logs/imagenet_1_gimel_0.out

Namespace(data_path='/scratch/work/public/imagenet/train', vqconfig_path='/scratch/eo41/visual-recognition-memory/vqgan_pretrained_models/imagenet_16x16_16384.yaml', vqmodel_path='/scratch/eo41/visual-recognition-memory/vqgan_pretrained_models/imagenet_16x16_16384.ckpt', num_workers=8, seed=0, save_dir='/scratch/eo41/visual-recognition-memory/gpt_pretrained_models', gpt_config='GPT_gimel', vocab_size=16384, block_size=255, batch_size=32, lr=0.0003, optimizer='Adam', epochs=1000, subsample=0.01, resume='', save_prefix='imagenet_1', gpu=None, world_size=-1, rank=-1, dist_url='env://', dist_backend='nccl', local_rank=-1)
Namespace(data_path='/scratch/work/public/imagenet/train', vqconfig_path='/scratch/eo41/visual-recognition-memory/vqgan_pretrained_models/imagenet_16x16_16384.yaml', vqmodel_path='/scratch/eo41/visual-recognition-memory/vqgan_pretrained_models/imagenet_16x16_16384.ckpt', num_workers=8, seed=0, save_dir='/scratch/eo41/visual-recognition-memory/gpt_pretrained_models', gpt_config='GPT_gimel', vocab_size=16384, block_size=255, batch_size=32, lr=0.0003, optimizer='Adam', epochs=1000, subsample=0.01, resume='', save_prefix='imagenet_1', gpu=None, world_size=-1, rank=-1, dist_url='env://', dist_backend='nccl', local_rank=-1)
Namespace(data_path='/scratch/work/public/imagenet/train', vqconfig_path='/scratch/eo41/visual-recognition-memory/vqgan_pretrained_models/imagenet_16x16_16384.yaml', vqmodel_path='/scratch/eo41/visual-recognition-memory/vqgan_pretrained_models/imagenet_16x16_16384.ckpt', num_workers=8, seed=0, save_dir='/scratch/eo41/visual-recognition-memory/gpt_pretrained_models', gpt_config='GPT_gimel', vocab_size=16384, block_size=255, batch_size=32, lr=0.0003, optimizer='Adam', epochs=1000, subsample=0.01, resume='', save_prefix='imagenet_1', gpu=None, world_size=-1, rank=-1, dist_url='env://', dist_backend='nccl', local_rank=-1)
Namespace(data_path='/scratch/work/public/imagenet/train', vqconfig_path='/scratch/eo41/visual-recognition-memory/vqgan_pretrained_models/imagenet_16x16_16384.yaml', vqmodel_path='/scratch/eo41/visual-recognition-memory/vqgan_pretrained_models/imagenet_16x16_16384.ckpt', num_workers=8, seed=0, save_dir='/scratch/eo41/visual-recognition-memory/gpt_pretrained_models', gpt_config='GPT_gimel', vocab_size=16384, block_size=255, batch_size=32, lr=0.0003, optimizer='Adam', epochs=1000, subsample=0.01, resume='', save_prefix='imagenet_1', gpu=None, world_size=-1, rank=-1, dist_url='env://', dist_backend='nccl', local_rank=-1)
Namespace(data_path='/scratch/work/public/imagenet/train', vqconfig_path='/scratch/eo41/visual-recognition-memory/vqgan_pretrained_models/imagenet_16x16_16384.yaml', vqmodel_path='/scratch/eo41/visual-recognition-memory/vqgan_pretrained_models/imagenet_16x16_16384.ckpt', num_workers=8, seed=0, save_dir='/scratch/eo41/visual-recognition-memory/gpt_pretrained_models', gpt_config='GPT_gimel', vocab_size=16384, block_size=255, batch_size=32, lr=0.0003, optimizer='Adam', epochs=1000, subsample=0.01, resume='', save_prefix='imagenet_1', gpu=None, world_size=-1, rank=-1, dist_url='env://', dist_backend='nccl', local_rank=-1)
Namespace(data_path='/scratch/work/public/imagenet/train', vqconfig_path='/scratch/eo41/visual-recognition-memory/vqgan_pretrained_models/imagenet_16x16_16384.yaml', vqmodel_path='/scratch/eo41/visual-recognition-memory/vqgan_pretrained_models/imagenet_16x16_16384.ckpt', num_workers=8, seed=0, save_dir='/scratch/eo41/visual-recognition-memory/gpt_pretrained_models', gpt_config='GPT_gimel', vocab_size=16384, block_size=255, batch_size=32, lr=0.0003, optimizer='Adam', epochs=1000, subsample=0.01, resume='', save_prefix='imagenet_1', gpu=None, world_size=-1, rank=-1, dist_url='env://', dist_backend='nccl', local_rank=-1)
Namespace(data_path='/scratch/work/public/imagenet/train', vqconfig_path='/scratch/eo41/visual-recognition-memory/vqgan_pretrained_models/imagenet_16x16_16384.yaml', vqmodel_path='/scratch/eo41/visual-recognition-memory/vqgan_pretrained_models/imagenet_16x16_16384.ckpt', num_workers=8, seed=0, save_dir='/scratch/eo41/visual-recognition-memory/gpt_pretrained_models', gpt_config='GPT_gimel', vocab_size=16384, block_size=255, batch_size=32, lr=0.0003, optimizer='Adam', epochs=1000, subsample=0.01, resume='', save_prefix='imagenet_1', gpu=None, world_size=-1, rank=-1, dist_url='env://', dist_backend='nccl', local_rank=-1)
Namespace(data_path='/scratch/work/public/imagenet/train', vqconfig_path='/scratch/eo41/visual-recognition-memory/vqgan_pretrained_models/imagenet_16x16_16384.yaml', vqmodel_path='/scratch/eo41/visual-recognition-memory/vqgan_pretrained_models/imagenet_16x16_16384.ckpt', num_workers=8, seed=0, save_dir='/scratch/eo41/visual-recognition-memory/gpt_pretrained_models', gpt_config='GPT_gimel', vocab_size=16384, block_size=255, batch_size=32, lr=0.0003, optimizer='Adam', epochs=1000, subsample=0.01, resume='', save_prefix='imagenet_1', gpu=None, world_size=-1, rank=-1, dist_url='env://', dist_backend='nccl', local_rank=-1)
model:
  base_learning_rate: 4.5e-06
  params:
    ddconfig:
      attn_resolutions:
      - 16
      ch: 128
      ch_mult:
      - 1
      - 1
      - 2
      - 2
      - 4
      double_z: false
      dropout: 0.0
      in_channels: 3
      num_res_blocks: 2
      out_ch: 3
      resolution: 256
      z_channels: 256
    embed_dim: 256
    lossconfig:
      params:
        codebook_weight: 1.0
        disc_conditional: false
        disc_in_channels: 3
        disc_num_layers: 2
        disc_start: 0
        disc_weight: 0.75
      target: vqloss.VQLPIPSWithDiscriminator
    monitor: val/rec_loss
    n_embed: 16384
  target: vqmodel.VQModel

Working with z of shape (1, 256, 16, 16) = 65536 dimensions.
