoch: [28]  [220/312]  eta: 0:02:28  lr: 5.574827  loss: 3.3743 (3.4018)  time: 1.6107  data: 0.0005  max mem: 3331
[15:33:50.431118] Epoch: [28]  [240/312]  eta: 0:01:55  lr: 5.569420  loss: 3.4224 (3.4038)  time: 1.5245  data: 0.0003  max mem: 3331
[15:34:20.857704] Epoch: [28]  [260/312]  eta: 0:01:23  lr: 5.563998  loss: 3.3823 (3.4030)  time: 1.5212  data: 0.0004  max mem: 3331
[15:34:53.557582] Epoch: [28]  [280/312]  eta: 0:00:51  lr: 5.558562  loss: 3.4302 (3.4042)  time: 1.6349  data: 0.0003  max mem: 3331
[15:35:23.667725] Epoch: [28]  [300/312]  eta: 0:00:19  lr: 5.553110  loss: 3.4308 (3.4056)  time: 1.5054  data: 0.0012  max mem: 3331
[15:35:37.158110] Epoch: [28]  [311/312]  eta: 0:00:01  lr: 5.550925  loss: 3.4106 (3.4069)  time: 1.3229  data: 0.0011  max mem: 3331
[15:35:38.076244] Epoch: [28] Total time: 0:08:14 (1.5862 s / it)
[15:35:38.077907] Averaged stats: lr: 5.550925  loss: 3.4106 (3.4157)
[15:35:38.078257] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[15:35:38.078330] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-28.pth')]
[15:35:38.078380] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-28.pth
[15:35:55.166819] Test:  [ 0/13]  eta: 0:03:37  loss: 3.1292 (3.1292)  acc1: 37.3047 (37.3047)  acc5: 60.1562 (60.1562)  time: 16.7136  data: 16.2157  max mem: 3331
[15:36:08.580035] Test:  [10/13]  eta: 0:00:08  loss: 3.2373 (3.2445)  acc1: 35.3516 (35.2983)  acc5: 59.3750 (58.9489)  time: 2.7387  data: 2.2408  max mem: 3331
[15:36:09.602789] Test:  [12/13]  eta: 0:00:02  loss: 3.2373 (3.2441)  acc1: 35.3516 (35.5040)  acc5: 59.3750 (58.9280)  time: 2.3960  data: 1.9283  max mem: 3331
[15:36:09.842269] Test: Total time: 0:00:31 (2.4146 s / it)
[15:36:11.142070] * Acc@1 35.234 Acc@5 58.756 loss 3.209
[15:36:11.142225] Accuracy of the network on the 50000 test images: 35.2%
[15:36:11.142248] Max accuracy: 35.23%
[15:36:11.158810] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[15:36:28.397266] Epoch: [29]  [  0/312]  eta: 1:29:38  lr: 5.549832  loss: 3.4237 (3.4237)  time: 17.2379  data: 16.6385  max mem: 3331
[15:36:57.492939] Epoch: [29]  [ 20/312]  eta: 0:10:44  lr: 5.544357  loss: 3.3095 (3.3628)  time: 1.4547  data: 0.8927  max mem: 3331
[15:37:28.076003] Epoch: [29]  [ 40/312]  eta: 0:08:30  lr: 5.538866  loss: 3.3643 (3.3729)  time: 1.5291  data: 0.8776  max mem: 3331
[15:37:58.084410] Epoch: [29]  [ 60/312]  eta: 0:07:21  lr: 5.533361  loss: 3.3682 (3.3666)  time: 1.5003  data: 0.7379  max mem: 3331
[15:38:29.771159] Epoch: [29]  [ 80/312]  eta: 0:06:36  lr: 5.527841  loss: 3.3759 (3.3677)  time: 1.5843  data: 0.5773  max mem: 3331
[15:39:01.993242] Epoch: [29]  [100/312]  eta: 0:05:58  lr: 5.522307  loss: 3.4369 (3.3814)  time: 1.6110  data: 0.3514  max mem: 3331
[15:39:34.408061] Epoch: [29]  [120/312]  eta: 0:05:22  lr: 5.516757  loss: 3.4113 (3.3920)  time: 1.6207  data: 0.3604  max mem: 3331
[15:40:05.442344] Epoch: [29]  [140/312]  eta: 0:04:45  lr: 5.511193  loss: 3.4231 (3.3969)  time: 1.5516  data: 0.2933  max mem: 3331
[15:40:36.921375] Epoch: [29]  [160/312]  eta: 0:04:10  lr: 5.505615  loss: 3.4609 (3.4031)  time: 1.5739  data: 0.3119  max mem: 3331
[15:41:08.560137] Epoch: [29]  [180/312]  eta: 0:03:36  lr: 5.500021  loss: 3.4054 (3.4029)  time: 1.5819  data: 0.1626  max mem: 3331
[15:41:43.096863] Epoch: [29]  [200/312]  eta: 0:03:04  lr: 5.494413  loss: 3.4180 (3.4037)  time: 1.7267  data: 0.0783  max mem: 3331
[15:42:17.658560] Epoch: [29]  [220/312]  eta: 0:02:32  lr: 5.488791  loss: 3.3945 (3.4041)  time: 1.7280  data: 0.0003  max mem: 3331
[15:42:51.393936] Epoch: [29]  [240/312]  eta: 0:01:59  lr: 5.483154  loss: 3.4094 (3.4056)  time: 1.6858  data: 0.0006  max mem: 3331
[15:43:28.217080] Epoch: [29]  [260/312]  eta: 0:01:27  lr: 5.477503  loss: 3.3863 (3.4066)  time: 1.8398  data: 0.0003  max mem: 3331
[15:44:06.091877] Epoch: [29]  [280/312]  eta: 0:00:54  lr: 5.471837  loss: 3.3663 (3.4067)  time: 1.8937  data: 0.0003  max mem: 3331
[15:44:39.221445] Epoch: [29]  [300/312]  eta: 0:00:20  lr: 5.466157  loss: 3.4796 (3.4117)  time: 1.6564  data: 0.0011  max mem: 3331
[15:44:54.213125] Epoch: [29]  [311/312]  eta: 0:00:01  lr: 5.463881  loss: 3.4200 (3.4123)  time: 1.4561  data: 0.0009  max mem: 3331
[15:44:55.157140] Epoch: [29] Total time: 0:08:43 (1.6795 s / it)
[15:44:55.157788] Averaged stats: lr: 5.463881  loss: 3.4200 (3.4141)
[15:44:55.158100] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[15:44:55.158162] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-29.pth')]
[15:44:55.158201] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-29.pth
[15:45:13.226741] Test:  [ 0/13]  eta: 0:03:50  loss: 3.2187 (3.2187)  acc1: 34.3750 (34.3750)  acc5: 59.9609 (59.9609)  time: 17.6940  data: 17.1961  max mem: 3331
[15:45:26.163311] Test:  [10/13]  eta: 0:00:08  loss: 3.2805 (3.2599)  acc1: 35.3516 (35.3693)  acc5: 58.5938 (58.8423)  time: 2.7845  data: 2.2693  max mem: 3331
[15:45:26.767942] Test:  [12/13]  eta: 0:00:02  loss: 3.2805 (3.2495)  acc1: 35.5469 (35.5520)  acc5: 59.1797 (59.1040)  time: 2.4025  data: 1.9202  max mem: 3331
[15:45:27.003656] Test: Total time: 0:00:31 (2.4209 s / it)
[15:45:27.651021] * Acc@1 35.106 Acc@5 58.772 loss 3.216
[15:45:27.651155] Accuracy of the network on the 50000 test images: 35.1%
[15:45:27.651178] Max accuracy: 35.23%
[15:45:27.661466] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[15:45:44.321613] Epoch: [30]  [  0/312]  eta: 1:26:35  lr: 5.462742  loss: 3.3701 (3.3701)  time: 16.6511  data: 15.1098  max mem: 3331
[15:46:16.365261] Epoch: [30]  [ 20/312]  eta: 0:11:17  lr: 5.457039  loss: 3.3584 (3.3845)  time: 1.6021  data: 0.8706  max mem: 3331
[15:46:48.821924] Epoch: [30]  [ 40/312]  eta: 0:08:58  lr: 5.451321  loss: 3.3166 (3.3680)  time: 1.6228  data: 0.7208  max mem: 3331
[15:47:19.544923] Epoch: [30]  [ 60/312]  eta: 0:07:42  lr: 5.445589  loss: 3.3861 (3.3688)  time: 1.5361  data: 0.4582  max mem: 3331
[15:47:50.794438] Epoch: [30]  [ 80/312]  eta: 0:06:49  lr: 5.439843  loss: 3.3653 (3.3753)  time: 1.5624  data: 0.3214  max mem: 3331
[15:48:22.298388] Epoch: [30]  [100/312]  eta: 0:06:06  lr: 5.434083  loss: 3.3704 (3.3788)  time: 1.5751  data: 0.2239  max mem: 3331
[15:48:53.825267] Epoch: [30]  [120/312]  eta: 0:05:27  lr: 5.428309  loss: 3.3663 (3.3819)  time: 1.5763  data: 0.0960  max mem: 3331
[15:49:27.099523] Epoch: [30]  [140/312]  eta: 0:04:52  lr: 5.422520  loss: 3.4202 (3.3914)  time: 1.6636  data: 0.0720  max mem: 3331
[15:49:59.130752] Epoch: [30]  [160/312]  eta: 0:04:16  lr: 5.416718  loss: 3.3951 (3.3900)  time: 1.6015  data: 0.0328  max mem: 3331
[15:50:29.590346] Epoch: [30]  [180/312]  eta: 0:03:40  lr: 5.410901  loss: 3.3909 (3.3912)  time: 1.5229  data: 0.0077  max mem: 3331
[15:51:00.531325] Epoch: [30]  [200/312]  eta: 0:03:05  lr: 5.405071  loss: 3.4802 (3.4007)  time: 1.5470  data: 0.0003  max mem: 3331
[15:51:31.695212] Epoch: [30]  [220/312]  eta: 0:02:31  lr: 5.399226  loss: 3.5051 (3.4092)  time: 1.5581  data: 0.0003  max mem: 3331
[15:52:01.931120] Epoch: [30]  [240/312]  eta: 0:01:57  lr: 5.393368  loss: 3.4189 (3.4107)  time: 1.5117  data: 0.0003  max mem: 3331
[15:52:33.516836] Epoch: [30]  [260/312]  eta: 0:01:24  lr: 5.387495  loss: 3.3844 (3.4092)  time: 1.5792  data: 0.0003  max mem: 3331
[15:53:04.169843] Epoch: [30]  [280/312]  eta: 0:00:51  lr: 5.381609  loss: 3.4294 (3.4114)  time: 1.5326  data: 0.0003  max mem: 3331
[15:53:33.809668] Epoch: [30]  [300/312]  eta: 0:00:19  lr: 5.375709  loss: 3.4380 (3.4138)  time: 1.4819  data: 0.0011  max mem: 3331
[15:53:47.757433] Epoch: [30]  [311/312]  eta: 0:00:01  lr: 5.373345  loss: 3.4110 (3.4143)  time: 1.4065  data: 0.0010  max mem: 3331
[15:53:48.620511] Epoch: [30] Total time: 0:08:20 (1.6056 s / it)
[15:53:48.625276] Averaged stats: lr: 5.373345  loss: 3.4110 (3.4121)
[15:53:48.625629] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[15:53:48.639285] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-30.pth')]
[15:53:48.639328] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-30.pth
[15:54:06.672636] Test:  [ 0/13]  eta: 0:03:49  loss: 3.2138 (3.2138)  acc1: 35.7422 (35.7422)  acc5: 57.0312 (57.0312)  time: 17.6541  data: 17.1559  max mem: 3331
[15:54:20.022790] Test:  [10/13]  eta: 0:00:08  loss: 3.3043 (3.2723)  acc1: 35.1562 (35.1562)  acc5: 58.0078 (57.7770)  time: 2.8185  data: 2.3032  max mem: 3331
[15:54:20.628044] Test:  [12/13]  eta: 0:00:02  loss: 3.3043 (3.2711)  acc1: 35.1562 (35.3120)  acc5: 58.0078 (57.9360)  time: 2.4313  data: 1.9488  max mem: 3331
[15:54:20.888215] Test: Total time: 0:00:31 (2.4516 s / it)
[15:54:21.540622] * Acc@1 35.124 Acc@5 58.270 loss 3.218
[15:54:21.540768] Accuracy of the network on the 50000 test images: 35.1%
[15:54:21.540790] Max accuracy: 35.23%
[15:54:21.555859] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[15:54:38.056407] Epoch: [31]  [  0/312]  eta: 1:25:45  lr: 5.372162  loss: 3.2988 (3.2988)  time: 16.4933  data: 15.4522  max mem: 3331
[15:55:09.740313] Epoch: [31]  [ 20/312]  eta: 0:11:09  lr: 5.366240  loss: 3.3924 (3.3678)  time: 1.5830  data: 0.8118  max mem: 3331
[15:55:40.415115] Epoch: [31]  [ 40/312]  eta: 0:08:42  lr: 5.360304  loss: 3.3957 (3.3770)  time: 1.5336  data: 0.5553  max mem: 3331
[15:56:10.520054] Epoch: [31]  [ 60/312]  eta: 0:07:29  lr: 5.354355  loss: 3.4209 (3.3874)  time: 1.5051  data: 0.3860  max mem: 3331
[15:56:40.187491] Epoch: [31]  [ 80/312]  eta: 0:06:36  lr: 5.348392  loss: 3.4139 (3.3965)  time: 1.4833  data: 0.2471  max mem: 3331
[15:57:10.700649] Epoch: [31]  [100/312]  eta: 0:05:54  lr: 5.342415  loss: 3.4317 (3.4021)  time: 1.5256  data: 0.1107  max mem: 3331
[15:57:42.607991] Epoch: [31]  [120/312]  eta: 0:05:18  lr: 5.336425  loss: 3.4004 (3.4007)  time: 1.5952  data: 0.0610  max mem: 3331
[15:58:15.059326] Epoch: [31]  [140/312]  eta: 0:04:44  lr: 5.330421  loss: 3.3920 (3.4003)  time: 1.6225  data: 0.0214  max mem: 3331
[15:58:45.950094] Epoch: [31]  [160/312]  eta: 0:04:09  lr: 5.324403  loss: 3.3518 (3.4013)  time: 1.5445  data: 0.0046  max mem: 3331
[15:59:17.240376] Epoch: [31]  [180/312]  eta: 0:03:35  lr: 5.318372  loss: 3.4283 (3.4044)  time: 1.5644  data: 0.0003  max mem: 3331
[15:59:48.523859] Epoch: [31]  [200/312]  eta: 0:03:02  lr: 5.312328  loss: 3.4482 (3.4077)  time: 1.5641  data: 0.0003  max mem: 3331
[16:00:21.184559] Epoch: [31]  [220/312]  eta: 0:02:29  lr: 5.306270  loss: 3.3974 (3.4093)  time: 1.6330  data: 0.0003  max mem: 3331
[16:00:51.403688] Epoch: [31]  [240/312]  eta: 0:01:56  lr: 5.300199  loss: 3.4492 (3.4133)  time: 1.5109  data: 0.0003  max mem: 3331
[16:01:22.484834] Epoch: [31]  [260/312]  eta: 0:01:23  lr: 5.294115  loss: 3.4537 (3.4163)  time: 1.5540  data: 0.0003  max mem: 3331
[16:01:52.815393] Epoch: [31]  [280/312]  eta: 0:00:51  lr: 5.288017  loss: 3.3787 (3.4155)  time: 1.5165  data: 0.0003  max mem: 3331
[16:02:21.620970] Epoch: [31]  [300/312]  eta: 0:00:19  lr: 5.281907  loss: 3.4259 (3.4160)  time: 1.4402  data: 0.0011  max mem: 3331
[16:02:34.696748] Epoch: [31]  [311/312]  eta: 0:00:01  lr: 5.279459  loss: 3.4259 (3.4161)  time: 1.3243  data: 0.0010  max mem: 3331
[16:02:35.634295] Epoch: [31] Total time: 0:08:14 (1.5836 s / it)
[16:02:35.638926] Averaged stats: lr: 5.279459  loss: 3.4259 (3.4080)
[16:02:35.639237] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[16:02:35.639300] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-31.pth')]
[16:02:35.639339] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-31.pth
[16:02:52.806877] Test:  [ 0/13]  eta: 0:03:38  loss: 3.1273 (3.1273)  acc1: 37.3047 (37.3047)  acc5: 61.9141 (61.9141)  time: 16.7955  data: 16.2977  max mem: 3331
[16:03:05.552488] Test:  [10/13]  eta: 0:00:08  loss: 3.2699 (3.2449)  acc1: 35.3516 (35.7244)  acc5: 58.9844 (59.0554)  time: 2.6855  data: 2.1703  max mem: 3331
[16:03:06.168752] Test:  [12/13]  eta: 0:00:02  loss: 3.2699 (3.2444)  acc1: 35.3516 (35.8880)  acc5: 58.9844 (59.1520)  time: 2.3188  data: 1.8364  max mem: 3331
[16:03:06.482575] Test: Total time: 0:00:30 (2.3440 s / it)
[16:03:07.535207] * Acc@1 35.350 Acc@5 58.714 loss 3.210
[16:03:07.535361] Accuracy of the network on the 50000 test images: 35.4%
[16:03:07.535384] Max accuracy: 35.35%
[16:03:07.561616] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[16:03:24.260926] Epoch: [32]  [  0/312]  eta: 1:26:49  lr: 5.278234  loss: 3.3639 (3.3639)  time: 16.6987  data: 15.8077  max mem: 3331
[16:03:54.468303] Epoch: [32]  [ 20/312]  eta: 0:10:52  lr: 5.272102  loss: 3.3473 (3.3449)  time: 1.5103  data: 0.8144  max mem: 3331
[16:04:24.254933] Epoch: [32]  [ 40/312]  eta: 0:08:28  lr: 5.265957  loss: 3.3433 (3.3449)  time: 1.4893  data: 0.7349  max mem: 3331
[16:04:54.566536] Epoch: [32]  [ 60/312]  eta: 0:07:22  lr: 5.259799  loss: 3.3038 (3.3473)  time: 1.5154  data: 0.7313  max mem: 3331
[16:05:25.945781] Epoch: [32]  [ 80/312]  eta: 0:06:36  lr: 5.253627  loss: 3.3612 (3.3479)  time: 1.5689  data: 0.4557  max mem: 3331
[16:05:56.886430] Epoch: [32]  [100/312]  eta: 0:05:55  lr: 5.247443  loss: 3.3968 (3.3620)  time: 1.5470  data: 0.2497  max mem: 3331
[16:06:27.236309] Epoch: [32]  [120/312]  eta: 0:05:16  lr: 5.241246  loss: 3.3998 (3.3655)  time: 1.5174  data: 0.0283  max mem: 3331
[16:06:57.921636] Epoch: [32]  [140/312]  eta: 0:04:40  lr: 5.235036  loss: 3.3917 (3.3746)  time: 1.5342  data: 0.0003  max mem: 3331
[16:07:27.663623] Epoch: [32]  [160/312]  eta: 0:04:05  lr: 5.228813  loss: 3.3940 (3.3807)  time: 1.4870  data: 0.0003  max mem: 3331
[16:07:57.827143] Epoch: [32]  [180/312]  eta: 0:03:31  lr: 5.222577  loss: 3.4992 (3.3941)  time: 1.5081  data: 0.0003  max mem: 3331
[16:08:28.668427] Epoch: [32]  [200/312]  eta: 0:02:58  lr: 5.216328  loss: 3.3925 (3.3953)  time: 1.5420  data: 0.0003  max mem: 3331
[16:08:59.198104] Epoch: [32]  [220/312]  eta: 0:02:26  lr: 5.210067  loss: 3.4079 (3.3990)  time: 1.5264  data: 0.0003  max mem: 3331
[16:09:29.903708] Epoch: [32]  [240/312]  eta: 0:01:54  lr: 5.203793  loss: 3.4356 (3.4024)  time: 1.5352  data: 0.0003  max mem: 3331
[16:10:00.189693] Epoch: [32]  [260/312]  eta: 0:01:22  lr: 5.197506  loss: 3.3796 (3.4030)  time: 1.5142  data: 0.0003  max mem: 3331
[16:10:30.433011] Epoch: [32]  [280/312]  eta: 0:00:50  lr: 5.191206  loss: 3.4857 (3.4074)  time: 1.5121  data: 0.0003  max mem: 3331
[16:10:59.177566] Epoch: [32]  [300/312]  eta: 0:00:18  lr: 5.184894  loss: 3.3985 (3.4084)  time: 1.4371  data: 0.0012  max mem: 3331
[16:11:12.500779] Epoch: [32]  [311/312]  eta: 0:00:01  lr: 5.182366  loss: 3.3928 (3.4081)  time: 1.3115  data: 0.0011  max mem: 3331
[16:11:13.375280] Epoch: [32] Total time: 0:08:05 (1.5571 s / it)
[16:11:13.456316] Averaged stats: lr: 5.182366  loss: 3.3928 (3.4020)
[16:11:13.456667] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[16:11:13.456731] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-32.pth')]
[16:11:13.456772] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-32.pth
[16:11:30.242124] Test:  [ 0/13]  eta: 0:03:33  loss: 3.2051 (3.2051)  acc1: 35.9375 (35.9375)  acc5: 58.9844 (58.9844)  time: 16.4050  data: 15.9073  max mem: 3331
[16:11:44.424488] Test:  [10/13]  eta: 0:00:08  loss: 3.2904 (3.2701)  acc1: 35.3516 (34.8366)  acc5: 58.2031 (58.3097)  time: 2.7806  data: 2.2642  max mem: 3331
[16:11:45.029542] Test:  [12/13]  eta: 0:00:02  loss: 3.2904 (3.2523)  acc1: 35.3516 (34.9600)  acc5: 58.2031 (58.4800)  time: 2.3992  data: 1.9159  max mem: 3331
[16:11:45.300182] Test: Total time: 0:00:31 (2.4203 s / it)
[16:11:46.593825] * Acc@1 35.182 Acc@5 58.664 loss 3.199
[16:11:46.593964] Accuracy of the network on the 50000 test images: 35.2%
[16:11:46.593986] Max accuracy: 35.35%
[16:11:46.611401] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[16:12:03.553691] Epoch: [33]  [  0/312]  eta: 1:27:59  lr: 5.181101  loss: 3.5193 (3.5193)  time: 16.9216  data: 14.9964  max mem: 3331
[16:12:35.074098] Epoch: [33]  [ 20/312]  eta: 0:11:13  lr: 5.174768  loss: 3.3529 (3.3453)  time: 1.5759  data: 0.8271  max mem: 3331
[16:13:05.083886] Epoch: [33]  [ 40/312]  eta: 0:08:40  lr: 5.168424  loss: 3.4120 (3.3840)  time: 1.5004  data: 0.6487  max mem: 3331
[16:13:36.380443] Epoch: [33]  [ 60/312]  eta: 0:07:33  lr: 5.162066  loss: 3.3244 (3.3708)  time: 1.5647  data: 0.5980  max mem: 3331
[16:14:06.467897] Epoch: [33]  [ 80/312]  eta: 0:06:40  lr: 5.155697  loss: 3.3144 (3.3592)  time: 1.5043  data: 0.4965  max mem: 3331
[16:14:36.143521] Epoch: [33]  [100/312]  eta: 0:05:55  lr: 5.149314  loss: 3.3598 (3.3616)  time: 1.4837  data: 0.3109  max mem: 3331
[16:15:04.697088] Epoch: [33]  [120/312]  eta: 0:05:14  lr: 5.142920  loss: 3.3819 (3.3666)  time: 1.4276  data: 0.1647  max mem: 3331
[16:15:39.740732] Epoch: [33]  [140/312]  eta: 0:04:44  lr: 5.136513  loss: 3.3943 (3.3686)  time: 1.7516  data: 0.3523  max mem: 3331
[16:16:09.017619] Epoch: [33]  [160/312]  eta: 0:04:07  lr: 5.130094  loss: 3.3553 (3.3669)  time: 1.4637  data: 0.0579  max mem: 3331
[16:16:39.032768] Epoch: [33]  [180/312]  eta: 0:03:33  lr: 5.123663  loss: 3.4193 (3.3739)  time: 1.5007  data: 0.0140  max mem: 3331
[16:17:08.185348] Epoch: [33]  [200/312]  eta: 0:02:59  lr: 5.117220  loss: 3.4100 (3.3779)  time: 1.4576  data: 0.0003  max mem: 3331
[16:17:38.075180] Epoch: [33]  [220/312]  eta: 0:02:26  lr: 5.110764  loss: 3.4470 (3.3856)  time: 1.4944  data: 0.0003  max mem: 3331
[16:18:08.071619] Epoch: [33]  [240/312]  eta: 0:01:53  lr: 5.104296  loss: 3.4031 (3.3884)  time: 1.4997  data: 0.0003  max mem: 3331
[16:18:37.220613] Epoch: [33]  [260/312]  eta: 0:01:21  lr: 5.097816  loss: 3.4188 (3.3907)  time: 1.4574  data: 0.0003  max mem: 3331
[16:19:06.736874] Epoch: [33]  [280/312]  eta: 0:00:50  lr: 5.091325  loss: 3.4394 (3.3928)  time: 1.4757  data: 0.0003  max mem: 3331
[16:19:37.991035] Epoch: [33]  [300/312]  eta: 0:00:18  lr: 5.084821  loss: 3.4270 (3.3942)  time: 1.5626  data: 0.0011  max mem: 3331
[16:19:53.198306] Epoch: [33]  [311/312]  eta: 0:00:01  lr: 5.082216  loss: 3.4518 (3.3951)  time: 1.3331  data: 0.0010  max mem: 3331
[16:19:54.120893] Epoch: [33] Total time: 0:08:07 (1.5625 s / it)
[16:19:54.128540] Averaged stats: lr: 5.082216  loss: 3.4518 (3.4006)
[16:19:54.128866] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[16:19:54.128932] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-33.pth')]
[16:19:54.128972] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-33.pth
[16:20:11.522435] Test:  [ 0/13]  eta: 0:03:41  loss: 3.1322 (3.1322)  acc1: 37.3047 (37.3047)  acc5: 58.5938 (58.5938)  time: 17.0168  data: 16.4924  max mem: 3331
[16:20:25.488943] Test:  [10/13]  eta: 0:00:08  loss: 3.2521 (3.2339)  acc1: 35.9375 (35.9020)  acc5: 58.7891 (58.8246)  time: 2.8166  data: 2.3156  max mem: 3331
[16:20:26.093664] Test:  [12/13]  eta: 0:00:02  loss: 3.2521 (3.2223)  acc1: 35.9375 (36.0960)  acc5: 58.7891 (59.0240)  time: 2.4297  data: 1.9593  max mem: 3331
[16:20:26.339501] Test: Total time: 0:00:31 (2.4488 s / it)
[16:20:27.834457] * Acc@1 35.518 Acc@5 58.778 loss 3.196
[16:20:27.834618] Accuracy of the network on the 50000 test images: 35.5%
[16:20:27.834641] Max accuracy: 35.52%
[16:20:27.852014] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[16:20:45.923736] Epoch: [34]  [  0/312]  eta: 1:33:56  lr: 5.080913  loss: 3.4642 (3.4642)  time: 18.0645  data: 16.2540  max mem: 3331
[16:21:16.308229] Epoch: [34]  [ 20/312]  eta: 0:11:13  lr: 5.074390  loss: 3.3580 (3.3627)  time: 1.5191  data: 0.8122  max mem: 3331
[16:21:45.612240] Epoch: [34]  [ 40/312]  eta: 0:08:35  lr: 5.067855  loss: 3.3456 (3.3489)  time: 1.4651  data: 0.6326  max mem: 3331
[16:22:15.106941] Epoch: [34]  [ 60/312]  eta: 0:07:23  lr: 5.061309  loss: 3.3584 (3.3537)  time: 1.4747  data: 0.5090  max mem: 3331
[16:22:45.214405] Epoch: [34]  [ 80/312]  eta: 0:06:33  lr: 5.054750  loss: 3.4113 (3.3691)  time: 1.5053  data: 0.4402  max mem: 3331
[16:23:14.512624] Epoch: [34]  [100/312]  eta: 0:05:49  lr: 5.048180  loss: 3.4460 (3.3817)  time: 1.4648  data: 0.3389  max mem: 3331
[16:23:44.048526] Epoch: [34]  [120/312]  eta: 0:05:11  lr: 5.041598  loss: 3.4231 (3.3896)  time: 1.4767  data: 0.1463  max mem: 3331
[16:24:14.010339] Epoch: [34]  [140/312]  eta: 0:04:35  lr: 5.035005  loss: 3.4188 (3.3927)  time: 1.4980  data: 0.0722  max mem: 3331
[16:24:43.465046] Epoch: [34]  [160/312]  eta: 0:04:01  lr: 5.028400  loss: 3.4177 (3.3998)  time: 1.4727  data: 0.0003  max mem: 3331
[16:25:12.875189] Epoch: [34]  [180/312]  eta: 0:03:27  lr: 5.021783  loss: 3.3422 (3.3957)  time: 1.4704  data: 0.0003  max mem: 3331
[16:25:41.880404] Epoch: [34]  [200/312]  eta: 0:02:54  lr: 5.015154  loss: 3.4373 (3.3971)  time: 1.4502  data: 0.0014  max mem: 3331
[16:26:10.851037] Epoch: [34]  [220/312]  eta: 0:02:22  lr: 5.008515  loss: 3.3233 (3.3940)  time: 1.4485  data: 0.0003  max mem: 3331
[16:26:40.206802] Epoch: [34]  [240/312]  eta: 0:01:51  lr: 5.001863  loss: 3.4178 (3.3957)  time: 1.4677  data: 0.0003  max mem: 3331
[16:27:10.067503] Epoch: [34]  [260/312]  eta: 0:01:20  lr: 4.995201  loss: 3.3435 (3.3949)  time: 1.4930  data: 0.0003  max mem: 3331
[16:27:40.449039] Epoch: [34]  [280/312]  eta: 0:00:49  lr: 4.988527  loss: 3.3719 (3.3965)  time: 1.5190  data: 0.0003  max mem: 3331
[16:28:08.919684] Epoch: [34]  [300/312]  eta: 0:00:18  lr: 4.981841  loss: 3.4019 (3.3970)  time: 1.4234  data: 0.0046  max mem: 3331
[16:28:23.729598] Epoch: [34]  [311/312]  eta: 0:00:01  lr: 4.979164  loss: 3.4019 (3.3972)  time: 1.3516  data: 0.0045  max mem: 3331
[16:28:24.629101] Epoch: [34] Total time: 0:07:56 (1.5281 s / it)
[16:28:24.632110] Averaged stats: lr: 4.979164  loss: 3.4019 (3.3936)
[16:28:24.632438] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[16:28:24.632501] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-34.pth')]
[16:28:24.632540] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-34.pth
[16:28:41.635894] Test:  [ 0/13]  eta: 0:03:36  loss: 3.1582 (3.1582)  acc1: 38.0859 (38.0859)  acc5: 59.5703 (59.5703)  time: 16.6250  data: 16.1267  max mem: 3331
[16:28:54.839348] Test:  [10/13]  eta: 0:00:08  loss: 3.2244 (3.2267)  acc1: 34.9609 (35.2805)  acc5: 59.5703 (59.2685)  time: 2.7116  data: 2.1983  max mem: 3331
[16:28:55.444270] Test:  [12/13]  eta: 0:00:02  loss: 3.2244 (3.2127)  acc1: 34.9609 (35.3760)  acc5: 59.5703 (59.4560)  time: 2.3409  data: 1.8601  max mem: 3331
[16:28:55.876369] Test: Total time: 0:00:30 (2.3743 s / it)
[16:28:56.617456] * Acc@1 35.372 Acc@5 59.012 loss 3.188
[16:28:56.617592] Accuracy of the network on the 50000 test images: 35.4%
[16:28:56.617615] Max accuracy: 35.52%
[16:28:56.638847] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[16:29:14.389402] Epoch: [35]  [  0/312]  eta: 1:32:15  lr: 4.977825  loss: 3.3803 (3.3803)  time: 17.7427  data: 15.0986  max mem: 3331
[16:29:43.865222] Epoch: [35]  [ 20/312]  eta: 0:10:56  lr: 4.971121  loss: 3.3358 (3.3257)  time: 1.4737  data: 0.6225  max mem: 3331
[16:30:13.989252] Epoch: [35]  [ 40/312]  eta: 0:08:33  lr: 4.964407  loss: 3.3163 (3.3186)  time: 1.5061  data: 0.5673  max mem: 3331
[16:30:43.716678] Epoch: [35]  [ 60/312]  eta: 0:07:22  lr: 4.957681  loss: 3.3459 (3.3243)  time: 1.4863  data: 0.3509  max mem: 3331
[16:31:14.117231] Epoch: [35]  [ 80/312]  eta: 0:06:33  lr: 4.950944  loss: 3.3513 (3.3383)  time: 1.5199  data: 0.1920  max mem: 3331
[16:31:45.420418] Epoch: [35]  [100/312]  eta: 0:05:54  lr: 4.944196  loss: 3.3390 (3.3398)  time: 1.5651  data: 0.0994  max mem: 3331
[16:32:16.043083] Epoch: [35]  [120/312]  eta: 0:05:16  lr: 4.937437  loss: 3.3598 (3.3459)  time: 1.5311  data: 0.0171  max mem: 3331
[16:32:45.778152] Epoch: [35]  [140/312]  eta: 0:04:39  lr: 4.930667  loss: 3.2669 (3.3401)  time: 1.4867  data: 0.0058  max mem: 3331
[16:33:14.894399] Epoch: [35]  [160/312]  eta: 0:04:03  lr: 4.923886  loss: 3.3283 (3.3431)  time: 1.4540  data: 0.0007  max mem: 3331
[16:33:45.277399] Epoch: [35]  [180/312]  eta: 0:03:30  lr: 4.917094  loss: 3.3804 (3.3461)  time: 1.5190  data: 0.0003  max mem: 3331
[16:34:14.535807] Epoch: [35]  [200/312]  eta: 0:02:57  lr: 4.910291  loss: 3.3826 (3.3526)  time: 1.4628  data: 0.0003  max mem: 3331
[16:34:44.999980] Epoch: [35]  [220/312]  eta: 0:02:24  lr: 4.903477  loss: 3.3875 (3.3559)  time: 1.5231  data: 0.0003  max mem: 3331
[16:35:15.210456] Epoch: [35]  [240/312]  eta: 0:01:53  lr: 4.896652  loss: 3.4063 (3.3607)  time: 1.5104  data: 0.0003  max mem: 3331
[16:35:45.472201] Epoch: [35]  [260/312]  eta: 0:01:21  lr: 4.889817  loss: 3.4279 (3.3643)  time: 1.5130  data: 0.0003  max mem: 3331
[16:36:14.871351] Epoch: [35]  [280/312]  eta: 0:00:49  lr: 4.882971  loss: 3.3946 (3.3663)  time: 1.4699  data: 0.0003  max mem: 3331
[16:36:43.696121] Epoch: [35]  [300/312]  eta: 0:00:18  lr: 4.876114  loss: 3.4008 (3.3718)  time: 1.4412  data: 0.0011  max mem: 3331
[16:36:56.795021] Epoch: [35]  [311/312]  eta: 0:00:01  lr: 4.873369  loss: 3.4125 (3.3738)  time: 1.2970  data: 0.0010  max mem: 3331
[16:36:57.683301] Epoch: [35] Total time: 0:08:01 (1.5418 s / it)
[16:36:57.701158] Averaged stats: lr: 4.873369  loss: 3.4125 (3.3894)
[16:36:57.701507] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[16:36:57.701571] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-35.pth')]
[16:36:57.701611] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-35.pth
[16:37:28.576593] Test:  [ 0/13]  eta: 0:03:25  loss: 3.1885 (3.1885)  acc1: 35.5469 (35.5469)  acc5: 59.1797 (59.1797)  time: 15.8335  data: 15.3354  max mem: 3331
[16:37:41.170029] Test:  [10/13]  eta: 0:00:07  loss: 3.2782 (3.2537)  acc1: 35.5469 (35.5646)  acc5: 59.1797 (58.3097)  time: 2.5841  data: 2.0709  max mem: 3331
[16:37:41.774909] Test:  [12/13]  eta: 0:00:02  loss: 3.2782 (3.2431)  acc1: 35.5469 (35.6640)  acc5: 59.1797 (58.7360)  time: 2.2330  data: 1.7523  max mem: 3331
[16:37:42.014495] Test: Total time: 0:00:29 (2.2517 s / it)
[16:37:42.016021] * Acc@1 35.390 Acc@5 58.840 loss 3.205
[16:37:42.016128] Accuracy of the network on the 50000 test images: 35.4%
[16:37:42.016149] Max accuracy: 35.52%
[16:37:42.078020] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[16:37:59.089364] Epoch: [36]  [  0/312]  eta: 1:28:25  lr: 4.871995  loss: 3.2081 (3.2081)  time: 17.0038  data: 14.7440  max mem: 3331
[16:38:28.549789] Epoch: [36]  [ 20/312]  eta: 0:10:46  lr: 4.865122  loss: 3.3580 (3.3632)  time: 1.4729  data: 0.6350  max mem: 3331
[16:38:58.574146] Epoch: [36]  [ 40/312]  eta: 0:08:27  lr: 4.858238  loss: 3.3662 (3.3667)  time: 1.5012  data: 0.4955  max mem: 3331
