| 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_alef', vocab_size=16384, block_size=255, batch_size=128, lr=0.0003, optimizer='Adam', epochs=1000, resume='/scratch/eo41/visual-recognition-memory/gpt_pretrained_models/imagenet_alef.pt', save_prefix='imagenet', 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_alef', vocab_size=16384, block_size=255, batch_size=128, lr=0.0003, optimizer='Adam', epochs=1000, resume='/scratch/eo41/visual-recognition-memory/gpt_pretrained_models/imagenet_alef.pt', save_prefix='imagenet', 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 1281167 images, and takes 5005 training iterations per epoch. |
| Number of parameters: 110417664 |
| Running on 2 GPUs total |
| => loaded model weights and optimizer state at checkpoint '/scratch/eo41/visual-recognition-memory/gpt_pretrained_models/imagenet_alef.pt' |
| /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: 5.5326811582773 | Elapsed time: 4552.455201625824 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_000_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 1 | Training loss: 5.532087442948744 | Elapsed time: 4541.033269882202 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_001_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 2 | Training loss: 5.532145879842661 | Elapsed time: 4527.634945392609 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_002_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 3 | Training loss: 5.530630941895934 | Elapsed time: 4543.700802564621 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_003_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 4 | Training loss: 5.530634129130757 | Elapsed time: 4532.1716775894165 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_004_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 5 | Training loss: 5.529234550525616 | Elapsed time: 4535.384343624115 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_005_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 6 | Training loss: 5.528841091845776 | Elapsed time: 4544.032119035721 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_006_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 7 | Training loss: 5.528287436745384 | Elapsed time: 4536.490844488144 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_007_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 8 | Training loss: 5.528800182361584 | Elapsed time: 4534.5896253585815 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_008_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 9 | Training loss: 5.527357240251966 | Elapsed time: 4534.611388683319 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_009_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 10 | Training loss: 5.527853631353998 | Elapsed time: 4537.2827780246735 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_010_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 11 | Training loss: 5.5262433110179 | Elapsed time: 4538.416050672531 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_011_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 12 | Training loss: 5.525816423338014 | Elapsed time: 4545.015641212463 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_012_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 13 | Training loss: 5.525116331117613 | Elapsed time: 4534.264271497726 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_013_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 14 | Training loss: 5.5248599632636655 | Elapsed time: 4536.402310371399 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_014_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 15 | Training loss: 5.525006600645753 | Elapsed time: 4533.143029689789 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_015_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 16 | Training loss: 5.524488739009861 | Elapsed time: 4534.865980148315 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_016_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 17 | Training loss: 5.523257099784218 | Elapsed time: 4535.609833717346 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_017_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 18 | Training loss: 5.523583016219315 | Elapsed time: 4535.112987756729 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_018_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 19 | Training loss: 5.523885637277609 | Elapsed time: 4534.515798091888 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_019_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 20 | Training loss: 5.5223699675454245 | Elapsed time: 4533.731646776199 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_020_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 21 | Training loss: 5.52230408094027 | Elapsed time: 4535.808632612228 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_021_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 22 | Training loss: 5.5219054831848755 | Elapsed time: 4538.373485803604 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_022_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 23 | Training loss: 5.52192791739663 | Elapsed time: 4538.351050376892 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_023_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 24 | Training loss: 5.520790481472111 | Elapsed time: 4538.347093343735 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_024_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 25 | Training loss: 5.520515246681876 | Elapsed time: 4534.917105674744 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_025_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 26 | Training loss: 5.520187362876686 | Elapsed time: 4535.308793544769 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_026_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 27 | Training loss: 5.520720029139257 | Elapsed time: 4536.7174389362335 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_027_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 28 | Training loss: 5.519694088126991 | Elapsed time: 4536.545913219452 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_028_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 29 | Training loss: 5.519993619604425 | Elapsed time: 4534.929441213608 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_029_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 30 | Training loss: 5.518580463763836 | Elapsed time: 4535.2925271987915 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_030_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 31 | Training loss: 5.517713272178566 | Elapsed time: 4535.789410352707 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_031_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 32 | Training loss: 5.5175725548179235 | Elapsed time: 4536.752972602844 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_032_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 33 | Training loss: 5.518335195116468 | Elapsed time: 4535.80343747139 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_033_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 34 | Training loss: 5.517208845060426 | Elapsed time: 4536.006014823914 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_034_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 35 | Training loss: 5.517036294317864 | Elapsed time: 4532.4260675907135 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_035_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 36 | Training loss: 5.516782159643335 | Elapsed time: 4535.359925270081 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_036_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| Epoch: 37 | Training loss: 5.516859723566534 | Elapsed time: 4535.818285703659 |
| Saving model to: /scratch/eo41/visual-recognition-memory/gpt_pretrained_models/model_037_imagenet_GPT_alef_256b_0.0003lr_Adamo_0s.pt |
| slurmstepd: error: *** STEP 26102669.0 ON ga012 CANCELLED AT 2022-10-22T17:01:09 DUE TO TIME LIMIT *** |
| slurmstepd: error: *** JOB 26102669 ON ga012 CANCELLED AT 2022-10-22T17:01:09 DUE TO TIME LIMIT *** |
| srun: Job step aborted: Waiting up to 32 seconds for job step to finish. |
| |