loaded pretrained LPIPS loss from taming/modules/autoencoder/lpips/vgg.pth
VQLPIPSWithDiscriminator running with hinge loss.
Loaded VQ encoder.
Data loaded: dataset contains 12811 images, and takes 51 training iterations per epoch.
Number of parameters: 750659840
Running on 8 GPUs total
=> no checkpoint loaded, will train from scratch
/scratch/eo41/miniconda3/lib/python3.9/site-packages/torch/nn/_reduction.py:42: UserWarning: size_average and reduce args will be deprecated, please use reduction='none' instead.
  warnings.warn(warning.format(ret))
/scratch/eo41/miniconda3/lib/python3.9/site-packages/torch/nn/_reduction.py:42: UserWarning: size_average and reduce args will be deprecated, please use reduction='none' instead.
  warnings.warn(warning.format(ret))
/scratch/eo41/miniconda3/lib/python3.9/site-packages/torch/nn/_reduction.py:42: UserWarning: size_average and reduce args will be deprecated, please use reduction='none' instead.
  warnings.warn(warning.format(ret))
/scratch/eo41/miniconda3/lib/python3.9/site-packages/torch/nn/_reduction.py:42: UserWarning: size_average and reduce args will be deprecated, please use reduction='none' instead.
  warnings.warn(warning.format(ret))
/scratch/eo41/miniconda3/lib/python3.9/site-packages/torch/nn/_reduction.py:42: UserWarning: size_average and reduce args will be deprecated, please use reduction='none' instead.
  warnings.warn(warning.format(ret))
/scratch/eo41/miniconda3/lib/python3.9/site-packages/torch/nn/_reduction.py:42: UserWarning: size_average and reduce args will be deprecated, please use reduction='none' instead.
  warnings.warn(warning.format(ret))
/scratch/eo41/miniconda3/lib/python3.9/site-packages/torch/nn/_reduction.py:42: UserWarning: size_average and reduce args will be deprecated, please use reduction='none' instead.
  warnings.warn(warning.format(ret))
/scratch/eo41/miniconda3/lib/python3.9/site-packages/torch/nn/_reduction.py:42: UserWarning: size_average and reduce args will be deprecated, please use reduction='none' instead.
  warnings.warn(warning.format(ret))
Epoch: 0 | Training loss: 7.043546527039771 | Elapsed time: 49.193817377090454
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_000_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 1 | Training loss: 6.766808285432703 | Elapsed time: 45.96229410171509
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_001_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 2 | Training loss: 6.7277149593128875 | Elapsed time: 46.14883041381836
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_002_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 3 | Training loss: 6.7078076343910364 | Elapsed time: 45.933130741119385
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_003_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 4 | Training loss: 6.6812375199561025 | Elapsed time: 45.77527356147766
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_004_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 5 | Training loss: 6.67377690707936 | Elapsed time: 45.864094734191895
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_005_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 6 | Training loss: 6.658007051430497 | Elapsed time: 45.988351821899414
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_006_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 7 | Training loss: 6.615950864904067 | Elapsed time: 45.774882078170776
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_007_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 8 | Training loss: 6.600029131945441 | Elapsed time: 45.80882525444031
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_008_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 9 | Training loss: 6.592601000093946 | Elapsed time: 45.84931421279907
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_009_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 10 | Training loss: 6.590933865191889 | Elapsed time: 45.8228657245636
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_010_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 11 | Training loss: 6.568142750683953 | Elapsed time: 45.92162799835205
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_011_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 12 | Training loss: 6.516884728973987 | Elapsed time: 45.73153877258301
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_012_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 13 | Training loss: 6.501673726474538 | Elapsed time: 45.835033893585205
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_013_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 14 | Training loss: 6.505044058257458 | Elapsed time: 45.953683853149414
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_014_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 15 | Training loss: 6.50286782021616 | Elapsed time: 45.89152216911316
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_015_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 16 | Training loss: 6.503354465260225 | Elapsed time: 45.77711772918701
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_016_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 17 | Training loss: 6.473606147018134 | Elapsed time: 45.82464575767517
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_017_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 18 | Training loss: 6.461213009030211 | Elapsed time: 45.83788180351257
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_018_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 19 | Training loss: 6.456397150077072 | Elapsed time: 45.82571887969971
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_019_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 20 | Training loss: 6.4360804931790225 | Elapsed time: 45.84931516647339
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_020_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 21 | Training loss: 6.441464405433805 | Elapsed time: 45.826802492141724
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_021_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 22 | Training loss: 6.428643497766233 | Elapsed time: 45.96351718902588
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_022_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 23 | Training loss: 6.42662462533689 | Elapsed time: 46.099257469177246
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_023_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 24 | Training loss: 6.400744569067862 | Elapsed time: 45.83628869056702
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_024_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 25 | Training loss: 6.397740392123952 | Elapsed time: 45.75833988189697
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_025_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 26 | Training loss: 6.382185440437467 | Elapsed time: 45.82108950614929
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_026_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 27 | Training loss: 6.350544826657164 | Elapsed time: 45.96693181991577
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_027_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 28 | Training loss: 6.346963985293519 | Elapsed time: 45.8038649559021
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_028_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 29 | Training loss: 6.343194980247348 | Elapsed time: 45.77959585189819
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_029_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 30 | Training loss: 6.28940362556308 | Elapsed time: 45.76897430419922
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_030_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 31 | Training loss: 6.294970213198194 | Elapsed time: 45.79410696029663
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_031_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 32 | Training loss: 6.27657787472594 | Elapsed time: 45.79617094993591
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_032_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 33 | Training loss: 6.295723213868983 | Elapsed time: 45.89515805244446