[16:39:28.351983] Epoch: [36]  [ 60/312]  eta: 0:07:18  lr: 4.851343  loss: 3.3898 (3.3657)  time: 1.4888  data: 0.3740  max mem: 3331
[16:39:58.465030] Epoch: [36]  [ 80/312]  eta: 0:06:30  lr: 4.844438  loss: 3.2969 (3.3596)  time: 1.5056  data: 0.2796  max mem: 3331
[16:40:27.093633] Epoch: [36]  [100/312]  eta: 0:05:46  lr: 4.837522  loss: 3.3504 (3.3598)  time: 1.4314  data: 0.2473  max mem: 3331
[16:40:56.637897] Epoch: [36]  [120/312]  eta: 0:05:08  lr: 4.830596  loss: 3.3822 (3.3625)  time: 1.4771  data: 0.1942  max mem: 3331
[16:41:27.122223] Epoch: [36]  [140/312]  eta: 0:04:34  lr: 4.823660  loss: 3.4338 (3.3715)  time: 1.5241  data: 0.0516  max mem: 3331
[16:41:55.818456] Epoch: [36]  [160/312]  eta: 0:03:59  lr: 4.816713  loss: 3.3585 (3.3742)  time: 1.4347  data: 0.0170  max mem: 3331
[16:42:25.038009] Epoch: [36]  [180/312]  eta: 0:03:26  lr: 4.809757  loss: 3.3734 (3.3765)  time: 1.4608  data: 0.0083  max mem: 3331
[16:42:55.174275] Epoch: [36]  [200/312]  eta: 0:02:54  lr: 4.802790  loss: 3.4552 (3.3837)  time: 1.5064  data: 0.0003  max mem: 3331
[16:43:24.929201] Epoch: [36]  [220/312]  eta: 0:02:22  lr: 4.795812  loss: 3.3663 (3.3853)  time: 1.4877  data: 0.0003  max mem: 3331
[16:43:53.745295] Epoch: [36]  [240/312]  eta: 0:01:51  lr: 4.788825  loss: 3.3936 (3.3871)  time: 1.4407  data: 0.0003  max mem: 3331
[16:44:23.057607] Epoch: [36]  [260/312]  eta: 0:01:19  lr: 4.781828  loss: 3.3804 (3.3875)  time: 1.4656  data: 0.0003  max mem: 3331
[16:44:53.017908] Epoch: [36]  [280/312]  eta: 0:00:49  lr: 4.774820  loss: 3.4327 (3.3885)  time: 1.4979  data: 0.0003  max mem: 3331
[16:45:21.740449] Epoch: [36]  [300/312]  eta: 0:00:18  lr: 4.767803  loss: 3.3921 (3.3892)  time: 1.4360  data: 0.0012  max mem: 3331
[16:45:38.581973] Epoch: [36]  [311/312]  eta: 0:00:01  lr: 4.764993  loss: 3.3312 (3.3874)  time: 1.2935  data: 0.0010  max mem: 3331
[16:45:39.538870] Epoch: [36] Total time: 0:07:57 (1.5303 s / it)
[16:45:39.548480] Averaged stats: lr: 4.764993  loss: 3.3312 (3.3837)
[16:45:39.548820] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[16:45:39.548890] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-36.pth')]
[16:45:39.548929] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-36.pth
[16:45:58.109458] Test:  [ 0/13]  eta: 0:03:56  loss: 3.1373 (3.1373)  acc1: 37.1094 (37.1094)  acc5: 60.1562 (60.1562)  time: 18.1787  data: 17.6806  max mem: 3331
[16:46:11.418043] Test:  [10/13]  eta: 0:00:08  loss: 3.2578 (3.2356)  acc1: 35.5469 (35.2450)  acc5: 58.9844 (59.2152)  time: 2.8624  data: 2.3486  max mem: 3331
[16:46:12.022628] Test:  [12/13]  eta: 0:00:02  loss: 3.2578 (3.2207)  acc1: 35.5469 (35.4400)  acc5: 58.9844 (59.3440)  time: 2.4684  data: 1.9873  max mem: 3331
[16:46:12.318390] Test: Total time: 0:00:32 (2.4914 s / it)
[16:46:12.722790] * Acc@1 35.508 Acc@5 58.994 loss 3.185
[16:46:12.722920] Accuracy of the network on the 50000 test images: 35.5%
[16:46:12.722943] Max accuracy: 35.52%
[16:46:12.730876] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[16:46:29.367418] Epoch: [37]  [  0/312]  eta: 1:26:30  lr: 4.763588  loss: 3.5713 (3.5713)  time: 16.6359  data: 15.7962  max mem: 3331
[16:46:58.864531] Epoch: [37]  [ 20/312]  eta: 0:10:41  lr: 4.756555  loss: 3.3032 (3.3105)  time: 1.4748  data: 0.7213  max mem: 3331
[16:47:27.995930] Epoch: [37]  [ 40/312]  eta: 0:08:19  lr: 4.749512  loss: 3.3557 (3.3220)  time: 1.4565  data: 0.6058  max mem: 3331
[16:47:59.600608] Epoch: [37]  [ 60/312]  eta: 0:07:21  lr: 4.742459  loss: 3.3483 (3.3422)  time: 1.5801  data: 0.4744  max mem: 3331
[16:48:30.625836] Epoch: [37]  [ 80/312]  eta: 0:06:34  lr: 4.735396  loss: 3.3550 (3.3476)  time: 1.5512  data: 0.2545  max mem: 3331
[16:49:01.644718] Epoch: [37]  [100/312]  eta: 0:05:54  lr: 4.728324  loss: 3.3521 (3.3553)  time: 1.5509  data: 0.1662  max mem: 3331
[16:49:33.061812] Epoch: [37]  [120/312]  eta: 0:05:17  lr: 4.721242  loss: 3.3124 (3.3527)  time: 1.5708  data: 0.0003  max mem: 3331
[16:50:05.246071] Epoch: [37]  [140/312]  eta: 0:04:43  lr: 4.714150  loss: 3.3666 (3.3558)  time: 1.6091  data: 0.0003  max mem: 3331
[16:50:35.879575] Epoch: [37]  [160/312]  eta: 0:04:08  lr: 4.707049  loss: 3.3760 (3.3620)  time: 1.5316  data: 0.0003  max mem: 3331
[16:51:05.491611] Epoch: [37]  [180/312]  eta: 0:03:33  lr: 4.699938  loss: 3.3899 (3.3665)  time: 1.4805  data: 0.0003  max mem: 3331
[16:51:35.818394] Epoch: [37]  [200/312]  eta: 0:03:00  lr: 4.692817  loss: 3.3716 (3.3693)  time: 1.5163  data: 0.0003  max mem: 3331
[16:52:06.650103] Epoch: [37]  [220/312]  eta: 0:02:27  lr: 4.685687  loss: 3.4148 (3.3718)  time: 1.5415  data: 0.0003  max mem: 3331
[16:52:37.655588] Epoch: [37]  [240/312]  eta: 0:01:54  lr: 4.678548  loss: 3.3673 (3.3721)  time: 1.5502  data: 0.0003  max mem: 3331
[16:53:08.272067] Epoch: [37]  [260/312]  eta: 0:01:22  lr: 4.671400  loss: 3.3653 (3.3743)  time: 1.5307  data: 0.0003  max mem: 3331
[16:53:39.444527] Epoch: [37]  [280/312]  eta: 0:00:50  lr: 4.664242  loss: 3.4390 (3.3777)  time: 1.5585  data: 0.0003  max mem: 3331
[16:54:09.393299] Epoch: [37]  [300/312]  eta: 0:00:19  lr: 4.657074  loss: 3.4358 (3.3809)  time: 1.4973  data: 0.0011  max mem: 3331
[16:54:26.879574] Epoch: [37]  [311/312]  eta: 0:00:01  lr: 4.654205  loss: 3.4064 (3.3817)  time: 1.3261  data: 0.0010  max mem: 3331
[16:54:27.786835] Epoch: [37] Total time: 0:08:15 (1.5867 s / it)
[16:54:27.789140] Averaged stats: lr: 4.654205  loss: 3.4064 (3.3743)
[16:54:27.789458] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[16:54:27.789524] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-37.pth')]
[16:54:27.789563] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-37.pth
[16:54:45.075783] Test:  [ 0/13]  eta: 0:03:39  loss: 3.1528 (3.1528)  acc1: 38.4766 (38.4766)  acc5: 59.1797 (59.1797)  time: 16.9118  data: 16.4139  max mem: 3331
[16:54:58.792202] Test:  [10/13]  eta: 0:00:08  loss: 3.2604 (3.2319)  acc1: 34.9609 (35.1740)  acc5: 57.8125 (58.5582)  time: 2.7843  data: 2.2862  max mem: 3331
[16:54:59.397992] Test:  [12/13]  eta: 0:00:02  loss: 3.2604 (3.2209)  acc1: 34.9609 (35.3600)  acc5: 58.9844 (58.7680)  time: 2.4025  data: 1.9345  max mem: 3331
[16:54:59.946055] Test: Total time: 0:00:31 (2.4448 s / it)
[16:55:02.125126] * Acc@1 35.626 Acc@5 59.058 loss 3.184
[16:55:02.125266] Accuracy of the network on the 50000 test images: 35.6%
[16:55:02.125287] Max accuracy: 35.63%
[16:55:02.143729] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[16:55:20.295695] Epoch: [38]  [  0/312]  eta: 1:34:23  lr: 4.652770  loss: 3.4511 (3.4511)  time: 18.1514  data: 16.2494  max mem: 3331
[16:55:51.453177] Epoch: [38]  [ 20/312]  eta: 0:11:25  lr: 4.645588  loss: 3.3413 (3.3744)  time: 1.5578  data: 0.8396  max mem: 3331
[16:56:23.291932] Epoch: [38]  [ 40/312]  eta: 0:08:58  lr: 4.638396  loss: 3.2629 (3.3313)  time: 1.5918  data: 0.6354  max mem: 3331
[16:56:54.148517] Epoch: [38]  [ 60/312]  eta: 0:07:42  lr: 4.631196  loss: 3.3433 (3.3413)  time: 1.5428  data: 0.4123  max mem: 3331
[16:57:24.682201] Epoch: [38]  [ 80/312]  eta: 0:06:48  lr: 4.623987  loss: 3.3534 (3.3467)  time: 1.5266  data: 0.2894  max mem: 3331
[16:57:55.668950] Epoch: [38]  [100/312]  eta: 0:06:04  lr: 4.616769  loss: 3.3747 (3.3480)  time: 1.5493  data: 0.1164  max mem: 3331
[16:58:25.644567] Epoch: [38]  [120/312]  eta: 0:05:22  lr: 4.609541  loss: 3.3964 (3.3584)  time: 1.4987  data: 0.0238  max mem: 3331
[16:58:56.446316] Epoch: [38]  [140/312]  eta: 0:04:45  lr: 4.602305  loss: 3.3720 (3.3587)  time: 1.5400  data: 0.0003  max mem: 3331
[16:59:26.645714] Epoch: [38]  [160/312]  eta: 0:04:09  lr: 4.595060  loss: 3.3426 (3.3587)  time: 1.5099  data: 0.0003  max mem: 3331
[16:59:56.781521] Epoch: [38]  [180/312]  eta: 0:03:34  lr: 4.587806  loss: 3.3918 (3.3623)  time: 1.5067  data: 0.0004  max mem: 3331
[17:00:27.503996] Epoch: [38]  [200/312]  eta: 0:03:01  lr: 4.580543  loss: 3.3350 (3.3623)  time: 1.5360  data: 0.0003  max mem: 3331
[17:00:58.253666] Epoch: [38]  [220/312]  eta: 0:02:28  lr: 4.573272  loss: 3.3642 (3.3629)  time: 1.5374  data: 0.0003  max mem: 3331
[17:01:29.909666] Epoch: [38]  [240/312]  eta: 0:01:55  lr: 4.565991  loss: 3.3579 (3.3652)  time: 1.5827  data: 0.0003  max mem: 3331
[17:01:59.951542] Epoch: [38]  [260/312]  eta: 0:01:23  lr: 4.558702  loss: 3.3396 (3.3651)  time: 1.5020  data: 0.0003  max mem: 3331
[17:02:29.746971] Epoch: [38]  [280/312]  eta: 0:00:50  lr: 4.551405  loss: 3.4007 (3.3659)  time: 1.4897  data: 0.0004  max mem: 3331
[17:02:59.031518] Epoch: [38]  [300/312]  eta: 0:00:19  lr: 4.544099  loss: 3.4425 (3.3707)  time: 1.4641  data: 0.0011  max mem: 3331
[17:03:12.385501] Epoch: [38]  [311/312]  eta: 0:00:01  lr: 4.541174  loss: 3.3738 (3.3700)  time: 1.3629  data: 0.0010  max mem: 3331
[17:03:13.329961] Epoch: [38] Total time: 0:08:11 (1.5743 s / it)
[17:03:13.339488] Averaged stats: lr: 4.541174  loss: 3.3738 (3.3706)
[17:03:13.339807] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[17:03:13.339870] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-38.pth')]
[17:03:13.339909] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-38.pth
[17:03:29.857677] Test:  [ 0/13]  eta: 0:03:29  loss: 3.0476 (3.0476)  acc1: 38.2812 (38.2812)  acc5: 62.8906 (62.8906)  time: 16.1437  data: 15.6455  max mem: 3331
[17:03:42.183161] Test:  [10/13]  eta: 0:00:07  loss: 3.2203 (3.2088)  acc1: 33.7891 (34.8899)  acc5: 58.9844 (59.4105)  time: 2.5880  data: 2.0744  max mem: 3331
[17:03:42.787872] Test:  [12/13]  eta: 0:00:02  loss: 3.2203 (3.2013)  acc1: 33.9623 (35.1040)  acc5: 58.9844 (59.4720)  time: 2.2363  data: 1.7553  max mem: 3331
[17:03:43.142692] Test: Total time: 0:00:29 (2.2638 s / it)
[17:03:44.987773] * Acc@1 35.628 Acc@5 59.070 loss 3.178
[17:03:44.987934] Accuracy of the network on the 50000 test images: 35.6%
[17:03:44.987957] Max accuracy: 35.63%
[17:03:45.000288] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[17:04:01.038823] Epoch: [39]  [  0/312]  eta: 1:23:21  lr: 4.539711  loss: 3.3317 (3.3317)  time: 16.0314  data: 14.9812  max mem: 3331
[17:04:30.180165] Epoch: [39]  [ 20/312]  eta: 0:10:28  lr: 4.532391  loss: 3.3840 (3.3678)  time: 1.4567  data: 0.7780  max mem: 3331
[17:04:59.062670] Epoch: [39]  [ 40/312]  eta: 0:08:11  lr: 4.525063  loss: 3.3077 (3.3529)  time: 1.4441  data: 0.7082  max mem: 3331
[17:05:28.529378] Epoch: [39]  [ 60/312]  eta: 0:07:07  lr: 4.517727  loss: 3.3238 (3.3527)  time: 1.4731  data: 0.5512  max mem: 3331
[17:05:58.567729] Epoch: [39]  [ 80/312]  eta: 0:06:22  lr: 4.510382  loss: 3.3671 (3.3602)  time: 1.5018  data: 0.5439  max mem: 3331
[17:06:28.079188] Epoch: [39]  [100/312]  eta: 0:05:42  lr: 4.503029  loss: 3.3448 (3.3659)  time: 1.4755  data: 0.3830  max mem: 3331
[17:06:57.820387] Epoch: [39]  [120/312]  eta: 0:05:05  lr: 4.495667  loss: 3.3365 (3.3645)  time: 1.4870  data: 0.2563  max mem: 3331
[17:07:27.810136] Epoch: [39]  [140/312]  eta: 0:04:31  lr: 4.488298  loss: 3.3140 (3.3622)  time: 1.4994  data: 0.1624  max mem: 3331
[17:07:59.020551] Epoch: [39]  [160/312]  eta: 0:03:59  lr: 4.480920  loss: 3.3593 (3.3644)  time: 1.5604  data: 0.0405  max mem: 3331
[17:08:28.918939] Epoch: [39]  [180/312]  eta: 0:03:27  lr: 4.473534  loss: 3.3993 (3.3671)  time: 1.4948  data: 0.0048  max mem: 3331
[17:08:58.723535] Epoch: [39]  [200/312]  eta: 0:02:54  lr: 4.466140  loss: 3.3792 (3.3691)  time: 1.4901  data: 0.0003  max mem: 3331
[17:09:28.664866] Epoch: [39]  [220/312]  eta: 0:02:23  lr: 4.458738  loss: 3.4002 (3.3726)  time: 1.4965  data: 0.0003  max mem: 3331
[17:09:59.693568] Epoch: [39]  [240/312]  eta: 0:01:51  lr: 4.451328  loss: 3.3465 (3.3726)  time: 1.5514  data: 0.0008  max mem: 3331
[17:10:30.513439] Epoch: [39]  [260/312]  eta: 0:01:20  lr: 4.443910  loss: 3.4155 (3.3740)  time: 1.5409  data: 0.0003  max mem: 3331
[17:11:00.209408] Epoch: [39]  [280/312]  eta: 0:00:49  lr: 4.436485  loss: 3.2740 (3.3700)  time: 1.4847  data: 0.0003  max mem: 3331
[17:11:29.855767] Epoch: [39]  [300/312]  eta: 0:00:18  lr: 4.429051  loss: 3.3758 (3.3690)  time: 1.4822  data: 0.0012  max mem: 3331
[17:11:42.341977] Epoch: [39]  [311/312]  eta: 0:00:01  lr: 4.426075  loss: 3.3803 (3.3684)  time: 1.3343  data: 0.0011  max mem: 3331
[17:11:43.289218] Epoch: [39] Total time: 0:07:58 (1.5330 s / it)
[17:11:43.300163] Averaged stats: lr: 4.426075  loss: 3.3803 (3.3653)
[17:11:43.300498] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[17:11:43.300561] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-39.pth')]
[17:11:43.300599] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-39.pth
[17:11:59.296437] Test:  [ 0/13]  eta: 0:03:22  loss: 3.1008 (3.1008)  acc1: 40.0391 (40.0391)  acc5: 60.7422 (60.7422)  time: 15.5849  data: 15.0871  max mem: 3331
[17:12:12.352228] Test:  [10/13]  eta: 0:00:07  loss: 3.2296 (3.2094)  acc1: 35.3516 (36.2216)  acc5: 58.9844 (59.0732)  time: 2.6036  data: 2.1055  max mem: 3331
[17:12:12.958088] Test:  [12/13]  eta: 0:00:02  loss: 3.2296 (3.2096)  acc1: 35.3516 (36.2880)  acc5: 58.9844 (59.1360)  time: 2.2496  data: 1.7816  max mem: 3331
[17:12:13.197094] Test: Total time: 0:00:29 (2.2682 s / it)
[17:12:14.688590] * Acc@1 35.796 Acc@5 58.920 loss 3.179
[17:12:14.688738] Accuracy of the network on the 50000 test images: 35.8%
[17:12:14.688761] Max accuracy: 35.80%
[17:12:14.712070] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[17:12:30.881821] Epoch: [40]  [  0/312]  eta: 1:24:04  lr: 4.424587  loss: 3.2181 (3.2181)  time: 16.1692  data: 15.4533  max mem: 3331
[17:13:01.088967] Epoch: [40]  [ 20/312]  eta: 0:10:44  lr: 4.417141  loss: 3.3169 (3.2795)  time: 1.5103  data: 0.6827  max mem: 3331
[17:13:30.700233] Epoch: [40]  [ 40/312]  eta: 0:08:24  lr: 4.409687  loss: 3.2442 (3.2883)  time: 1.4805  data: 0.4931  max mem: 3331
[17:14:00.337394] Epoch: [40]  [ 60/312]  eta: 0:07:16  lr: 4.402226  loss: 3.3299 (3.2999)  time: 1.4818  data: 0.3780  max mem: 3331
[17:14:28.391023] Epoch: [40]  [ 80/312]  eta: 0:06:22  lr: 4.394757  loss: 3.3131 (3.3087)  time: 1.4026  data: 0.2647  max mem: 3331
[17:14:56.914994] Epoch: [40]  [100/312]  eta: 0:05:40  lr: 4.387280  loss: 3.2849 (3.3035)  time: 1.4261  data: 0.2296  max mem: 3331
[17:15:26.683573] Epoch: [40]  [120/312]  eta: 0:05:04  lr: 4.379796  loss: 3.3532 (3.3134)  time: 1.4884  data: 0.1634  max mem: 3331
[17:15:55.638913] Epoch: [40]  [140/312]  eta: 0:04:29  lr: 4.372304  loss: 3.3324 (3.3183)  time: 1.4477  data: 0.0886  max mem: 3331
[17:16:25.790935] Epoch: [40]  [160/312]  eta: 0:03:57  lr: 4.364805  loss: 3.4093 (3.3299)  time: 1.5075  data: 0.0605  max mem: 3331
[17:16:55.792250] Epoch: [40]  [180/312]  eta: 0:03:24  lr: 4.357299  loss: 3.2912 (3.3268)  time: 1.5000  data: 0.0234  max mem: 3331
[17:17:24.962470] Epoch: [40]  [200/312]  eta: 0:02:52  lr: 4.349785  loss: 3.3304 (3.3311)  time: 1.4579  data: 0.0046  max mem: 3331
[17:17:54.258622] Epoch: [40]  [220/312]  eta: 0:02:21  lr: 4.342264  loss: 3.3534 (3.3332)  time: 1.4647  data: 0.0003  max mem: 3331
[17:18:24.264926] Epoch: [40]  [240/312]  eta: 0:01:50  lr: 4.334736  loss: 3.3566 (3.3353)  time: 1.5001  data: 0.0003  max mem: 3331
[17:18:53.441544] Epoch: [40]  [260/312]  eta: 0:01:19  lr: 4.327200  loss: 3.3514 (3.3386)  time: 1.4588  data: 0.0003  max mem: 3331
[17:19:23.600099] Epoch: [40]  [280/312]  eta: 0:00:48  lr: 4.319658  loss: 3.3536 (3.3409)  time: 1.5078  data: 0.0003  max mem: 3331
[17:19:53.429012] Epoch: [40]  [300/312]  eta: 0:00:18  lr: 4.312108  loss: 3.4111 (3.3450)  time: 1.4914  data: 0.0012  max mem: 3331
[17:20:06.032633] Epoch: [40]  [311/312]  eta: 0:00:01  lr: 4.309086  loss: 3.4094 (3.3483)  time: 1.2996  data: 0.0010  max mem: 3331
[17:20:06.958253] Epoch: [40] Total time: 0:07:52 (1.5136 s / it)
[17:20:06.979755] Averaged stats: lr: 4.309086  loss: 3.4094 (3.3581)
[17:20:06.980086] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[17:20:06.980150] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-40.pth')]
[17:20:06.980189] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-40.pth
[17:20:23.724169] Test:  [ 0/13]  eta: 0:03:32  loss: 3.1048 (3.1048)  acc1: 37.3047 (37.3047)  acc5: 59.5703 (59.5703)  time: 16.3585  data: 15.8605  max mem: 3331
[17:20:36.266261] Test:  [10/13]  eta: 0:00:07  loss: 3.2329 (3.2184)  acc1: 34.9609 (35.3871)  acc5: 59.5703 (59.5703)  time: 2.6272  data: 2.1116  max mem: 3331
[17:20:36.870980] Test:  [12/13]  eta: 0:00:02  loss: 3.2329 (3.2092)  acc1: 34.9609 (35.6480)  acc5: 59.5703 (59.7440)  time: 2.2695  data: 1.7867  max mem: 3331
[17:20:37.293790] Test: Total time: 0:00:29 (2.3022 s / it)
[17:20:38.415207] * Acc@1 35.796 Acc@5 59.202 loss 3.175
[17:20:38.415341] Accuracy of the network on the 50000 test images: 35.8%
[17:20:38.415371] Max accuracy: 35.80%
[17:20:38.425911] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[17:20:55.367215] Epoch: [41]  [  0/312]  eta: 1:28:03  lr: 4.307575  loss: 3.4473 (3.4473)  time: 16.9328  data: 14.7985  max mem: 3331
[17:21:23.688848] Epoch: [41]  [ 20/312]  eta: 0:10:29  lr: 4.300014  loss: 3.2690 (3.3328)  time: 1.4160  data: 0.6531  max mem: 3331
[17:21:52.633641] Epoch: [41]  [ 40/312]  eta: 0:08:12  lr: 4.292446  loss: 3.2514 (3.3057)  time: 1.4471  data: 0.6610  max mem: 3331
[17:22:21.535550] Epoch: [41]  [ 60/312]  eta: 0:07:05  lr: 4.284871  loss: 3.3193 (3.3181)  time: 1.4450  data: 0.5235  max mem: 3331
[17:22:50.959206] Epoch: [41]  [ 80/312]  eta: 0:06:19  lr: 4.277289  loss: 3.3231 (3.3183)  time: 1.4711  data: 0.3411  max mem: 3331
[17:23:19.942172] Epoch: [41]  [100/312]  eta: 0:05:38  lr: 4.269700  loss: 3.2883 (3.3187)  time: 1.4491  data: 0.1404  max mem: 3331
[17:23:49.064568] Epoch: [41]  [120/312]  eta: 0:05:02  lr: 4.262105  loss: 3.2975 (3.3171)  time: 1.4561  data: 0.0003  max mem: 3331
[17:24:18.408161] Epoch: [41]  [140/312]  eta: 0:04:28  lr: 4.254503  loss: 3.3286 (3.3210)  time: 1.4671  data: 0.0003  max mem: 3331
[17:24:47.996786] Epoch: [41]  [160/312]  eta: 0:03:55  lr: 4.246894  loss: 3.3801 (3.3286)  time: 1.4794  data: 0.0003  max mem: 3331
[17:25:16.713394] Epoch: [41]  [180/312]  eta: 0:03:22  lr: 4.239279  loss: 3.3157 (3.3273)  time: 1.4358  data: 0.0003  max mem: 3331
[17:25:46.123518] Epoch: [41]  [200/312]  eta: 0:02:51  lr: 4.231657  loss: 3.4050 (3.3330)  time: 1.4704  data: 0.0003  max mem: 3331
[17:26:14.910061] Epoch: [41]  [220/312]  eta: 0:02:20  lr: 4.224028  loss: 3.3686 (3.3371)  time: 1.4392  data: 0.0003  max mem: 3331
[17:26:43.798088] Epoch: [41]  [240/312]  eta: 0:01:49  lr: 4.216393  loss: 3.4069 (3.3398)  time: 1.4443  data: 0.0003  max mem: 3331
[17:27:12.075495] Epoch: [41]  [260/312]  eta: 0:01:18  lr: 4.208752  loss: 3.3781 (3.3454)  time: 1.4138  data: 0.0003  max mem: 3331
[17:27:41.300735] Epoch: [41]  [280/312]  eta: 0:00:48  lr: 4.201104  loss: 3.3151 (3.3453)  time: 1.4612  data: 0.0003  max mem: 3331
[17:28:09.473664] Epoch: [41]  [300/312]  eta: 0:00:17  lr: 4.193450  loss: 3.3694 (3.3464)  time: 1.4085  data: 0.0013  max mem: 3331
[17:28:23.275216] Epoch: [41]  [311/312]  eta: 0:00:01  lr: 4.190386  loss: 3.3074 (3.3448)  time: 1.2757  data: 0.0012  max mem: 3331
[17:28:24.178056] Epoch: [41] Total time: 0:07:45 (1.4928 s / it)
[17:28:24.180688] Averaged stats: lr: 4.190386  loss: 3.3074 (3.3538)
[17:28:24.180997] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[17:28:24.181061] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-41.pth')]
[17:28:24.181100] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-41.pth
[17:28:40.124802] Test:  [ 0/13]  eta: 0:03:22  loss: 3.0896 (3.0896)  acc1: 38.2812 (38.2812)  acc5: 60.3516 (60.3516)  time: 15.5642  data: 15.0656  max mem: 3331
[17:28:52.333309] Test:  [10/13]  eta: 0:00:07  loss: 3.2023 (3.1917)  acc1: 36.3281 (35.9375)  acc5: 58.3984 (58.8778)  time: 2.5247  data: 2.0263  max mem: 3331
[17:28:52.939099] Test:  [12/13]  eta: 0:00:02  loss: 3.2023 (3.1952)  acc1: 36.3281 (36.0480)  acc5: 58.3984 (59.0560)  time: 2.1828  data: 1.7146  max mem: 3331
[17:28:53.180591] Test: Total time: 0:00:28 (2.2016 s / it)
[17:28:54.639293] * Acc@1 35.906 Acc@5 59.150 loss 3.160
[17:28:54.639442] Accuracy of the network on the 50000 test images: 35.9%
[17:28:54.639464] Max accuracy: 35.91%
[17:28:54.651286] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[17:29:11.007028] Epoch: [42]  [  0/312]  eta: 1:25:02  lr: 4.188854  loss: 3.1661 (3.1661)  time: 16.3551  data: 14.9862  max mem: 3331
[17:29:38.869215] Epoch: [42]  [ 20/312]  eta: 0:10:14  lr: 4.181190  loss: 3.3314 (3.3141)  time: 1.3931  data: 0.7090  max mem: 3331
[17:30:08.254838] Epoch: [42]  [ 40/312]  eta: 0:08:08  lr: 4.173520  loss: 3.2701 (3.3113)  time: 1.4692  data: 0.6868  max mem: 3331
[17:30:38.385879] Epoch: [42]  [ 60/312]  eta: 0:07:08  lr: 4.165843  loss: 3.2798 (3.3161)  time: 1.5065  data: 0.6022  max mem: 3331
[17:31:07.759298] Epoch: [42]  [ 80/312]  eta: 0:06:21  lr: 4.158160  loss: 3.3535 (3.3246)  time: 1.4686  data: 0.5048  max mem: 3331
[17:31:36.234140] Epoch: [42]  [100/312]  eta: 0:05:39  lr: 4.150472  loss: 3.3156 (3.3242)  time: 1.4237  data: 0.3310  max mem: 3331
[17:32:05.109782] Epoch: [42]  [120/312]  eta: 0:05:02  lr: 4.142777  loss: 3.2991 (3.3169)  time: 1.4432  data: 0.1879  max mem: 3331
[17:32:34.034473] Epoch: [42]  [140/312]  eta: 0:04:27  lr: 4.135076  loss: 3.3872 (3.3220)  time: 1.4461  data: 0.0755  max mem: 3331
[17:33:03.213656] Epoch: [42]  [160/312]  eta: 0:03:54  lr: 4.127369  loss: 3.3498 (3.3281)  time: 1.4589  data: 0.0003  max mem: 3331
[17:33:31.757762] Epoch: [42]  [180/312]  eta: 0:03:22  lr: 4.119657  loss: 3.3070 (3.3309)  time: 1.4271  data: 0.0005  max mem: 3331
[17:34:00.714891] Epoch: [42]  [200/312]  eta: 0:02:50  lr: 4.111938  loss: 3.3496 (3.3352)  time: 1.4478  data: 0.0003  max mem: 3331
[17:34:29.015406] Epoch: [42]  [220/312]  eta: 0:02:19  lr: 4.104214  loss: 3.3679 (3.3374)  time: 1.4149  data: 0.0003  max mem: 3331
[17:34:57.651152] Epoch: [42]  [240/312]  eta: 0:01:48  lr: 4.096484  loss: 3.4025 (3.3400)  time: 1.4317  data: 0.0003  max mem: 3331
[17:35:27.537709] Epoch: [42]  [260/312]  eta: 0:01:18  lr: 4.088748  loss: 3.3160 (3.3404)  time: 1.4943  data: 0.0003  max mem: 3331
[17:35:56.503476] Epoch: [42]  [280/312]  eta: 0:00:48  lr: 4.081007  loss: 3.4257 (3.3479)  time: 1.4482  data: 0.0003  max mem: 3331
[17:36:24.549749] Epoch: [42]  [300/312]  eta: 0:00:17  lr: 4.073260  loss: 3.3843 (3.3495)  time: 1.4022  data: 0.0011  max mem: 3331
[17:36:37.387267] Epoch: [42]  [311/312]  eta: 0:00:01  lr: 4.070160  loss: 3.3634 (3.3501)  time: 1.2982  data: 0.0009  max mem: 3331
[17:36:38.292587] Epoch: [42] Total time: 0:07:43 (1.4860 s / it)
[17:36:38.293339] Averaged stats: lr: 4.070160  loss: 3.3634 (3.3456)
[17:36:38.293661] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[17:36:38.293733] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-42.pth')]
[17:36:38.293772] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-42.pth
[17:36:54.496237] Test:  [ 0/13]  eta: 0:03:25  loss: 3.1032 (3.1032)  acc1: 36.9141 (36.9141)  acc5: 60.3516 (60.3516)  time: 15.8287  data: 15.3301  max mem: 3331
[17:37:06.772429] Test:  [10/13]  eta: 0:00:07  loss: 3.2075 (3.2084)  acc1: 35.5469 (35.8132)  acc5: 59.1797 (59.3040)  time: 2.5549  data: 2.0378  max mem: 3331
[17:37:07.378087] Test:  [12/13]  eta: 0:00:02  loss: 3.2075 (3.1996)  acc1: 35.5469 (36.0160)  acc5: 59.1797 (59.2640)  time: 2.2083  data: 1.7243  max mem: 3331
[17:37:07.852195] Test: Total time: 0:00:29 (2.2450 s / it)
[17:37:09.431037] * Acc@1 35.952 Acc@5 59.384 loss 3.159
[17:37:09.431175] Accuracy of the network on the 50000 test images: 36.0%
[17:37:09.431198] Max accuracy: 35.95%
[17:37:09.442851] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[17:37:25.996226] Epoch: [43]  [  0/312]  eta: 1:26:04  lr: 4.068609  loss: 3.4804 (3.4804)  time: 16.5528  data: 15.4065  max mem: 3331
[17:37:54.951045] Epoch: [43]  [ 20/312]  eta: 0:10:32  lr: 4.060854  loss: 3.2857 (3.3070)  time: 1.4477  data: 0.6702  max mem: 3331
[17:38:23.356031] Epoch: [43]  [ 40/312]  eta: 0:08:10  lr: 4.053093  loss: 3.3533 (3.3215)  time: 1.4202  data: 0.5846  max mem: 3331
[17:38:51.660645] Epoch: [43]  [ 60/312]  eta: 0:07:02  lr: 4.045326  loss: 3.2846 (3.3218)  time: 1.4152  data: 0.5138  max mem: 3331
[17:39:21.310293] Epoch: [43]  [ 80/312]  eta: 0:06:17  lr: 4.037554  loss: 3.2771 (3.3133)  time: 1.4824  data: 0.4166  max mem: 3331
[17:39:50.874951] Epoch: [43]  [100/312]  eta: 0:05:38  lr: 4.029777  loss: 3.3359 (3.3200)  time: 1.4781  data: 0.2160  max mem: 3331
[17:40:19.594632] Epoch: [43]  [120/312]  eta: 0:05:01  lr: 4.021995  loss: 3.4005 (3.3289)  time: 1.4359  data: 0.1346  max mem: 3331
[17:40:49.264182] Epoch: [43]  [140/312]  eta: 0:04:28  lr: 4.014207  loss: 3.3537 (3.3328)  time: 1.4834  data: 0.0315  max mem: 3331
[17:41:18.794987] Epoch: [43]  [160/312]  eta: 0:03:55  lr: 4.006414  loss: 3.3365 (3.3351)  time: 1.4765  data: 0.0003  max mem: 3331
[17:41:47.591748] Epoch: [43]  [180/312]  eta: 0:03:22  lr: 3.998616  loss: 3.3714 (3.3412)  time: 1.4394  data: 0.0003  max mem: 3331
[17:42:17.094347] Epoch: [43]  [200/312]  eta: 0:02:51  lr: 3.990813  loss: 3.3322 (3.3390)  time: 1.4750  data: 0.0003  max mem: 3331
[17:42:46.478800] Epoch: [43]  [220/312]  eta: 0:02:20  lr: 3.983005  loss: 3.2867 (3.3371)  time: 1.4692  data: 0.0003  max mem: 3331
[17:43:15.752448] Epoch: [43]  [240/312]  eta: 0:01:49  lr: 3.975192  loss: 3.3346 (3.3408)  time: 1.4636  data: 0.0003  max mem: 3331
[17:43:44.604160] Epoch: [43]  [260/312]  eta: 0:01:18  lr: 3.967374  loss: 3.3523 (3.3431)  time: 1.4425  data: 0.0003  max mem: 3331
[17:44:13.523494] Epoch: [43]  [280/312]  eta: 0:00:48  lr: 3.959552  loss: 3.3344 (3.3411)  time: 1.4459  data: 0.0003  max mem: 3331
[17:44:42.441291] Epoch: [43]  [300/312]  eta: 0:00:18  lr: 3.951724  loss: 3.3779 (3.3448)  time: 1.4456  data: 0.0051  max mem: 3331
[17:44:56.053474] Epoch: [43]  [311/312]  eta: 0:00:01  lr: 3.948592  loss: 3.3496 (3.3434)  time: 1.3463  data: 0.0050  max mem: 3331
[17:44:56.921531] Epoch: [43] Total time: 0:07:47 (1.4983 s / it)
[17:44:56.955859] Averaged stats: lr: 3.948592  loss: 3.3496 (3.3373)
[17:44:56.956194] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[17:44:56.956266] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-43.pth')]
[17:44:56.956305] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-43.pth
[17:45:14.349606] Test:  [ 0/13]  eta: 0:03:41  loss: 3.1111 (3.1111)  acc1: 37.3047 (37.3047)  acc5: 61.3281 (61.3281)  time: 17.0069  data: 16.4978  max mem: 3331
[17:45:28.663326] Test:  [10/13]  eta: 0:00:08  loss: 3.1821 (3.1852)  acc1: 36.3281 (35.9730)  acc5: 59.5703 (59.7124)  time: 2.8472  data: 2.3368  max mem: 3331
[17:45:29.268249] Test:  [12/13]  eta: 0:00:02  loss: 3.1821 (3.1838)  acc1: 36.3281 (36.0000)  acc5: 59.5703 (59.6480)  time: 2.4556  data: 1.9773  max mem: 3331
[17:45:29.765771] Test: Total time: 0:00:32 (2.4942 s / it)
[17:45:30.504789] * Acc@1 35.898 Acc@5 59.430 loss 3.150
[17:45:30.504923] Accuracy of the network on the 50000 test images: 35.9%
[17:45:30.504946] Max accuracy: 35.95%
[17:45:30.532711] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[17:45:47.417500] Epoch: [44]  [  0/312]  eta: 1:27:47  lr: 3.947025  loss: 3.2081 (3.2081)  time: 16.8841  data: 15.1504  max mem: 3331
[17:46:16.059722] Epoch: [44]  [ 20/312]  eta: 0:10:33  lr: 3.939190  loss: 3.2600 (3.2795)  time: 1.4321  data: 0.7372  max mem: 3331
[17:46:43.985846] Epoch: [44]  [ 40/312]  eta: 0:08:07  lr: 3.931350  loss: 3.2831 (3.2683)  time: 1.3962  data: 0.6513  max mem: 3331
[17:47:13.472817] Epoch: [44]  [ 60/312]  eta: 0:07:05  lr: 3.923506  loss: 3.3298 (3.2831)  time: 1.4743  data: 0.3933  max mem: 3331
[17:47:42.746343] Epoch: [44]  [ 80/312]  eta: 0:06:18  lr: 3.915657  loss: 3.2455 (3.2815)  time: 1.4636  data: 0.1294  max mem: 3331
[17:48:11.515365] Epoch: [44]  [100/312]  eta: 0:05:37  lr: 3.907803  loss: 3.3509 (3.2923)  time: 1.4383  data: 0.0081  max mem: 3331
[17:48:40.903661] Epoch: [44]  [120/312]  eta: 0:05:02  lr: 3.899945  loss: 3.3485 (3.3013)  time: 1.4693  data: 0.0008  max mem: 3331
[17:49:10.202714] Epoch: [44]  [140/312]  eta: 0:04:27  lr: 3.892082  loss: 3.3755 (3.3099)  time: 1.4644  data: 0.0003  max mem: 3331
[17:49:38.141280] Epoch: [44]  [160/312]  eta: 0:03:53  lr: 3.884216  loss: 3.3185 (3.3144)  time: 1.3963  data: 0.0005  max mem: 3331
[17:50:07.015386] Epoch: [44]  [180/312]  eta: 0:03:21  lr: 3.876344  loss: 3.3001 (3.3166)  time: 1.4436  data: 0.0003  max mem: 3331
[17:50:35.830627] Epoch: [44]  [200/312]  eta: 0:02:50  lr: 3.868469  loss: 3.3191 (3.3183)  time: 1.4407  data: 0.0003  max mem: 3331
[17:51:04.940862] Epoch: [44]  [220/312]  eta: 0:02:19  lr: 3.860589  loss: 3.3371 (3.3212)  time: 1.4554  data: 0.0003  max mem: 3331
[17:51:34.379265] Epoch: [44]  [240/312]  eta: 0:01:48  lr: 3.852705  loss: 3.3338 (3.3236)  time: 1.4719  data: 0.0006  max mem: 3331
[17:52:03.561646] Epoch: [44]  [260/312]  eta: 0:01:18  lr: 3.844817  loss: 3.3580 (3.3267)  time: 1.4590  data: 0.0004  max mem: 3331
[17:52:33.699563] Epoch: [44]  [280/312]  eta: 0:00:48  lr: 3.836925  loss: 3.3167 (3.3256)  time: 1.5065  data: 0.0004  max mem: 3331
[17:53:01.180852] Epoch: [44]  [300/312]  eta: 0:00:17  lr: 3.829029  loss: 3.3295 (3.3270)  time: 1.3738  data: 0.0010  max mem: 3331
[17:53:19.819386] Epoch: [44]  [311/312]  eta: 0:00:01  lr: 3.825869  loss: 3.3078 (3.3280)  time: 1.2869  data: 0.0009  max mem: 3331
[17:53:20.727348] Epoch: [44] Total time: 0:07:50 (1.5070 s / it)
[17:53:20.741233] Averaged stats: lr: 3.825869  loss: 3.3078 (3.3307)
[17:53:20.741574] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[17:53:20.741645] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-44.pth')]
[17:53:20.741684] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-44.pth
[17:53:36.888765] Test:  [ 0/13]  eta: 0:03:24  loss: 3.0912 (3.0912)  acc1: 38.6719 (38.6719)  acc5: 59.5703 (59.5703)  time: 15.7656  data: 15.2677  max mem: 3331
[17:53:49.568457] Test:  [10/13]  eta: 0:00:07  loss: 3.1870 (3.1922)  acc1: 36.1328 (36.3991)  acc5: 59.5703 (59.3572)  time: 2.5858  data: 2.0879  max mem: 3331
[17:53:50.173409] Test:  [12/13]  eta: 0:00:02  loss: 3.1870 (3.1784)  acc1: 36.1328 (36.5600)  acc5: 59.5703 (59.5680)  time: 2.2345  data: 1.7667  max mem: 3331
[17:53:50.415499] Test: Total time: 0:00:29 (2.2533 s / it)
[17:53:51.947160] * Acc@1 36.300 Acc@5 59.772 loss 3.137
[17:53:51.947320] Accuracy of the network on the 50000 test images: 36.3%
[17:53:51.947342] Max accuracy: 36.30%
[17:53:51.963989] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[17:54:07.786704] Epoch: [45]  [  0/312]  eta: 1:22:16  lr: 3.824289  loss: 3.3058 (3.3058)  time: 15.8221  data: 15.1200  max mem: 3331
[17:54:38.155453] Epoch: [45]  [ 20/312]  eta: 0:10:42  lr: 3.816386  loss: 3.2836 (3.2824)  time: 1.5183  data: 0.6916  max mem: 3331
[17:55:06.712720] Epoch: [45]  [ 40/312]  eta: 0:08:15  lr: 3.808480  loss: 3.2948 (3.2838)  time: 1.4278  data: 0.5146  max mem: 3331
[17:55:35.636146] Epoch: [45]  [ 60/312]  eta: 0:07:08  lr: 3.800570  loss: 3.3115 (3.3000)  time: 1.4461  data: 0.4126  max mem: 3331
[17:56:04.122788] Epoch: [45]  [ 80/312]  eta: 0:06:18  lr: 3.792656  loss: 3.2739 (3.2968)  time: 1.4242  data: 0.3632  max mem: 3331
[17:56:33.611504] Epoch: [45]  [100/312]  eta: 0:05:39  lr: 3.784738  loss: 3.3085 (3.2982)  time: 1.4744  data: 0.2288  max mem: 3331
[17:57:02.552293] Epoch: [45]  [120/312]  eta: 0:05:02  lr: 3.776816  loss: 3.2717 (3.2996)  time: 1.4470  data: 0.0664  max mem: 3331
[17:57:32.313268] Epoch: [45]  [140/312]  eta: 0:04:28  lr: 3.768891  loss: 3.3339 (3.3039)  time: 1.4880  data: 0.0153  max mem: 3331
[17:58:02.827896] Epoch: [45]  [160/312]  eta: 0:03:56  lr: 3.760962  loss: 3.2716 (3.3048)  time: 1.5257  data: 0.0004  max mem: 3331
[17:58:31.866143] Epoch: [45]  [180/312]  eta: 0:03:24  lr: 3.753030  loss: 3.3031 (3.3069)  time: 1.4518  data: 0.0003  max mem: 3331
[17:59:02.154249] Epoch: [45]  [200/312]  eta: 0:02:52  lr: 3.745094  loss: 3.3336 (3.3119)  time: 1.5143  data: 0.0003  max mem: 3331
[17:59:31.578413] Epoch: [45]  [220/312]  eta: 0:02:21  lr: 3.737154  loss: 3.3425 (3.3167)  time: 1.4711  data: 0.0004  max mem: 3331
[18:00:01.367648] Epoch: [45]  [240/312]  eta: 0:01:50  lr: 3.729212  loss: 3.2883 (3.3185)  time: 1.4894  data: 0.0003  max mem: 3331
[18:00:30.984536] Epoch: [45]  [260/312]  eta: 0:01:19  lr: 3.721266  loss: 3.3584 (3.3236)  time: 1.4808  data: 0.0003  max mem: 3331
[18:01:00.705343] Epoch: [45]  [280/312]  eta: 0:00:48  lr: 3.713316  loss: 3.3075 (3.3234)  time: 1.4860  data: 0.0003  max mem: 3331
[18:01:29.527847] Epoch: [45]  [300/312]  eta: 0:00:18  lr: 3.705363  loss: 3.3203 (3.3220)  time: 1.4411  data: 0.0011  max mem: 3331
[18:01:43.041721] Epoch: [45]  [311/312]  eta: 0:00:01  lr: 3.702181  loss: 3.3402 (3.3227)  time: 1.3452  data: 0.0010  max mem: 3331
[18:01:43.911261] Epoch: [45] Total time: 0:07:51 (1.5127 s / it)
[18:01:43.928207] Averaged stats: lr: 3.702181  loss: 3.3402 (3.3203)
[18:01:43.928564] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[18:01:43.928629] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-45.pth')]
[18:01:43.928667] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-45.pth
[18:02:00.594981] Test:  [ 0/13]  eta: 0:03:31  loss: 3.0328 (3.0328)  acc1: 38.8672 (38.8672)  acc5: 61.3281 (61.3281)  time: 16.2758  data: 15.7775  max mem: 3331
[18:02:13.153143] Test:  [10/13]  eta: 0:00:07  loss: 3.1947 (3.1821)  acc1: 36.1328 (35.9908)  acc5: 59.5703 (59.9077)  time: 2.6211  data: 2.1055  max mem: 3331
[18:02:13.758608] Test:  [12/13]  eta: 0:00:02  loss: 3.1947 (3.1689)  acc1: 36.3281 (36.1920)  acc5: 59.5703 (60.0000)  time: 2.2644  data: 1.7816  max mem: 3331
[18:02:14.180421] Test: Total time: 0:00:29 (2.2971 s / it)
[18:02:14.845773] * Acc@1 36.302 Acc@5 59.700 loss 3.132
[18:02:14.845933] Accuracy of the network on the 50000 test images: 36.3%
[18:02:14.845955] Max accuracy: 36.30%
[18:02:14.861589] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[18:02:31.885111] Epoch: [46]  [  0/312]  eta: 1:28:31  lr: 3.700590  loss: 3.1276 (3.1276)  time: 17.0229  data: 15.4241  max mem: 3331
[18:03:01.489613] Epoch: [46]  [ 20/312]  eta: 0:10:48  lr: 3.692633  loss: 3.3364 (3.3122)  time: 1.4802  data: 0.7112  max mem: 3331
[18:03:32.860299] Epoch: [46]  [ 40/312]  eta: 0:08:37  lr: 3.684672  loss: 3.2793 (3.3035)  time: 1.5684  data: 0.4553  max mem: 3331
[18:04:04.225961] Epoch: [46]  [ 60/312]  eta: 0:07:31  lr: 3.676708  loss: 3.2655 (3.3018)  time: 1.5682  data: 0.3415  max mem: 3331
[18:04:34.024850] Epoch: [46]  [ 80/312]  eta: 0:06:38  lr: 3.668741  loss: 3.2999 (3.3033)  time: 1.4899  data: 0.1494  max mem: 3331
[18:05:03.585845] Epoch: [46]  [100/312]  eta: 0:05:54  lr: 3.660771  loss: 3.3023 (3.3036)  time: 1.4779  data: 0.1700  max mem: 3331
[18:05:32.410795] Epoch: [46]  [120/312]  eta: 0:05:13  lr: 3.652798  loss: 3.3232 (3.3042)  time: 1.4412  data: 0.0300  max mem: 3331
[18:06:03.055243] Epoch: [46]  [140/312]  eta: 0:04:38  lr: 3.644822  loss: 3.2630 (3.3013)  time: 1.5321  data: 0.0123  max mem: 3331
[18:06:33.136816] Epoch: [46]  [160/312]  eta: 0:04:03  lr: 3.636844  loss: 3.3027 (3.3036)  time: 1.5040  data: 0.0005  max mem: 3331
[18:07:02.212118] Epoch: [46]  [180/312]  eta: 0:03:29  lr: 3.628862  loss: 3.3413 (3.3054)  time: 1.4536  data: 0.0003  max mem: 3331
[18:07:32.247962] Epoch: [46]  [200/312]  eta: 0:02:56  lr: 3.620878  loss: 3.2894 (3.3063)  time: 1.5017  data: 0.0003  max mem: 3331
[18:08:01.968540] Epoch: [46]  [220/312]  eta: 0:02:24  lr: 3.612891  loss: 3.3119 (3.3087)  time: 1.4858  data: 0.0003  max mem: 3331
[18:08:30.884823] Epoch: [46]  [240/312]  eta: 0:01:52  lr: 3.604902  loss: 3.4123 (3.3164)  time: 1.4457  data: 0.0003  max mem: 3331
[18:09:00.438694] Epoch: [46]  [260/312]  eta: 0:01:20  lr: 3.596910  loss: 3.3505 (3.3194)  time: 1.4776  data: 0.0003  max mem: 3331
[18:09:30.200393] Epoch: [46]  [280/312]  eta: 0:00:49  lr: 3.588916  loss: 3.2886 (3.3194)  time: 1.4879  data: 0.0004  max mem: 3331
[18:09:58.960092] Epoch: [46]  [300/312]  eta: 0:00:18  lr: 3.580919  loss: 3.3433 (3.3191)  time: 1.4379  data: 0.0013  max mem: 3331
[18:10:12.227408] Epoch: [46]  [311/312]  eta: 0:00:01  lr: 3.577720  loss: 3.3089 (3.3195)  time: 1.3234  data: 0.0012  max mem: 3331
[18:10:13.144111] Epoch: [46] Total time: 0:07:58 (1.5330 s / it)
[18:10:13.150201] Averaged stats: lr: 3.577720  loss: 3.3089 (3.3122)
[18:10:13.150533] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[18:10:13.150604] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-46.pth')]
[18:10:13.150642] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-46.pth
[18:10:28.813103] Test:  [ 0/13]  eta: 0:03:18  loss: 3.0668 (3.0668)  acc1: 38.8672 (38.8672)  acc5: 60.5469 (60.5469)  time: 15.2810  data: 14.7484  max mem: 3331
[18:10:40.986481] Test:  [10/13]  eta: 0:00:07  loss: 3.1978 (3.1798)  acc1: 36.5234 (36.5945)  acc5: 59.9609 (59.7124)  time: 2.4938  data: 1.9924  max mem: 3331
[18:10:41.592193] Test:  [12/13]  eta: 0:00:02  loss: 3.1978 (3.1700)  acc1: 36.5234 (36.7040)  acc5: 60.3516 (59.7920)  time: 2.1567  data: 1.6859  max mem: 3331
[18:10:41.911574] Test: Total time: 0:00:28 (2.1831 s / it)
[18:10:43.615475] * Acc@1 36.322 Acc@5 60.016 loss 3.127
[18:10:43.615616] Accuracy of the network on the 50000 test images: 36.3%
[18:10:43.615638] Max accuracy: 36.32%
[18:10:43.665226] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[18:10:59.977184] Epoch: [47]  [  0/312]  eta: 1:24:47  lr: 3.576120  loss: 3.2336 (3.2336)  time: 16.3046  data: 14.1200  max mem: 3331
[18:11:28.445663] Epoch: [47]  [ 20/312]  eta: 0:10:22  lr: 3.568119  loss: 3.2894 (3.2916)  time: 1.4234  data: 0.6161  max mem: 3331
[18:11:58.722786] Epoch: [47]  [ 40/312]  eta: 0:08:17  lr: 3.560116  loss: 3.3016 (3.2813)  time: 1.5138  data: 0.4183  max mem: 3331
[18:12:27.725542] Epoch: [47]  [ 60/312]  eta: 0:07:09  lr: 3.552111  loss: 3.2436 (3.2786)  time: 1.4500  data: 0.2729  max mem: 3331
[18:12:57.310312] Epoch: [47]  [ 80/312]  eta: 0:06:22  lr: 3.544103  loss: 3.3325 (3.2888)  time: 1.4792  data: 0.2844  max mem: 3331
[18:13:27.104657] Epoch: [47]  [100/312]  eta: 0:05:43  lr: 3.536093  loss: 3.3435 (3.2944)  time: 1.4896  data: 0.1985  max mem: 3331
[18:13:55.922432] Epoch: [47]  [120/312]  eta: 0:05:05  lr: 3.528081  loss: 3.3067 (3.2989)  time: 1.4407  data: 0.0926  max mem: 3331
[18:14:25.279270] Epoch: [47]  [140/312]  eta: 0:04:30  lr: 3.520067  loss: 3.2855 (3.2997)  time: 1.4678  data: 0.0141  max mem: 3331
[18:14:54.049908] Epoch: [47]  [160/312]  eta: 0:03:56  lr: 3.512051  loss: 3.3121 (3.3026)  time: 1.4384  data: 0.0142  max mem: 3331
[18:15:22.996346] Epoch: [47]  [180/312]  eta: 0:03:23  lr: 3.504034  loss: 3.3235 (3.3053)  time: 1.4473  data: 0.0003  max mem: 3331
[18:15:52.327674] Epoch: [47]  [200/312]  eta: 0:02:51  lr: 3.496014  loss: 3.2963 (3.3087)  time: 1.4665  data: 0.0003  max mem: 3331
[18:16:21.533854] Epoch: [47]  [220/312]  eta: 0:02:20  lr: 3.487992  loss: 3.3318 (3.3117)  time: 1.4602  data: 0.0004  max mem: 3331
[18:16:50.986200] Epoch: [47]  [240/312]  eta: 0:01:49  lr: 3.479968  loss: 3.3118 (3.3131)  time: 1.4725  data: 0.0003  max mem: 3331
[18:17:20.940104] Epoch: [47]  [260/312]  eta: 0:01:19  lr: 3.471943  loss: 3.3425 (3.3152)  time: 1.4976  data: 0.0003  max mem: 3331
[18:17:50.843017] Epoch: [47]  [280/312]  eta: 0:00:48  lr: 3.463916  loss: 3.3048 (3.3142)  time: 1.4951  data: 0.0003  max mem: 3331
[18:18:20.133834] Epoch: [47]  [300/312]  eta: 0:00:18  lr: 3.455887  loss: 3.3027 (3.3159)  time: 1.4645  data: 0.0011  max mem: 3331
[18:18:34.095434] Epoch: [47]  [311/312]  eta: 0:00:01  lr: 3.452675  loss: 3.3381 (3.3178)  time: 1.4102  data: 0.0010  max mem: 3331
[18:18:35.006379] Epoch: [47] Total time: 0:07:51 (1.5107 s / it)
[18:18:35.015860] Averaged stats: lr: 3.452675  loss: 3.3381 (3.3041)
[18:18:35.016176] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[18:18:35.016242] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-47.pth')]
[18:18:35.016281] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-47.pth
[18:18:52.598071] Test:  [ 0/13]  eta: 0:03:43  loss: 3.0830 (3.0830)  acc1: 40.2344 (40.2344)  acc5: 59.5703 (59.5703)  time: 17.2039  data: 16.7062  max mem: 3331
[18:19:05.569371] Test:  [10/13]  eta: 0:00:08  loss: 3.1787 (3.1700)  acc1: 36.3281 (36.7010)  acc5: 59.5703 (59.7656)  time: 2.7431  data: 2.2266  max mem: 3331
[18:19:06.174604] Test:  [12/13]  eta: 0:00:02  loss: 3.1787 (3.1666)  acc1: 36.7188 (37.1040)  acc5: 59.5703 (59.9520)  time: 2.3675  data: 1.8841  max mem: 3331
[18:19:06.410237] Test: Total time: 0:00:31 (2.3859 s / it)
[18:19:06.722847] * Acc@1 36.536 Acc@5 59.902 loss 3.127
[18:19:06.722980] Accuracy of the network on the 50000 test images: 36.5%
[18:19:06.723002] Max accuracy: 36.54%
[18:19:06.737481] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[18:19:23.474672] Epoch: [48]  [  0/312]  eta: 1:27:01  lr: 3.451069  loss: 3.2115 (3.2115)  time: 16.7366  data: 15.3828  max mem: 3331
[18:19:53.476340] Epoch: [48]  [ 20/312]  eta: 0:10:49  lr: 3.443038  loss: 3.2644 (3.2465)  time: 1.5000  data: 0.6920  max mem: 3331
[18:20:23.312468] Epoch: [48]  [ 40/312]  eta: 0:08:27  lr: 3.435005  loss: 3.3303 (3.2782)  time: 1.4917  data: 0.5789  max mem: 3331
[18:20:53.026209] Epoch: [48]  [ 60/312]  eta: 0:07:19  lr: 3.426971  loss: 3.2589 (3.2725)  time: 1.4856  data: 0.4869  max mem: 3331
[18:21:22.504163] Epoch: [48]  [ 80/312]  eta: 0:06:28  lr: 3.418935  loss: 3.3015 (3.2764)  time: 1.4738  data: 0.3525  max mem: 3331
[18:21:52.945074] Epoch: [48]  [100/312]  eta: 0:05:48  lr: 3.410898  loss: 3.2330 (3.2756)  time: 1.5220  data: 0.2056  max mem: 3331
[18:22:25.671141] Epoch: [48]  [120/312]  eta: 0:05:15  lr: 3.402859  loss: 3.2867 (3.2739)  time: 1.6362  data: 0.1401  max mem: 3331
[18:22:57.799322] Epoch: [48]  [140/312]  eta: 0:04:41  lr: 3.394819  loss: 3.2937 (3.2754)  time: 1.6060  data: 0.0436  max mem: 3331
[18:23:28.836630] Epoch: [48]  [160/312]  eta: 0:04:07  lr: 3.386778  loss: 3.3104 (3.2782)  time: 1.5518  data: 0.0003  max mem: 3331
[18:23:59.128402] Epoch: [48]  [180/312]  eta: 0:03:33  lr: 3.378736  loss: 3.2760 (3.2800)  time: 1.5145  data: 0.0003  max mem: 3331
[18:24:28.764486] Epoch: [48]  [200/312]  eta: 0:02:59  lr: 3.370693  loss: 3.3374 (3.2873)  time: 1.4817  data: 0.0003  max mem: 3331
[18:24:58.498547] Epoch: [48]  [220/312]  eta: 0:02:26  lr: 3.362648  loss: 3.2389 (3.2882)  time: 1.4866  data: 0.0003  max mem: 3331
[18:25:29.371304] Epoch: [48]  [240/312]  eta: 0:01:54  lr: 3.354603  loss: 3.3671 (3.2925)  time: 1.5435  data: 0.0003  max mem: 3331
[18:25:59.146684] Epoch: [48]  [260/312]  eta: 0:01:22  lr: 3.346556  loss: 3.3078 (3.2943)  time: 1.4887  data: 0.0003  max mem: 3331
[18:26:29.825538] Epoch: [48]  [280/312]  eta: 0:00:50  lr: 3.338509  loss: 3.2788 (3.2956)  time: 1.5339  data: 0.0003  max mem: 3331
[18:27:00.235757] Epoch: [48]  [300/312]  eta: 0:00:18  lr: 3.330461  loss: 3.3033 (3.2957)  time: 1.5204  data: 0.0011  max mem: 3331
[18:27:13.629652] Epoch: [48]  [311/312]  eta: 0:00:01  lr: 3.327241  loss: 3.2628 (3.2955)  time: 1.3643  data: 0.0010  max mem: 3331
[18:27:14.518582] Epoch: [48] Total time: 0:08:07 (1.5634 s / it)
[18:27:14.519246] Averaged stats: lr: 3.327241  loss: 3.2628 (3.2982)
[18:27:14.519565] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[18:27:14.519639] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-48.pth')]
[18:27:14.519678] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-48.pth
[18:27:31.288745] Test:  [ 0/13]  eta: 0:03:33  loss: 3.0453 (3.0453)  acc1: 39.2578 (39.2578)  acc5: 60.5469 (60.5469)  time: 16.3911  data: 15.8857  max mem: 3331
[18:27:44.728942] Test:  [10/13]  eta: 0:00:08  loss: 3.1311 (3.1323)  acc1: 37.1094 (37.0206)  acc5: 60.7422 (60.4936)  time: 2.7118  data: 2.2015  max mem: 3331
[18:27:45.334102] Test:  [12/13]  eta: 0:00:02  loss: 3.1311 (3.1198)  acc1: 37.3047 (37.2000)  acc5: 60.7422 (60.6400)  time: 2.3411  data: 1.8628  max mem: 3331
[18:27:45.729923] Test: Total time: 0:00:30 (2.3718 s / it)
[18:27:46.454150] * Acc@1 36.674 Acc@5 60.390 loss 3.104
[18:27:46.454304] Accuracy of the network on the 50000 test images: 36.7%
[18:27:46.454327] Max accuracy: 36.67%
[18:27:46.470324] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[18:28:02.977349] Epoch: [49]  [  0/312]  eta: 1:25:44  lr: 3.325631  loss: 3.3592 (3.3592)  time: 16.4900  data: 14.9891  max mem: 3331
[18:28:32.796153] Epoch: [49]  [ 20/312]  eta: 0:10:43  lr: 3.317582  loss: 3.2756 (3.2901)  time: 1.4909  data: 0.7219  max mem: 3331
[18:29:03.566919] Epoch: [49]  [ 40/312]  eta: 0:08:31  lr: 3.309532  loss: 3.2602 (3.2662)  time: 1.5385  data: 0.6252  max mem: 3331
[18:29:33.877833] Epoch: [49]  [ 60/312]  eta: 0:07:23  lr: 3.301481  loss: 3.2327 (3.2567)  time: 1.5154  data: 0.4628  max mem: 3331
[18:30:03.960908] Epoch: [49]  [ 80/312]  eta: 0:06:33  lr: 3.293429  loss: 3.2868 (3.2651)  time: 1.5009  data: 0.3348  max mem: 3331
[18:30:33.999743] Epoch: [49]  [100/312]  eta: 0:05:51  lr: 3.285377  loss: 3.2785 (3.2689)  time: 1.5018  data: 0.1621  max mem: 3331
[18:31:05.686681] Epoch: [49]  [120/312]  eta: 0:05:15  lr: 3.277324  loss: 3.2677 (3.2701)  time: 1.5843  data: 0.0003  max mem: 3331
[18:31:35.751449] Epoch: [49]  [140/312]  eta: 0:04:39  lr: 3.269271  loss: 3.2529 (3.2689)  time: 1.5032  data: 0.0003  max mem: 3331
[18:32:07.124063] Epoch: [49]  [160/312]  eta: 0:04:05  lr: 3.261217  loss: 3.3297 (3.2779)  time: 1.5686  data: 0.0003  max mem: 3331
[18:32:37.188253] Epoch: [49]  [180/312]  eta: 0:03:31  lr: 3.253163  loss: 3.3013 (3.2811)  time: 1.5031  data: 0.0007  max mem: 3331
[18:33:07.916370] Epoch: [49]  [200/312]  eta: 0:02:59  lr: 3.245109  loss: 3.3647 (3.2888)  time: 1.5363  data: 0.0003  max mem: 3331
[18:33:38.491177] Epoch: [49]  [220/312]  eta: 0:02:26  lr: 3.237054  loss: 3.2832 (3.2877)  time: 1.5286  data: 0.0003  max mem: 3331
[18:34:08.826822] Epoch: [49]  [240/312]  eta: 0:01:54  lr: 3.228999  loss: 3.3086 (3.2911)  time: 1.5166  data: 0.0003  max mem: 3331
[18:34:38.582350] Epoch: [49]  [260/312]  eta: 0:01:22  lr: 3.220944  loss: 3.3385 (3.2942)  time: 1.4877  data: 0.0003  max mem: 3331
[18:35:08.697989] Epoch: [49]  [280/312]  eta: 0:00:50  lr: 3.212889  loss: 3.2681 (3.2937)  time: 1.5054  data: 0.0003  max mem: 3331
[18:35:37.857478] Epoch: [49]  [300/312]  eta: 0:00:18  lr: 3.204833  loss: 3.2968 (3.2937)  time: 1.4579  data: 0.0011  max mem: 3331
[18:35:51.785435] Epoch: [49]  [311/312]  eta: 0:00:01  lr: 3.201611  loss: 3.3197 (3.2971)  time: 1.3949  data: 0.0010  max mem: 3331
[18:35:52.727454] Epoch: [49] Total time: 0:08:06 (1.5585 s / it)
[18:35:52.729577] Averaged stats: lr: 3.201611  loss: 3.3197 (3.2878)
[18:35:52.729881] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[18:35:52.729953] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-49.pth')]
[18:35:52.729992] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-49.pth
[18:36:09.609917] Test:  [ 0/13]  eta: 0:03:34  loss: 3.0461 (3.0461)  acc1: 39.4531 (39.4531)  acc5: 59.9609 (59.9609)  time: 16.4944  data: 15.9960  max mem: 3331
[18:36:22.330402] Test:  [10/13]  eta: 0:00:07  loss: 3.1670 (3.1481)  acc1: 35.9375 (36.0085)  acc5: 59.9609 (59.6768)  time: 2.6557  data: 2.1421  max mem: 3331
[18:36:22.935405] Test:  [12/13]  eta: 0:00:02  loss: 3.1670 (3.1368)  acc1: 36.3281 (36.2880)  acc5: 59.9609 (59.8560)  time: 2.2935  data: 1.8126  max mem: 3331
[18:36:23.230051] Test: Total time: 0:00:30 (2.3165 s / it)
[18:36:23.937594] * Acc@1 36.482 Acc@5 60.202 loss 3.104
[18:36:23.937772] Accuracy of the network on the 50000 test images: 36.5%
[18:36:23.937797] Max accuracy: 36.67%
[18:36:23.953886] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[18:36:40.289282] Epoch: [50]  [  0/312]  eta: 1:24:56  lr: 3.200000  loss: 3.1436 (3.1436)  time: 16.3345  data: 14.7321  max mem: 3331
[18:37:09.951041] Epoch: [50]  [ 20/312]  eta: 0:10:39  lr: 3.191945  loss: 3.2138 (3.2278)  time: 1.4830  data: 0.7022  max mem: 3331
[18:37:40.941808] Epoch: [50]  [ 40/312]  eta: 0:08:30  lr: 3.183889  loss: 3.2349 (3.2265)  time: 1.5495  data: 0.7027  max mem: 3331
[18:38:10.741323] Epoch: [50]  [ 60/312]  eta: 0:07:21  lr: 3.175834  loss: 3.2658 (3.2387)  time: 1.4899  data: 0.5823  max mem: 3331
[18:38:41.834380] Epoch: [50]  [ 80/312]  eta: 0:06:34  lr: 3.167779  loss: 3.2561 (3.2438)  time: 1.5545  data: 0.3932  max mem: 3331
[18:39:11.631457] Epoch: [50]  [100/312]  eta: 0:05:51  lr: 3.159724  loss: 3.2377 (3.2449)  time: 1.4888  data: 0.2434  max mem: 3331
[18:39:41.580568] Epoch: [50]  [120/312]  eta: 0:05:13  lr: 3.151670  loss: 3.2317 (3.2456)  time: 1.4974  data: 0.0245  max mem: 3331
[18:40:10.980476] Epoch: [50]  [140/312]  eta: 0:04:36  lr: 3.143615  loss: 3.2509 (3.2484)  time: 1.4699  data: 0.0165  max mem: 3331
[18:40:41.338945] Epoch: [50]  [160/312]  eta: 0:04:02  lr: 3.135561  loss: 3.2632 (3.2522)  time: 1.5178  data: 0.0008  max mem: 3331
[18:41:11.332006] Epoch: [50]  [180/312]  eta: 0:03:29  lr: 3.127508  loss: 3.2790 (3.2570)  time: 1.4995  data: 0.0003  max mem: 3331
[18:41:41.154861] Epoch: [50]  [200/312]  eta: 0:02:56  lr: 3.119455  loss: 3.2522 (3.2605)  time: 1.4911  data: 0.0003  max mem: 3331
[18:42:12.048740] Epoch: [50]  [220/312]  eta: 0:02:24  lr: 3.111402  loss: 3.3344 (3.2654)  time: 1.5446  data: 0.0003  max mem: 3331
[18:42:42.064031] Epoch: [50]  [240/312]  eta: 0:01:52  lr: 3.103350  loss: 3.2523 (3.2659)  time: 1.5007  data: 0.0003  max mem: 3331
[18:43:11.859686] Epoch: [50]  [260/312]  eta: 0:01:21  lr: 3.095299  loss: 3.3034 (3.2685)  time: 1.4897  data: 0.0003  max mem: 3331
[18:43:41.569585] Epoch: [50]  [280/312]  eta: 0:00:49  lr: 3.087248  loss: 3.3149 (3.2716)  time: 1.4838  data: 0.0003  max mem: 3331
[18:44:10.741485] Epoch: [50]  [300/312]  eta: 0:00:18  lr: 3.079198  loss: 3.2965 (3.2736)  time: 1.4585  data: 0.0011  max mem: 3331
[18:44:25.266030] Epoch: [50]  [311/312]  eta: 0:00:01  lr: 3.075978  loss: 3.2554 (3.2755)  time: 1.2758  data: 0.0010  max mem: 3331
[18:44:26.188890] Epoch: [50] Total time: 0:08:02 (1.5456 s / it)
[18:44:26.204022] Averaged stats: lr: 3.075978  loss: 3.2554 (3.2806)
[18:44:26.204327] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[18:44:26.204428] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-50.pth')]
[18:44:26.204470] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-50.pth
[18:44:42.917266] Test:  [ 0/13]  eta: 0:03:32  loss: 3.0174 (3.0174)  acc1: 37.8906 (37.8906)  acc5: 60.9375 (60.9375)  time: 16.3297  data: 15.8031  max mem: 3331
[18:44:55.809685] Test:  [10/13]  eta: 0:00:07  loss: 3.1631 (3.1424)  acc1: 36.1328 (36.6655)  acc5: 60.5469 (60.3516)  time: 2.6564  data: 2.1388  max mem: 3331
[18:44:56.414300] Test:  [12/13]  eta: 0:00:02  loss: 3.1631 (3.1364)  acc1: 36.1328 (36.9280)  acc5: 60.5469 (60.4480)  time: 2.2942  data: 1.8097  max mem: 3331
[18:44:56.879567] Test: Total time: 0:00:30 (2.3302 s / it)
[18:44:57.898150] * Acc@1 36.614 Acc@5 60.386 loss 3.099
[18:44:57.898277] Accuracy of the network on the 50000 test images: 36.6%
[18:44:57.898299] Max accuracy: 36.67%
[18:44:57.922443] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[18:45:14.131579] Epoch: [51]  [  0/312]  eta: 1:24:17  lr: 3.074369  loss: 3.1473 (3.1473)  time: 16.2085  data: 15.4709  max mem: 3331
[18:45:43.282699] Epoch: [51]  [ 20/312]  eta: 0:10:30  lr: 3.066320  loss: 3.1719 (3.1619)  time: 1.4575  data: 0.7190  max mem: 3331
[18:46:13.925518] Epoch: [51]  [ 40/312]  eta: 0:08:24  lr: 3.058272  loss: 3.2665 (3.2154)  time: 1.5321  data: 0.6579  max mem: 3331
[18:46:44.538867] Epoch: [51]  [ 60/312]  eta: 0:07:20  lr: 3.050225  loss: 3.2621 (3.2291)  time: 1.5306  data: 0.5776  max mem: 3331
[18:47:14.828166] Epoch: [51]  [ 80/312]  eta: 0:06:32  lr: 3.042179  loss: 3.2217 (3.2284)  time: 1.5144  data: 0.4749  max mem: 3331
[18:47:45.943852] Epoch: [51]  [100/312]  eta: 0:05:52  lr: 3.034134  loss: 3.3020 (3.2387)  time: 1.5555  data: 0.2956  max mem: 3331
[18:48:16.091040] Epoch: [51]  [120/312]  eta: 0:05:14  lr: 3.026090  loss: 3.3080 (3.2500)  time: 1.5073  data: 0.1729  max mem: 3331
[18:48:47.511488] Epoch: [51]  [140/312]  eta: 0:04:40  lr: 3.018047  loss: 3.2413 (3.2518)  time: 1.5709  data: 0.0608  max mem: 3331
[18:49:17.756373] Epoch: [51]  [160/312]  eta: 0:04:05  lr: 3.010005  loss: 3.2554 (3.2538)  time: 1.5122  data: 0.0003  max mem: 3331
[18:49:47.110777] Epoch: [51]  [180/312]  eta: 0:03:30  lr: 3.001965  loss: 3.3000 (3.2596)  time: 1.4676  data: 0.0003  max mem: 3331
[18:50:17.185177] Epoch: [51]  [200/312]  eta: 0:02:57  lr: 2.993925  loss: 3.2141 (3.2561)  time: 1.5036  data: 0.0003  max mem: 3331
[18:50:47.274979] Epoch: [51]  [220/312]  eta: 0:02:25  lr: 2.985887  loss: 3.2682 (3.2563)  time: 1.5044  data: 0.0003  max mem: 3331
[18:51:18.267529] Epoch: [51]  [240/312]  eta: 0:01:53  lr: 2.977851  loss: 3.3014 (3.2587)  time: 1.5488  data: 0.0003  max mem: 3331
[18:51:48.695388] Epoch: [51]  [260/312]  eta: 0:01:21  lr: 2.969816  loss: 3.2416 (3.2586)  time: 1.5213  data: 0.0003  max mem: 3331