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_033_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 34 | Training loss: 6.276504460503073 | Elapsed time: 45.80754327774048
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_034_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 35 | Training loss: 6.24951296226651 | Elapsed time: 45.83139681816101
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_035_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 36 | Training loss: 6.2277555839688175 | Elapsed time: 45.820045709609985
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_036_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 37 | Training loss: 6.247811560537301 | Elapsed time: 45.73702096939087
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_037_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 38 | Training loss: 6.2054581081165985 | Elapsed time: 45.76875066757202
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_038_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 39 | Training loss: 6.204620034086938 | Elapsed time: 45.82428002357483
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_039_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 40 | Training loss: 6.19763027452955 | Elapsed time: 45.79085445404053
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_040_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 41 | Training loss: 6.186872248556099 | Elapsed time: 45.759870767593384
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_041_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 42 | Training loss: 6.176399595597211 | Elapsed time: 45.90772318840027
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_042_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 43 | Training loss: 6.164415761536243 | Elapsed time: 45.79914569854736
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_043_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 44 | Training loss: 6.156171013327206 | Elapsed time: 45.783682107925415
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_044_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 45 | Training loss: 6.136411049786736 | Elapsed time: 45.7662353515625
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_045_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 46 | Training loss: 6.145836213055779 | Elapsed time: 46.00381064414978
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_046_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 47 | Training loss: 6.117194213119208 | Elapsed time: 45.8336284160614
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_047_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 48 | Training loss: 6.120359916313022 | Elapsed time: 45.8475456237793
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_048_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 49 | Training loss: 6.090019730960622 | Elapsed time: 45.91952085494995
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_049_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 50 | Training loss: 6.103079870635388 | Elapsed time: 45.82374167442322
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_050_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 51 | Training loss: 6.099720646353329 | Elapsed time: 45.8146276473999
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_051_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 52 | Training loss: 6.078967524509804 | Elapsed time: 45.84751915931702
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_052_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 53 | Training loss: 6.093345492493873 | Elapsed time: 45.81482267379761
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_053_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 54 | Training loss: 6.067162466984169 | Elapsed time: 45.814218044281006
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_054_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 55 | Training loss: 6.05002846437342 | Elapsed time: 45.77687382698059
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Epoch: 74 | Training loss: 5.934334437052409 | Elapsed time: 45.90277457237244
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Epoch: 75 | Training loss: 5.938446157118854 | Elapsed time: 45.79429340362549
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Epoch: 76 | Training loss: 5.9110984989241055 | Elapsed time: 45.86379647254944
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Epoch: 77 | Training loss: 5.916216934428496 | Elapsed time: 45.835638999938965
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Epoch: 78 | Training loss: 5.8931853163476084 | Elapsed time: 45.88514256477356
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Epoch: 79 | Training loss: 5.91504778581507 | Elapsed time: 45.85122728347778
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Epoch: 80 | Training loss: 5.900861272624895 | Elapsed time: 45.9109148979187
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Epoch: 81 | Training loss: 5.914509025274539 | Elapsed time: 45.88674068450928
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Epoch: 82 | Training loss: 5.883009845135259 | Elapsed time: 45.80745792388916
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Epoch: 83 | Training loss: 5.870837183559642 | Elapsed time: 45.78189659118652
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Epoch: 84 | Training loss: 5.857988899829341 | Elapsed time: 45.92634582519531
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Epoch: 85 | Training loss: 5.86151720495785 | Elapsed time: 45.87733244895935
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Epoch: 86 | Training loss: 5.855651874168246 | Elapsed time: 45.8209707736969
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Epoch: 87 | Training loss: 5.870900677699669 | Elapsed time: 45.85345458984375
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Epoch: 88 | Training loss: 5.844179415235333 | Elapsed time: 45.91537070274353
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Epoch: 89 | Training loss: 5.852461319343717 | Elapsed time: 45.810298681259155
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Epoch: 90 | Training loss: 5.842968865936878 | Elapsed time: 45.83434748649597
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Epoch: 91 | Training loss: 5.808148327995749 | Elapsed time: 45.91014909744263
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Epoch: 92 | Training loss: 5.81377062143064 | Elapsed time: 45.75301122665405
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Epoch: 93 | Training loss: 5.80474463631125 | Elapsed time: 45.8694052696228
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Epoch: 94 | Training loss: 5.808050445481842 | Elapsed time: 45.92968440055847
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Epoch: 95 | Training loss: 5.779785838781619 | Elapsed time: 45.79834818840027
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Epoch: 96 | Training loss: 5.821337017358518 | Elapsed time: 45.89797568321228
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Epoch: 97 | Training loss: 5.791053360583735 | Elapsed time: 45.80914282798767
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Epoch: 98 | Training loss: 5.766161357655244 | Elapsed time: 45.777507305145264
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Epoch: 99 | Training loss: 5.7779078857571475 | Elapsed time: 45.7093288898468
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Epoch: 142 | Training loss: 5.2285739580790205 | Elapsed time: 45.79220795631409
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Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_147_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
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Epoch: 157 | Training loss: 5.011446672327378 | Elapsed time: 45.751790285110474
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Epoch: 158 | Training loss: 5.044695255803127 | Elapsed time: 45.711729288101196
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Epoch: 159 | Training loss: 5.043585356544046 | Elapsed time: 45.80864238739014
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Epoch: 160 | Training loss: 5.043942002689137 | Elapsed time: 45.69001770019531
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Epoch: 161 | Training loss: 4.986280431934431 | Elapsed time: 45.816362380981445
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_161_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 162 | Training loss: 5.006250718060662 | Elapsed time: 45.86846208572388
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Epoch: 163 | Training loss: 4.98032782124538 | Elapsed time: 45.739298820495605
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Epoch: 164 | Training loss: 4.956909151638255 | Elapsed time: 45.764023780822754
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Epoch: 165 | Training loss: 4.983159027847589 | Elapsed time: 45.87623715400696
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Epoch: 166 | Training loss: 4.971370117337096 | Elapsed time: 45.748239040374756
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Epoch: 167 | Training loss: 4.964275771496343 | Elapsed time: 45.75476932525635
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_167_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 168 | Training loss: 4.919794307035558 | Elapsed time: 45.74912643432617
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_168_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 169 | Training loss: 4.888849492166557 | Elapsed time: 45.772761821746826
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_169_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 170 | Training loss: 4.929207437178668 | Elapsed time: 45.7736656665802
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_170_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 171 | Training loss: 4.903938695496204 | Elapsed time: 45.806894063949585
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_171_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 172 | Training loss: 4.912430772594377 | Elapsed time: 45.7766273021698
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_172_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 173 | Training loss: 4.875202618393243 | Elapsed time: 45.75883746147156
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_173_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 174 | Training loss: 4.887735301373052 | Elapsed time: 45.73487448692322
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Epoch: 175 | Training loss: 4.865130134657318 | Elapsed time: 45.75269269943237
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Epoch: 176 | Training loss: 4.842269289727304 | Elapsed time: 45.78662943840027
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Epoch: 177 | Training loss: 4.82957805371752 | Elapsed time: 45.76472043991089
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Epoch: 178 | Training loss: 4.811760229222915 | Elapsed time: 45.75517654418945
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Epoch: 179 | Training loss: 4.836708807477764 | Elapsed time: 45.77725148200989
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_179_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 180 | Training loss: 4.819212436676025 | Elapsed time: 45.91866397857666
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_180_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 181 | Training loss: 4.818228356978473 | Elapsed time: 45.80518388748169
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Epoch: 182 | Training loss: 4.7841367347567685 | Elapsed time: 45.764925956726074
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Epoch: 183 | Training loss: 4.770917518466127 | Elapsed time: 45.76788902282715
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Epoch: 184 | Training loss: 4.780682769476199 | Elapsed time: 45.82425236701965
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Epoch: 185 | Training loss: 4.7824880843069035 | Elapsed time: 45.82774043083191
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Epoch: 186 | Training loss: 4.75738458072438 | Elapsed time: 45.83792591094971
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Epoch: 187 | Training loss: 4.709744191637226 | Elapsed time: 45.93032932281494
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_187_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 188 | Training loss: 4.731794413398294 | Elapsed time: 45.743499517440796
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Epoch: 228 | Training loss: 4.471122751048967 | Elapsed time: 45.91307973861694
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_228_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 229 | Training loss: 4.439887533000872 | Elapsed time: 45.83796525001526
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_229_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
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Epoch: 235 | Training loss: 4.366470580007515 | Elapsed time: 45.779969453811646
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Epoch: 237 | Training loss: 4.399168098674101 | Elapsed time: 45.841670751571655
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Epoch: 239 | Training loss: 4.386419698303821 | Elapsed time: 45.804877281188965
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Epoch: 241 | Training loss: 4.364088619456572 | Elapsed time: 46.114524126052856
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Epoch: 243 | Training loss: 4.356059710184733 | Elapsed time: 45.898865938186646
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Epoch: 245 | Training loss: 4.345884912154254 | Elapsed time: 45.78029680252075
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Epoch: 246 | Training loss: 4.355045384051753 | Elapsed time: 45.8501615524292
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Epoch: 247 | Training loss: 4.323636354184618 | Elapsed time: 45.897467374801636
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Epoch: 248 | Training loss: 4.340930859247844 | Elapsed time: 45.83033633232117
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Epoch: 249 | Training loss: 4.332936810512169 | Elapsed time: 45.69551372528076
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Epoch: 250 | Training loss: 4.329319149840112 | Elapsed time: 45.90491342544556
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_250_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 251 | Training loss: 4.326518362643672 | Elapsed time: 45.81706166267395
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Epoch: 252 | Training loss: 4.328127253289316 | Elapsed time: 45.79682493209839
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Epoch: 253 | Training loss: 4.3200018452663045 | Elapsed time: 45.76698184013367
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Epoch: 254 | Training loss: 4.30009443619672 | Elapsed time: 45.7466516494751
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_254_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 255 | Training loss: 4.32702132767322 | Elapsed time: 45.93168902397156
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_255_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 256 | Training loss: 4.318385638442694 | Elapsed time: 45.84888577461243
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_256_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 257 | Training loss: 4.283635723824594 | Elapsed time: 45.68606376647949
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_257_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 258 | Training loss: 4.287235007566564 | Elapsed time: 45.796438694000244
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Epoch: 259 | Training loss: 4.291142042945413 | Elapsed time: 45.826446771621704
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Epoch: 260 | Training loss: 4.291378287708058 | Elapsed time: 45.72973394393921
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Epoch: 261 | Training loss: 4.2802208404915 | Elapsed time: 45.81098556518555
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Epoch: 262 | Training loss: 4.255209679697074 | Elapsed time: 45.787789821624756