[18:52:19.470337] Epoch: [51]  [280/312]  eta: 0:00:50  lr: 2.961782  loss: 3.2486 (3.2593)  time: 1.5387  data: 0.0003  max mem: 3331
[18:52:49.352199] Epoch: [51]  [300/312]  eta: 0:00:18  lr: 2.953749  loss: 3.2511 (3.2593)  time: 1.4940  data: 0.0010  max mem: 3331
[18:53:02.442634] Epoch: [51]  [311/312]  eta: 0:00:01  lr: 2.950537  loss: 3.2750 (3.2615)  time: 1.3156  data: 0.0009  max mem: 3331
[18:53:03.349202] Epoch: [51] Total time: 0:08:05 (1.5559 s / it)
[18:53:03.364804] Averaged stats: lr: 2.950537  loss: 3.2750 (3.2700)
[18:53:03.365141] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[18:53:03.365215] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-51.pth')]
[18:53:03.365254] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-51.pth
[18:53:19.887046] Test:  [ 0/13]  eta: 0:03:29  loss: 3.0502 (3.0502)  acc1: 40.8203 (40.8203)  acc5: 62.1094 (62.1094)  time: 16.1422  data: 15.6442  max mem: 3331
[18:53:33.637138] Test:  [10/13]  eta: 0:00:08  loss: 3.1419 (3.1270)  acc1: 36.7188 (37.1449)  acc5: 60.1562 (60.6001)  time: 2.7173  data: 2.2059  max mem: 3331
[18:53:34.242373] Test:  [12/13]  eta: 0:00:02  loss: 3.1219 (3.1148)  acc1: 37.6953 (37.2800)  acc5: 60.3774 (60.7840)  time: 2.3458  data: 1.8665  max mem: 3331
[18:53:34.554138] Test: Total time: 0:00:30 (2.3700 s / it)
[18:53:35.454936] * Acc@1 36.882 Acc@5 60.482 loss 3.093
[18:53:35.455090] Accuracy of the network on the 50000 test images: 36.9%
[18:53:35.455112] Max accuracy: 36.88%
[18:53:35.472406] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[18:53:52.641614] Epoch: [52]  [  0/312]  eta: 1:29:16  lr: 2.948931  loss: 3.2003 (3.2003)  time: 17.1686  data: 16.4713  max mem: 3331
[18:54:22.680369] Epoch: [52]  [ 20/312]  eta: 0:10:56  lr: 2.940901  loss: 3.2016 (3.2351)  time: 1.5017  data: 0.8460  max mem: 3331
[18:54:51.194164] Epoch: [52]  [ 40/312]  eta: 0:08:22  lr: 2.932873  loss: 3.2146 (3.2378)  time: 1.4256  data: 0.8218  max mem: 3331
[18:55:20.235688] Epoch: [52]  [ 60/312]  eta: 0:07:12  lr: 2.924847  loss: 3.2585 (3.2522)  time: 1.4520  data: 0.5965  max mem: 3331
[18:55:50.895067] Epoch: [52]  [ 80/312]  eta: 0:06:27  lr: 2.916822  loss: 3.2122 (3.2473)  time: 1.5329  data: 0.4097  max mem: 3331
[18:56:21.896233] Epoch: [52]  [100/312]  eta: 0:05:49  lr: 2.908799  loss: 3.2549 (3.2457)  time: 1.5500  data: 0.2690  max mem: 3331
[18:56:54.946191] Epoch: [52]  [120/312]  eta: 0:05:16  lr: 2.900778  loss: 3.2606 (3.2461)  time: 1.6524  data: 0.4284  max mem: 3331
[18:57:26.020334] Epoch: [52]  [140/312]  eta: 0:04:41  lr: 2.892759  loss: 3.3442 (3.2597)  time: 1.5536  data: 0.1587  max mem: 3331
[18:57:56.316517] Epoch: [52]  [160/312]  eta: 0:04:06  lr: 2.884742  loss: 3.2874 (3.2640)  time: 1.5147  data: 0.1325  max mem: 3331
[18:58:27.566490] Epoch: [52]  [180/312]  eta: 0:03:33  lr: 2.876727  loss: 3.2395 (3.2624)  time: 1.5624  data: 0.0909  max mem: 3331
[18:58:59.367809] Epoch: [52]  [200/312]  eta: 0:03:00  lr: 2.868714  loss: 3.3127 (3.2667)  time: 1.5900  data: 0.0003  max mem: 3331
[18:59:29.660488] Epoch: [52]  [220/312]  eta: 0:02:27  lr: 2.860703  loss: 3.2419 (3.2665)  time: 1.5146  data: 0.0003  max mem: 3331
[18:59:59.516238] Epoch: [52]  [240/312]  eta: 0:01:54  lr: 2.852694  loss: 3.2611 (3.2666)  time: 1.4927  data: 0.0003  max mem: 3331
[19:00:32.253158] Epoch: [52]  [260/312]  eta: 0:01:23  lr: 2.844687  loss: 3.3005 (3.2687)  time: 1.6368  data: 0.0003  max mem: 3331
[19:01:05.125369] Epoch: [52]  [280/312]  eta: 0:00:51  lr: 2.836683  loss: 3.2393 (3.2683)  time: 1.6435  data: 0.0005  max mem: 3331
[19:01:36.607284] Epoch: [52]  [300/312]  eta: 0:00:19  lr: 2.828680  loss: 3.2650 (3.2707)  time: 1.5740  data: 0.0044  max mem: 3331
[19:01:54.686605] Epoch: [52]  [311/312]  eta: 0:00:01  lr: 2.825480  loss: 3.2883 (3.2706)  time: 1.4087  data: 0.0043  max mem: 3331
[19:01:55.596882] Epoch: [52] Total time: 0:08:20 (1.6030 s / it)
[19:01:55.604552] Averaged stats: lr: 2.825480  loss: 3.2883 (3.2643)
[19:01:55.604886] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[19:01:55.604957] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-52.pth')]
[19:01:55.604997] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-52.pth
[19:02:12.679169] Test:  [ 0/13]  eta: 0:03:37  loss: 3.0477 (3.0477)  acc1: 36.9141 (36.9141)  acc5: 60.7422 (60.7422)  time: 16.6949  data: 16.1628  max mem: 3331
[19:02:26.107933] Test:  [10/13]  eta: 0:00:08  loss: 3.1055 (3.1315)  acc1: 36.5234 (36.3459)  acc5: 60.7422 (60.5646)  time: 2.7384  data: 2.2375  max mem: 3331
[19:02:26.712371] Test:  [12/13]  eta: 0:00:02  loss: 3.1055 (3.1149)  acc1: 36.5234 (36.5760)  acc5: 60.7422 (60.6240)  time: 2.3635  data: 1.8933  max mem: 3331
[19:02:27.103382] Test: Total time: 0:00:31 (2.3938 s / it)
[19:02:27.345270] * Acc@1 36.956 Acc@5 60.562 loss 3.083
[19:02:27.345413] Accuracy of the network on the 50000 test images: 37.0%
[19:02:27.345439] Max accuracy: 36.96%
[19:02:27.359303] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[19:02:44.093250] Epoch: [53]  [  0/312]  eta: 1:27:00  lr: 2.823880  loss: 3.1981 (3.1981)  time: 16.7333  data: 16.0986  max mem: 3331
[19:03:14.393657] Epoch: [53]  [ 20/312]  eta: 0:10:53  lr: 2.815882  loss: 3.2257 (3.2565)  time: 1.5149  data: 0.8007  max mem: 3331
[19:03:45.008377] Epoch: [53]  [ 40/312]  eta: 0:08:35  lr: 2.807886  loss: 3.2384 (3.2718)  time: 1.5307  data: 0.7427  max mem: 3331
[19:04:16.210689] Epoch: [53]  [ 60/312]  eta: 0:07:29  lr: 2.799893  loss: 3.2123 (3.2671)  time: 1.5600  data: 0.5852  max mem: 3331
[19:04:47.663215] Epoch: [53]  [ 80/312]  eta: 0:06:41  lr: 2.791902  loss: 3.2840 (3.2715)  time: 1.5725  data: 0.6079  max mem: 3331
[19:05:20.094603] Epoch: [53]  [100/312]  eta: 0:06:02  lr: 2.783914  loss: 3.2173 (3.2618)  time: 1.6215  data: 0.3952  max mem: 3331
[19:05:52.338757] Epoch: [53]  [120/312]  eta: 0:05:25  lr: 2.775928  loss: 3.2090 (3.2544)  time: 1.6121  data: 0.3000  max mem: 3331
[19:06:26.096524] Epoch: [53]  [140/312]  eta: 0:04:51  lr: 2.767945  loss: 3.2010 (3.2474)  time: 1.6878  data: 0.1984  max mem: 3331
[19:06:59.605716] Epoch: [53]  [160/312]  eta: 0:04:17  lr: 2.759965  loss: 3.2460 (3.2480)  time: 1.6754  data: 0.0837  max mem: 3331
[19:07:30.492462] Epoch: [53]  [180/312]  eta: 0:03:41  lr: 2.751987  loss: 3.2679 (3.2499)  time: 1.5443  data: 0.0003  max mem: 3331
[19:08:01.152304] Epoch: [53]  [200/312]  eta: 0:03:05  lr: 2.744013  loss: 3.3049 (3.2545)  time: 1.5329  data: 0.0003  max mem: 3331
[19:08:31.649427] Epoch: [53]  [220/312]  eta: 0:02:31  lr: 2.736041  loss: 3.2523 (3.2537)  time: 1.5248  data: 0.0003  max mem: 3331
[19:09:02.035530] Epoch: [53]  [240/312]  eta: 0:01:57  lr: 2.728072  loss: 3.1973 (3.2498)  time: 1.5192  data: 0.0003  max mem: 3331
[19:09:34.361346] Epoch: [53]  [260/312]  eta: 0:01:25  lr: 2.720106  loss: 3.2638 (3.2487)  time: 1.6162  data: 0.0003  max mem: 3331
[19:10:05.535479] Epoch: [53]  [280/312]  eta: 0:00:52  lr: 2.712144  loss: 3.2668 (3.2511)  time: 1.5586  data: 0.0003  max mem: 3331
[19:10:35.433814] Epoch: [53]  [300/312]  eta: 0:00:19  lr: 2.704184  loss: 3.3105 (3.2544)  time: 1.4948  data: 0.0012  max mem: 3331
[19:10:49.348872] Epoch: [53]  [311/312]  eta: 0:00:01  lr: 2.701001  loss: 3.2551 (3.2537)  time: 1.3715  data: 0.0011  max mem: 3331
[19:10:50.290987] Epoch: [53] Total time: 0:08:22 (1.6120 s / it)
[19:10:50.291714] Averaged stats: lr: 2.701001  loss: 3.2551 (3.2561)
[19:10:50.292024] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[19:10:50.292089] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-53.pth')]
[19:10:50.306640] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-53.pth
[19:11:07.514253] Test:  [ 0/13]  eta: 0:03:38  loss: 2.9959 (2.9959)  acc1: 38.0859 (38.0859)  acc5: 62.6953 (62.6953)  time: 16.8259  data: 16.3282  max mem: 3331
[19:11:21.006799] Test:  [10/13]  eta: 0:00:08  loss: 3.1619 (3.1250)  acc1: 36.9141 (36.9851)  acc5: 60.5469 (60.5114)  time: 2.7561  data: 2.2403  max mem: 3331
[19:11:21.612267] Test:  [12/13]  eta: 0:00:02  loss: 3.1039 (3.1072)  acc1: 37.8906 (37.2800)  acc5: 60.9375 (60.7040)  time: 2.3786  data: 1.8957  max mem: 3331
[19:11:21.963622] Test: Total time: 0:00:31 (2.4058 s / it)
[19:11:22.079436] * Acc@1 36.850 Acc@5 60.652 loss 3.076
[19:11:22.079561] Accuracy of the network on the 50000 test images: 36.9%
[19:11:22.079583] Max accuracy: 36.96%
[19:11:22.094977] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[19:11:38.433134] Epoch: [54]  [  0/312]  eta: 1:24:55  lr: 2.699410  loss: 3.3272 (3.3272)  time: 16.3304  data: 14.6820  max mem: 3331
[19:12:08.955700] Epoch: [54]  [ 20/312]  eta: 0:10:51  lr: 2.691455  loss: 3.2255 (3.2133)  time: 1.5261  data: 0.8359  max mem: 3331
[19:12:39.943381] Epoch: [54]  [ 40/312]  eta: 0:08:36  lr: 2.683504  loss: 3.2347 (3.2124)  time: 1.5493  data: 0.7635  max mem: 3331
[19:13:10.280713] Epoch: [54]  [ 60/312]  eta: 0:07:26  lr: 2.675556  loss: 3.1844 (3.2077)  time: 1.5168  data: 0.5293  max mem: 3331
[19:13:41.314049] Epoch: [54]  [ 80/312]  eta: 0:06:38  lr: 2.667611  loss: 3.2050 (3.2129)  time: 1.5516  data: 0.3011  max mem: 3331
[19:14:15.493803] Epoch: [54]  [100/312]  eta: 0:06:03  lr: 2.659669  loss: 3.3002 (3.2202)  time: 1.7085  data: 0.1724  max mem: 3331
[19:14:49.784408] Epoch: [54]  [120/312]  eta: 0:05:29  lr: 2.651731  loss: 3.2407 (3.2251)  time: 1.7144  data: 0.1850  max mem: 3331
[19:15:23.098881] Epoch: [54]  [140/312]  eta: 0:04:53  lr: 2.643797  loss: 3.2038 (3.2258)  time: 1.6584  data: 0.1522  max mem: 3331
[19:15:57.788748] Epoch: [54]  [160/312]  eta: 0:04:20  lr: 2.635866  loss: 3.2033 (3.2254)  time: 1.7344  data: 0.1080  max mem: 3331
[19:16:27.643093] Epoch: [54]  [180/312]  eta: 0:03:42  lr: 2.627939  loss: 3.2351 (3.2269)  time: 1.4926  data: 0.0003  max mem: 3331
[19:16:57.391006] Epoch: [54]  [200/312]  eta: 0:03:06  lr: 2.620015  loss: 3.2260 (3.2308)  time: 1.4873  data: 0.0003  max mem: 3331
[19:17:27.112061] Epoch: [54]  [220/312]  eta: 0:02:31  lr: 2.612095  loss: 3.2041 (3.2310)  time: 1.4860  data: 0.0003  max mem: 3331
[19:17:59.010106] Epoch: [54]  [240/312]  eta: 0:01:58  lr: 2.604178  loss: 3.1938 (3.2327)  time: 1.5948  data: 0.0003  max mem: 3331
[19:18:31.288808] Epoch: [54]  [260/312]  eta: 0:01:25  lr: 2.596266  loss: 3.2429 (3.2337)  time: 1.6130  data: 0.0003  max mem: 3331
[19:19:02.880263] Epoch: [54]  [280/312]  eta: 0:00:52  lr: 2.588357  loss: 3.2538 (3.2353)  time: 1.5795  data: 0.0003  max mem: 3331
[19:19:34.094036] Epoch: [54]  [300/312]  eta: 0:00:19  lr: 2.580452  loss: 3.2599 (3.2364)  time: 1.5606  data: 0.0015  max mem: 3331
[19:19:49.965413] Epoch: [54]  [311/312]  eta: 0:00:01  lr: 2.577291  loss: 3.2070 (3.2362)  time: 1.3505  data: 0.0013  max mem: 3331
[19:19:50.935890] Epoch: [54] Total time: 0:08:28 (1.6309 s / it)
[19:19:50.936581] Averaged stats: lr: 2.577291  loss: 3.2070 (3.2446)
[19:19:50.936894] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[19:19:50.936958] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-54.pth')]
[19:19:50.937000] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-54.pth
[19:20:07.250059] Test:  [ 0/13]  eta: 0:03:27  loss: 3.0067 (3.0067)  acc1: 36.9141 (36.9141)  acc5: 62.1094 (62.1094)  time: 15.9324  data: 15.3988  max mem: 3331
[19:20:20.177866] Test:  [10/13]  eta: 0:00:07  loss: 3.1275 (3.1175)  acc1: 37.1094 (36.9318)  acc5: 60.1562 (60.2628)  time: 2.6236  data: 2.1186  max mem: 3331
[19:20:20.940361] Test:  [12/13]  eta: 0:00:02  loss: 3.1249 (3.1028)  acc1: 37.1094 (37.1360)  acc5: 60.1562 (60.6560)  time: 2.2785  data: 1.8048  max mem: 3331
[19:20:21.178609] Test: Total time: 0:00:29 (2.2971 s / it)
[19:20:23.018258] * Acc@1 37.190 Acc@5 60.852 loss 3.070
[19:20:23.018425] Accuracy of the network on the 50000 test images: 37.2%
[19:20:23.018449] Max accuracy: 37.19%
[19:20:23.028425] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[19:20:40.144316] Epoch: [55]  [  0/312]  eta: 1:28:57  lr: 2.575711  loss: 3.1375 (3.1375)  time: 17.1084  data: 14.4368  max mem: 3331
[19:21:10.062477] Epoch: [55]  [ 20/312]  eta: 0:10:53  lr: 2.567812  loss: 3.1866 (3.2063)  time: 1.4958  data: 0.6424  max mem: 3331
[19:21:39.056498] Epoch: [55]  [ 40/312]  eta: 0:08:24  lr: 2.559918  loss: 3.2198 (3.2120)  time: 1.4496  data: 0.5716  max mem: 3331
[19:22:09.273650] Epoch: [55]  [ 60/312]  eta: 0:07:18  lr: 2.552027  loss: 3.1924 (3.2155)  time: 1.5108  data: 0.5573  max mem: 3331
[19:22:38.392631] Epoch: [55]  [ 80/312]  eta: 0:06:27  lr: 2.544141  loss: 3.1850 (3.2047)  time: 1.4559  data: 0.4296  max mem: 3331
[19:23:07.812692] Epoch: [55]  [100/312]  eta: 0:05:45  lr: 2.536259  loss: 3.1634 (3.2018)  time: 1.4709  data: 0.2918  max mem: 3331
[19:23:38.092807] Epoch: [55]  [120/312]  eta: 0:05:09  lr: 2.528380  loss: 3.1900 (3.2046)  time: 1.5139  data: 0.1743  max mem: 3331
[19:24:07.406483] Epoch: [55]  [140/312]  eta: 0:04:33  lr: 2.520507  loss: 3.1962 (3.2066)  time: 1.4656  data: 0.1139  max mem: 3331
[19:24:38.660285] Epoch: [55]  [160/312]  eta: 0:04:01  lr: 2.512637  loss: 3.2307 (3.2088)  time: 1.5626  data: 0.0036  max mem: 3331
[19:25:10.587216] Epoch: [55]  [180/312]  eta: 0:03:29  lr: 2.504772  loss: 3.2689 (3.2154)  time: 1.5963  data: 0.0003  max mem: 3331
[19:25:41.247079] Epoch: [55]  [200/312]  eta: 0:02:57  lr: 2.496911  loss: 3.2584 (3.2190)  time: 1.5329  data: 0.0003  max mem: 3331
[19:26:13.733627] Epoch: [55]  [220/312]  eta: 0:02:25  lr: 2.489055  loss: 3.2514 (3.2213)  time: 1.6242  data: 0.0003  max mem: 3331
[19:26:45.297256] Epoch: [55]  [240/312]  eta: 0:01:54  lr: 2.481203  loss: 3.2558 (3.2242)  time: 1.5781  data: 0.0003  max mem: 3331
[19:27:17.711867] Epoch: [55]  [260/312]  eta: 0:01:22  lr: 2.473356  loss: 3.2537 (3.2270)  time: 1.6206  data: 0.0003  max mem: 3331
[19:27:47.422616] Epoch: [55]  [280/312]  eta: 0:00:50  lr: 2.465513  loss: 3.2781 (3.2291)  time: 1.4855  data: 0.0003  max mem: 3331
[19:28:16.914389] Epoch: [55]  [300/312]  eta: 0:00:18  lr: 2.457675  loss: 3.2197 (3.2299)  time: 1.4745  data: 0.0011  max mem: 3331
[19:28:31.020748] Epoch: [55]  [311/312]  eta: 0:00:01  lr: 2.454541  loss: 3.2079 (3.2308)  time: 1.3555  data: 0.0010  max mem: 3331
[19:28:31.973787] Epoch: [55] Total time: 0:08:08 (1.5671 s / it)
[19:28:31.978398] Averaged stats: lr: 2.454541  loss: 3.2079 (3.2342)
[19:28:31.978712] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[19:28:31.978776] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-55.pth')]
[19:28:31.978815] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-55.pth
[19:28:49.644158] Test:  [ 0/13]  eta: 0:03:42  loss: 3.0400 (3.0400)  acc1: 40.0391 (40.0391)  acc5: 62.1094 (62.1094)  time: 17.1053  data: 16.6074  max mem: 3331
[19:29:01.875530] Test:  [10/13]  eta: 0:00:08  loss: 3.1110 (3.0945)  acc1: 37.6953 (37.7486)  acc5: 60.9375 (60.7244)  time: 2.6668  data: 2.1524  max mem: 3331
[19:29:02.480585] Test:  [12/13]  eta: 0:00:02  loss: 3.1110 (3.0875)  acc1: 37.6953 (37.7280)  acc5: 60.9375 (60.7360)  time: 2.3030  data: 1.8213  max mem: 3331
[19:29:02.826688] Test: Total time: 0:00:30 (2.3299 s / it)
[19:29:03.444621] * Acc@1 37.378 Acc@5 60.810 loss 3.061
[19:29:03.444775] Accuracy of the network on the 50000 test images: 37.4%
[19:29:03.444798] Max accuracy: 37.38%
[19:29:03.460915] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[19:29:20.135700] Epoch: [56]  [  0/312]  eta: 1:26:38  lr: 2.452975  loss: 2.9913 (2.9913)  time: 16.6631  data: 14.4685  max mem: 3331
[19:29:49.260732] Epoch: [56]  [ 20/312]  eta: 0:10:36  lr: 2.445144  loss: 3.1976 (3.1964)  time: 1.4554  data: 0.7122  max mem: 3331
[19:30:20.076984] Epoch: [56]  [ 40/312]  eta: 0:08:28  lr: 2.437319  loss: 3.2073 (3.2039)  time: 1.5408  data: 0.5930  max mem: 3331
[19:30:52.276751] Epoch: [56]  [ 60/312]  eta: 0:07:29  lr: 2.429498  loss: 3.2201 (3.2107)  time: 1.6093  data: 0.4587  max mem: 3331
[19:31:24.774825] Epoch: [56]  [ 80/312]  eta: 0:06:44  lr: 2.421682  loss: 3.1733 (3.2021)  time: 1.6248  data: 0.2395  max mem: 3331
[19:31:56.215172] Epoch: [56]  [100/312]  eta: 0:06:02  lr: 2.413871  loss: 3.1792 (3.2026)  time: 1.5713  data: 0.0471  max mem: 3331
[19:32:27.078217] Epoch: [56]  [120/312]  eta: 0:05:22  lr: 2.406065  loss: 3.1791 (3.1997)  time: 1.5430  data: 0.0004  max mem: 3331
[19:32:57.451479] Epoch: [56]  [140/312]  eta: 0:04:45  lr: 2.398264  loss: 3.2018 (3.1989)  time: 1.5186  data: 0.0003  max mem: 3331
[19:33:27.055422] Epoch: [56]  [160/312]  eta: 0:04:08  lr: 2.390468  loss: 3.1835 (3.2019)  time: 1.4801  data: 0.0003  max mem: 3331
[19:33:57.362896] Epoch: [56]  [180/312]  eta: 0:03:34  lr: 2.382677  loss: 3.2383 (3.2037)  time: 1.5153  data: 0.0003  max mem: 3331
[19:34:26.730515] Epoch: [56]  [200/312]  eta: 0:03:00  lr: 2.374892  loss: 3.2228 (3.2067)  time: 1.4683  data: 0.0003  max mem: 3331
[19:34:55.239633] Epoch: [56]  [220/312]  eta: 0:02:26  lr: 2.367111  loss: 3.2575 (3.2090)  time: 1.4254  data: 0.0003  max mem: 3331
[19:35:26.006774] Epoch: [56]  [240/312]  eta: 0:01:54  lr: 2.359336  loss: 3.2634 (3.2144)  time: 1.5382  data: 0.0003  max mem: 3331
[19:35:55.239716] Epoch: [56]  [260/312]  eta: 0:01:22  lr: 2.351567  loss: 3.2300 (3.2167)  time: 1.4616  data: 0.0003  max mem: 3331
[19:36:26.201237] Epoch: [56]  [280/312]  eta: 0:00:50  lr: 2.343802  loss: 3.2179 (3.2189)  time: 1.5480  data: 0.0003  max mem: 3331
[19:36:55.665083] Epoch: [56]  [300/312]  eta: 0:00:18  lr: 2.336043  loss: 3.2794 (3.2242)  time: 1.4731  data: 0.0011  max mem: 3331
[19:37:11.627178] Epoch: [56]  [311/312]  eta: 0:00:01  lr: 2.332941  loss: 3.2611 (3.2262)  time: 1.3719  data: 0.0009  max mem: 3331
[19:37:12.551038] Epoch: [56] Total time: 0:08:09 (1.5676 s / it)
[19:37:12.553382] Averaged stats: lr: 2.332941  loss: 3.2611 (3.2271)
[19:37:12.553693] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[19:37:12.553759] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-56.pth')]
[19:37:12.553797] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-56.pth
[19:37:29.949068] Test:  [ 0/13]  eta: 0:03:41  loss: 2.9813 (2.9813)  acc1: 39.6484 (39.6484)  acc5: 61.1328 (61.1328)  time: 17.0135  data: 16.4517  max mem: 3331
[19:37:43.981907] Test:  [10/13]  eta: 0:00:08  loss: 3.1274 (3.1007)  acc1: 37.5000 (37.4645)  acc5: 60.3516 (60.3693)  time: 2.8223  data: 2.3024  max mem: 3331
[19:37:44.586780] Test:  [12/13]  eta: 0:00:02  loss: 3.1274 (3.0948)  acc1: 37.6953 (37.6640)  acc5: 60.7422 (60.4160)  time: 2.4345  data: 1.9482  max mem: 3331
[19:37:44.846004] Test: Total time: 0:00:31 (2.4547 s / it)
[19:37:46.463320] * Acc@1 37.488 Acc@5 61.016 loss 3.052
[19:37:46.463471] Accuracy of the network on the 50000 test images: 37.5%
[19:37:46.463493] Max accuracy: 37.49%
[19:37:46.476107] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[19:38:03.904751] Epoch: [57]  [  0/312]  eta: 1:30:37  lr: 2.331391  loss: 3.2099 (3.2099)  time: 17.4280  data: 15.3526  max mem: 3331
[19:38:32.565199] Epoch: [57]  [ 20/312]  eta: 0:10:40  lr: 2.323640  loss: 3.2290 (3.2409)  time: 1.4330  data: 0.6439  max mem: 3331
[19:39:00.224914] Epoch: [57]  [ 40/312]  eta: 0:08:09  lr: 2.315896  loss: 3.1587 (3.2152)  time: 1.3829  data: 0.6402  max mem: 3331
[19:39:30.460160] Epoch: [57]  [ 60/312]  eta: 0:07:09  lr: 2.308157  loss: 3.2199 (3.2155)  time: 1.5117  data: 0.5308  max mem: 3331
[19:40:00.441891] Epoch: [57]  [ 80/312]  eta: 0:06:23  lr: 2.300423  loss: 3.1359 (3.2003)  time: 1.4990  data: 0.2970  max mem: 3331
[19:40:29.595134] Epoch: [57]  [100/312]  eta: 0:05:42  lr: 2.292696  loss: 3.2259 (3.2072)  time: 1.4576  data: 0.1477  max mem: 3331
[19:41:00.384607] Epoch: [57]  [120/312]  eta: 0:05:07  lr: 2.284974  loss: 3.1951 (3.2076)  time: 1.5394  data: 0.1231  max mem: 3331
[19:41:31.231707] Epoch: [57]  [140/312]  eta: 0:04:34  lr: 2.277258  loss: 3.1699 (3.2074)  time: 1.5423  data: 0.0926  max mem: 3331
[19:42:01.219656] Epoch: [57]  [160/312]  eta: 0:04:00  lr: 2.269547  loss: 3.2397 (3.2120)  time: 1.4993  data: 0.0144  max mem: 3331
[19:42:31.967614] Epoch: [57]  [180/312]  eta: 0:03:28  lr: 2.261843  loss: 3.2277 (3.2130)  time: 1.5373  data: 0.0006  max mem: 3331
[19:43:02.615249] Epoch: [57]  [200/312]  eta: 0:02:56  lr: 2.254145  loss: 3.2323 (3.2137)  time: 1.5322  data: 0.0003  max mem: 3331
[19:43:32.499922] Epoch: [57]  [220/312]  eta: 0:02:24  lr: 2.246452  loss: 3.2071 (3.2138)  time: 1.4942  data: 0.0003  max mem: 3331
[19:44:01.668139] Epoch: [57]  [240/312]  eta: 0:01:52  lr: 2.238766  loss: 3.2337 (3.2159)  time: 1.4582  data: 0.0003  max mem: 3331
[19:44:30.325900] Epoch: [57]  [260/312]  eta: 0:01:20  lr: 2.231086  loss: 3.2390 (3.2172)  time: 1.4328  data: 0.0003  max mem: 3331
[19:44:59.519989] Epoch: [57]  [280/312]  eta: 0:00:49  lr: 2.223411  loss: 3.2674 (3.2204)  time: 1.4596  data: 0.0003  max mem: 3331
[19:45:28.659609] Epoch: [57]  [300/312]  eta: 0:00:18  lr: 2.215743  loss: 3.2196 (3.2214)  time: 1.4569  data: 0.0054  max mem: 3331
[19:45:41.276106] Epoch: [57]  [311/312]  eta: 0:00:01  lr: 2.212678  loss: 3.2453 (3.2227)  time: 1.3212  data: 0.0053  max mem: 3331
[19:45:42.223522] Epoch: [57] Total time: 0:07:55 (1.5248 s / it)
[19:45:42.224645] Averaged stats: lr: 2.212678  loss: 3.2453 (3.2196)
[19:45:42.224959] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[19:45:42.225028] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-57.pth')]
[19:45:42.225067] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-57.pth
[19:45:58.306397] Test:  [ 0/13]  eta: 0:03:24  loss: 2.9796 (2.9796)  acc1: 40.4297 (40.4297)  acc5: 63.2812 (63.2812)  time: 15.7009  data: 15.2030  max mem: 3331
[19:46:11.952517] Test:  [10/13]  eta: 0:00:08  loss: 3.0686 (3.0849)  acc1: 37.1094 (37.1804)  acc5: 59.9609 (60.8487)  time: 2.6678  data: 2.1699  max mem: 3331
[19:46:12.960808] Test:  [12/13]  eta: 0:00:02  loss: 3.0686 (3.0716)  acc1: 37.1094 (37.3280)  acc5: 59.9609 (60.9440)  time: 2.3349  data: 1.8671  max mem: 3331
[19:46:13.205491] Test: Total time: 0:00:30 (2.3539 s / it)
[19:46:14.185747] * Acc@1 37.516 Acc@5 61.144 loss 3.043
[19:46:14.185881] Accuracy of the network on the 50000 test images: 37.5%
[19:46:14.185904] Max accuracy: 37.52%
[19:46:14.196651] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[19:46:31.946867] Epoch: [58]  [  0/312]  eta: 1:32:15  lr: 2.211146  loss: 3.1202 (3.1202)  time: 17.7416  data: 14.9509  max mem: 3331
[19:47:02.052995] Epoch: [58]  [ 20/312]  eta: 0:11:05  lr: 2.203488  loss: 3.1796 (3.1699)  time: 1.5052  data: 0.7469  max mem: 3331
[19:47:31.862391] Epoch: [58]  [ 40/312]  eta: 0:08:35  lr: 2.195836  loss: 3.1136 (3.1675)  time: 1.4904  data: 0.6330  max mem: 3331
[19:48:01.251378] Epoch: [58]  [ 60/312]  eta: 0:07:22  lr: 2.188191  loss: 3.1660 (3.1749)  time: 1.4694  data: 0.5782  max mem: 3331
[19:48:33.017451] Epoch: [58]  [ 80/312]  eta: 0:06:37  lr: 2.180552  loss: 3.1819 (3.1782)  time: 1.5882  data: 0.4619  max mem: 3331
[19:49:04.394848] Epoch: [58]  [100/312]  eta: 0:05:57  lr: 2.172919  loss: 3.1355 (3.1746)  time: 1.5688  data: 0.2506  max mem: 3331
[19:49:34.856599] Epoch: [58]  [120/312]  eta: 0:05:18  lr: 2.165294  loss: 3.2655 (3.1878)  time: 1.5230  data: 0.1885  max mem: 3331
[19:50:05.505165] Epoch: [58]  [140/312]  eta: 0:04:42  lr: 2.157674  loss: 3.1984 (3.1913)  time: 1.5324  data: 0.1170  max mem: 3331
[19:50:35.343326] Epoch: [58]  [160/312]  eta: 0:04:06  lr: 2.150061  loss: 3.2065 (3.1948)  time: 1.4918  data: 0.0003  max mem: 3331
[19:51:05.887868] Epoch: [58]  [180/312]  eta: 0:03:32  lr: 2.142455  loss: 3.2480 (3.2000)  time: 1.5266  data: 0.0003  max mem: 3331
[19:51:36.091194] Epoch: [58]  [200/312]  eta: 0:02:59  lr: 2.134856  loss: 3.1932 (3.1973)  time: 1.5101  data: 0.0003  max mem: 3331
[19:52:08.077351] Epoch: [58]  [220/312]  eta: 0:02:27  lr: 2.127263  loss: 3.2911 (3.2024)  time: 1.5992  data: 0.0003  max mem: 3331
[19:52:37.220117] Epoch: [58]  [240/312]  eta: 0:01:54  lr: 2.119677  loss: 3.1734 (3.2010)  time: 1.4571  data: 0.0003  max mem: 3331
[19:53:06.620506] Epoch: [58]  [260/312]  eta: 0:01:22  lr: 2.112098  loss: 3.2567 (3.2061)  time: 1.4698  data: 0.0003  max mem: 3331
[19:53:37.412108] Epoch: [58]  [280/312]  eta: 0:00:50  lr: 2.104526  loss: 3.2070 (3.2058)  time: 1.5395  data: 0.0003  max mem: 3331
[19:54:06.208496] Epoch: [58]  [300/312]  eta: 0:00:18  lr: 2.096961  loss: 3.2344 (3.2082)  time: 1.4397  data: 0.0011  max mem: 3331
[19:54:20.206110] Epoch: [58]  [311/312]  eta: 0:00:01  lr: 2.093937  loss: 3.1820 (3.2069)  time: 1.2788  data: 0.0010  max mem: 3331
[19:54:21.169245] Epoch: [58] Total time: 0:08:06 (1.5608 s / it)
[19:54:21.170132] Averaged stats: lr: 2.093937  loss: 3.1820 (3.2089)
[19:54:21.170447] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[19:54:21.170515] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-58.pth')]
[19:54:21.170554] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-58.pth
[19:54:38.938589] Test:  [ 0/13]  eta: 0:03:31  loss: 2.9681 (2.9681)  acc1: 39.4531 (39.4531)  acc5: 61.3281 (61.3281)  time: 16.2721  data: 15.7739  max mem: 3331
[19:54:51.686951] Test:  [10/13]  eta: 0:00:07  loss: 3.1057 (3.0964)  acc1: 38.0859 (37.6776)  acc5: 60.3516 (60.6001)  time: 2.6381  data: 2.1250  max mem: 3331
[19:54:52.291642] Test:  [12/13]  eta: 0:00:02  loss: 3.1057 (3.0905)  acc1: 38.0859 (37.8080)  acc5: 60.3516 (60.7360)  time: 2.2787  data: 1.7981  max mem: 3331
[19:54:52.548059] Test: Total time: 0:00:29 (2.2986 s / it)
[19:54:52.549213] * Acc@1 37.582 Acc@5 61.096 loss 3.042
[19:54:52.549326] Accuracy of the network on the 50000 test images: 37.6%
[19:54:52.549347] Max accuracy: 37.58%
[19:54:52.563502] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[19:55:08.975960] Epoch: [59]  [  0/312]  eta: 1:25:20  lr: 2.092425  loss: 3.2615 (3.2615)  time: 16.4119  data: 14.8850  max mem: 3331
[19:55:38.896542] Epoch: [59]  [ 20/312]  eta: 0:10:44  lr: 2.084871  loss: 3.1652 (3.1621)  time: 1.4959  data: 0.6174  max mem: 3331
[19:56:08.973014] Epoch: [59]  [ 40/312]  eta: 0:08:26  lr: 2.077325  loss: 3.2323 (3.1885)  time: 1.5031  data: 0.3946  max mem: 3331
[19:56:38.562487] Epoch: [59]  [ 60/312]  eta: 0:07:17  lr: 2.069785  loss: 3.1484 (3.1748)  time: 1.4794  data: 0.3784  max mem: 3331
[19:57:07.316287] Epoch: [59]  [ 80/312]  eta: 0:06:25  lr: 2.062252  loss: 3.1458 (3.1752)  time: 1.4376  data: 0.2537  max mem: 3331
[19:57:36.464505] Epoch: [59]  [100/312]  eta: 0:05:43  lr: 2.054727  loss: 3.2289 (3.1837)  time: 1.4573  data: 0.1195  max mem: 3331