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Epoch: 263 | Training loss: 4.2665513450024175 | Elapsed time: 45.82381319999695
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_263_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 264 | Training loss: 4.271441973891913 | Elapsed time: 45.88394546508789
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Epoch: 265 | Training loss: 4.250896785773483 | Elapsed time: 45.837327003479004
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Epoch: 266 | Training loss: 4.236474158717137 | Elapsed time: 45.67136311531067
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Epoch: 267 | Training loss: 4.261651983448103 | Elapsed time: 45.80492830276489
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Epoch: 268 | Training loss: 4.262852098427567 | Elapsed time: 45.793686628341675
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Epoch: 269 | Training loss: 4.254002169066784 | Elapsed time: 45.75695252418518
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_269_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 270 | Training loss: 4.2305574043124325 | Elapsed time: 45.81221318244934
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Epoch: 271 | Training loss: 4.245378372715969 | Elapsed time: 45.75695180892944
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Epoch: 272 | Training loss: 4.2464976871714875 | Elapsed time: 45.68888545036316
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Epoch: 273 | Training loss: 4.271517949945786 | Elapsed time: 45.89753794670105
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Epoch: 274 | Training loss: 4.230192305994969 | Elapsed time: 45.75472331047058
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_274_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 275 | Training loss: 4.218163312650194 | Elapsed time: 45.742302894592285
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Epoch: 276 | Training loss: 4.204744661555571 | Elapsed time: 45.76910638809204
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Epoch: 277 | Training loss: 4.205704726424872 | Elapsed time: 45.69619870185852
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Epoch: 278 | Training loss: 4.195005183126412 | Elapsed time: 45.73953175544739
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Epoch: 279 | Training loss: 4.201608195024378 | Elapsed time: 45.783344984054565
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Epoch: 280 | Training loss: 4.195655892877018 | Elapsed time: 45.8114960193634
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Epoch: 281 | Training loss: 4.18010698112787 | Elapsed time: 46.116570472717285
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Epoch: 282 | Training loss: 4.208772874345966 | Elapsed time: 45.81240391731262
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Epoch: 283 | Training loss: 4.158667989805633 | Elapsed time: 45.78012800216675
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Epoch: 284 | Training loss: 4.155715956407435 | Elapsed time: 45.70797300338745
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Epoch: 285 | Training loss: 4.19122621124866 | Elapsed time: 45.85955238342285
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Epoch: 286 | Training loss: 4.181657024458343 | Elapsed time: 45.9048957824707
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Epoch: 287 | Training loss: 4.173296774134917 | Elapsed time: 45.90652275085449
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Epoch: 288 | Training loss: 4.1655091117410095 | Elapsed time: 45.76054763793945
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Epoch: 289 | Training loss: 4.167976977778416 | Elapsed time: 45.72291946411133
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Epoch: 290 | Training loss: 4.149198934143665 | Elapsed time: 45.73708915710449
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Epoch: 291 | Training loss: 4.1540939387153175 | Elapsed time: 45.81145882606506
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Epoch: 292 | Training loss: 4.168963446336634 | Elapsed time: 45.83398151397705
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Epoch: 293 | Training loss: 4.13707358229394 | Elapsed time: 45.85177135467529
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Epoch: 296 | Training loss: 4.152443829704733 | Elapsed time: 46.006781816482544
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Epoch: 333 | Training loss: 4.032099424623976 | Elapsed time: 45.76662302017212
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Epoch: 334 | Training loss: 4.01971108305688 | Elapsed time: 45.80872869491577
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Epoch: 335 | Training loss: 4.005303209903193 | Elapsed time: 45.882874488830566
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Epoch: 336 | Training loss: 3.9871019896338966 | Elapsed time: 45.813493490219116
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Epoch: 338 | Training loss: 3.988836886836033 | Elapsed time: 45.71905064582825
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Epoch: 339 | Training loss: 3.983921294118844 | Elapsed time: 45.76715135574341
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Epoch: 340 | Training loss: 3.9880628352071725 | Elapsed time: 45.7093620300293
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Epoch: 341 | Training loss: 3.9547264108470843 | Elapsed time: 45.72784614562988
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Epoch: 342 | Training loss: 3.962370222690059 | Elapsed time: 45.78838920593262
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Epoch: 343 | Training loss: 3.9593217840381696 | Elapsed time: 45.78308367729187
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Epoch: 344 | Training loss: 3.953524435267729 | Elapsed time: 45.81917881965637
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Epoch: 345 | Training loss: 3.979203551423316 | Elapsed time: 45.712756872177124
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Epoch: 346 | Training loss: 3.9718121126586317 | Elapsed time: 45.713664531707764
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Epoch: 347 | Training loss: 3.958053761837529 | Elapsed time: 45.75751328468323
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Epoch: 348 | Training loss: 3.939714183994368 | Elapsed time: 45.796645164489746
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Epoch: 349 | Training loss: 3.9520174709020877 | Elapsed time: 45.739367961883545
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Epoch: 350 | Training loss: 3.9666887545118144 | Elapsed time: 45.76844596862793
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Epoch: 351 | Training loss: 3.9439862802916883 | Elapsed time: 45.73711657524109
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Epoch: 352 | Training loss: 3.928974469502767 | Elapsed time: 45.781933546066284
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Epoch: 353 | Training loss: 3.946581812465892 | Elapsed time: 45.99103569984436
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_353_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 354 | Training loss: 3.9443052376017853 | Elapsed time: 45.83690166473389
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Epoch: 355 | Training loss: 3.931907144247317 | Elapsed time: 45.83392024040222
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Epoch: 356 | Training loss: 3.916507968715593 | Elapsed time: 45.781365156173706
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Epoch: 357 | Training loss: 3.936722390791949 | Elapsed time: 45.76520895957947
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Epoch: 358 | Training loss: 3.9499794268140604 | Elapsed time: 45.76922154426575
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Epoch: 359 | Training loss: 3.928117915695789 | Elapsed time: 45.7315878868103
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Epoch: 360 | Training loss: 3.922170269723032 | Elapsed time: 45.84778714179993
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Epoch: 361 | Training loss: 3.9393967880922207 | Elapsed time: 45.77668833732605
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Epoch: 362 | Training loss: 3.9055882528716444 | Elapsed time: 45.85438275337219
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Epoch: 363 | Training loss: 3.9041427584255444 | Elapsed time: 45.92664623260498
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Epoch: 364 | Training loss: 3.9198923110961914 | Elapsed time: 45.843753814697266
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Epoch: 365 | Training loss: 3.9194945587831387 | Elapsed time: 45.823097705841064
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Epoch: 366 | Training loss: 3.9005069358676088 | Elapsed time: 45.737046241760254
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Epoch: 367 | Training loss: 3.9175963542040657 | Elapsed time: 45.75269389152527
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Epoch: 368 | Training loss: 3.9338943677790024 | Elapsed time: 45.840890407562256
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Epoch: 369 | Training loss: 3.919556930953381 | Elapsed time: 45.86128306388855
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Epoch: 370 | Training loss: 3.908453950694963 | Elapsed time: 45.869569301605225
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Epoch: 371 | Training loss: 3.9174689919340846 | Elapsed time: 45.84985303878784
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Epoch: 372 | Training loss: 3.888943401037478 | Elapsed time: 45.76687431335449
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Epoch: 373 | Training loss: 3.8911954187879374 | Elapsed time: 45.78665804862976
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Epoch: 374 | Training loss: 3.902667391533945 | Elapsed time: 45.712159872055054
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Epoch: 375 | Training loss: 3.896462136623906 | Elapsed time: 45.71942639350891
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Epoch: 376 | Training loss: 3.8723799621357635 | Elapsed time: 45.73902106285095
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Epoch: 377 | Training loss: 3.8912426957897113 | Elapsed time: 45.883963108062744
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Epoch: 378 | Training loss: 3.8739771001479206 | Elapsed time: 45.93844985961914
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Epoch: 379 | Training loss: 3.8920229837006213 | Elapsed time: 45.72770833969116
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Epoch: 380 | Training loss: 3.8773061761669085 | Elapsed time: 45.73350381851196
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Epoch: 381 | Training loss: 3.878425822538488 | Elapsed time: 45.88092279434204
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Epoch: 382 | Training loss: 3.8983326939975513 | Elapsed time: 45.768494606018066
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Epoch: 383 | Training loss: 3.846861993565279 | Elapsed time: 45.77775454521179
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Epoch: 392 | Training loss: 3.851317704892626 | Elapsed time: 45.73580718040466
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Epoch: 393 | Training loss: 3.847694008958106 | Elapsed time: 45.74326801300049
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Epoch: 416 | Training loss: 3.767841053944008 | Elapsed time: 45.7323112487793
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Epoch: 419 | Training loss: 3.748373419630761 | Elapsed time: 45.92216205596924
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Epoch: 424 | Training loss: 3.766093366286334 | Elapsed time: 45.805742025375366
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Epoch: 425 | Training loss: 3.8054140034843895 | Elapsed time: 45.92286729812622
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Epoch: 426 | Training loss: 3.7644942227531883 | Elapsed time: 45.71893763542175
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Epoch: 427 | Training loss: 3.768899917602539 | Elapsed time: 45.71061563491821
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_427_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 428 | Training loss: 3.7443536075891233 | Elapsed time: 45.79273986816406
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Epoch: 429 | Training loss: 3.752335417504404 | Elapsed time: 45.905532360076904
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Epoch: 430 | Training loss: 3.7704092287549784 | Elapsed time: 45.92292642593384
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Epoch: 431 | Training loss: 3.7447444551131306 | Elapsed time: 45.90982937812805
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Epoch: 432 | Training loss: 3.7528877398547005 | Elapsed time: 45.71091651916504
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Epoch: 433 | Training loss: 3.7425592646879307 | Elapsed time: 45.780346155166626
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Epoch: 434 | Training loss: 3.7589697276844696 | Elapsed time: 45.79366731643677
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Epoch: 435 | Training loss: 3.767151355743408 | Elapsed time: 45.962151288986206
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Epoch: 436 | Training loss: 3.7206368773591283 | Elapsed time: 45.88848924636841
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Epoch: 437 | Training loss: 3.7589551748013963 | Elapsed time: 45.732905626297
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Epoch: 438 | Training loss: 3.7365425334257236 | Elapsed time: 45.79592490196228
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Epoch: 439 | Training loss: 3.744491787517772 | Elapsed time: 45.678417444229126
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Epoch: 440 | Training loss: 3.775090025920494 | Elapsed time: 45.82292556762695
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Epoch: 441 | Training loss: 3.7338199708975996 | Elapsed time: 45.68612790107727
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Epoch: 442 | Training loss: 3.7420668695487227 | Elapsed time: 45.773292779922485
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Epoch: 443 | Training loss: 3.772536048702165 | Elapsed time: 45.8284068107605
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Epoch: 444 | Training loss: 3.7435428114498364 | Elapsed time: 45.75700330734253
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Epoch: 445 | Training loss: 3.722346081453211 | Elapsed time: 45.759955167770386
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Epoch: 446 | Training loss: 3.7265693580403045 | Elapsed time: 45.76993775367737
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Epoch: 447 | Training loss: 3.744290739882226 | Elapsed time: 45.82737064361572
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Epoch: 448 | Training loss: 3.7217018230288637 | Elapsed time: 45.699047327041626
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Epoch: 449 | Training loss: 3.689666897642846 | Elapsed time: 45.707205295562744
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Epoch: 451 | Training loss: 3.7041939847609577 | Elapsed time: 45.693275451660156
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Epoch: 452 | Training loss: 3.7256192833769557 | Elapsed time: 45.778043270111084
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Epoch: 453 | Training loss: 3.727032423019409 | Elapsed time: 45.728052854537964
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Epoch: 454 | Training loss: 3.722350176642923 | Elapsed time: 45.72817277908325
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Epoch: 455 | Training loss: 3.706623825372434 | Elapsed time: 45.84175086021423
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Epoch: 456 | Training loss: 3.6808141025842405 | Elapsed time: 45.73637843132019
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Epoch: 457 | Training loss: 3.7009049443637623 | Elapsed time: 45.791184425354004
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Epoch: 458 | Training loss: 3.696110767476699 | Elapsed time: 45.68181252479553