[19:58:06.380399] Epoch: [59]  [120/312]  eta: 0:05:07  lr: 2.047209  loss: 3.2191 (3.1859)  time: 1.4957  data: 0.0005  max mem: 3331
[19:58:36.116201] Epoch: [59]  [140/312]  eta: 0:04:32  lr: 2.039698  loss: 3.2083 (3.1908)  time: 1.4867  data: 0.0003  max mem: 3331
[19:59:05.707287] Epoch: [59]  [160/312]  eta: 0:03:58  lr: 2.032194  loss: 3.1724 (3.1907)  time: 1.4795  data: 0.0003  max mem: 3331
[19:59:34.935720] Epoch: [59]  [180/312]  eta: 0:03:25  lr: 2.024698  loss: 3.2060 (3.1928)  time: 1.4614  data: 0.0003  max mem: 3331
[20:00:05.537091] Epoch: [59]  [200/312]  eta: 0:02:54  lr: 2.017210  loss: 3.2244 (3.1933)  time: 1.5300  data: 0.0003  max mem: 3331
[20:00:35.437631] Epoch: [59]  [220/312]  eta: 0:02:22  lr: 2.009728  loss: 3.2345 (3.1977)  time: 1.4949  data: 0.0003  max mem: 3331
[20:01:06.139874] Epoch: [59]  [240/312]  eta: 0:01:51  lr: 2.002255  loss: 3.2528 (3.2029)  time: 1.5350  data: 0.0003  max mem: 3331
[20:01:35.770433] Epoch: [59]  [260/312]  eta: 0:01:20  lr: 1.994789  loss: 3.1886 (3.2043)  time: 1.4814  data: 0.0003  max mem: 3331
[20:02:05.378130] Epoch: [59]  [280/312]  eta: 0:00:49  lr: 1.987330  loss: 3.1791 (3.2029)  time: 1.4803  data: 0.0003  max mem: 3331
[20:02:35.112565] Epoch: [59]  [300/312]  eta: 0:00:18  lr: 1.979880  loss: 3.2342 (3.2051)  time: 1.4866  data: 0.0011  max mem: 3331
[20:02:53.011428] Epoch: [59]  [311/312]  eta: 0:00:01  lr: 1.976902  loss: 3.1918 (3.2054)  time: 1.2902  data: 0.0010  max mem: 3331
[20:02:53.969427] Epoch: [59] Total time: 0:08:01 (1.5430 s / it)
[20:02:53.970143] Averaged stats: lr: 1.976902  loss: 3.1918 (3.2019)
[20:02:53.970471] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[20:02:53.970536] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-59.pth')]
[20:02:53.970574] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-59.pth
[20:03:10.714786] Test:  [ 0/13]  eta: 0:03:32  loss: 2.9762 (2.9762)  acc1: 39.0625 (39.0625)  acc5: 60.9375 (60.9375)  time: 16.3624  data: 15.8645  max mem: 3331
[20:03:22.697803] Test:  [10/13]  eta: 0:00:07  loss: 3.0992 (3.0806)  acc1: 38.2812 (37.9084)  acc5: 60.9375 (61.6655)  time: 2.5767  data: 2.0631  max mem: 3331
[20:03:23.303603] Test:  [12/13]  eta: 0:00:02  loss: 3.0992 (3.0712)  acc1: 38.2812 (38.0480)  acc5: 60.9375 (61.6480)  time: 2.2268  data: 1.7457  max mem: 3331
[20:03:23.557022] Test: Total time: 0:00:29 (2.2466 s / it)
[20:03:25.542624] * Acc@1 37.716 Acc@5 61.330 loss 3.032
[20:03:25.542836] Accuracy of the network on the 50000 test images: 37.7%
[20:03:25.542866] Max accuracy: 37.72%
[20:03:25.557144] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[20:03:41.444143] Epoch: [60]  [  0/312]  eta: 1:22:34  lr: 1.975413  loss: 3.2377 (3.2377)  time: 15.8789  data: 15.2415  max mem: 3331
[20:04:11.774595] Epoch: [60]  [ 20/312]  eta: 0:10:42  lr: 1.967975  loss: 3.1626 (3.1737)  time: 1.5164  data: 0.6780  max mem: 3331
[20:04:42.189442] Epoch: [60]  [ 40/312]  eta: 0:08:28  lr: 1.960544  loss: 3.1343 (3.1774)  time: 1.5201  data: 0.6235  max mem: 3331
[20:05:12.234920] Epoch: [60]  [ 60/312]  eta: 0:07:20  lr: 1.953122  loss: 3.1221 (3.1718)  time: 1.5018  data: 0.5153  max mem: 3331
[20:05:40.841888] Epoch: [60]  [ 80/312]  eta: 0:06:27  lr: 1.945707  loss: 3.1736 (3.1753)  time: 1.4297  data: 0.4015  max mem: 3331
[20:06:10.164164] Epoch: [60]  [100/312]  eta: 0:05:45  lr: 1.938300  loss: 3.1953 (3.1804)  time: 1.4660  data: 0.2681  max mem: 3331
[20:06:38.981750] Epoch: [60]  [120/312]  eta: 0:05:06  lr: 1.930901  loss: 3.2105 (3.1862)  time: 1.4408  data: 0.0757  max mem: 3331
[20:07:10.243016] Epoch: [60]  [140/312]  eta: 0:04:34  lr: 1.923511  loss: 3.2337 (3.1968)  time: 1.5630  data: 0.0218  max mem: 3331
[20:07:40.537168] Epoch: [60]  [160/312]  eta: 0:04:00  lr: 1.916128  loss: 3.2134 (3.1987)  time: 1.5146  data: 0.0003  max mem: 3331
[20:08:09.958915] Epoch: [60]  [180/312]  eta: 0:03:27  lr: 1.908753  loss: 3.1947 (3.1972)  time: 1.4710  data: 0.0003  max mem: 3331
[20:08:39.758008] Epoch: [60]  [200/312]  eta: 0:02:55  lr: 1.901387  loss: 3.1999 (3.1974)  time: 1.4899  data: 0.0003  max mem: 3331
[20:09:09.620839] Epoch: [60]  [220/312]  eta: 0:02:23  lr: 1.894029  loss: 3.2102 (3.1975)  time: 1.4931  data: 0.0003  max mem: 3331
[20:09:42.748452] Epoch: [60]  [240/312]  eta: 0:01:52  lr: 1.886679  loss: 3.2085 (3.2035)  time: 1.6563  data: 0.0003  max mem: 3331
[20:10:13.190095] Epoch: [60]  [260/312]  eta: 0:01:21  lr: 1.879338  loss: 3.2173 (3.2052)  time: 1.5220  data: 0.0003  max mem: 3331
[20:10:43.832697] Epoch: [60]  [280/312]  eta: 0:00:49  lr: 1.872004  loss: 3.2149 (3.2079)  time: 1.5308  data: 0.0003  max mem: 3331
[20:11:13.412916] Epoch: [60]  [300/312]  eta: 0:00:18  lr: 1.864680  loss: 3.2124 (3.2071)  time: 1.4789  data: 0.0011  max mem: 3331
[20:11:26.702320] Epoch: [60]  [311/312]  eta: 0:00:01  lr: 1.861752  loss: 3.2030 (3.2057)  time: 1.2971  data: 0.0010  max mem: 3331
[20:11:27.599777] Epoch: [60] Total time: 0:08:02 (1.5450 s / it)
[20:11:27.600528] Averaged stats: lr: 1.861752  loss: 3.2030 (3.1908)
[20:11:27.600866] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[20:11:27.600938] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-60.pth')]
[20:11:27.600978] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-60.pth
[20:11:44.211585] Test:  [ 0/13]  eta: 0:03:31  loss: 2.9744 (2.9744)  acc1: 41.0156 (41.0156)  acc5: 61.3281 (61.3281)  time: 16.2328  data: 15.7272  max mem: 3331
[20:11:56.808418] Test:  [10/13]  eta: 0:00:07  loss: 3.0857 (3.0771)  acc1: 37.8906 (37.9794)  acc5: 61.3281 (61.2393)  time: 2.6208  data: 2.1223  max mem: 3331
[20:11:57.498880] Test:  [12/13]  eta: 0:00:02  loss: 3.0857 (3.0794)  acc1: 37.8906 (38.0960)  acc5: 61.3281 (61.2960)  time: 2.2706  data: 1.8023  max mem: 3331
[20:11:57.752584] Test: Total time: 0:00:29 (2.2904 s / it)
[20:11:59.073752] * Acc@1 37.778 Acc@5 61.106 loss 3.028
[20:11:59.073897] Accuracy of the network on the 50000 test images: 37.8%
[20:11:59.073920] Max accuracy: 37.78%
[20:11:59.084126] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[20:12:16.132974] Epoch: [61]  [  0/312]  eta: 1:28:36  lr: 1.860289  loss: 3.4325 (3.4325)  time: 17.0399  data: 14.9899  max mem: 3331
[20:12:44.641756] Epoch: [61]  [ 20/312]  eta: 0:10:33  lr: 1.852978  loss: 3.0817 (3.1355)  time: 1.4254  data: 0.6611  max mem: 3331
[20:13:14.381085] Epoch: [61]  [ 40/312]  eta: 0:08:19  lr: 1.845675  loss: 3.1877 (3.1604)  time: 1.4869  data: 0.6155  max mem: 3331
[20:13:42.829108] Epoch: [61]  [ 60/312]  eta: 0:07:08  lr: 1.838381  loss: 3.1801 (3.1663)  time: 1.4223  data: 0.5737  max mem: 3331
[20:14:12.691037] Epoch: [61]  [ 80/312]  eta: 0:06:22  lr: 1.831096  loss: 3.1894 (3.1681)  time: 1.4930  data: 0.4272  max mem: 3331
[20:14:42.059395] Epoch: [61]  [100/312]  eta: 0:05:42  lr: 1.823819  loss: 3.2005 (3.1747)  time: 1.4683  data: 0.2728  max mem: 3331
[20:15:12.218539] Epoch: [61]  [120/312]  eta: 0:05:06  lr: 1.816551  loss: 3.2106 (3.1780)  time: 1.5079  data: 0.1623  max mem: 3331
[20:15:42.954960] Epoch: [61]  [140/312]  eta: 0:04:33  lr: 1.809291  loss: 3.1917 (3.1795)  time: 1.5367  data: 0.0003  max mem: 3331
[20:16:12.942725] Epoch: [61]  [160/312]  eta: 0:03:59  lr: 1.802041  loss: 3.1871 (3.1805)  time: 1.4993  data: 0.0003  max mem: 3331
[20:16:42.914631] Epoch: [61]  [180/312]  eta: 0:03:26  lr: 1.794799  loss: 3.2197 (3.1847)  time: 1.4985  data: 0.0003  max mem: 3331
[20:17:13.235917] Epoch: [61]  [200/312]  eta: 0:02:55  lr: 1.787567  loss: 3.1770 (3.1873)  time: 1.5160  data: 0.0007  max mem: 3331
[20:17:43.249325] Epoch: [61]  [220/312]  eta: 0:02:23  lr: 1.780343  loss: 3.1862 (3.1898)  time: 1.5006  data: 0.0003  max mem: 3331
[20:18:12.646427] Epoch: [61]  [240/312]  eta: 0:01:51  lr: 1.773128  loss: 3.2480 (3.1939)  time: 1.4698  data: 0.0011  max mem: 3331
[20:18:44.230297] Epoch: [61]  [260/312]  eta: 0:01:20  lr: 1.765923  loss: 3.2285 (3.1960)  time: 1.5791  data: 0.0003  max mem: 3331
[20:19:14.727296] Epoch: [61]  [280/312]  eta: 0:00:49  lr: 1.758726  loss: 3.2156 (3.1976)  time: 1.5247  data: 0.0003  max mem: 3331
[20:19:45.061296] Epoch: [61]  [300/312]  eta: 0:00:18  lr: 1.751538  loss: 3.1911 (3.1964)  time: 1.5166  data: 0.0042  max mem: 3331
[20:20:05.462780] Epoch: [61]  [311/312]  eta: 0:00:01  lr: 1.748666  loss: 3.1911 (3.1951)  time: 1.3977  data: 0.0040  max mem: 3331
[20:20:06.380532] Epoch: [61] Total time: 0:08:07 (1.5618 s / it)
[20:20:06.381255] Averaged stats: lr: 1.748666  loss: 3.1911 (3.1795)
[20:20:06.381584] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[20:20:06.381652] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-61.pth')]
[20:20:06.381690] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-61.pth
[20:20:25.701802] Test:  [ 0/13]  eta: 0:03:46  loss: 2.9585 (2.9585)  acc1: 39.6484 (39.6484)  acc5: 63.4766 (63.4766)  time: 17.4015  data: 16.9032  max mem: 3331
[20:20:39.239073] Test:  [10/13]  eta: 0:00:08  loss: 3.0562 (3.0554)  acc1: 37.6953 (37.5888)  acc5: 61.9141 (61.5767)  time: 2.8125  data: 2.2996  max mem: 3331
[20:20:39.843904] Test:  [12/13]  eta: 0:00:02  loss: 3.0562 (3.0575)  acc1: 37.6953 (37.7440)  acc5: 61.5234 (61.4880)  time: 2.4262  data: 1.9458  max mem: 3331
[20:20:40.121016] Test: Total time: 0:00:31 (2.4478 s / it)
[20:20:40.122209] * Acc@1 37.994 Acc@5 61.520 loss 3.018
[20:20:40.122304] Accuracy of the network on the 50000 test images: 38.0%
[20:20:40.122326] Max accuracy: 37.99%
[20:20:40.133660] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[20:20:57.253033] Epoch: [62]  [  0/312]  eta: 1:28:58  lr: 1.747230  loss: 3.1965 (3.1965)  time: 17.1117  data: 15.4012  max mem: 3331
[20:21:29.173760] Epoch: [62]  [ 20/312]  eta: 0:11:21  lr: 1.740058  loss: 3.1142 (3.1169)  time: 1.5960  data: 0.8207  max mem: 3331
[20:22:01.743798] Epoch: [62]  [ 40/312]  eta: 0:09:01  lr: 1.732894  loss: 3.1623 (3.1447)  time: 1.6284  data: 0.7129  max mem: 3331
[20:22:33.935486] Epoch: [62]  [ 60/312]  eta: 0:07:50  lr: 1.725740  loss: 3.1317 (3.1510)  time: 1.6095  data: 0.4968  max mem: 3331
[20:23:05.340536] Epoch: [62]  [ 80/312]  eta: 0:06:55  lr: 1.718595  loss: 3.2422 (3.1727)  time: 1.5702  data: 0.1556  max mem: 3331
[20:23:36.344405] Epoch: [62]  [100/312]  eta: 0:06:09  lr: 1.711460  loss: 3.2083 (3.1756)  time: 1.5501  data: 0.0501  max mem: 3331
[20:24:07.011536] Epoch: [62]  [120/312]  eta: 0:05:28  lr: 1.704333  loss: 3.1256 (3.1755)  time: 1.5333  data: 0.0348  max mem: 3331
[20:24:38.193242] Epoch: [62]  [140/312]  eta: 0:04:50  lr: 1.697217  loss: 3.1742 (3.1767)  time: 1.5590  data: 0.0183  max mem: 3331
[20:25:08.880504] Epoch: [62]  [160/312]  eta: 0:04:13  lr: 1.690110  loss: 3.1072 (3.1768)  time: 1.5343  data: 0.0003  max mem: 3331
[20:25:39.563395] Epoch: [62]  [180/312]  eta: 0:03:38  lr: 1.683012  loss: 3.2041 (3.1819)  time: 1.5341  data: 0.0003  max mem: 3331
[20:26:09.687404] Epoch: [62]  [200/312]  eta: 0:03:03  lr: 1.675924  loss: 3.1737 (3.1809)  time: 1.5061  data: 0.0003  max mem: 3331
[20:26:41.114281] Epoch: [62]  [220/312]  eta: 0:02:30  lr: 1.668846  loss: 3.1537 (3.1809)  time: 1.5713  data: 0.0003  max mem: 3331
[20:27:12.214447] Epoch: [62]  [240/312]  eta: 0:01:57  lr: 1.661778  loss: 3.1660 (3.1787)  time: 1.5549  data: 0.0003  max mem: 3331
[20:27:42.775143] Epoch: [62]  [260/312]  eta: 0:01:24  lr: 1.654719  loss: 3.1467 (3.1770)  time: 1.5279  data: 0.0003  max mem: 3331
[20:28:14.519547] Epoch: [62]  [280/312]  eta: 0:00:51  lr: 1.647670  loss: 3.1695 (3.1790)  time: 1.5870  data: 0.0003  max mem: 3331
[20:28:43.317793] Epoch: [62]  [300/312]  eta: 0:00:19  lr: 1.640631  loss: 3.1755 (3.1817)  time: 1.4390  data: 0.0011  max mem: 3331
[20:28:56.853283] Epoch: [62]  [311/312]  eta: 0:00:01  lr: 1.637818  loss: 3.2363 (3.1851)  time: 1.3356  data: 0.0010  max mem: 3331
[20:28:57.730092] Epoch: [62] Total time: 0:08:17 (1.5949 s / it)
[20:28:57.741544] Averaged stats: lr: 1.637818  loss: 3.2363 (3.1731)
[20:28:57.741858] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[20:28:57.741925] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-62.pth')]
[20:28:57.741964] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-62.pth
[20:29:15.283101] Test:  [ 0/13]  eta: 0:03:43  loss: 2.9227 (2.9227)  acc1: 40.4297 (40.4297)  acc5: 63.0859 (63.0859)  time: 17.1593  data: 16.6616  max mem: 3331
[20:29:29.621020] Test:  [10/13]  eta: 0:00:08  loss: 3.0393 (3.0513)  acc1: 38.0859 (37.8018)  acc5: 61.9141 (61.6477)  time: 2.8633  data: 2.3656  max mem: 3331
[20:29:30.225862] Test:  [12/13]  eta: 0:00:02  loss: 3.0393 (3.0349)  acc1: 38.0859 (38.0960)  acc5: 61.9141 (61.7920)  time: 2.4692  data: 2.0017  max mem: 3331
[20:29:30.479954] Test: Total time: 0:00:32 (2.4890 s / it)
[20:29:31.412010] * Acc@1 38.106 Acc@5 61.502 loss 3.008
[20:29:31.429065] Accuracy of the network on the 50000 test images: 38.1%
[20:29:31.429100] Max accuracy: 38.11%
[20:29:31.445090] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[20:29:48.805971] Epoch: [63]  [  0/312]  eta: 1:30:16  lr: 1.636412  loss: 2.9719 (2.9719)  time: 17.3602  data: 15.5408  max mem: 3331
[20:30:19.437535] Epoch: [63]  [ 20/312]  eta: 0:11:07  lr: 1.629389  loss: 3.1119 (3.1032)  time: 1.5315  data: 0.7640  max mem: 3331
[20:30:49.083951] Epoch: [63]  [ 40/312]  eta: 0:08:35  lr: 1.622375  loss: 3.1458 (3.1336)  time: 1.4822  data: 0.6105  max mem: 3331
[20:31:20.712269] Epoch: [63]  [ 60/312]  eta: 0:07:31  lr: 1.615372  loss: 3.0612 (3.1118)  time: 1.5813  data: 0.5261  max mem: 3331
[20:31:51.331284] Epoch: [63]  [ 80/312]  eta: 0:06:40  lr: 1.608379  loss: 3.1724 (3.1232)  time: 1.5309  data: 0.3964  max mem: 3331
[20:32:22.117203] Epoch: [63]  [100/312]  eta: 0:05:58  lr: 1.601395  loss: 3.2093 (3.1403)  time: 1.5392  data: 0.2918  max mem: 3331
[20:32:52.703977] Epoch: [63]  [120/312]  eta: 0:05:19  lr: 1.594422  loss: 3.1492 (3.1404)  time: 1.5284  data: 0.2225  max mem: 3331
[20:33:23.723636] Epoch: [63]  [140/312]  eta: 0:04:43  lr: 1.587459  loss: 3.1736 (3.1463)  time: 1.5509  data: 0.1173  max mem: 3331
[20:33:54.576874] Epoch: [63]  [160/312]  eta: 0:04:08  lr: 1.580507  loss: 3.1416 (3.1496)  time: 1.5426  data: 0.0681  max mem: 3331
[20:34:25.351017] Epoch: [63]  [180/312]  eta: 0:03:34  lr: 1.573564  loss: 3.0813 (3.1461)  time: 1.5386  data: 0.0645  max mem: 3331
[20:34:55.965208] Epoch: [63]  [200/312]  eta: 0:03:00  lr: 1.566632  loss: 3.1039 (3.1418)  time: 1.5306  data: 0.0003  max mem: 3331
[20:35:26.111782] Epoch: [63]  [220/312]  eta: 0:02:27  lr: 1.559710  loss: 3.2105 (3.1481)  time: 1.5073  data: 0.0003  max mem: 3331
[20:35:56.929799] Epoch: [63]  [240/312]  eta: 0:01:55  lr: 1.552799  loss: 3.0928 (3.1455)  time: 1.5408  data: 0.0005  max mem: 3331
[20:36:27.825227] Epoch: [63]  [260/312]  eta: 0:01:22  lr: 1.545898  loss: 3.1531 (3.1464)  time: 1.5446  data: 0.0003  max mem: 3331
[20:36:58.768626] Epoch: [63]  [280/312]  eta: 0:00:50  lr: 1.539007  loss: 3.1547 (3.1485)  time: 1.5471  data: 0.0003  max mem: 3331
[20:37:28.993549] Epoch: [63]  [300/312]  eta: 0:00:19  lr: 1.532127  loss: 3.2091 (3.1528)  time: 1.5112  data: 0.0014  max mem: 3331
[20:37:42.686696] Epoch: [63]  [311/312]  eta: 0:00:01  lr: 1.529378  loss: 3.2046 (3.1553)  time: 1.4115  data: 0.0013  max mem: 3331
[20:37:43.648606] Epoch: [63] Total time: 0:08:12 (1.5776 s / it)
[20:37:43.654493] Averaged stats: lr: 1.529378  loss: 3.2046 (3.1678)
[20:37:43.654807] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[20:37:43.654872] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-63.pth')]
[20:37:43.654910] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-63.pth
[20:38:00.714849] Test:  [ 0/13]  eta: 0:03:36  loss: 2.9664 (2.9664)  acc1: 39.8438 (39.8438)  acc5: 62.8906 (62.8906)  time: 16.6782  data: 16.1802  max mem: 3331
[20:38:15.342034] Test:  [10/13]  eta: 0:00:08  loss: 3.0563 (3.0596)  acc1: 37.5000 (37.8906)  acc5: 61.5234 (61.6300)  time: 2.8458  data: 2.3483  max mem: 3331
[20:38:15.946939] Test:  [12/13]  eta: 0:00:02  loss: 3.0563 (3.0533)  acc1: 37.5000 (38.1920)  acc5: 61.5234 (61.7600)  time: 2.4544  data: 1.9870  max mem: 3331
[20:38:16.188695] Test: Total time: 0:00:32 (2.4733 s / it)
[20:38:16.934947] * Acc@1 37.976 Acc@5 61.592 loss 3.009
[20:38:16.935086] Accuracy of the network on the 50000 test images: 38.0%
[20:38:16.935111] Max accuracy: 38.11%
[20:38:16.950923] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[20:38:34.884029] Epoch: [64]  [  0/312]  eta: 1:33:14  lr: 1.528005  loss: 2.9479 (2.9479)  time: 17.9325  data: 16.3614  max mem: 3331
[20:39:06.130062] Epoch: [64]  [ 20/312]  eta: 0:11:23  lr: 1.521142  loss: 3.1458 (3.1594)  time: 1.5622  data: 0.7032  max mem: 3331
[20:39:36.365628] Epoch: [64]  [ 40/312]  eta: 0:08:46  lr: 1.514289  loss: 3.1270 (3.1516)  time: 1.5070  data: 0.4693  max mem: 3331
[20:40:07.501555] Epoch: [64]  [ 60/312]  eta: 0:07:36  lr: 1.507447  loss: 3.1051 (3.1411)  time: 1.5559  data: 0.3519  max mem: 3331
[20:40:38.401623] Epoch: [64]  [ 80/312]  eta: 0:06:44  lr: 1.500617  loss: 3.1583 (3.1512)  time: 1.5449  data: 0.3029  max mem: 3331
[20:41:08.778914] Epoch: [64]  [100/312]  eta: 0:06:00  lr: 1.493796  loss: 3.1328 (3.1511)  time: 1.5188  data: 0.1763  max mem: 3331
[20:41:40.384856] Epoch: [64]  [120/312]  eta: 0:05:22  lr: 1.486987  loss: 3.1435 (3.1513)  time: 1.5802  data: 0.0737  max mem: 3331
[20:42:11.348247] Epoch: [64]  [140/312]  eta: 0:04:45  lr: 1.480188  loss: 3.1782 (3.1561)  time: 1.5480  data: 0.0863  max mem: 3331
[20:42:41.496682] Epoch: [64]  [160/312]  eta: 0:04:09  lr: 1.473401  loss: 3.1575 (3.1549)  time: 1.5073  data: 0.0321  max mem: 3331
[20:43:11.992275] Epoch: [64]  [180/312]  eta: 0:03:35  lr: 1.466624  loss: 3.1816 (3.1557)  time: 1.5247  data: 0.0278  max mem: 3331
[20:43:43.190210] Epoch: [64]  [200/312]  eta: 0:03:01  lr: 1.459858  loss: 3.1600 (3.1582)  time: 1.5598  data: 0.0003  max mem: 3331
[20:44:14.490633] Epoch: [64]  [220/312]  eta: 0:02:28  lr: 1.453104  loss: 3.1806 (3.1611)  time: 1.5650  data: 0.0003  max mem: 3331
[20:44:45.120808] Epoch: [64]  [240/312]  eta: 0:01:55  lr: 1.446360  loss: 3.1639 (3.1615)  time: 1.5314  data: 0.0003  max mem: 3331
[20:45:15.046666] Epoch: [64]  [260/312]  eta: 0:01:23  lr: 1.439627  loss: 3.0954 (3.1567)  time: 1.4962  data: 0.0003  max mem: 3331
[20:45:45.606091] Epoch: [64]  [280/312]  eta: 0:00:51  lr: 1.432906  loss: 3.1161 (3.1549)  time: 1.5279  data: 0.0003  max mem: 3331
[20:46:16.047955] Epoch: [64]  [300/312]  eta: 0:00:19  lr: 1.426196  loss: 3.2327 (3.1589)  time: 1.5220  data: 0.0043  max mem: 3331
[20:46:30.430700] Epoch: [64]  [311/312]  eta: 0:00:01  lr: 1.423515  loss: 3.1670 (3.1597)  time: 1.4377  data: 0.0042  max mem: 3331
[20:46:31.355799] Epoch: [64] Total time: 0:08:14 (1.5846 s / it)
[20:46:31.366549] Averaged stats: lr: 1.423515  loss: 3.1670 (3.1594)
[20:46:31.366876] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[20:46:31.366941] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-64.pth')]
[20:46:31.366979] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-64.pth
[20:46:48.353566] Test:  [ 0/13]  eta: 0:03:35  loss: 2.9564 (2.9564)  acc1: 39.2578 (39.2578)  acc5: 62.5000 (62.5000)  time: 16.6019  data: 16.1047  max mem: 3331
[20:47:01.356320] Test:  [10/13]  eta: 0:00:08  loss: 3.0323 (3.0442)  acc1: 37.8906 (37.9794)  acc5: 61.7188 (61.8075)  time: 2.6912  data: 2.1936  max mem: 3331
[20:47:01.961270] Test:  [12/13]  eta: 0:00:02  loss: 3.0323 (3.0349)  acc1: 37.8906 (38.1760)  acc5: 61.7188 (61.8560)  time: 2.3236  data: 1.8561  max mem: 3331
[20:47:02.250634] Test: Total time: 0:00:30 (2.3461 s / it)
[20:47:03.454258] * Acc@1 38.252 Acc@5 61.850 loss 2.997
[20:47:03.454406] Accuracy of the network on the 50000 test images: 38.3%
[20:47:03.454429] Max accuracy: 38.25%
[20:47:03.464545] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[20:47:21.138092] Epoch: [65]  [  0/312]  eta: 1:31:52  lr: 1.422175  loss: 3.0456 (3.0456)  time: 17.6667  data: 15.7113  max mem: 3331
[20:47:52.660183] Epoch: [65]  [ 20/312]  eta: 0:11:23  lr: 1.415483  loss: 3.1179 (3.1173)  time: 1.5760  data: 0.7368  max mem: 3331
[20:48:22.964660] Epoch: [65]  [ 40/312]  eta: 0:08:47  lr: 1.408802  loss: 3.0685 (3.1088)  time: 1.5151  data: 0.5753  max mem: 3331
[20:48:56.253650] Epoch: [65]  [ 60/312]  eta: 0:07:45  lr: 1.402133  loss: 3.1356 (3.1174)  time: 1.6644  data: 0.5048  max mem: 3331
[20:49:29.561283] Epoch: [65]  [ 80/312]  eta: 0:06:58  lr: 1.395475  loss: 3.1757 (3.1287)  time: 1.6653  data: 0.3394  max mem: 3331
[20:50:02.850679] Epoch: [65]  [100/312]  eta: 0:06:16  lr: 1.388828  loss: 3.1484 (3.1337)  time: 1.6644  data: 0.1585  max mem: 3331
[20:50:36.807671] Epoch: [65]  [120/312]  eta: 0:05:38  lr: 1.382193  loss: 3.1732 (3.1378)  time: 1.6975  data: 0.0722  max mem: 3331
[20:51:08.384927] Epoch: [65]  [140/312]  eta: 0:04:58  lr: 1.375569  loss: 3.1691 (3.1390)  time: 1.5778  data: 0.0092  max mem: 3331
[20:51:38.864165] Epoch: [65]  [160/312]  eta: 0:04:19  lr: 1.368957  loss: 3.1529 (3.1412)  time: 1.5239  data: 0.0003  max mem: 3331
[20:52:12.277854] Epoch: [65]  [180/312]  eta: 0:03:45  lr: 1.362357  loss: 3.0899 (3.1384)  time: 1.6706  data: 0.0003  max mem: 3331
[20:52:43.906099] Epoch: [65]  [200/312]  eta: 0:03:09  lr: 1.355768  loss: 3.1108 (3.1380)  time: 1.5813  data: 0.0003  max mem: 3331
[20:53:15.531351] Epoch: [65]  [220/312]  eta: 0:02:34  lr: 1.349190  loss: 3.1469 (3.1402)  time: 1.5806  data: 0.0003  max mem: 3331
[20:53:47.722179] Epoch: [65]  [240/312]  eta: 0:02:00  lr: 1.342625  loss: 3.1444 (3.1428)  time: 1.6094  data: 0.0003  max mem: 3331
[20:54:20.046529] Epoch: [65]  [260/312]  eta: 0:01:26  lr: 1.336071  loss: 3.1836 (3.1468)  time: 1.6161  data: 0.0003  max mem: 3331
[20:54:50.597039] Epoch: [65]  [280/312]  eta: 0:00:53  lr: 1.329530  loss: 3.1709 (3.1500)  time: 1.5274  data: 0.0003  max mem: 3331
[20:55:22.230659] Epoch: [65]  [300/312]  eta: 0:00:19  lr: 1.322999  loss: 3.1379 (3.1515)  time: 1.5816  data: 0.0012  max mem: 3331
[20:55:36.733662] Epoch: [65]  [311/312]  eta: 0:00:01  lr: 1.320391  loss: 3.1313 (3.1500)  time: 1.4844  data: 0.0011  max mem: 3331
[20:55:37.674302] Epoch: [65] Total time: 0:08:34 (1.6481 s / it)
[20:55:37.674997] Averaged stats: lr: 1.320391  loss: 3.1313 (3.1505)
[20:55:37.675310] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[20:55:37.675385] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-65.pth')]
[20:55:37.675425] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-65.pth
[20:55:55.583393] Test:  [ 0/13]  eta: 0:03:47  loss: 2.9243 (2.9243)  acc1: 40.2344 (40.2344)  acc5: 62.6953 (62.6953)  time: 17.5257  data: 17.0283  max mem: 3331
[20:56:09.115012] Test:  [10/13]  eta: 0:00:08  loss: 3.0398 (3.0370)  acc1: 38.6719 (38.6719)  acc5: 62.1094 (61.9851)  time: 2.8233  data: 2.3256  max mem: 3331
[20:56:09.829597] Test:  [12/13]  eta: 0:00:02  loss: 3.0398 (3.0249)  acc1: 38.6719 (38.8640)  acc5: 62.1094 (62.1440)  time: 2.4438  data: 1.9763  max mem: 3331
[20:56:10.073193] Test: Total time: 0:00:32 (2.4628 s / it)
[20:56:11.898140] * Acc@1 38.450 Acc@5 61.952 loss 2.990
[20:56:11.898284] Accuracy of the network on the 50000 test images: 38.5%
[20:56:11.898307] Max accuracy: 38.45%
[20:56:11.911927] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[20:56:29.908294] Epoch: [66]  [  0/312]  eta: 1:33:34  lr: 1.319087  loss: 3.1467 (3.1467)  time: 17.9958  data: 17.4158  max mem: 3331
[20:57:02.596005] Epoch: [66]  [ 20/312]  eta: 0:11:44  lr: 1.312576  loss: 3.1034 (3.1057)  time: 1.6343  data: 0.9560  max mem: 3331
[20:57:33.348434] Epoch: [66]  [ 40/312]  eta: 0:09:00  lr: 1.306077  loss: 3.1140 (3.1153)  time: 1.5375  data: 0.9511  max mem: 3331
[20:58:05.253253] Epoch: [66]  [ 60/312]  eta: 0:07:48  lr: 1.299590  loss: 3.1090 (3.1257)  time: 1.5952  data: 0.9519  max mem: 3331
[20:58:39.383873] Epoch: [66]  [ 80/312]  eta: 0:07:02  lr: 1.293115  loss: 3.1287 (3.1291)  time: 1.7064  data: 0.8456  max mem: 3331
[20:59:13.923471] Epoch: [66]  [100/312]  eta: 0:06:22  lr: 1.286652  loss: 3.1227 (3.1273)  time: 1.7269  data: 0.7545  max mem: 3331
[20:59:46.531515] Epoch: [66]  [120/312]  eta: 0:05:40  lr: 1.280202  loss: 3.0771 (3.1227)  time: 1.6303  data: 0.6553  max mem: 3331
[21:00:18.688339] Epoch: [66]  [140/312]  eta: 0:05:01  lr: 1.273763  loss: 3.1692 (3.1308)  time: 1.6078  data: 0.5851  max mem: 3331
[21:00:50.740312] Epoch: [66]  [160/312]  eta: 0:04:23  lr: 1.267337  loss: 3.1937 (3.1387)  time: 1.6025  data: 0.2711  max mem: 3331
[21:01:23.701487] Epoch: [66]  [180/312]  eta: 0:03:47  lr: 1.260923  loss: 3.1555 (3.1416)  time: 1.6480  data: 0.1978  max mem: 3331
[21:01:54.707238] Epoch: [66]  [200/312]  eta: 0:03:11  lr: 1.254521  loss: 3.1483 (3.1411)  time: 1.5502  data: 0.0355  max mem: 3331
[21:02:25.597512] Epoch: [66]  [220/312]  eta: 0:02:35  lr: 1.248131  loss: 3.1443 (3.1416)  time: 1.5444  data: 0.0003  max mem: 3331
[21:02:57.150116] Epoch: [66]  [240/312]  eta: 0:02:01  lr: 1.241754  loss: 3.1451 (3.1434)  time: 1.5775  data: 0.0003  max mem: 3331
[21:03:28.263570] Epoch: [66]  [260/312]  eta: 0:01:26  lr: 1.235389  loss: 3.1658 (3.1458)  time: 1.5556  data: 0.0003  max mem: 3331
[21:04:00.037612] Epoch: [66]  [280/312]  eta: 0:00:53  lr: 1.229037  loss: 3.1615 (3.1462)  time: 1.5886  data: 0.0003  max mem: 3331
[21:04:30.304064] Epoch: [66]  [300/312]  eta: 0:00:19  lr: 1.222697  loss: 3.1837 (3.1482)  time: 1.5132  data: 0.0011  max mem: 3331
[21:04:44.768565] Epoch: [66]  [311/312]  eta: 0:00:01  lr: 1.220165  loss: 3.1282 (3.1486)  time: 1.4476  data: 0.0010  max mem: 3331
[21:04:45.675497] Epoch: [66] Total time: 0:08:33 (1.6467 s / it)
[21:04:45.676220] Averaged stats: lr: 1.220165  loss: 3.1282 (3.1395)
[21:04:45.676547] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[21:04:45.676611] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-66.pth')]
[21:04:45.676651] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-66.pth
[21:05:03.683706] Test:  [ 0/13]  eta: 0:03:49  loss: 2.9360 (2.9360)  acc1: 41.2109 (41.2109)  acc5: 63.4766 (63.4766)  time: 17.6285  data: 17.1303  max mem: 3331
[21:05:17.128522] Test:  [10/13]  eta: 0:00:08  loss: 3.0161 (3.0291)  acc1: 38.4766 (38.7962)  acc5: 61.7188 (61.5589)  time: 2.8247  data: 2.3089  max mem: 3331
[21:05:17.733450] Test:  [12/13]  eta: 0:00:02  loss: 3.0161 (3.0199)  acc1: 38.4766 (38.8960)  acc5: 61.7188 (61.6640)  time: 2.4366  data: 1.9537  max mem: 3331
[21:05:17.966628] Test: Total time: 0:00:31 (2.4548 s / it)