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Epoch: 459 | Training loss: 3.7075692345114315 | Elapsed time: 45.702738761901855
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Epoch: 460 | Training loss: 3.7238470058815154 | Elapsed time: 45.78346800804138
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Epoch: 461 | Training loss: 3.6902098468705717 | Elapsed time: 45.78328490257263
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Epoch: 462 | Training loss: 3.711198339275285 | Elapsed time: 45.87877082824707
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Epoch: 480 | Training loss: 3.665831500408696 | Elapsed time: 45.76611924171448
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Epoch: 505 | Training loss: 3.6192226363163367 | Elapsed time: 45.7088348865509
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Epoch: 513 | Training loss: 3.621421037935743 | Elapsed time: 45.74433994293213
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Epoch: 514 | Training loss: 3.620034091612872 | Elapsed time: 45.79603815078735
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Epoch: 517 | Training loss: 3.620084009918512 | Elapsed time: 45.74446249008179
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Epoch: 518 | Training loss: 3.606914590386783 | Elapsed time: 45.761038064956665
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Epoch: 519 | Training loss: 3.58143211813534 | Elapsed time: 45.811211824417114
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Epoch: 520 | Training loss: 3.6074790580599916 | Elapsed time: 45.85003137588501
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Epoch: 521 | Training loss: 3.5960206798478667 | Elapsed time: 45.799206018447876
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Epoch: 522 | Training loss: 3.578035873525283 | Elapsed time: 45.7489058971405
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Epoch: 523 | Training loss: 3.587947639764524 | Elapsed time: 45.775434732437134
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Epoch: 524 | Training loss: 3.5918150696099973 | Elapsed time: 45.73317074775696
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Epoch: 525 | Training loss: 3.582823599086088 | Elapsed time: 45.78147315979004
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Epoch: 526 | Training loss: 3.610096492019354 | Elapsed time: 45.916542768478394
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Epoch: 527 | Training loss: 3.5824657514983533 | Elapsed time: 45.81623029708862
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Epoch: 528 | Training loss: 3.60139248417873 | Elapsed time: 45.714343309402466
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Epoch: 529 | Training loss: 3.5673714198318183 | Elapsed time: 45.65109872817993
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Epoch: 530 | Training loss: 3.603390614191691 | Elapsed time: 45.87249231338501
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Epoch: 532 | Training loss: 3.559175739101335 | Elapsed time: 45.91944146156311
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Epoch: 533 | Training loss: 3.588287727505553 | Elapsed time: 45.87603998184204
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Epoch: 542 | Training loss: 3.566668430964152 | Elapsed time: 45.780797481536865
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Epoch: 577 | Training loss: 3.5262426067801083 | Elapsed time: 45.71668887138367
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Epoch: 585 | Training loss: 3.483154334273993 | Elapsed time: 45.79225182533264
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Epoch: 589 | Training loss: 3.4901255065319585 | Elapsed time: 45.71482253074646
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Epoch: 590 | Training loss: 3.484754029442282 | Elapsed time: 45.92859482765198
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Epoch: 591 | Training loss: 3.522638905282114 | Elapsed time: 45.73933529853821
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Epoch: 592 | Training loss: 3.4944469414505304 | Elapsed time: 45.839985847473145
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Epoch: 593 | Training loss: 3.521314401252597 | Elapsed time: 45.769554138183594
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Epoch: 594 | Training loss: 3.507628688625261 | Elapsed time: 45.771488428115845
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Epoch: 595 | Training loss: 3.4837665137122658 | Elapsed time: 45.793320417404175
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Epoch: 596 | Training loss: 3.501101568633435 | Elapsed time: 45.78919839859009
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Epoch: 597 | Training loss: 3.499072841569489 | Elapsed time: 45.75569224357605
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Epoch: 598 | Training loss: 3.5184629103716683 | Elapsed time: 45.80490517616272
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Epoch: 599 | Training loss: 3.5156732400258384 | Elapsed time: 45.91169261932373
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Epoch: 600 | Training loss: 3.50284304338343 | Elapsed time: 45.78575778007507
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Epoch: 601 | Training loss: 3.4755333358166265 | Elapsed time: 45.84081244468689
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Epoch: 602 | Training loss: 3.4743070228427064 | Elapsed time: 45.85515570640564
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Epoch: 603 | Training loss: 3.497099703433467 | Elapsed time: 45.8853554725647
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Epoch: 604 | Training loss: 3.4852357004203047 | Elapsed time: 45.804861545562744
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Epoch: 605 | Training loss: 3.5046979025298475 | Elapsed time: 45.80718207359314
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Epoch: 606 | Training loss: 3.4858686035754634 | Elapsed time: 45.78587365150452
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Epoch: 607 | Training loss: 3.4780100887896968 | Elapsed time: 45.78765678405762
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Epoch: 608 | Training loss: 3.489569995917526 | Elapsed time: 45.75650405883789
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Epoch: 609 | Training loss: 3.476328550600538 | Elapsed time: 45.725624561309814
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Epoch: 610 | Training loss: 3.475485521204331 | Elapsed time: 45.84169864654541
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Epoch: 611 | Training loss: 3.447518699309405 | Elapsed time: 45.70341920852661
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Epoch: 612 | Training loss: 3.4768132088231107 | Elapsed time: 45.75921678543091
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Epoch: 613 | Training loss: 3.4564170323166192 | Elapsed time: 45.75544857978821
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Epoch: 614 | Training loss: 3.4656789302825928 | Elapsed time: 45.74786162376404
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Epoch: 615 | Training loss: 3.472490016151877 | Elapsed time: 45.78177809715271
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Epoch: 616 | Training loss: 3.454250503988827 | Elapsed time: 45.731683015823364
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Epoch: 617 | Training loss: 3.461532195409139 | Elapsed time: 45.783872842788696
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Epoch: 618 | Training loss: 3.4650278699164296 | Elapsed time: 45.75779104232788
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Epoch: 619 | Training loss: 3.4736216302011527 | Elapsed time: 45.74503779411316
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Epoch: 620 | Training loss: 3.490294045093013 | Elapsed time: 45.79294419288635
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Epoch: 623 | Training loss: 3.4796549385669184 | Elapsed time: 45.90036392211914
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Epoch: 627 | Training loss: 3.4701486101337506 | Elapsed time: 45.940277338027954
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Epoch: 628 | Training loss: 3.460931843402339 | Elapsed time: 45.81644940376282
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Epoch: 629 | Training loss: 3.4589916911779666 | Elapsed time: 45.7768759727478
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Epoch: 630 | Training loss: 3.445219829970715 | Elapsed time: 45.786335468292236
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Epoch: 689 | Training loss: 3.4019162047143077 | Elapsed time: 45.80002403259277
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Epoch: 690 | Training loss: 3.412513541240318 | Elapsed time: 45.82964611053467
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Epoch: 694 | Training loss: 3.3860376348682477 | Elapsed time: 45.83712863922119
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Epoch: 770 | Training loss: 3.3117684803757013 | Elapsed time: 45.861151933670044
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Epoch: 775 | Training loss: 3.329753324097278 | Elapsed time: 45.95775008201599
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Epoch: 777 | Training loss: 3.3123770835352877 | Elapsed time: 45.95898509025574
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Epoch: 779 | Training loss: 3.3177857492484297 | Elapsed time: 45.74486565589905
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Epoch: 781 | Training loss: 3.3236827242608165 | Elapsed time: 45.7925910949707
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Epoch: 784 | Training loss: 3.305653969446818 | Elapsed time: 45.86239528656006
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Epoch: 857 | Training loss: 3.2497914538663975 | Elapsed time: 45.81914186477661
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Epoch: 859 | Training loss: 3.2414246867684757 | Elapsed time: 45.8846709728241
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Epoch: 866 | Training loss: 3.230975539076562 | Elapsed time: 45.87152338027954
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Epoch: 869 | Training loss: 3.2434479068307316 | Elapsed time: 45.93513202667236
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Epoch: 913 | Training loss: 3.2297529379526773 | Elapsed time: 45.82232332229614
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Epoch: 914 | Training loss: 3.1869749929390703 | Elapsed time: 45.71951627731323
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Epoch: 919 | Training loss: 3.2120739759183397 | Elapsed time: 45.7730827331543
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Epoch: 926 | Training loss: 3.208765717113719 | Elapsed time: 45.95245814323425
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Epoch: 929 | Training loss: 3.208513068217857 | Elapsed time: 45.77105736732483
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Epoch: 930 | Training loss: 3.1910216527826645 | Elapsed time: 45.81977200508118
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Epoch: 931 | Training loss: 3.1953987374025234 | Elapsed time: 45.78352379798889
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Epoch: 932 | Training loss: 3.2102738548727596 | Elapsed time: 45.75445866584778
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Epoch: 934 | Training loss: 3.205295712340112 | Elapsed time: 45.793620347976685
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Epoch: 936 | Training loss: 3.177934249242147 | Elapsed time: 45.83258247375488
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Epoch: 937 | Training loss: 3.191955337337419 | Elapsed time: 45.72021007537842
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Epoch: 938 | Training loss: 3.1895584826375925 | Elapsed time: 45.93417954444885
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Epoch: 939 | Training loss: 3.1893845399220786 | Elapsed time: 45.91195368766785
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Epoch: 940 | Training loss: 3.1972895182815253 | Elapsed time: 45.95687651634216
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Epoch: 941 | Training loss: 3.1926750669292376 | Elapsed time: 45.76249980926514
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Epoch: 942 | Training loss: 3.1933641620710786 | Elapsed time: 45.91539430618286
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Epoch: 943 | Training loss: 3.169050408344643 | Elapsed time: 45.901912212371826
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Epoch: 944 | Training loss: 3.196798146939745 | Elapsed time: 45.842026233673096
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Epoch: 945 | Training loss: 3.176518122355143 | Elapsed time: 45.75954532623291
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Epoch: 946 | Training loss: 3.189837240705303 | Elapsed time: 45.983665466308594
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Epoch: 947 | Training loss: 3.1813867372625015 | Elapsed time: 45.74690771102905
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Epoch: 948 | Training loss: 3.183935193454518 | Elapsed time: 45.72437238693237
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Epoch: 949 | Training loss: 3.1738395831164192 | Elapsed time: 45.8190495967865
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Epoch: 950 | Training loss: 3.1997441731247247 | Elapsed time: 45.90559935569763
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Epoch: 951 | Training loss: 3.167474489586026 | Elapsed time: 45.792677879333496
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Epoch: 952 | Training loss: 3.167218699174769 | Elapsed time: 45.84005951881409
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Epoch: 953 | Training loss: 3.1859580816007127 | Elapsed time: 45.71840000152588
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Epoch: 954 | Training loss: 3.191533369176528 | Elapsed time: 45.902761936187744
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Epoch: 955 | Training loss: 3.1489024209041223 | Elapsed time: 45.775776624679565
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Epoch: 956 | Training loss: 3.1995854097254135 | Elapsed time: 45.87200713157654
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Epoch: 957 | Training loss: 3.1904760575761983 | Elapsed time: 45.831228256225586
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Epoch: 958 | Training loss: 3.1875580198624553 | Elapsed time: 45.751171350479126
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Epoch: 959 | Training loss: 3.164497034222472 | Elapsed time: 45.9128041267395
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Epoch: 960 | Training loss: 3.1527769659079756 | Elapsed time: 45.74024844169617
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Epoch: 962 | Training loss: 3.194343370549819 | Elapsed time: 45.803977727890015
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Epoch: 963 | Training loss: 3.1764922516018737 | Elapsed time: 45.94443607330322
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Epoch: 965 | Training loss: 3.1922590265087054 | Elapsed time: 45.90211057662964
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Epoch: 977 | Training loss: 3.1793937963597916 | Elapsed time: 45.8331298828125
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Epoch: 978 | Training loss: 3.1453133143630683 | Elapsed time: 45.90857481956482
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Epoch: 979 | Training loss: 3.1940570999594295 | Elapsed time: 45.83131790161133
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Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_996_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 997 | Training loss: 3.1355190090104643 | Elapsed time: 46.04213070869446
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_997_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 998 | Training loss: 3.132141202103858 | Elapsed time: 45.885008811950684
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_998_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Epoch: 999 | Training loss: 3.1623815788942227 | Elapsed time: 45.8616738319397
Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_999_imagenet_1_GPT_gimel_256b_0.0003lr_Adamo_0s.pt
Done