[21:05:20.344510] * Acc@1 38.568 Acc@5 61.964 loss 2.980
[21:05:20.344712] Accuracy of the network on the 50000 test images: 38.6%
[21:05:20.344741] Max accuracy: 38.57%
[21:05:20.359000] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[21:05:37.605970] Epoch: [67]  [  0/312]  eta: 1:29:38  lr: 1.218899  loss: 3.2260 (3.2260)  time: 17.2395  data: 16.0177  max mem: 3331
[21:06:08.808007] Epoch: [67]  [ 20/312]  eta: 0:11:13  lr: 1.212580  loss: 3.1027 (3.1060)  time: 1.5600  data: 0.8165  max mem: 3331
[21:06:40.595780] Epoch: [67]  [ 40/312]  eta: 0:08:52  lr: 1.206272  loss: 3.0962 (3.1078)  time: 1.5889  data: 0.8052  max mem: 3331
[21:07:11.715044] Epoch: [67]  [ 60/312]  eta: 0:07:39  lr: 1.199978  loss: 3.1420 (3.1207)  time: 1.5559  data: 0.6667  max mem: 3331
[21:07:43.062253] Epoch: [67]  [ 80/312]  eta: 0:06:48  lr: 1.193696  loss: 3.1310 (3.1273)  time: 1.5673  data: 0.5109  max mem: 3331
[21:08:15.669543] Epoch: [67]  [100/312]  eta: 0:06:07  lr: 1.187427  loss: 3.0705 (3.1220)  time: 1.6303  data: 0.3606  max mem: 3331
[21:08:46.832849] Epoch: [67]  [120/312]  eta: 0:05:27  lr: 1.181171  loss: 3.1367 (3.1239)  time: 1.5581  data: 0.1596  max mem: 3331
[21:09:18.446779] Epoch: [67]  [140/312]  eta: 0:04:50  lr: 1.174927  loss: 3.1198 (3.1270)  time: 1.5806  data: 0.0727  max mem: 3331
[21:09:51.461785] Epoch: [67]  [160/312]  eta: 0:04:15  lr: 1.168696  loss: 3.1717 (3.1302)  time: 1.6507  data: 0.0353  max mem: 3331
[21:10:23.361763] Epoch: [67]  [180/312]  eta: 0:03:40  lr: 1.162479  loss: 3.1333 (3.1320)  time: 1.5949  data: 0.0003  max mem: 3331
[21:10:55.318308] Epoch: [67]  [200/312]  eta: 0:03:06  lr: 1.156274  loss: 3.1450 (3.1346)  time: 1.5977  data: 0.0003  max mem: 3331
[21:11:28.092029] Epoch: [67]  [220/312]  eta: 0:02:33  lr: 1.150082  loss: 3.2154 (3.1407)  time: 1.6386  data: 0.0003  max mem: 3331
[21:12:00.381894] Epoch: [67]  [240/312]  eta: 0:01:59  lr: 1.143903  loss: 3.1354 (3.1405)  time: 1.6144  data: 0.0003  max mem: 3331
[21:12:32.075531] Epoch: [67]  [260/312]  eta: 0:01:26  lr: 1.137737  loss: 3.1891 (3.1448)  time: 1.5846  data: 0.0003  max mem: 3331
[21:13:04.414484] Epoch: [67]  [280/312]  eta: 0:00:52  lr: 1.131584  loss: 3.1905 (3.1469)  time: 1.6169  data: 0.0003  max mem: 3331
[21:13:35.686561] Epoch: [67]  [300/312]  eta: 0:00:19  lr: 1.125444  loss: 3.1250 (3.1477)  time: 1.5630  data: 0.0011  max mem: 3331
[21:13:50.274756] Epoch: [67]  [311/312]  eta: 0:00:01  lr: 1.122992  loss: 3.1336 (3.1484)  time: 1.4694  data: 0.0010  max mem: 3331
[21:13:51.223959] Epoch: [67] Total time: 0:08:30 (1.6374 s / it)
[21:13:51.224778] Averaged stats: lr: 1.122992  loss: 3.1336 (3.1353)
[21:13:51.225076] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[21:13:51.225140] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-67.pth')]
[21:13:51.225179] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-67.pth
[21:14:08.648891] Test:  [ 0/13]  eta: 0:03:41  loss: 2.9218 (2.9218)  acc1: 39.6484 (39.6484)  acc5: 63.0859 (63.0859)  time: 17.0398  data: 16.5419  max mem: 3331
[21:14:22.926733] Test:  [10/13]  eta: 0:00:08  loss: 3.0222 (3.0272)  acc1: 38.8672 (38.4055)  acc5: 62.3047 (61.8963)  time: 2.8469  data: 2.3494  max mem: 3331
[21:14:23.531380] Test:  [12/13]  eta: 0:00:02  loss: 3.0222 (3.0169)  acc1: 38.8672 (38.5120)  acc5: 62.8906 (62.0960)  time: 2.4554  data: 1.9880  max mem: 3331
[21:14:23.912015] Test: Total time: 0:00:32 (2.4849 s / it)
[21:14:25.516656] * Acc@1 38.534 Acc@5 62.208 loss 2.979
[21:14:25.516806] Accuracy of the network on the 50000 test images: 38.5%
[21:14:25.516828] Max accuracy: 38.57%
[21:14:25.532462] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[21:14:43.621088] Epoch: [68]  [  0/312]  eta: 1:34:03  lr: 1.121766  loss: 3.0551 (3.0551)  time: 18.0880  data: 16.5775  max mem: 3331
[21:15:14.784577] Epoch: [68]  [ 20/312]  eta: 0:11:24  lr: 1.115647  loss: 3.1145 (3.1120)  time: 1.5581  data: 0.8481  max mem: 3331
[21:15:46.544039] Epoch: [68]  [ 40/312]  eta: 0:08:57  lr: 1.109542  loss: 3.0776 (3.0979)  time: 1.5879  data: 0.8161  max mem: 3331
[21:16:18.567176] Epoch: [68]  [ 60/312]  eta: 0:07:46  lr: 1.103450  loss: 3.1111 (3.1105)  time: 1.6011  data: 0.7334  max mem: 3331
[21:16:51.156576] Epoch: [68]  [ 80/312]  eta: 0:06:57  lr: 1.097371  loss: 3.0753 (3.1004)  time: 1.6294  data: 0.5576  max mem: 3331
[21:17:23.644884] Epoch: [68]  [100/312]  eta: 0:06:13  lr: 1.091305  loss: 3.1215 (3.1109)  time: 1.6243  data: 0.3422  max mem: 3331
[21:17:57.636920] Epoch: [68]  [120/312]  eta: 0:05:36  lr: 1.085253  loss: 3.1345 (3.1182)  time: 1.6995  data: 0.3280  max mem: 3331
[21:18:29.273882] Epoch: [68]  [140/312]  eta: 0:04:57  lr: 1.079214  loss: 3.0819 (3.1181)  time: 1.5808  data: 0.1440  max mem: 3331
[21:19:02.500549] Epoch: [68]  [160/312]  eta: 0:04:21  lr: 1.073188  loss: 3.1266 (3.1213)  time: 1.6612  data: 0.0939  max mem: 3331
[21:19:34.954517] Epoch: [68]  [180/312]  eta: 0:03:45  lr: 1.067176  loss: 3.0739 (3.1173)  time: 1.6226  data: 0.0339  max mem: 3331
[21:20:08.817523] Epoch: [68]  [200/312]  eta: 0:03:11  lr: 1.061178  loss: 3.2583 (3.1261)  time: 1.6931  data: 0.0203  max mem: 3331
[21:20:41.315229] Epoch: [68]  [220/312]  eta: 0:02:36  lr: 1.055193  loss: 3.1187 (3.1245)  time: 1.6248  data: 0.0247  max mem: 3331
[21:21:14.551193] Epoch: [68]  [240/312]  eta: 0:02:02  lr: 1.049221  loss: 3.1057 (3.1226)  time: 1.6617  data: 0.0258  max mem: 3331
[21:21:47.041841] Epoch: [68]  [260/312]  eta: 0:01:27  lr: 1.043264  loss: 3.1422 (3.1254)  time: 1.6244  data: 0.0084  max mem: 3331
[21:22:20.154136] Epoch: [68]  [280/312]  eta: 0:00:54  lr: 1.037320  loss: 3.1474 (3.1286)  time: 1.6555  data: 0.0003  max mem: 3331
[21:22:52.266583] Epoch: [68]  [300/312]  eta: 0:00:20  lr: 1.031389  loss: 3.0739 (3.1288)  time: 1.6055  data: 0.0012  max mem: 3331
[21:23:07.478628] Epoch: [68]  [311/312]  eta: 0:00:01  lr: 1.029021  loss: 3.0798 (3.1275)  time: 1.4909  data: 0.0011  max mem: 3331
[21:23:08.365744] Epoch: [68] Total time: 0:08:42 (1.6757 s / it)
[21:23:08.549849] Averaged stats: lr: 1.029021  loss: 3.0798 (3.1259)
[21:23:08.550203] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[21:23:08.551023] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-68.pth')]
[21:23:08.551064] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-68.pth
[21:23:26.825789] Test:  [ 0/13]  eta: 0:03:52  loss: 2.8969 (2.8969)  acc1: 41.0156 (41.0156)  acc5: 62.6953 (62.6953)  time: 17.8909  data: 17.3931  max mem: 3331
[21:23:41.576536] Test:  [10/13]  eta: 0:00:08  loss: 3.0039 (3.0112)  acc1: 38.6719 (38.7607)  acc5: 62.6953 (62.3224)  time: 2.9672  data: 2.4525  max mem: 3331
[21:23:42.181792] Test:  [12/13]  eta: 0:00:02  loss: 3.0039 (3.0038)  acc1: 38.6719 (38.7840)  acc5: 62.6953 (62.4800)  time: 2.5571  data: 2.0752  max mem: 3331
[21:23:42.434654] Test: Total time: 0:00:33 (2.5770 s / it)
[21:23:42.435623] * Acc@1 38.584 Acc@5 62.190 loss 2.973
[21:23:42.435732] Accuracy of the network on the 50000 test images: 38.6%
[21:23:42.435754] Max accuracy: 38.58%
[21:23:42.451342] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[21:24:00.013066] Epoch: [69]  [  0/312]  eta: 1:31:19  lr: 1.027838  loss: 3.0972 (3.0972)  time: 17.5612  data: 16.2941  max mem: 3331
[21:24:31.180962] Epoch: [69]  [ 20/312]  eta: 0:11:17  lr: 1.021929  loss: 3.1119 (3.1154)  time: 1.5583  data: 0.7430  max mem: 3331
[21:25:01.789159] Epoch: [69]  [ 40/312]  eta: 0:08:46  lr: 1.016035  loss: 3.0831 (3.0969)  time: 1.5303  data: 0.7545  max mem: 3331
[21:25:34.499652] Epoch: [69]  [ 60/312]  eta: 0:07:42  lr: 1.010154  loss: 3.1092 (3.0945)  time: 1.6354  data: 0.8092  max mem: 3331
[21:26:07.021805] Epoch: [69]  [ 80/312]  eta: 0:06:54  lr: 1.004287  loss: 3.0373 (3.0908)  time: 1.6260  data: 0.6701  max mem: 3331
[21:26:38.327960] Epoch: [69]  [100/312]  eta: 0:06:09  lr: 0.998434  loss: 3.0739 (3.0930)  time: 1.5652  data: 0.6520  max mem: 3331
[21:27:10.651307] Epoch: [69]  [120/312]  eta: 0:05:30  lr: 0.992595  loss: 3.0818 (3.0948)  time: 1.6161  data: 0.6128  max mem: 3331
[21:27:43.601157] Epoch: [69]  [140/312]  eta: 0:04:54  lr: 0.986770  loss: 3.1324 (3.0991)  time: 1.6474  data: 0.4171  max mem: 3331
[21:28:16.279440] Epoch: [69]  [160/312]  eta: 0:04:18  lr: 0.980959  loss: 3.0869 (3.0989)  time: 1.6338  data: 0.1059  max mem: 3331
[21:28:49.522880] Epoch: [69]  [180/312]  eta: 0:03:43  lr: 0.975162  loss: 3.1459 (3.1020)  time: 1.6621  data: 0.0696  max mem: 3331
[21:29:22.549002] Epoch: [69]  [200/312]  eta: 0:03:09  lr: 0.969380  loss: 3.1246 (3.1049)  time: 1.6512  data: 0.0039  max mem: 3331
[21:29:55.464457] Epoch: [69]  [220/312]  eta: 0:02:35  lr: 0.963611  loss: 3.1609 (3.1115)  time: 1.6457  data: 0.0003  max mem: 3331
[21:30:27.260793] Epoch: [69]  [240/312]  eta: 0:02:00  lr: 0.957857  loss: 3.1259 (3.1129)  time: 1.5893  data: 0.0003  max mem: 3331
[21:30:59.387967] Epoch: [69]  [260/312]  eta: 0:01:27  lr: 0.952116  loss: 3.1714 (3.1191)  time: 1.6063  data: 0.0003  max mem: 3331
[21:31:33.141784] Epoch: [69]  [280/312]  eta: 0:00:53  lr: 0.946390  loss: 3.1359 (3.1203)  time: 1.6876  data: 0.0003  max mem: 3331
[21:32:04.815691] Epoch: [69]  [300/312]  eta: 0:00:20  lr: 0.940678  loss: 3.1578 (3.1222)  time: 1.5836  data: 0.0011  max mem: 3331
[21:32:21.111123] Epoch: [69]  [311/312]  eta: 0:00:01  lr: 0.938398  loss: 3.1062 (3.1235)  time: 1.5422  data: 0.0009  max mem: 3331
[21:32:21.985108] Epoch: [69] Total time: 0:08:39 (1.6652 s / it)
[21:32:21.994733] Averaged stats: lr: 0.938398  loss: 3.1062 (3.1184)
[21:32:21.995052] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[21:32:21.995115] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-69.pth')]
[21:32:21.995154] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-69.pth
[21:32:40.398477] Test:  [ 0/13]  eta: 0:03:54  loss: 2.9020 (2.9020)  acc1: 39.6484 (39.6484)  acc5: 62.6953 (62.6953)  time: 18.0226  data: 17.5251  max mem: 3331
[21:32:54.245229] Test:  [10/13]  eta: 0:00:08  loss: 3.0040 (3.0139)  acc1: 38.4766 (38.4943)  acc5: 61.7188 (61.7720)  time: 2.8971  data: 2.3817  max mem: 3331
[21:32:54.861665] Test:  [12/13]  eta: 0:00:02  loss: 3.0040 (3.0061)  acc1: 38.4766 (38.7200)  acc5: 61.7188 (61.8400)  time: 2.4978  data: 2.0153  max mem: 3331
[21:32:55.212871] Test: Total time: 0:00:32 (2.5260 s / it)
[21:32:57.237912] * Acc@1 38.728 Acc@5 62.310 loss 2.969
[21:32:57.238081] Accuracy of the network on the 50000 test images: 38.7%
[21:32:57.238103] Max accuracy: 38.73%
[21:32:57.254642] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[21:33:16.149445] Epoch: [70]  [  0/312]  eta: 1:38:14  lr: 0.937258  loss: 3.1864 (3.1864)  time: 18.8942  data: 17.2525  max mem: 3331
[21:33:50.420990] Epoch: [70]  [ 20/312]  eta: 0:12:19  lr: 0.931569  loss: 3.0572 (3.1034)  time: 1.7135  data: 0.6760  max mem: 3331
[21:34:25.466452] Epoch: [70]  [ 40/312]  eta: 0:09:45  lr: 0.925895  loss: 3.0704 (3.0964)  time: 1.7522  data: 0.3139  max mem: 3331
[21:34:56.383598] Epoch: [70]  [ 60/312]  eta: 0:08:12  lr: 0.920235  loss: 3.1065 (3.0955)  time: 1.5458  data: 0.0835  max mem: 3331
[21:35:27.111455] Epoch: [70]  [ 80/312]  eta: 0:07:09  lr: 0.914589  loss: 3.1186 (3.1024)  time: 1.5363  data: 0.1618  max mem: 3331
[21:36:00.116021] Epoch: [70]  [100/312]  eta: 0:06:23  lr: 0.908958  loss: 3.0777 (3.0978)  time: 1.6502  data: 0.0995  max mem: 3331
[21:36:32.796066] Epoch: [70]  [120/312]  eta: 0:05:41  lr: 0.903342  loss: 3.1177 (3.1002)  time: 1.6339  data: 0.0480  max mem: 3331
[21:37:06.212489] Epoch: [70]  [140/312]  eta: 0:05:03  lr: 0.897740  loss: 3.1171 (3.1029)  time: 1.6707  data: 0.0043  max mem: 3331
[21:37:41.458031] Epoch: [70]  [160/312]  eta: 0:04:28  lr: 0.892152  loss: 3.1148 (3.1032)  time: 1.7622  data: 0.0096  max mem: 3331
[21:38:14.888043] Epoch: [70]  [180/312]  eta: 0:03:51  lr: 0.886579  loss: 3.1196 (3.1045)  time: 1.6714  data: 0.0003  max mem: 3331
[21:38:49.043681] Epoch: [70]  [200/312]  eta: 0:03:16  lr: 0.881021  loss: 3.1294 (3.1055)  time: 1.7077  data: 0.0003  max mem: 3331
[21:39:22.740184] Epoch: [70]  [220/312]  eta: 0:02:40  lr: 0.875478  loss: 3.0824 (3.1071)  time: 1.6844  data: 0.0003  max mem: 3331
[21:39:59.217832] Epoch: [70]  [240/312]  eta: 0:02:06  lr: 0.869949  loss: 3.0682 (3.1056)  time: 1.8238  data: 0.0003  max mem: 3331
[21:40:33.651208] Epoch: [70]  [260/312]  eta: 0:01:30  lr: 0.864435  loss: 3.0628 (3.1026)  time: 1.7216  data: 0.0003  max mem: 3331
[21:41:07.740089] Epoch: [70]  [280/312]  eta: 0:00:55  lr: 0.858936  loss: 3.1806 (3.1078)  time: 1.7044  data: 0.0004  max mem: 3331
[21:41:40.181529] Epoch: [70]  [300/312]  eta: 0:00:20  lr: 0.853451  loss: 3.1130 (3.1077)  time: 1.6218  data: 0.0011  max mem: 3331
[21:41:55.667129] Epoch: [70]  [311/312]  eta: 0:00:01  lr: 0.851262  loss: 3.1221 (3.1082)  time: 1.5342  data: 0.0010  max mem: 3331
[21:41:56.562480] Epoch: [70] Total time: 0:08:59 (1.7286 s / it)
[21:41:56.563180] Averaged stats: lr: 0.851262  loss: 3.1221 (3.1109)
[21:41:56.563514] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[21:41:56.563588] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-70.pth')]
[21:41:56.563626] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-70.pth
[21:42:16.920268] Test:  [ 0/13]  eta: 0:04:19  loss: 2.9179 (2.9179)  acc1: 39.8438 (39.8438)  acc5: 63.2812 (63.2812)  time: 19.9700  data: 19.4725  max mem: 3331
[21:42:32.085997] Test:  [10/13]  eta: 0:00:09  loss: 3.0020 (3.0122)  acc1: 37.5000 (37.8196)  acc5: 62.5000 (62.5355)  time: 3.1934  data: 2.6839  max mem: 3331
[21:42:32.816241] Test:  [12/13]  eta: 0:00:02  loss: 3.0020 (3.0026)  acc1: 37.6953 (38.0640)  acc5: 62.5000 (62.6400)  time: 2.7582  data: 2.2807  max mem: 3331
[21:42:33.224465] Test: Total time: 0:00:36 (2.7904 s / it)
[21:42:34.255688] * Acc@1 38.746 Acc@5 62.322 loss 2.964
[21:42:34.255849] Accuracy of the network on the 50000 test images: 38.7%
[21:42:34.255874] Max accuracy: 38.75%
[21:42:34.274590] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[21:42:51.774588] Epoch: [71]  [  0/312]  eta: 1:30:56  lr: 0.850168  loss: 3.2139 (3.2139)  time: 17.4876  data: 15.1463  max mem: 3331
[21:43:23.377365] Epoch: [71]  [ 20/312]  eta: 0:11:22  lr: 0.844707  loss: 3.0350 (3.0384)  time: 1.5801  data: 0.8815  max mem: 3331
[21:43:56.958379] Epoch: [71]  [ 40/312]  eta: 0:09:08  lr: 0.839262  loss: 3.0777 (3.0547)  time: 1.6790  data: 0.8440  max mem: 3331
[21:44:29.077570] Epoch: [71]  [ 60/312]  eta: 0:07:54  lr: 0.833831  loss: 3.0684 (3.0662)  time: 1.6059  data: 0.5610  max mem: 3331
[21:45:01.144300] Epoch: [71]  [ 80/312]  eta: 0:07:00  lr: 0.828416  loss: 3.0422 (3.0628)  time: 1.6033  data: 0.6267  max mem: 3331
[21:45:34.087410] Epoch: [71]  [100/312]  eta: 0:06:17  lr: 0.823015  loss: 3.1153 (3.0761)  time: 1.6470  data: 0.4956  max mem: 3331
[21:46:07.244243] Epoch: [71]  [120/312]  eta: 0:05:37  lr: 0.817629  loss: 3.1196 (3.0857)  time: 1.6578  data: 0.3742  max mem: 3331
[21:46:41.349669] Epoch: [71]  [140/312]  eta: 0:05:01  lr: 0.812259  loss: 3.0741 (3.0883)  time: 1.7052  data: 0.1976  max mem: 3331
[21:47:13.297029] Epoch: [71]  [160/312]  eta: 0:04:23  lr: 0.806903  loss: 3.1203 (3.0893)  time: 1.5973  data: 0.0733  max mem: 3331
[21:47:44.961015] Epoch: [71]  [180/312]  eta: 0:03:46  lr: 0.801563  loss: 3.1061 (3.0904)  time: 1.5831  data: 0.0483  max mem: 3331
[21:48:16.433445] Epoch: [71]  [200/312]  eta: 0:03:10  lr: 0.796238  loss: 3.0467 (3.0869)  time: 1.5735  data: 0.0329  max mem: 3331
[21:48:48.696973] Epoch: [71]  [220/312]  eta: 0:02:35  lr: 0.790929  loss: 3.1245 (3.0887)  time: 1.6131  data: 0.0089  max mem: 3331
[21:49:21.080908] Epoch: [71]  [240/312]  eta: 0:02:01  lr: 0.785634  loss: 3.1240 (3.0911)  time: 1.6186  data: 0.0071  max mem: 3331
[21:49:53.915486] Epoch: [71]  [260/312]  eta: 0:01:27  lr: 0.780355  loss: 3.1205 (3.0924)  time: 1.6417  data: 0.0003  max mem: 3331
[21:50:27.233542] Epoch: [71]  [280/312]  eta: 0:00:53  lr: 0.775091  loss: 3.1538 (3.0953)  time: 1.6658  data: 0.0003  max mem: 3331
[21:50:57.999795] Epoch: [71]  [300/312]  eta: 0:00:20  lr: 0.769843  loss: 3.0975 (3.0959)  time: 1.5382  data: 0.0012  max mem: 3331
[21:51:15.674411] Epoch: [71]  [311/312]  eta: 0:00:01  lr: 0.767748  loss: 3.1445 (3.0980)  time: 1.4782  data: 0.0010  max mem: 3331
[21:51:16.572420] Epoch: [71] Total time: 0:08:42 (1.6740 s / it)
[21:51:16.627566] Averaged stats: lr: 0.767748  loss: 3.1445 (3.1042)
[21:51:16.627908] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[21:51:16.627971] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-71.pth')]
[21:51:16.628011] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-71.pth
[21:51:34.883048] Test:  [ 0/13]  eta: 0:03:52  loss: 2.9188 (2.9188)  acc1: 41.6016 (41.6016)  acc5: 61.7188 (61.7188)  time: 17.8765  data: 17.3790  max mem: 3331
[21:51:48.941715] Test:  [10/13]  eta: 0:00:08  loss: 3.0044 (3.0109)  acc1: 39.4531 (39.0270)  acc5: 61.9141 (62.0206)  time: 2.9031  data: 2.3878  max mem: 3331
[21:51:49.546123] Test:  [12/13]  eta: 0:00:02  loss: 3.0044 (2.9999)  acc1: 39.4531 (39.0880)  acc5: 61.9141 (62.2240)  time: 2.5029  data: 2.0205  max mem: 3331
[21:51:49.780456] Test: Total time: 0:00:32 (2.5211 s / it)
[21:51:51.305348] * Acc@1 38.836 Acc@5 62.542 loss 2.957
[21:51:51.305493] Accuracy of the network on the 50000 test images: 38.8%
[21:51:51.305516] Max accuracy: 38.84%
[21:51:51.335492] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[21:52:08.862573] Epoch: [72]  [  0/312]  eta: 1:31:08  lr: 0.766701  loss: 3.0895 (3.0895)  time: 17.5265  data: 16.8704  max mem: 3331
[21:52:43.655868] Epoch: [72]  [ 20/312]  eta: 0:12:07  lr: 0.761477  loss: 3.0192 (3.0556)  time: 1.7396  data: 0.8932  max mem: 3331
[21:53:19.108141] Epoch: [72]  [ 40/312]  eta: 0:09:42  lr: 0.756269  loss: 3.1123 (3.0825)  time: 1.7725  data: 0.7793  max mem: 3331
[21:53:51.059153] Epoch: [72]  [ 60/312]  eta: 0:08:14  lr: 0.751076  loss: 3.1033 (3.0887)  time: 1.5975  data: 0.5128  max mem: 3331
[21:54:24.608121] Epoch: [72]  [ 80/312]  eta: 0:07:18  lr: 0.745898  loss: 3.0820 (3.0869)  time: 1.6726  data: 0.4999  max mem: 3331
[21:54:56.978462] Epoch: [72]  [100/312]  eta: 0:06:29  lr: 0.740737  loss: 3.0854 (3.0863)  time: 1.6184  data: 0.4356  max mem: 3331
[21:55:29.732282] Epoch: [72]  [120/312]  eta: 0:05:46  lr: 0.735590  loss: 3.1299 (3.0924)  time: 1.6376  data: 0.1961  max mem: 3331
[21:56:02.384918] Epoch: [72]  [140/312]  eta: 0:05:06  lr: 0.730460  loss: 3.0893 (3.0881)  time: 1.6326  data: 0.0275  max mem: 3331
[21:56:34.732276] Epoch: [72]  [160/312]  eta: 0:04:27  lr: 0.725345  loss: 3.0981 (3.0907)  time: 1.6173  data: 0.0003  max mem: 3331
[21:57:05.750268] Epoch: [72]  [180/312]  eta: 0:03:49  lr: 0.720246  loss: 3.1013 (3.0914)  time: 1.5508  data: 0.0003  max mem: 3331
[21:57:37.886209] Epoch: [72]  [200/312]  eta: 0:03:13  lr: 0.715162  loss: 3.0818 (3.0924)  time: 1.6067  data: 0.0003  max mem: 3331
[21:58:10.838637] Epoch: [72]  [220/312]  eta: 0:02:37  lr: 0.710094  loss: 3.0939 (3.0961)  time: 1.6475  data: 0.0007  max mem: 3331
[21:58:43.766633] Epoch: [72]  [240/312]  eta: 0:02:03  lr: 0.705042  loss: 3.1853 (3.1010)  time: 1.6463  data: 0.0003  max mem: 3331
[21:59:14.988720] Epoch: [72]  [260/312]  eta: 0:01:28  lr: 0.700006  loss: 3.0325 (3.1025)  time: 1.5610  data: 0.0003  max mem: 3331
[21:59:47.680662] Epoch: [72]  [280/312]  eta: 0:00:54  lr: 0.694985  loss: 3.0220 (3.1002)  time: 1.6345  data: 0.0003  max mem: 3331
[22:00:18.346369] Epoch: [72]  [300/312]  eta: 0:00:20  lr: 0.689981  loss: 3.1011 (3.1007)  time: 1.5332  data: 0.0010  max mem: 3331
[22:00:33.465255] Epoch: [72]  [311/312]  eta: 0:00:01  lr: 0.687984  loss: 3.0726 (3.1011)  time: 1.4743  data: 0.0009  max mem: 3331
[22:00:34.332727] Epoch: [72] Total time: 0:08:42 (1.6763 s / it)
[22:00:34.333320] Averaged stats: lr: 0.687984  loss: 3.0726 (3.1005)
[22:00:34.333639] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[22:00:34.333705] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-72.pth')]
[22:00:34.333744] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-72.pth
[22:00:52.547895] Test:  [ 0/13]  eta: 0:03:51  loss: 2.8879 (2.8879)  acc1: 41.2109 (41.2109)  acc5: 63.4766 (63.4766)  time: 17.8344  data: 17.3367  max mem: 3331
[22:01:06.439744] Test:  [10/13]  eta: 0:00:08  loss: 2.9843 (2.9933)  acc1: 38.2812 (38.6364)  acc5: 61.7188 (62.5178)  time: 2.8841  data: 2.3698  max mem: 3331
[22:01:07.044812] Test:  [12/13]  eta: 0:00:02  loss: 2.9843 (2.9858)  acc1: 38.2812 (38.7520)  acc5: 61.7188 (62.4960)  time: 2.4868  data: 2.0052  max mem: 3331
[22:01:07.289146] Test: Total time: 0:00:32 (2.5059 s / it)
[22:01:08.982404] * Acc@1 38.840 Acc@5 62.554 loss 2.950
[22:01:08.982566] Accuracy of the network on the 50000 test images: 38.8%
[22:01:08.982589] Max accuracy: 38.84%
[22:01:08.995897] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[22:01:26.932143] Epoch: [73]  [  0/312]  eta: 1:33:15  lr: 0.686986  loss: 3.2199 (3.2199)  time: 17.9357  data: 16.5687  max mem: 3331
[22:01:58.441099] Epoch: [73]  [ 20/312]  eta: 0:11:27  lr: 0.682007  loss: 2.9854 (3.0462)  time: 1.5754  data: 0.9288  max mem: 3331
[22:02:30.616639] Epoch: [73]  [ 40/312]  eta: 0:09:01  lr: 0.677044  loss: 3.0861 (3.0704)  time: 1.6087  data: 0.9773  max mem: 3331
[22:03:02.251474] Epoch: [73]  [ 60/312]  eta: 0:07:47  lr: 0.672097  loss: 3.1077 (3.0800)  time: 1.5817  data: 0.7658  max mem: 3331
[22:03:33.918219] Epoch: [73]  [ 80/312]  eta: 0:06:55  lr: 0.667165  loss: 3.0972 (3.0827)  time: 1.5833  data: 0.6597  max mem: 3331
[22:04:05.854200] Epoch: [73]  [100/312]  eta: 0:06:11  lr: 0.662250  loss: 3.1034 (3.0866)  time: 1.5967  data: 0.5339  max mem: 3331
[22:04:39.363868] Epoch: [73]  [120/312]  eta: 0:05:33  lr: 0.657351  loss: 3.1212 (3.0954)  time: 1.6754  data: 0.3340  max mem: 3331
[22:05:12.783069] Epoch: [73]  [140/312]  eta: 0:04:57  lr: 0.652469  loss: 3.0805 (3.0932)  time: 1.6709  data: 0.3851  max mem: 3331
[22:05:47.513353] Epoch: [73]  [160/312]  eta: 0:04:22  lr: 0.647602  loss: 3.0773 (3.0936)  time: 1.7364  data: 0.3965  max mem: 3331
[22:06:20.251858] Epoch: [73]  [180/312]  eta: 0:03:46  lr: 0.642751  loss: 3.1262 (3.0953)  time: 1.6368  data: 0.3743  max mem: 3331
[22:06:54.147823] Epoch: [73]  [200/312]  eta: 0:03:12  lr: 0.637917  loss: 3.1217 (3.0960)  time: 1.6947  data: 0.1870  max mem: 3331
[22:07:27.426734] Epoch: [73]  [220/312]  eta: 0:02:37  lr: 0.633099  loss: 3.0892 (3.0978)  time: 1.6639  data: 0.0768  max mem: 3331
[22:08:00.670633] Epoch: [73]  [240/312]  eta: 0:02:02  lr: 0.628297  loss: 3.1453 (3.1002)  time: 1.6606  data: 0.0041  max mem: 3331
[22:08:32.759469] Epoch: [73]  [260/312]  eta: 0:01:28  lr: 0.623512  loss: 3.0897 (3.0981)  time: 1.6038  data: 0.0129  max mem: 3331
[22:09:05.954516] Epoch: [73]  [280/312]  eta: 0:00:54  lr: 0.618742  loss: 3.1284 (3.1005)  time: 1.6597  data: 0.0003  max mem: 3331
[22:09:37.377537] Epoch: [73]  [300/312]  eta: 0:00:20  lr: 0.613989  loss: 3.0762 (3.0995)  time: 1.5711  data: 0.0010  max mem: 3331
[22:09:52.149689] Epoch: [73]  [311/312]  eta: 0:00:01  lr: 0.612093  loss: 3.0423 (3.0986)  time: 1.4986  data: 0.0009  max mem: 3331
[22:09:53.107624] Epoch: [73] Total time: 0:08:44 (1.6798 s / it)
[22:09:53.108342] Averaged stats: lr: 0.612093  loss: 3.0423 (3.0903)
[22:09:53.108671] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[22:09:53.108735] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-73.pth')]
[22:09:53.108773] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-73.pth
[22:10:11.474940] Test:  [ 0/13]  eta: 0:03:53  loss: 2.8951 (2.8951)  acc1: 40.8203 (40.8203)  acc5: 63.6719 (63.6719)  time: 17.9912  data: 17.4936  max mem: 3331
[22:10:26.126844] Test:  [10/13]  eta: 0:00:08  loss: 3.0185 (2.9965)  acc1: 39.0625 (38.8317)  acc5: 62.3047 (62.3580)  time: 2.9674  data: 2.4521  max mem: 3331
[22:10:26.731925] Test:  [12/13]  eta: 0:00:02  loss: 3.0185 (2.9876)  acc1: 39.0625 (38.9760)  acc5: 62.3047 (62.5600)  time: 2.5573  data: 2.0748  max mem: 3331
[22:10:26.983470] Test: Total time: 0:00:33 (2.5769 s / it)
[22:10:29.477070] * Acc@1 39.092 Acc@5 62.590 loss 2.949
[22:10:29.477268] Accuracy of the network on the 50000 test images: 39.1%
[22:10:29.477292] Max accuracy: 39.09%
[22:10:29.513568] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[22:10:48.428409] Epoch: [74]  [  0/312]  eta: 1:38:21  lr: 0.611146  loss: 3.1248 (3.1248)  time: 18.9142  data: 17.3241  max mem: 3331
[22:11:21.930047] Epoch: [74]  [ 20/312]  eta: 0:12:08  lr: 0.606419  loss: 3.1227 (3.1366)  time: 1.6750  data: 0.8815  max mem: 3331
[22:11:53.184231] Epoch: [74]  [ 40/312]  eta: 0:09:15  lr: 0.601709  loss: 3.1278 (3.1322)  time: 1.5626  data: 0.8680  max mem: 3331
[22:12:26.056866] Epoch: [74]  [ 60/312]  eta: 0:08:01  lr: 0.597015  loss: 3.0287 (3.1061)  time: 1.6436  data: 0.7946  max mem: 3331
[22:12:58.441059] Epoch: [74]  [ 80/312]  eta: 0:07:06  lr: 0.592338  loss: 3.0841 (3.0935)  time: 1.6191  data: 0.6417  max mem: 3331
[22:13:31.439573] Epoch: [74]  [100/312]  eta: 0:06:21  lr: 0.587677  loss: 3.0909 (3.0928)  time: 1.6494  data: 0.4868  max mem: 3331
[22:14:04.822267] Epoch: [74]  [120/312]  eta: 0:05:41  lr: 0.583033  loss: 3.1445 (3.1017)  time: 1.6690  data: 0.2450  max mem: 3331
[22:14:39.708686] Epoch: [74]  [140/312]  eta: 0:05:05  lr: 0.578405  loss: 3.0866 (3.1000)  time: 1.7442  data: 0.1251  max mem: 3331
[22:15:13.866191] Epoch: [74]  [160/312]  eta: 0:04:28  lr: 0.573795  loss: 3.0752 (3.0980)  time: 1.7078  data: 0.0813  max mem: 3331
[22:15:48.175300] Epoch: [74]  [180/312]  eta: 0:03:52  lr: 0.569200  loss: 3.0361 (3.0899)  time: 1.7153  data: 0.0975  max mem: 3331
[22:16:23.381388] Epoch: [74]  [200/312]  eta: 0:03:17  lr: 0.564623  loss: 3.1153 (3.0910)  time: 1.7602  data: 0.0977  max mem: 3331
[22:16:57.953214] Epoch: [74]  [220/312]  eta: 0:02:41  lr: 0.560062  loss: 3.1306 (3.0940)  time: 1.7285  data: 0.0698  max mem: 3331
[22:17:31.439090] Epoch: [74]  [240/312]  eta: 0:02:06  lr: 0.555517  loss: 3.0739 (3.0950)  time: 1.6706  data: 0.0161  max mem: 3331
[22:18:04.961473] Epoch: [74]  [260/312]  eta: 0:01:30  lr: 0.550990  loss: 3.0826 (3.0946)  time: 1.6760  data: 0.0089  max mem: 3331
[22:18:38.704497] Epoch: [74]  [280/312]  eta: 0:00:55  lr: 0.546479  loss: 3.0777 (3.0939)  time: 1.6871  data: 0.0003  max mem: 3331
[22:19:10.876890] Epoch: [74]  [300/312]  eta: 0:00:20  lr: 0.541985  loss: 3.1326 (3.0949)  time: 1.6081  data: 0.0011  max mem: 3331
[22:19:26.520183] Epoch: [74]  [311/312]  eta: 0:00:01  lr: 0.540193  loss: 3.1338 (3.0950)  time: 1.5229  data: 0.0009  max mem: 3331
[22:19:27.442791] Epoch: [74] Total time: 0:08:57 (1.7241 s / it)
[22:19:27.453161] Averaged stats: lr: 0.540193  loss: 3.1338 (3.0856)
[22:19:27.453512] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[22:19:27.453581] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-74.pth')]
[22:19:27.453622] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-74.pth
[22:19:47.206232] Test:  [ 0/13]  eta: 0:04:11  loss: 2.8895 (2.8895)  acc1: 41.2109 (41.2109)  acc5: 64.0625 (64.0625)  time: 19.3703  data: 18.8726  max mem: 3331
[22:20:02.705980] Test:  [10/13]  eta: 0:00:09  loss: 2.9952 (2.9937)  acc1: 38.6719 (38.8672)  acc5: 61.9141 (62.4290)  time: 3.1699  data: 2.6549  max mem: 3331
[22:20:03.310902] Test:  [12/13]  eta: 0:00:02  loss: 2.9952 (2.9833)  acc1: 38.6792 (39.2000)  acc5: 61.9141 (62.6240)  time: 2.7287  data: 2.2464  max mem: 3331
[22:20:03.553841] Test: Total time: 0:00:35 (2.7476 s / it)
[22:20:04.406498] * Acc@1 39.134 Acc@5 62.682 loss 2.945
[22:20:04.406641] Accuracy of the network on the 50000 test images: 39.1%
[22:20:04.406663] Max accuracy: 39.13%
[22:20:04.417606] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[22:20:23.279064] Epoch: [75]  [  0/312]  eta: 1:38:04  lr: 0.539297  loss: 2.9663 (2.9663)  time: 18.8607  data: 18.2695  max mem: 3331
[22:20:56.883267] Epoch: [75]  [ 20/312]  eta: 0:12:09  lr: 0.534830  loss: 3.0443 (3.0612)  time: 1.6802  data: 1.1020  max mem: 3331
[22:21:30.127235] Epoch: [75]  [ 40/312]  eta: 0:09:28  lr: 0.530380  loss: 3.0273 (3.0585)  time: 1.6621  data: 0.9974  max mem: 3331
[22:22:04.213180] Epoch: [75]  [ 60/312]  eta: 0:08:14  lr: 0.525947  loss: 3.0702 (3.0558)  time: 1.7042  data: 0.8990  max mem: 3331
[22:22:37.453577] Epoch: [75]  [ 80/312]  eta: 0:07:18  lr: 0.521531  loss: 3.1165 (3.0691)  time: 1.6619  data: 0.8356  max mem: 3331
[22:23:14.142979] Epoch: [75]  [100/312]  eta: 0:06:38  lr: 0.517132  loss: 3.0454 (3.0687)  time: 1.8344  data: 0.6774  max mem: 3331
[22:23:48.021929] Epoch: [75]  [120/312]  eta: 0:05:54  lr: 0.512750  loss: 3.1451 (3.0805)  time: 1.6939  data: 0.4872  max mem: 3331
[22:24:22.258860] Epoch: [75]  [140/312]  eta: 0:05:14  lr: 0.508385  loss: 3.0635 (3.0803)  time: 1.7118  data: 0.4346  max mem: 3331
[22:24:54.444514] Epoch: [75]  [160/312]  eta: 0:04:33  lr: 0.504037  loss: 3.0135 (3.0745)  time: 1.6092  data: 0.3661  max mem: 3331
[22:25:28.117675] Epoch: [75]  [180/312]  eta: 0:03:56  lr: 0.499706  loss: 3.0472 (3.0714)  time: 1.6836  data: 0.2753  max mem: 3331
[22:25:59.849571] Epoch: [75]  [200/312]  eta: 0:03:18  lr: 0.495392  loss: 3.0469 (3.0713)  time: 1.5865  data: 0.1995  max mem: 3331
[22:26:32.688541] Epoch: [75]  [220/312]  eta: 0:02:41  lr: 0.491095  loss: 3.0467 (3.0692)  time: 1.6419  data: 0.1290  max mem: 3331
[22:27:05.733714] Epoch: [75]  [240/312]  eta: 0:02:05  lr: 0.486815  loss: 3.0484 (3.0661)  time: 1.6522  data: 0.0475  max mem: 3331
[22:27:38.845900] Epoch: [75]  [260/312]  eta: 0:01:30  lr: 0.482553  loss: 3.0591 (3.0672)  time: 1.6555  data: 0.0181  max mem: 3331
[22:28:11.856303] Epoch: [75]  [280/312]  eta: 0:00:55  lr: 0.478308  loss: 3.1241 (3.0722)  time: 1.6504  data: 0.0563  max mem: 3331
[22:28:44.942803] Epoch: [75]  [300/312]  eta: 0:00:20  lr: 0.474080  loss: 3.0290 (3.0705)  time: 1.6543  data: 0.0010  max mem: 3331
[22:29:02.588310] Epoch: [75]  [311/312]  eta: 0:00:01  lr: 0.472394  loss: 3.0614 (3.0703)  time: 1.5634  data: 0.0009  max mem: 3331
[22:29:03.476090] Epoch: [75] Total time: 0:08:59 (1.7278 s / it)
[22:29:03.490184] Averaged stats: lr: 0.472394  loss: 3.0614 (3.0762)
[22:29:03.490531] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[22:29:03.490595] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-75.pth')]
[22:29:03.490635] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-75.pth
[22:29:22.570040] Test:  [ 0/13]  eta: 0:04:02  loss: 2.8892 (2.8892)  acc1: 40.0391 (40.0391)  acc5: 64.4531 (64.4531)  time: 18.6869  data: 18.1892  max mem: 3331
[22:29:37.007958] Test:  [10/13]  eta: 0:00:09  loss: 2.9897 (2.9929)  acc1: 39.2578 (38.6719)  acc5: 62.1094 (62.5178)  time: 3.0112  data: 2.4935  max mem: 3331
[22:29:37.614048] Test:  [12/13]  eta: 0:00:02  loss: 2.9897 (2.9788)  acc1: 39.2578 (38.9120)  acc5: 62.1094 (62.7200)  time: 2.5945  data: 2.1099  max mem: 3331
[22:29:37.860739] Test: Total time: 0:00:33 (2.6137 s / it)
[22:29:39.666140] * Acc@1 39.218 Acc@5 62.816 loss 2.939
[22:29:39.666279] Accuracy of the network on the 50000 test images: 39.2%
[22:29:39.666301] Max accuracy: 39.22%
[22:29:39.679698] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[22:29:58.496164] Epoch: [76]  [  0/312]  eta: 1:37:50  lr: 0.471551  loss: 2.9431 (2.9431)  time: 18.8158  data: 17.9443  max mem: 3331
[22:30:31.692225] Epoch: [76]  [ 20/312]  eta: 0:12:03  lr: 0.467351  loss: 3.1113 (3.0997)  time: 1.6598  data: 1.0112  max mem: 3331
[22:31:04.988816] Epoch: [76]  [ 40/312]  eta: 0:09:25  lr: 0.463168  loss: 3.0492 (3.0707)  time: 1.6647  data: 0.6983  max mem: 3331
[22:31:39.761950] Epoch: [76]  [ 60/312]  eta: 0:08:16  lr: 0.459003  loss: 3.0703 (3.0798)  time: 1.7386  data: 0.6511  max mem: 3331
[22:32:14.086293] Epoch: [76]  [ 80/312]  eta: 0:07:22  lr: 0.454854  loss: 3.0629 (3.0751)  time: 1.7161  data: 0.5572  max mem: 3331
[22:32:47.419765] Epoch: [76]  [100/312]  eta: 0:06:34  lr: 0.450724  loss: 3.0541 (3.0760)  time: 1.6666  data: 0.4507  max mem: 3331
[22:33:21.882133] Epoch: [76]  [120/312]  eta: 0:05:52  lr: 0.446610  loss: 3.0741 (3.0790)  time: 1.7230  data: 0.4010  max mem: 3331
[22:33:55.340288] Epoch: [76]  [140/312]  eta: 0:05:11  lr: 0.442514  loss: 3.1133 (3.0815)  time: 1.6728  data: 0.3314  max mem: 3331
[22:34:26.650622] Epoch: [76]  [160/312]  eta: 0:04:30  lr: 0.438436  loss: 3.0320 (3.0780)  time: 1.5652  data: 0.2036  max mem: 3331
[22:35:01.425868] Epoch: [76]  [180/312]  eta: 0:03:54  lr: 0.434375  loss: 3.0784 (3.0805)  time: 1.7387  data: 0.2485  max mem: 3331
[22:35:33.770525] Epoch: [76]  [200/312]  eta: 0:03:17  lr: 0.430331  loss: 3.0788 (3.0783)  time: 1.6171  data: 0.0414  max mem: 3331
[22:36:08.565855] Epoch: [76]  [220/312]  eta: 0:02:41  lr: 0.426305  loss: 3.1301 (3.0824)  time: 1.7397  data: 0.0253  max mem: 3331
[22:36:41.016401] Epoch: [76]  [240/312]  eta: 0:02:05  lr: 0.422297  loss: 3.1097 (3.0847)  time: 1.6224  data: 0.0003  max mem: 3331
[22:37:14.206054] Epoch: [76]  [260/312]  eta: 0:01:30  lr: 0.418306  loss: 3.0945 (3.0852)  time: 1.6594  data: 0.0003  max mem: 3331
[22:37:48.223500] Epoch: [76]  [280/312]  eta: 0:00:55  lr: 0.414333  loss: 3.0984 (3.0852)  time: 1.7008  data: 0.0003  max mem: 3331
[22:38:19.194263] Epoch: [76]  [300/312]  eta: 0:00:20  lr: 0.410378  loss: 3.0546 (3.0846)  time: 1.5485  data: 0.0014  max mem: 3331
[22:38:35.266755] Epoch: [76]  [311/312]  eta: 0:00:01  lr: 0.408800  loss: 3.0360 (3.0815)  time: 1.4990  data: 0.0012  max mem: 3331
[22:38:36.187163] Epoch: [76] Total time: 0:08:56 (1.7196 s / it)
[22:38:36.286934] Averaged stats: lr: 0.408800  loss: 3.0360 (3.0749)
[22:38:36.287275] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[22:38:36.287347] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-76.pth')]
[22:38:36.287394] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-76.pth
[22:38:54.770852] Test:  [ 0/13]  eta: 0:03:54  loss: 2.8771 (2.8771)  acc1: 41.4062 (41.4062)  acc5: 63.0859 (63.0859)  time: 18.0751  data: 17.5766  max mem: 3331
[22:39:09.822067] Test:  [10/13]  eta: 0:00:09  loss: 2.9735 (2.9838)  acc1: 38.0859 (38.7784)  acc5: 62.8906 (62.3047)  time: 3.0114  data: 2.5137  max mem: 3331
[22:39:10.426642] Test:  [12/13]  eta: 0:00:02  loss: 2.9735 (2.9718)  acc1: 38.0859 (38.8800)  acc5: 62.8906 (62.5600)  time: 2.5945  data: 2.1270  max mem: 3331
[22:39:10.663255] Test: Total time: 0:00:33 (2.6130 s / it)
[22:39:12.770509] * Acc@1 39.124 Acc@5 62.862 loss 2.934
[22:39:12.770651] Accuracy of the network on the 50000 test images: 39.1%
[22:39:12.770673] Max accuracy: 39.22%
[22:39:12.784764] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[22:39:30.626541] Epoch: [77]  [  0/312]  eta: 1:32:46  lr: 0.408013  loss: 2.9137 (2.9137)  time: 17.8411  data: 15.2828  max mem: 3331
[22:40:01.815269] Epoch: [77]  [ 20/312]  eta: 0:11:21  lr: 0.404086  loss: 3.0386 (3.0547)  time: 1.5594  data: 0.7975  max mem: 3331
[22:40:35.069206] Epoch: [77]  [ 40/312]  eta: 0:09:05  lr: 0.400176  loss: 3.0913 (3.0660)  time: 1.6577  data: 0.7416  max mem: 3331
[22:41:07.155175] Epoch: [77]  [ 60/312]  eta: 0:07:52  lr: 0.396284  loss: 3.0241 (3.0606)  time: 1.6042  data: 0.8097  max mem: 3331
[22:41:41.066495] Epoch: [77]  [ 80/312]  eta: 0:07:04  lr: 0.392410  loss: 3.0329 (3.0592)  time: 1.6951  data: 0.7898  max mem: 3331
[22:42:14.290806] Epoch: [77]  [100/312]  eta: 0:06:20  lr: 0.388554  loss: 3.0566 (3.0597)  time: 1.6611  data: 0.6316  max mem: 3331
[22:42:47.753187] Epoch: [77]  [120/312]  eta: 0:05:40  lr: 0.384716  loss: 3.0467 (3.0610)  time: 1.6730  data: 0.4712  max mem: 3331
[22:43:19.064982] Epoch: [77]  [140/312]  eta: 0:05:00  lr: 0.380895  loss: 3.0477 (3.0631)  time: 1.5655  data: 0.3177  max mem: 3331
[22:43:50.614326] Epoch: [77]  [160/312]  eta: 0:04:22  lr: 0.377093  loss: 3.0434 (3.0597)  time: 1.5774  data: 0.1603  max mem: 3331
[22:44:22.900967] Epoch: [77]  [180/312]  eta: 0:03:46  lr: 0.373308  loss: 3.0796 (3.0614)  time: 1.6142  data: 0.1536  max mem: 3331
[22:44:55.368663] Epoch: [77]  [200/312]  eta: 0:03:10  lr: 0.369541  loss: 3.0252 (3.0554)  time: 1.6233  data: 0.0626  max mem: 3331
[22:45:28.165902] Epoch: [77]  [220/312]  eta: 0:02:36  lr: 0.365792  loss: 3.0787 (3.0553)  time: 1.6398  data: 0.0346  max mem: 3331
[22:46:00.499108] Epoch: [77]  [240/312]  eta: 0:02:01  lr: 0.362061  loss: 3.0468 (3.0559)  time: 1.6166  data: 0.0005  max mem: 3331
[22:46:33.873879] Epoch: [77]  [260/312]  eta: 0:01:27  lr: 0.358348  loss: 3.0669 (3.0596)  time: 1.6686  data: 0.0003  max mem: 3331
[22:47:07.490886] Epoch: [77]  [280/312]  eta: 0:00:54  lr: 0.354654  loss: 3.0806 (3.0630)  time: 1.6808  data: 0.0003  max mem: 3331
[22:47:39.917488] Epoch: [77]  [300/312]  eta: 0:00:20  lr: 0.350977  loss: 3.1029 (3.0659)  time: 1.6213  data: 0.0012  max mem: 3331
[22:47:54.744111] Epoch: [77]  [311/312]  eta: 0:00:01  lr: 0.349511  loss: 3.1029 (3.0669)  time: 1.5040  data: 0.0011  max mem: 3331
[22:47:55.582765] Epoch: [77] Total time: 0:08:42 (1.6756 s / it)
[22:47:55.635383] Averaged stats: lr: 0.349511  loss: 3.1029 (3.0716)
[22:47:55.635719] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[22:47:55.635785] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-77.pth')]
[22:47:55.635825] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-77.pth
[22:48:13.825036] Test:  [ 0/13]  eta: 0:03:51  loss: 2.8806 (2.8806)  acc1: 40.8203 (40.8203)  acc5: 63.6719 (63.6719)  time: 17.8030  data: 17.3011  max mem: 3331
[22:48:28.365624] Test:  [10/13]  eta: 0:00:08  loss: 2.9748 (2.9828)  acc1: 38.4766 (38.9560)  acc5: 62.1094 (62.4645)  time: 2.9402  data: 2.4282  max mem: 3331
[22:48:28.970514] Test:  [12/13]  eta: 0:00:02  loss: 2.9748 (2.9736)  acc1: 38.4766 (39.1200)  acc5: 62.1094 (62.6240)  time: 2.5343  data: 2.0546  max mem: 3331
[22:48:29.210009] Test: Total time: 0:00:33 (2.5530 s / it)
[22:48:30.134219] * Acc@1 39.296 Acc@5 62.962 loss 2.932
[22:48:30.134384] Accuracy of the network on the 50000 test images: 39.3%
[22:48:30.134408] Max accuracy: 39.30%
[22:48:30.236887] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[22:48:48.220201] Epoch: [78]  [  0/312]  eta: 1:33:28  lr: 0.348779  loss: 2.9778 (2.9778)  time: 17.9759  data: 15.7127  max mem: 3331
[22:49:18.429238] Epoch: [78]  [ 20/312]  eta: 0:11:09  lr: 0.345131  loss: 2.9725 (3.0127)  time: 1.5104  data: 0.8630  max mem: 3331
[22:49:49.886409] Epoch: [78]  [ 40/312]  eta: 0:08:48  lr: 0.341501  loss: 3.0858 (3.0509)  time: 1.5728  data: 0.7984  max mem: 3331
[22:50:22.011578] Epoch: [78]  [ 60/312]  eta: 0:07:41  lr: 0.337889  loss: 3.0019 (3.0460)  time: 1.6062  data: 0.8161  max mem: 3331
[22:50:55.032815] Epoch: [78]  [ 80/312]  eta: 0:06:54  lr: 0.334296  loss: 3.1022 (3.0540)  time: 1.6510  data: 0.7269  max mem: 3331
[22:51:28.619941] Epoch: [78]  [100/312]  eta: 0:06:14  lr: 0.330720  loss: 3.0412 (3.0553)  time: 1.6793  data: 0.4651  max mem: 3331
[22:52:02.116518] Epoch: [78]  [120/312]  eta: 0:05:36  lr: 0.327163  loss: 3.0872 (3.0603)  time: 1.6748  data: 0.2767  max mem: 3331
[22:52:34.177924] Epoch: [78]  [140/312]  eta: 0:04:57  lr: 0.323624  loss: 3.0570 (3.0591)  time: 1.6030  data: 0.3352  max mem: 3331
[22:53:07.613052] Epoch: [78]  [160/312]  eta: 0:04:21  lr: 0.320103  loss: 3.0787 (3.0600)  time: 1.6715  data: 0.2698  max mem: 3331
[22:53:40.885090] Epoch: [78]  [180/312]  eta: 0:03:46  lr: 0.316600  loss: 3.1330 (3.0615)  time: 1.6635  data: 0.0680  max mem: 3331
[22:54:12.623348] Epoch: [78]  [200/312]  eta: 0:03:10  lr: 0.313116  loss: 3.0401 (3.0600)  time: 1.5868  data: 0.0225  max mem: 3331
[22:54:45.588451] Epoch: [78]  [220/312]  eta: 0:02:36  lr: 0.309650  loss: 3.0810 (3.0603)  time: 1.6482  data: 0.0003  max mem: 3331
[22:55:20.592063] Epoch: [78]  [240/312]  eta: 0:02:02  lr: 0.306202  loss: 3.0725 (3.0607)  time: 1.7501  data: 0.0003  max mem: 3331
[22:55:55.495485] Epoch: [78]  [260/312]  eta: 0:01:28  lr: 0.302772  loss: 3.0622 (3.0625)  time: 1.7451  data: 0.0003  max mem: 3331
[22:56:30.983494] Epoch: [78]  [280/312]  eta: 0:00:54  lr: 0.299361  loss: 3.0697 (3.0637)  time: 1.7743  data: 0.0003  max mem: 3331
[22:57:03.353242] Epoch: [78]  [300/312]  eta: 0:00:20  lr: 0.295969  loss: 3.0114 (3.0630)  time: 1.6184  data: 0.0011  max mem: 3331
[22:57:17.285825] Epoch: [78]  [311/312]  eta: 0:00:01  lr: 0.294617  loss: 3.0895 (3.0633)  time: 1.4160  data: 0.0009  max mem: 3331
[22:57:18.158049] Epoch: [78] Total time: 0:08:47 (1.6921 s / it)
[22:57:18.168702] Averaged stats: lr: 0.294617  loss: 3.0895 (3.0619)
[22:57:18.169032] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[22:57:18.169097] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-78.pth')]
[22:57:18.169136] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-78.pth
[22:57:36.408975] Test:  [ 0/13]  eta: 0:03:52  loss: 2.8865 (2.8865)  acc1: 41.6016 (41.6016)  acc5: 64.6484 (64.6484)  time: 17.8535  data: 17.3555  max mem: 3331
[22:57:50.594907] Test:  [10/13]  eta: 0:00:08  loss: 2.9787 (2.9793)  acc1: 39.8438 (39.5064)  acc5: 62.6953 (62.8196)  time: 2.9126  data: 2.3972  max mem: 3331
[22:57:51.199899] Test:  [12/13]  eta: 0:00:02  loss: 2.9787 (2.9682)  acc1: 39.8438 (39.7120)  acc5: 62.6953 (63.0080)  time: 2.5109  data: 2.0284  max mem: 3331
[22:57:51.571402] Test: Total time: 0:00:33 (2.5397 s / it)
[22:57:52.339887] * Acc@1 39.376 Acc@5 63.052 loss 2.929
[22:57:52.340041] Accuracy of the network on the 50000 test images: 39.4%
[22:57:52.340063] Max accuracy: 39.38%
[22:57:52.354121] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[22:58:10.552486] Epoch: [79]  [  0/312]  eta: 1:34:35  lr: 0.293942  loss: 3.2077 (3.2077)  time: 18.1909  data: 16.1127  max mem: 3331
[22:58:41.724792] Epoch: [79]  [ 20/312]  eta: 0:11:26  lr: 0.290579  loss: 3.0097 (3.0389)  time: 1.5585  data: 0.8076  max mem: 3331
[22:59:14.019892] Epoch: [79]  [ 40/312]  eta: 0:09:01  lr: 0.287234  loss: 3.0110 (3.0367)  time: 1.6138  data: 0.5964  max mem: 3331
[22:59:48.008601] Epoch: [79]  [ 60/312]  eta: 0:07:57  lr: 0.283907  loss: 2.9888 (3.0243)  time: 1.6993  data: 0.5982  max mem: 3331
[23:00:22.246353] Epoch: [79]  [ 80/312]  eta: 0:07:09  lr: 0.280600  loss: 3.0252 (3.0252)  time: 1.7118  data: 0.3672  max mem: 3331
[23:00:56.508749] Epoch: [79]  [100/312]  eta: 0:06:26  lr: 0.277310  loss: 3.0481 (3.0283)  time: 1.7130  data: 0.3172  max mem: 3331
[23:01:29.546755] Epoch: [79]  [120/312]  eta: 0:05:44  lr: 0.274039  loss: 3.0231 (3.0319)  time: 1.6518  data: 0.0584  max mem: 3331
[23:02:01.904087] Epoch: [79]  [140/312]  eta: 0:05:04  lr: 0.270787  loss: 3.1116 (3.0419)  time: 1.6178  data: 0.0426  max mem: 3331
[23:02:35.672511] Epoch: [79]  [160/312]  eta: 0:04:27  lr: 0.267553  loss: 3.0368 (3.0393)  time: 1.6883  data: 0.0073  max mem: 3331
[23:03:07.531006] Epoch: [79]  [180/312]  eta: 0:03:49  lr: 0.264338  loss: 3.0833 (3.0428)  time: 1.5928  data: 0.0003  max mem: 3331
[23:03:39.710553] Epoch: [79]  [200/312]  eta: 0:03:13  lr: 0.261142  loss: 3.0829 (3.0463)  time: 1.6089  data: 0.0003  max mem: 3331
[23:04:13.012340] Epoch: [79]  [220/312]  eta: 0:02:38  lr: 0.257964  loss: 3.0175 (3.0460)  time: 1.6650  data: 0.0003  max mem: 3331
[23:04:45.420278] Epoch: [79]  [240/312]  eta: 0:02:03  lr: 0.254804  loss: 3.0351 (3.0453)  time: 1.6203  data: 0.0003  max mem: 3331
[23:05:17.646874] Epoch: [79]  [260/312]  eta: 0:01:28  lr: 0.251664  loss: 3.0363 (3.0449)  time: 1.6112  data: 0.0003  max mem: 3331
[23:05:50.602619] Epoch: [79]  [280/312]  eta: 0:00:54  lr: 0.248542  loss: 3.0574 (3.0476)  time: 1.6477  data: 0.0003  max mem: 3331
[23:06:21.822698] Epoch: [79]  [300/312]  eta: 0:00:20  lr: 0.245438  loss: 3.0646 (3.0493)  time: 1.5609  data: 0.0040  max mem: 3331
[23:06:41.599559] Epoch: [79]  [311/312]  eta: 0:00:01  lr: 0.244202  loss: 3.0461 (3.0495)  time: 1.4687  data: 0.0039  max mem: 3331
[23:06:42.525601] Epoch: [79] Total time: 0:08:50 (1.6993 s / it)
[23:06:42.533127] Averaged stats: lr: 0.244202  loss: 3.0461 (3.0581)
[23:06:42.533472] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[23:06:42.533541] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-79.pth')]
[23:06:42.533580] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-79.pth
[23:07:01.740120] Test:  [ 0/13]  eta: 0:04:04  loss: 2.8698 (2.8698)  acc1: 40.4297 (40.4297)  acc5: 64.2578 (64.2578)  time: 18.8150  data: 18.3173  max mem: 3331
[23:07:17.130799] Test:  [10/13]  eta: 0:00:09  loss: 2.9719 (2.9719)  acc1: 39.2578 (39.2401)  acc5: 62.3047 (62.6776)  time: 3.1095  data: 2.5944  max mem: 3331
[23:07:17.735227] Test:  [12/13]  eta: 0:00:02  loss: 2.9719 (2.9619)  acc1: 39.2578 (39.4240)  acc5: 62.3047 (62.8800)  time: 2.6775  data: 2.1953  max mem: 3331
[23:07:17.984711] Test: Total time: 0:00:35 (2.6969 s / it)
[23:07:18.880953] * Acc@1 39.462 Acc@5 63.142 loss 2.924
[23:07:18.881093] Accuracy of the network on the 50000 test images: 39.5%
[23:07:18.881115] Max accuracy: 39.46%
[23:07:18.894728] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[23:07:36.675452] Epoch: [80]  [  0/312]  eta: 1:32:27  lr: 0.243585  loss: 3.2254 (3.2254)  time: 17.7801  data: 16.8240  max mem: 3331
[23:08:08.431223] Epoch: [80]  [ 20/312]  eta: 0:11:28  lr: 0.240512  loss: 3.0407 (3.0431)  time: 1.5877  data: 0.9489  max mem: 3331
[23:08:41.430214] Epoch: [80]  [ 40/312]  eta: 0:09:07  lr: 0.237458  loss: 3.0701 (3.0505)  time: 1.6498  data: 0.6492  max mem: 3331
[23:09:12.143563] Epoch: [80]  [ 60/312]  eta: 0:07:47  lr: 0.234422  loss: 3.0176 (3.0434)  time: 1.5356  data: 0.5506  max mem: 3331
[23:09:44.764344] Epoch: [80]  [ 80/312]  eta: 0:06:57  lr: 0.231405  loss: 3.0356 (3.0418)  time: 1.6309  data: 0.3915  max mem: 3331
[23:10:15.831268] Epoch: [80]  [100/312]  eta: 0:06:11  lr: 0.228407  loss: 2.9887 (3.0355)  time: 1.5533  data: 0.1081  max mem: 3331
[23:10:48.367782] Epoch: [80]  [120/312]  eta: 0:05:32  lr: 0.225427  loss: 3.0435 (3.0356)  time: 1.6267  data: 0.0081  max mem: 3331
[23:11:22.850995] Epoch: [80]  [140/312]  eta: 0:04:57  lr: 0.222467  loss: 2.9825 (3.0338)  time: 1.7241  data: 0.0003  max mem: 3331
[23:11:57.378176] Epoch: [80]  [160/312]  eta: 0:04:22  lr: 0.219525  loss: 3.0731 (3.0370)  time: 1.7263  data: 0.0003  max mem: 3331
[23:12:29.006703] Epoch: [80]  [180/312]  eta: 0:03:46  lr: 0.216603  loss: 3.0271 (3.0379)  time: 1.5813  data: 0.0003  max mem: 3331
[23:13:00.964234] Epoch: [80]  [200/312]  eta: 0:03:10  lr: 0.213699  loss: 3.0239 (3.0375)  time: 1.5978  data: 0.0003  max mem: 3331
[23:13:34.800455] Epoch: [80]  [220/312]  eta: 0:02:36  lr: 0.210814  loss: 3.0396 (3.0387)  time: 1.6917  data: 0.0099  max mem: 3331
[23:14:06.135772] Epoch: [80]  [240/312]  eta: 0:02:01  lr: 0.207948  loss: 2.9921 (3.0366)  time: 1.5667  data: 0.0003  max mem: 3331
[23:14:39.387223] Epoch: [80]  [260/312]  eta: 0:01:27  lr: 0.205101  loss: 3.0790 (3.0382)  time: 1.6625  data: 0.0104  max mem: 3331
[23:15:12.650051] Epoch: [80]  [280/312]  eta: 0:00:53  lr: 0.202273  loss: 3.0625 (3.0386)  time: 1.6631  data: 0.0003  max mem: 3331
[23:15:44.425236] Epoch: [80]  [300/312]  eta: 0:00:20  lr: 0.199464  loss: 3.0368 (3.0385)  time: 1.5887  data: 0.0012  max mem: 3331
[23:16:07.868185] Epoch: [80]  [311/312]  eta: 0:00:01  lr: 0.198346  loss: 3.0540 (3.0378)  time: 1.4481  data: 0.0009  max mem: 3331
[23:16:08.735779] Epoch: [80] Total time: 0:08:49 (1.6982 s / it)
[23:16:08.758108] Averaged stats: lr: 0.198346  loss: 3.0540 (3.0531)
[23:16:08.758454] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[23:16:08.758526] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-80.pth')]
[23:16:08.758566] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-80.pth
[23:16:28.679810] Test:  [ 0/13]  eta: 0:03:53  loss: 2.8700 (2.8700)  acc1: 40.8203 (40.8203)  acc5: 64.2578 (64.2578)  time: 17.9593  data: 17.4618  max mem: 3331
[23:16:43.011436] Test:  [10/13]  eta: 0:00:08  loss: 2.9571 (2.9684)  acc1: 39.2578 (39.3288)  acc5: 62.6953 (62.7486)  time: 2.9354  data: 2.4202  max mem: 3331
[23:16:43.615945] Test:  [12/13]  eta: 0:00:02  loss: 2.9571 (2.9587)  acc1: 39.2578 (39.5200)  acc5: 62.6953 (62.9120)  time: 2.5303  data: 2.0479  max mem: 3331
[23:16:43.992263] Test: Total time: 0:00:33 (2.5594 s / it)
[23:16:44.089037] * Acc@1 39.406 Acc@5 63.100 loss 2.922
[23:16:44.089175] Accuracy of the network on the 50000 test images: 39.4%
[23:16:44.089198] Max accuracy: 39.46%
[23:16:44.102409] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[23:17:02.444937] Epoch: [81]  [  0/312]  eta: 1:35:22  lr: 0.197788  loss: 3.0399 (3.0399)  time: 18.3419  data: 17.5281  max mem: 3331
[23:17:34.993871] Epoch: [81]  [ 20/312]  eta: 0:11:47  lr: 0.195009  loss: 3.0635 (3.0761)  time: 1.6273  data: 0.9928  max mem: 3331
[23:18:06.517964] Epoch: [81]  [ 40/312]  eta: 0:09:06  lr: 0.192250  loss: 3.0267 (3.0546)  time: 1.5761  data: 0.7409  max mem: 3331
[23:18:38.963088] Epoch: [81]  [ 60/312]  eta: 0:07:54  lr: 0.189509  loss: 3.0285 (3.0476)  time: 1.6222  data: 0.5736  max mem: 3331
[23:19:11.103855] Epoch: [81]  [ 80/312]  eta: 0:07:01  lr: 0.186788  loss: 3.0387 (3.0473)  time: 1.6069  data: 0.4197  max mem: 3331
[23:19:42.776881] Epoch: [81]  [100/312]  eta: 0:06:15  lr: 0.184085  loss: 3.0143 (3.0451)  time: 1.5836  data: 0.2228  max mem: 3331
[23:20:16.112065] Epoch: [81]  [120/312]  eta: 0:05:36  lr: 0.181402  loss: 3.0221 (3.0431)  time: 1.6667  data: 0.0599  max mem: 3331
[23:20:47.919905] Epoch: [81]  [140/312]  eta: 0:04:57  lr: 0.178738  loss: 3.0518 (3.0435)  time: 1.5903  data: 0.0321  max mem: 3331
[23:21:19.443501] Epoch: [81]  [160/312]  eta: 0:04:19  lr: 0.176093  loss: 3.0702 (3.0466)  time: 1.5759  data: 0.0003  max mem: 3331
[23:21:51.809239] Epoch: [81]  [180/312]  eta: 0:03:44  lr: 0.173467  loss: 3.0555 (3.0487)  time: 1.6182  data: 0.0003  max mem: 3331
[23:22:25.956161] Epoch: [81]  [200/312]  eta: 0:03:10  lr: 0.170861  loss: 3.0084 (3.0447)  time: 1.7066  data: 0.0003  max mem: 3331
[23:22:59.653901] Epoch: [81]  [220/312]  eta: 0:02:36  lr: 0.168273  loss: 3.0802 (3.0486)  time: 1.6843  data: 0.0003  max mem: 3331
[23:23:32.496969] Epoch: [81]  [240/312]  eta: 0:02:01  lr: 0.165705  loss: 3.0555 (3.0498)  time: 1.6421  data: 0.0003  max mem: 3331
[23:24:05.786944] Epoch: [81]  [260/312]  eta: 0:01:27  lr: 0.163156  loss: 3.0214 (3.0485)  time: 1.6644  data: 0.0003  max mem: 3331
[23:24:38.572311] Epoch: [81]  [280/312]  eta: 0:00:54  lr: 0.160627  loss: 3.0513 (3.0494)  time: 1.6392  data: 0.0006  max mem: 3331
[23:25:08.577509] Epoch: [81]  [300/312]  eta: 0:00:20  lr: 0.158116  loss: 3.0812 (3.0525)  time: 1.5002  data: 0.0011  max mem: 3331
[23:25:23.906481] Epoch: [81]  [311/312]  eta: 0:00:01  lr: 0.157117  loss: 3.0562 (3.0526)  time: 1.4505  data: 0.0009  max mem: 3331
[23:25:24.802284] Epoch: [81] Total time: 0:08:40 (1.6689 s / it)
[23:25:24.802953] Averaged stats: lr: 0.157117  loss: 3.0562 (3.0503)
[23:25:24.803258] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[23:25:24.803323] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-81.pth')]
[23:25:24.803371] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-81.pth
[23:25:43.067918] Test:  [ 0/13]  eta: 0:03:52  loss: 2.8642 (2.8642)  acc1: 41.2109 (41.2109)  acc5: 64.2578 (64.2578)  time: 17.8843  data: 17.3865  max mem: 3331
[23:25:56.965895] Test:  [10/13]  eta: 0:00:08  loss: 2.9638 (2.9674)  acc1: 39.0625 (39.2756)  acc5: 61.9141 (62.5710)  time: 2.8892  data: 2.3741  max mem: 3331
[23:25:57.570783] Test:  [12/13]  eta: 0:00:02  loss: 2.9638 (2.9579)  acc1: 39.0625 (39.3760)  acc5: 61.9141 (62.7840)  time: 2.4911  data: 2.0089  max mem: 3331
[23:25:57.949130] Test: Total time: 0:00:32 (2.5205 s / it)
[23:25:58.654871] * Acc@1 39.592 Acc@5 63.038 loss 2.921
[23:25:58.655017] Accuracy of the network on the 50000 test images: 39.6%
[23:25:58.655039] Max accuracy: 39.59%
[23:25:58.664029] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[23:26:16.853673] Epoch: [82]  [  0/312]  eta: 1:34:34  lr: 0.156619  loss: 2.9821 (2.9821)  time: 18.1891  data: 16.6736  max mem: 3331
[23:26:48.380801] Epoch: [82]  [ 20/312]  eta: 0:11:31  lr: 0.154140  loss: 3.0291 (3.0280)  time: 1.5763  data: 0.8251  max mem: 3331
[23:27:20.803446] Epoch: [82]  [ 40/312]  eta: 0:09:04  lr: 0.151679  loss: 3.0555 (3.0330)  time: 1.6210  data: 0.6396  max mem: 3331
[23:27:51.119483] Epoch: [82]  [ 60/312]  eta: 0:07:44  lr: 0.149238  loss: 2.9808 (3.0184)  time: 1.5157  data: 0.4791  max mem: 3331
[23:28:22.919950] Epoch: [82]  [ 80/312]  eta: 0:06:53  lr: 0.146817  loss: 3.0178 (3.0214)  time: 1.5899  data: 0.4644  max mem: 3331
[23:28:53.402132] Epoch: [82]  [100/312]  eta: 0:06:06  lr: 0.144414  loss: 2.9942 (3.0227)  time: 1.5240  data: 0.3688  max mem: 3331
[23:29:24.611831] Epoch: [82]  [120/312]  eta: 0:05:26  lr: 0.142031  loss: 3.0552 (3.0280)  time: 1.5604  data: 0.3140  max mem: 3331
[23:29:56.037825] Epoch: [82]  [140/312]  eta: 0:04:49  lr: 0.139668  loss: 3.0289 (3.0323)  time: 1.5712  data: 0.1899  max mem: 3331
[23:30:30.121912] Epoch: [82]  [160/312]  eta: 0:04:16  lr: 0.137324  loss: 3.0534 (3.0369)  time: 1.7041  data: 0.0865  max mem: 3331
[23:31:03.731433] Epoch: [82]  [180/312]  eta: 0:03:42  lr: 0.134999  loss: 3.0215 (3.0364)  time: 1.6804  data: 0.0654  max mem: 3331
[23:31:35.566394] Epoch: [82]  [200/312]  eta: 0:03:07  lr: 0.132694  loss: 3.0230 (3.0357)  time: 1.5916  data: 0.0072  max mem: 3331
[23:32:07.239504] Epoch: [82]  [220/312]  eta: 0:02:33  lr: 0.130408  loss: 3.0729 (3.0396)  time: 1.5836  data: 0.0003  max mem: 3331
[23:32:38.804650] Epoch: [82]  [240/312]  eta: 0:01:59  lr: 0.128141  loss: 3.0386 (3.0389)  time: 1.5782  data: 0.0003  max mem: 3331
[23:33:11.018084] Epoch: [82]  [260/312]  eta: 0:01:26  lr: 0.125894  loss: 3.0186 (3.0398)  time: 1.6106  data: 0.0003  max mem: 3331
[23:33:42.965229] Epoch: [82]  [280/312]  eta: 0:00:52  lr: 0.123667  loss: 3.0613 (3.0418)  time: 1.5973  data: 0.0005  max mem: 3331
[23:34:14.370491] Epoch: [82]  [300/312]  eta: 0:00:19  lr: 0.121459  loss: 3.0825 (3.0453)  time: 1.5702  data: 0.0011  max mem: 3331
[23:34:29.229923] Epoch: [82]  [311/312]  eta: 0:00:01  lr: 0.120581  loss: 3.0505 (3.0449)  time: 1.4352  data: 0.0010  max mem: 3331
[23:34:30.152295] Epoch: [82] Total time: 0:08:31 (1.6394 s / it)
[23:34:30.154825] Averaged stats: lr: 0.120581  loss: 3.0505 (3.0462)
[23:34:30.155136] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[23:34:30.155199] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-82.pth')]
[23:34:30.155239] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-82.pth
[23:34:48.841916] Test:  [ 0/13]  eta: 0:03:57  loss: 2.8658 (2.8658)  acc1: 41.0156 (41.0156)  acc5: 64.4531 (64.4531)  time: 18.2975  data: 17.7995  max mem: 3331
[23:35:02.732391] Test:  [10/13]  eta: 0:00:08  loss: 2.9607 (2.9672)  acc1: 39.0625 (39.0092)  acc5: 62.3047 (62.6953)  time: 2.9260  data: 2.4111  max mem: 3331
[23:35:03.337348] Test:  [12/13]  eta: 0:00:02  loss: 2.9607 (2.9561)  acc1: 39.0625 (39.2160)  acc5: 62.3047 (62.9120)  time: 2.5223  data: 2.0402  max mem: 3331
[23:35:03.588893] Test: Total time: 0:00:33 (2.5419 s / it)
[23:35:05.158658] * Acc@1 39.576 Acc@5 63.086 loss 2.919
[23:35:05.158822] Accuracy of the network on the 50000 test images: 39.6%
[23:35:05.158845] Max accuracy: 39.59%
[23:35:05.170932] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[23:35:22.898662] Epoch: [83]  [  0/312]  eta: 1:32:07  lr: 0.120143  loss: 3.0532 (3.0532)  time: 17.7175  data: 15.6039  max mem: 3331
[23:35:54.248270] Epoch: [83]  [ 20/312]  eta: 0:11:22  lr: 0.117966  loss: 3.0883 (3.0896)  time: 1.5674  data: 0.8435  max mem: 3331
[23:36:26.689123] Epoch: [83]  [ 40/312]  eta: 0:09:00  lr: 0.115809  loss: 3.0422 (3.0732)  time: 1.6220  data: 0.6904  max mem: 3331
[23:36:56.776706] Epoch: [83]  [ 60/312]  eta: 0:07:40  lr: 0.113671  loss: 3.0708 (3.0770)  time: 1.5043  data: 0.5108  max mem: 3331
[23:37:27.757406] Epoch: [83]  [ 80/312]  eta: 0:06:48  lr: 0.111553  loss: 3.0755 (3.0646)  time: 1.5486  data: 0.5061  max mem: 3331
[23:37:58.062665] Epoch: [83]  [100/312]  eta: 0:06:02  lr: 0.109455  loss: 3.0029 (3.0593)  time: 1.5152  data: 0.2860  max mem: 3331
[23:38:29.081942] Epoch: [83]  [120/312]  eta: 0:05:23  lr: 0.107376  loss: 3.0107 (3.0548)  time: 1.5509  data: 0.3039  max mem: 3331
[23:39:00.276446] Epoch: [83]  [140/312]  eta: 0:04:46  lr: 0.105316  loss: 3.0228 (3.0515)  time: 1.5596  data: 0.1947  max mem: 3331
[23:39:31.441955] Epoch: [83]  [160/312]  eta: 0:04:11  lr: 0.103277  loss: 3.0224 (3.0525)  time: 1.5582  data: 0.0263  max mem: 3331
[23:40:03.151498] Epoch: [83]  [180/312]  eta: 0:03:37  lr: 0.101256  loss: 3.0564 (3.0530)  time: 1.5854  data: 0.0003  max mem: 3331
[23:40:34.517287] Epoch: [83]  [200/312]  eta: 0:03:03  lr: 0.099256  loss: 3.0071 (3.0501)  time: 1.5682  data: 0.0003  max mem: 3331
[23:41:06.265986] Epoch: [83]  [220/312]  eta: 0:02:30  lr: 0.097275  loss: 3.0185 (3.0492)  time: 1.5874  data: 0.0003  max mem: 3331
[23:41:38.166027] Epoch: [83]  [240/312]  eta: 0:01:57  lr: 0.095314  loss: 2.9885 (3.0486)  time: 1.5949  data: 0.0003  max mem: 3331
[23:42:10.301260] Epoch: [83]  [260/312]  eta: 0:01:24  lr: 0.093372  loss: 3.0968 (3.0516)  time: 1.6067  data: 0.0003  max mem: 3331
[23:42:42.170512] Epoch: [83]  [280/312]  eta: 0:00:52  lr: 0.091450  loss: 3.0077 (3.0475)  time: 1.5934  data: 0.0003  max mem: 3331
[23:43:13.907331] Epoch: [83]  [300/312]  eta: 0:00:19  lr: 0.089548  loss: 3.0475 (3.0477)  time: 1.5867  data: 0.0011  max mem: 3331
[23:43:27.180826] Epoch: [83]  [311/312]  eta: 0:00:01  lr: 0.088793  loss: 3.0313 (3.0461)  time: 1.3847  data: 0.0010  max mem: 3331
[23:43:28.053538] Epoch: [83] Total time: 0:08:22 (1.6118 s / it)
[23:43:28.081537] Averaged stats: lr: 0.088793  loss: 3.0313 (3.0432)
[23:43:28.081873] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[23:43:28.081938] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-83.pth')]
[23:43:28.081977] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-83.pth
[23:43:45.778339] Test:  [ 0/13]  eta: 0:03:44  loss: 2.8604 (2.8604)  acc1: 41.9922 (41.9922)  acc5: 63.2812 (63.2812)  time: 17.3026  data: 16.8048  max mem: 3331
[23:43:58.504166] Test:  [10/13]  eta: 0:00:08  loss: 2.9455 (2.9638)  acc1: 39.0625 (39.2756)  acc5: 62.5000 (62.6243)  time: 2.7297  data: 2.2149  max mem: 3331
[23:43:59.109111] Test:  [12/13]  eta: 0:00:02  loss: 2.9455 (2.9532)  acc1: 39.0625 (39.5040)  acc5: 62.5000 (62.8640)  time: 2.3562  data: 1.8741  max mem: 3331
[23:43:59.346756] Test: Total time: 0:00:30 (2.3747 s / it)
[23:44:00.908757] * Acc@1 39.596 Acc@5 63.098 loss 2.917
[23:44:00.908919] Accuracy of the network on the 50000 test images: 39.6%
[23:44:00.908941] Max accuracy: 39.60%
[23:44:00.922400] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[23:44:18.413598] Epoch: [84]  [  0/312]  eta: 1:30:57  lr: 0.088416  loss: 2.9709 (2.9709)  time: 17.4906  data: 16.8755  max mem: 3331
[23:44:48.518967] Epoch: [84]  [ 20/312]  eta: 0:11:01  lr: 0.086546  loss: 3.0665 (3.0520)  time: 1.5052  data: 0.9162  max mem: 3331
[23:45:18.116305] Epoch: [84]  [ 40/312]  eta: 0:08:32  lr: 0.084695  loss: 2.9913 (3.0511)  time: 1.4798  data: 0.8515  max mem: 3331
[23:45:51.757896] Epoch: [84]  [ 60/312]  eta: 0:07:37  lr: 0.082864  loss: 3.0348 (3.0435)  time: 1.6818  data: 0.9351  max mem: 3331
[23:46:23.172503] Epoch: [84]  [ 80/312]  eta: 0:06:47  lr: 0.081052  loss: 3.0683 (3.0508)  time: 1.5706  data: 0.7279  max mem: 3331
[23:46:54.696326] Epoch: [84]  [100/312]  eta: 0:06:04  lr: 0.079261  loss: 3.0108 (3.0458)  time: 1.5761  data: 0.4753  max mem: 3331
[23:47:25.563626] Epoch: [84]  [120/312]  eta: 0:05:24  lr: 0.077489  loss: 3.0445 (3.0440)  time: 1.5433  data: 0.2954  max mem: 3331
[23:47:57.010873] Epoch: [84]  [140/312]  eta: 0:04:47  lr: 0.075737  loss: 3.0587 (3.0442)  time: 1.5722  data: 0.1354  max mem: 3331
[23:48:26.749770] Epoch: [84]  [160/312]  eta: 0:04:10  lr: 0.074004  loss: 3.0277 (3.0450)  time: 1.4869  data: 0.0667  max mem: 3331
[23:48:56.527144] Epoch: [84]  [180/312]  eta: 0:03:35  lr: 0.072292  loss: 3.0274 (3.0437)  time: 1.4888  data: 0.0003  max mem: 3331
[23:49:28.408284] Epoch: [84]  [200/312]  eta: 0:03:02  lr: 0.070599  loss: 3.0076 (3.0424)  time: 1.5940  data: 0.0003  max mem: 3331
[23:50:00.725217] Epoch: [84]  [220/312]  eta: 0:02:29  lr: 0.068926  loss: 3.0869 (3.0460)  time: 1.6158  data: 0.0003  max mem: 3331
[23:50:32.267899] Epoch: [84]  [240/312]  eta: 0:01:56  lr: 0.067273  loss: 3.0054 (3.0444)  time: 1.5771  data: 0.0003  max mem: 3331
[23:51:03.559454] Epoch: [84]  [260/312]  eta: 0:01:24  lr: 0.065640  loss: 3.0182 (3.0416)  time: 1.5645  data: 0.0003  max mem: 3331
[23:51:35.264815] Epoch: [84]  [280/312]  eta: 0:00:51  lr: 0.064027  loss: 3.0190 (3.0396)  time: 1.5852  data: 0.0003  max mem: 3331
[23:52:06.498975] Epoch: [84]  [300/312]  eta: 0:00:19  lr: 0.062434  loss: 3.0807 (3.0406)  time: 1.5616  data: 0.0010  max mem: 3331
[23:52:26.321171] Epoch: [84]  [311/312]  eta: 0:00:01  lr: 0.061802  loss: 2.9812 (3.0383)  time: 1.4047  data: 0.0009  max mem: 3331
[23:52:27.145967] Epoch: [84] Total time: 0:08:26 (1.6225 s / it)
[23:52:27.212414] Averaged stats: lr: 0.061802  loss: 2.9812 (3.0420)
[23:52:27.212759] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[23:52:27.212825] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-84.pth')]
[23:52:27.212864] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-84.pth
[23:52:44.657084] Test:  [ 0/13]  eta: 0:03:41  loss: 2.8663 (2.8663)  acc1: 41.2109 (41.2109)  acc5: 63.6719 (63.6719)  time: 17.0535  data: 16.5557  max mem: 3331
[23:52:57.627365] Test:  [10/13]  eta: 0:00:08  loss: 2.9532 (2.9662)  acc1: 39.2578 (39.0803)  acc5: 62.6953 (62.7131)  time: 2.7293  data: 2.2156  max mem: 3331
[23:52:58.232781] Test:  [12/13]  eta: 0:00:02  loss: 2.9532 (2.9556)  acc1: 39.2578 (39.2000)  acc5: 62.6953 (62.9600)  time: 2.3558  data: 1.8748  max mem: 3331
[23:52:58.475687] Test: Total time: 0:00:30 (2.3748 s / it)
[23:53:00.308946] * Acc@1 39.546 Acc@5 63.180 loss 2.916
[23:53:00.309150] Accuracy of the network on the 50000 test images: 39.5%
[23:53:00.309176] Max accuracy: 39.60%
[23:53:00.322960] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[23:53:17.006027] Epoch: [85]  [  0/312]  eta: 1:26:44  lr: 0.061487  loss: 2.9311 (2.9311)  time: 16.6825  data: 16.0908  max mem: 3331
[23:53:46.198949] Epoch: [85]  [ 20/312]  eta: 0:10:37  lr: 0.059926  loss: 3.0048 (2.9901)  time: 1.4596  data: 0.8274  max mem: 3331
[23:54:17.681482] Epoch: [85]  [ 40/312]  eta: 0:08:33  lr: 0.058384  loss: 3.0144 (3.0102)  time: 1.5740  data: 0.8375  max mem: 3331
[23:54:50.050312] Epoch: [85]  [ 60/312]  eta: 0:07:33  lr: 0.056862  loss: 3.0818 (3.0297)  time: 1.6184  data: 0.7285  max mem: 3331
[23:55:21.163936] Epoch: [85]  [ 80/312]  eta: 0:06:43  lr: 0.055360  loss: 3.0300 (3.0249)  time: 1.5556  data: 0.4978  max mem: 3331
[23:55:52.427636] Epoch: [85]  [100/312]  eta: 0:06:01  lr: 0.053878  loss: 2.9754 (3.0200)  time: 1.5631  data: 0.3709  max mem: 3331
[23:56:23.695640] Epoch: [85]  [120/312]  eta: 0:05:22  lr: 0.052416  loss: 3.0537 (3.0245)  time: 1.5633  data: 0.1690  max mem: 3331
[23:56:54.148765] Epoch: [85]  [140/312]  eta: 0:04:45  lr: 0.050974  loss: 3.0295 (3.0255)  time: 1.5226  data: 0.1424  max mem: 3331
[23:57:24.122839] Epoch: [85]  [160/312]  eta: 0:04:09  lr: 0.049552  loss: 3.0683 (3.0307)  time: 1.4986  data: 0.0913  max mem: 3331
[23:57:55.712063] Epoch: [85]  [180/312]  eta: 0:03:35  lr: 0.048150  loss: 2.9836 (3.0276)  time: 1.5794  data: 0.0109  max mem: 3331
[23:58:27.026388] Epoch: [85]  [200/312]  eta: 0:03:02  lr: 0.046768  loss: 3.0462 (3.0289)  time: 1.5656  data: 0.0003  max mem: 3331
[23:58:58.898460] Epoch: [85]  [220/312]  eta: 0:02:29  lr: 0.045406  loss: 2.9947 (3.0265)  time: 1.5935  data: 0.0003  max mem: 3331
[23:59:31.181502] Epoch: [85]  [240/312]  eta: 0:01:56  lr: 0.044064  loss: 3.0001 (3.0289)  time: 1.6141  data: 0.0003  max mem: 3331
[00:00:01.683878] Epoch: [85]  [260/312]  eta: 0:01:23  lr: 0.042741  loss: 3.0716 (3.0312)  time: 1.5250  data: 0.0003  max mem: 3331
[00:00:33.530481] Epoch: [85]  [280/312]  eta: 0:00:51  lr: 0.041439  loss: 3.0458 (3.0316)  time: 1.5923  data: 0.0003  max mem: 3331
[00:01:03.675722] Epoch: [85]  [300/312]  eta: 0:00:19  lr: 0.040157  loss: 3.0537 (3.0331)  time: 1.5072  data: 0.0011  max mem: 3331
[00:01:17.416640] Epoch: [85]  [311/312]  eta: 0:00:01  lr: 0.039650  loss: 2.9720 (3.0312)  time: 1.3997  data: 0.0009  max mem: 3331
[00:01:18.301037] Epoch: [85] Total time: 0:08:17 (1.5961 s / it)
[00:01:18.306472] Averaged stats: lr: 0.039650  loss: 2.9720 (3.0375)
[00:01:18.306802] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[00:01:18.306869] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-85.pth')]
[00:01:18.306910] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-85.pth
[00:01:35.519468] Test:  [ 0/13]  eta: 0:03:38  loss: 2.8604 (2.8604)  acc1: 41.4062 (41.4062)  acc5: 64.0625 (64.0625)  time: 16.8288  data: 16.2965  max mem: 3331
[00:01:49.125981] Test:  [10/13]  eta: 0:00:08  loss: 2.9499 (2.9657)  acc1: 38.6719 (39.0803)  acc5: 62.5000 (62.6953)  time: 2.7667  data: 2.2660  max mem: 3331
[00:01:49.730907] Test:  [12/13]  eta: 0:00:02  loss: 2.9499 (2.9557)  acc1: 38.6719 (39.3280)  acc5: 62.5000 (62.9760)  time: 2.3875  data: 1.9174  max mem: 3331
[00:01:49.962835] Test: Total time: 0:00:31 (2.4056 s / it)
[00:01:51.281236] * Acc@1 39.482 Acc@5 63.188 loss 2.917
[00:01:51.281382] Accuracy of the network on the 50000 test images: 39.5%
[00:01:51.288099] Max accuracy: 39.60%
[00:01:51.301722] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[00:02:08.171831] Epoch: [86]  [  0/312]  eta: 1:27:43  lr: 0.039397  loss: 3.0064 (3.0064)  time: 16.8695  data: 16.2694  max mem: 3331
[00:02:40.646309] Epoch: [86]  [ 20/312]  eta: 0:11:26  lr: 0.038147  loss: 3.0628 (3.0749)  time: 1.6237  data: 0.8660  max mem: 3331
[00:03:12.698629] Epoch: [86]  [ 40/312]  eta: 0:08:59  lr: 0.036917  loss: 3.0257 (3.0571)  time: 1.6025  data: 0.5740  max mem: 3331
[00:03:44.677032] Epoch: [86]  [ 60/312]  eta: 0:07:48  lr: 0.035707  loss: 3.0458 (3.0557)  time: 1.5983  data: 0.5667  max mem: 3331
[00:04:14.930122] Epoch: [86]  [ 80/312]  eta: 0:06:51  lr: 0.034517  loss: 2.9942 (3.0480)  time: 1.5126  data: 0.3716  max mem: 3331
[00:04:45.119050] Epoch: [86]  [100/312]  eta: 0:06:04  lr: 0.033347  loss: 2.9919 (3.0440)  time: 1.5094  data: 0.3416  max mem: 3331
[00:05:16.350588] Epoch: [86]  [120/312]  eta: 0:05:25  lr: 0.032197  loss: 3.0614 (3.0454)  time: 1.5615  data: 0.1930  max mem: 3331
[00:05:48.364864] Epoch: [86]  [140/312]  eta: 0:04:49  lr: 0.031067  loss: 3.0356 (3.0420)  time: 1.6006  data: 0.0056  max mem: 3331
[00:06:20.444094] Epoch: [86]  [160/312]  eta: 0:04:14  lr: 0.029958  loss: 3.0271 (3.0432)  time: 1.6039  data: 0.0195  max mem: 3331
[00:06:52.436111] Epoch: [86]  [180/312]  eta: 0:03:39  lr: 0.028868  loss: 3.0461 (3.0443)  time: 1.5995  data: 0.0004  max mem: 3331
[00:07:23.588734] Epoch: [86]  [200/312]  eta: 0:03:05  lr: 0.027799  loss: 3.0554 (3.0465)  time: 1.5575  data: 0.0003  max mem: 3331
[00:07:55.974459] Epoch: [86]  [220/312]  eta: 0:02:31  lr: 0.026749  loss: 2.9876 (3.0430)  time: 1.6192  data: 0.0003  max mem: 3331
[00:08:27.397839] Epoch: [86]  [240/312]  eta: 0:01:58  lr: 0.025720  loss: 3.0552 (3.0436)  time: 1.5711  data: 0.0003  max mem: 3331
[00:08:56.487175] Epoch: [86]  [260/312]  eta: 0:01:24  lr: 0.024711  loss: 3.0200 (3.0433)  time: 1.4544  data: 0.0003  max mem: 3331
[00:09:27.473034] Epoch: [86]  [280/312]  eta: 0:00:51  lr: 0.023722  loss: 3.0405 (3.0436)  time: 1.5492  data: 0.0003  max mem: 3331
[00:09:56.989864] Epoch: [86]  [300/312]  eta: 0:00:19  lr: 0.022753  loss: 3.0849 (3.0460)  time: 1.4758  data: 0.0011  max mem: 3331
[00:10:10.196443] Epoch: [86]  [311/312]  eta: 0:00:01  lr: 0.022371  loss: 2.9932 (3.0449)  time: 1.3430  data: 0.0010  max mem: 3331
[00:10:11.065281] Epoch: [86] Total time: 0:08:19 (1.6018 s / it)
[00:10:11.076383] Averaged stats: lr: 0.022371  loss: 2.9932 (3.0377)
[00:10:11.076705] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[00:10:11.076768] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-86.pth')]
[00:10:11.076807] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-86.pth
[00:10:28.940451] Test:  [ 0/13]  eta: 0:03:46  loss: 2.8631 (2.8631)  acc1: 41.6016 (41.6016)  acc5: 63.6719 (63.6719)  time: 17.4594  data: 16.9612  max mem: 3331
[00:10:41.886854] Test:  [10/13]  eta: 0:00:08  loss: 2.9526 (2.9649)  acc1: 38.8672 (39.1158)  acc5: 62.8906 (62.7841)  time: 2.7640  data: 2.2491  max mem: 3331
[00:10:43.014174] Test:  [12/13]  eta: 0:00:02  loss: 2.9526 (2.9549)  acc1: 38.8672 (39.2800)  acc5: 62.8906 (63.0400)  time: 2.4254  data: 1.9433  max mem: 3331
[00:10:43.231029] Test: Total time: 0:00:31 (2.4423 s / it)
[00:10:44.987718] * Acc@1 39.560 Acc@5 63.232 loss 2.916
[00:10:44.987861] Accuracy of the network on the 50000 test images: 39.6%
[00:10:44.987883] Max accuracy: 39.60%
[00:10:45.004450] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[00:11:02.358160] Epoch: [87]  [  0/312]  eta: 1:30:11  lr: 0.022181  loss: 2.9326 (2.9326)  time: 17.3460  data: 15.6531  max mem: 3331
[00:11:33.023846] Epoch: [87]  [ 20/312]  eta: 0:11:07  lr: 0.021244  loss: 2.9487 (3.0027)  time: 1.5332  data: 0.7954  max mem: 3331
[00:12:05.188518] Epoch: [87]  [ 40/312]  eta: 0:08:51  lr: 0.020328  loss: 3.0258 (3.0163)  time: 1.6082  data: 0.6342  max mem: 3331
[00:12:35.761561] Epoch: [87]  [ 60/312]  eta: 0:07:37  lr: 0.019431  loss: 2.9675 (3.0056)  time: 1.5285  data: 0.3917  max mem: 3331
[00:13:07.302318] Epoch: [87]  [ 80/312]  eta: 0:06:47  lr: 0.018555  loss: 3.0366 (3.0142)  time: 1.5764  data: 0.2427  max mem: 3331
[00:13:37.697161] Epoch: [87]  [100/312]  eta: 0:06:02  lr: 0.017699  loss: 2.9597 (3.0123)  time: 1.5197  data: 0.1593  max mem: 3331
[00:14:10.342802] Epoch: [87]  [120/312]  eta: 0:05:25  lr: 0.016863  loss: 3.0056 (3.0110)  time: 1.6322  data: 0.0481  max mem: 3331
[00:14:42.736765] Epoch: [87]  [140/312]  eta: 0:04:49  lr: 0.016047  loss: 2.9798 (3.0109)  time: 1.6196  data: 0.0003  max mem: 3331
[00:15:14.785280] Epoch: [87]  [160/312]  eta: 0:04:14  lr: 0.015251  loss: 3.0649 (3.0157)  time: 1.6023  data: 0.0003  max mem: 3331
[00:15:48.922744] Epoch: [87]  [180/312]  eta: 0:03:41  lr: 0.014476  loss: 3.0628 (3.0196)  time: 1.7068  data: 0.0003  max mem: 3331
[00:16:19.988517] Epoch: [87]  [200/312]  eta: 0:03:06  lr: 0.013721  loss: 2.9778 (3.0183)  time: 1.5532  data: 0.0003  max mem: 3331
[00:16:50.615648] Epoch: [87]  [220/312]  eta: 0:02:32  lr: 0.012986  loss: 2.9909 (3.0190)  time: 1.5313  data: 0.0003  max mem: 3331
[00:17:21.151246] Epoch: [87]  [240/312]  eta: 0:01:58  lr: 0.012271  loss: 2.9928 (3.0185)  time: 1.5267  data: 0.0003  max mem: 3331
[00:17:52.661309] Epoch: [87]  [260/312]  eta: 0:01:25  lr: 0.011576  loss: 3.0681 (3.0204)  time: 1.5754  data: 0.0003  max mem: 3331
[00:18:22.686525] Epoch: [87]  [280/312]  eta: 0:00:52  lr: 0.010902  loss: 3.0127 (3.0210)  time: 1.5012  data: 0.0003  max mem: 3331
[00:18:51.976033] Epoch: [87]  [300/312]  eta: 0:00:19  lr: 0.010247  loss: 2.9882 (3.0222)  time: 1.4644  data: 0.0012  max mem: 3331
[00:19:05.349296] Epoch: [87]  [311/312]  eta: 0:00:01  lr: 0.009991  loss: 3.0029 (3.0221)  time: 1.3152  data: 0.0010  max mem: 3331
[00:19:06.251948] Epoch: [87] Total time: 0:08:21 (1.6066 s / it)
[00:19:06.271728] Averaged stats: lr: 0.009991  loss: 3.0029 (3.0358)
[00:19:06.272042] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[00:19:06.272108] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-87.pth')]
[00:19:06.272146] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-87.pth
[00:19:27.491914] Test:  [ 0/13]  eta: 0:03:42  loss: 2.8618 (2.8618)  acc1: 41.4062 (41.4062)  acc5: 63.4766 (63.4766)  time: 17.1139  data: 16.6161  max mem: 3331
[00:19:40.519694] Test:  [10/13]  eta: 0:00:08  loss: 2.9539 (2.9637)  acc1: 39.4531 (39.2578)  acc5: 62.6953 (62.7308)  time: 2.7400  data: 2.2251  max mem: 3331
[00:19:41.124147] Test:  [12/13]  eta: 0:00:02  loss: 2.9539 (2.9535)  acc1: 39.4531 (39.4400)  acc5: 62.6953 (62.9760)  time: 2.3649  data: 1.8828  max mem: 3331
[00:19:41.400806] Test: Total time: 0:00:31 (2.3864 s / it)
[00:19:41.402005] * Acc@1 39.642 Acc@5 63.200 loss 2.915
[00:19:41.402120] Accuracy of the network on the 50000 test images: 39.6%
[00:19:41.402142] Max accuracy: 39.64%
[00:19:41.414126] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[00:19:58.636338] Epoch: [88]  [  0/312]  eta: 1:29:33  lr: 0.009865  loss: 2.9739 (2.9739)  time: 17.2216  data: 16.3748  max mem: 3331
[00:20:27.847821] Epoch: [88]  [ 20/312]  eta: 0:10:45  lr: 0.009243  loss: 2.9802 (3.0095)  time: 1.4605  data: 0.8223  max mem: 3331
[00:20:58.900703] Epoch: [88]  [ 40/312]  eta: 0:08:34  lr: 0.008641  loss: 3.0434 (3.0293)  time: 1.5526  data: 0.7774  max mem: 3331
[00:21:29.945190] Epoch: [88]  [ 60/312]  eta: 0:07:28  lr: 0.008059  loss: 3.0687 (3.0536)  time: 1.5521  data: 0.5393  max mem: 3331
[00:22:00.482526] Epoch: [88]  [ 80/312]  eta: 0:06:38  lr: 0.007498  loss: 3.0287 (3.0545)  time: 1.5268  data: 0.4614  max mem: 3331
[00:22:32.339218] Epoch: [88]  [100/312]  eta: 0:05:58  lr: 0.006957  loss: 3.0464 (3.0503)  time: 1.5928  data: 0.3812  max mem: 3331
[00:23:05.260076] Epoch: [88]  [120/312]  eta: 0:05:23  lr: 0.006436  loss: 3.0481 (3.0498)  time: 1.6460  data: 0.3957  max mem: 3331
[00:23:36.988776] Epoch: [88]  [140/312]  eta: 0:04:47  lr: 0.005936  loss: 3.0205 (3.0457)  time: 1.5855  data: 0.2190  max mem: 3331
[00:24:09.100901] Epoch: [88]  [160/312]  eta: 0:04:12  lr: 0.005456  loss: 3.0617 (3.0503)  time: 1.6055  data: 0.0355  max mem: 3331
[00:24:39.050333] Epoch: [88]  [180/312]  eta: 0:03:37  lr: 0.004996  loss: 3.0515 (3.0488)  time: 1.4974  data: 0.0003  max mem: 3331
[00:25:09.561164] Epoch: [88]  [200/312]  eta: 0:03:02  lr: 0.004556  loss: 3.0315 (3.0457)  time: 1.5255  data: 0.0003  max mem: 3331
[00:25:39.082151] Epoch: [88]  [220/312]  eta: 0:02:28  lr: 0.004136  loss: 3.0075 (3.0449)  time: 1.4759  data: 0.0003  max mem: 3331
[00:26:08.800828] Epoch: [88]  [240/312]  eta: 0:01:55  lr: 0.003737  loss: 2.9510 (3.0393)  time: 1.4859  data: 0.0003  max mem: 3331
[00:26:40.129816] Epoch: [88]  [260/312]  eta: 0:01:23  lr: 0.003358  loss: 3.0331 (3.0379)  time: 1.5664  data: 0.0003  max mem: 3331
[00:27:11.536621] Epoch: [88]  [280/312]  eta: 0:00:51  lr: 0.002999  loss: 3.0494 (3.0377)  time: 1.5703  data: 0.0003  max mem: 3331
[00:27:41.134793] Epoch: [88]  [300/312]  eta: 0:00:19  lr: 0.002660  loss: 3.0132 (3.0377)  time: 1.4798  data: 0.0013  max mem: 3331
[00:27:57.567925] Epoch: [88]  [311/312]  eta: 0:00:01  lr: 0.002531  loss: 3.0394 (3.0364)  time: 1.3596  data: 0.0012  max mem: 3331
[00:27:58.465106] Epoch: [88] Total time: 0:08:17 (1.5931 s / it)
[00:27:58.488550] Averaged stats: lr: 0.002531  loss: 3.0394 (3.0343)
[00:27:58.488885] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[00:27:58.488948] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-88.pth')]
[00:27:58.488988] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-88.pth
[00:28:15.804327] Test:  [ 0/13]  eta: 0:03:40  loss: 2.8606 (2.8606)  acc1: 41.6016 (41.6016)  acc5: 63.6719 (63.6719)  time: 16.9311  data: 16.4332  max mem: 3331
[00:28:29.048700] Test:  [10/13]  eta: 0:00:08  loss: 2.9508 (2.9637)  acc1: 39.2578 (39.2401)  acc5: 62.8906 (62.8196)  time: 2.7431  data: 2.2338  max mem: 3331
[00:28:29.653443] Test:  [12/13]  eta: 0:00:02  loss: 2.9508 (2.9540)  acc1: 39.2578 (39.4240)  acc5: 62.8906 (63.0720)  time: 2.3675  data: 1.8902  max mem: 3331
[00:28:29.890374] Test: Total time: 0:00:31 (2.3860 s / it)
[00:28:32.005921] * Acc@1 39.584 Acc@5 63.148 loss 2.915
[00:28:32.006085] Accuracy of the network on the 50000 test images: 39.6%
[00:28:32.006107] Max accuracy: 39.64%
[00:28:32.026476] log_dir: /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[00:28:49.613186] Epoch: [89]  [  0/312]  eta: 1:31:26  lr: 0.002467  loss: 2.9973 (2.9973)  time: 17.5860  data: 15.2701  max mem: 3331
[00:29:20.344480] Epoch: [89]  [ 20/312]  eta: 0:11:11  lr: 0.002161  loss: 3.0280 (3.0400)  time: 1.5365  data: 0.5888  max mem: 3331
[00:29:49.913821] Epoch: [89]  [ 40/312]  eta: 0:08:36  lr: 0.001875  loss: 2.9805 (3.0321)  time: 1.4784  data: 0.3107  max mem: 3331
[00:30:19.752209] Epoch: [89]  [ 60/312]  eta: 0:07:24  lr: 0.001610  loss: 3.0333 (3.0403)  time: 1.4910  data: 0.2241  max mem: 3331
[00:30:49.083775] Epoch: [89]  [ 80/312]  eta: 0:06:32  lr: 0.001364  loss: 3.0831 (3.0451)  time: 1.4629  data: 0.1485  max mem: 3331
[00:31:18.835650] Epoch: [89]  [100/312]  eta: 0:05:49  lr: 0.001139  loss: 3.0946 (3.0501)  time: 1.4875  data: 0.1551  max mem: 3331
[00:31:50.839004] Epoch: [89]  [120/312]  eta: 0:05:15  lr: 0.000934  loss: 3.0859 (3.0548)  time: 1.6001  data: 0.1713  max mem: 3331
[00:32:20.085133] Epoch: [89]  [140/312]  eta: 0:04:38  lr: 0.000750  loss: 3.0362 (3.0534)  time: 1.4617  data: 0.0478  max mem: 3331
[00:32:49.880619] Epoch: [89]  [160/312]  eta: 0:04:03  lr: 0.000586  loss: 2.9868 (3.0474)  time: 1.4897  data: 0.0957  max mem: 3331
[00:33:19.015852] Epoch: [89]  [180/312]  eta: 0:03:29  lr: 0.000442  loss: 3.0085 (3.0468)  time: 1.4567  data: 0.0950  max mem: 3331
[00:33:48.045723] Epoch: [89]  [200/312]  eta: 0:02:56  lr: 0.000318  loss: 3.0177 (3.0425)  time: 1.4514  data: 0.0003  max mem: 3331
[00:34:18.718144] Epoch: [89]  [220/312]  eta: 0:02:24  lr: 0.000215  loss: 3.0004 (3.0413)  time: 1.5335  data: 0.0003  max mem: 3331
[00:34:49.431541] Epoch: [89]  [240/312]  eta: 0:01:52  lr: 0.000131  loss: 3.0268 (3.0418)  time: 1.5356  data: 0.0003  max mem: 3331
[00:35:19.562478] Epoch: [89]  [260/312]  eta: 0:01:21  lr: 0.000069  loss: 3.0335 (3.0411)  time: 1.5065  data: 0.0003  max mem: 3331
[00:35:50.103313] Epoch: [89]  [280/312]  eta: 0:00:49  lr: 0.000026  loss: 3.0149 (3.0413)  time: 1.5270  data: 0.0003  max mem: 3331
[00:36:20.080695] Epoch: [89]  [300/312]  eta: 0:00:18  lr: 0.000004  loss: 3.0074 (3.0403)  time: 1.4988  data: 0.0011  max mem: 3331
[00:36:34.913625] Epoch: [89]  [311/312]  eta: 0:00:01  lr: 0.000000  loss: 3.0624 (3.0426)  time: 1.2708  data: 0.0010  max mem: 3331
[00:36:35.825926] Epoch: [89] Total time: 0:08:03 (1.5506 s / it)
[00:36:35.828529] Averaged stats: lr: 0.000000  loss: 3.0624 (3.0334)
[00:36:35.828845] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe
[00:36:35.828907] [PosixPath('/gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-89.pth')]
[00:36:35.828946] /gscratch/sciencehub/kmarathe/models/SSL/mae_croco_v2_120_lin_probe/checkpoint-89.pth
[00:36:52.616181] Test:  [ 0/13]  eta: 0:03:33  loss: 2.8588 (2.8588)  acc1: 41.0156 (41.0156)  acc5: 63.4766 (63.4766)  time: 16.3988  data: 15.9007  max mem: 3331
[00:37:05.085906] Test:  [10/13]  eta: 0:00:07  loss: 2.9526 (2.9651)  acc1: 38.6719 (39.0625)  acc5: 62.6953 (62.8374)  time: 2.6243  data: 2.1081  max mem: 3331
[00:37:05.691489] Test:  [12/13]  eta: 0:00:02  loss: 2.9526 (2.9550)  acc1: 38.6719 (39.2480)  acc5: 62.6953 (63.0240)  time: 2.2671  data: 1.7838  max mem: 3331
[00:37:05.976326] Test: Total time: 0:00:29 (2.2892 s / it)
[00:37:08.312946] * Acc@1 39.550 Acc@5 63.154 loss 2.916
[00:37:08.313090] Accuracy of the network on the 50000 test images: 39.6%
[00:37:08.313112] Max accuracy: 39.64%
[00:37:08.326526] Training time 13:19:59
submitit INFO (2023-05-08 00:37:08,538) - Job completed successfully