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Lung_Mixup.log
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DATASET-lung_MODE-mixup-ONLY_LEAK-16_MLP-128 128
wandb: Currently logged in as: hanchen. Use `wandb login --relogin` to force relogin
wandb: wandb version 0.18.1 is available! To upgrade, please run:
wandb: $ pip install wandb --upgrade
wandb: Tracking run with wandb version 0.17.0
wandb: Run data is saved locally in /gpfs/scratchfs01/site/u/wangh256/Islander/src/wandb/run-20240923_122103-3bynd09h
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run MODE-mixup-ONLY_LEAK-16_MLP-128 128
wandb: ⭐️ View project at https://genentech.wandb.io/hanchen/_lung_
wandb: 🚀 View run at https://genentech.wandb.io/hanchen/_lung_/runs/3bynd09h
=============================================================================
DATASET: lung
BATCH: sample, LABEL: cell_type
Load 28024 Genes & 542643 Cells.
=============================================================================
...Loading from Pre Saved, Training Split...
...Loading from Pre Saved, Testing Split...
# Genes: 28024
# Cells: 488192 (Training), 54528 (Testing)
============================ Model architecture ===========================
Leak dim: 16
Dropout: True
MLP size: [128, 16, 128]
Batchnorm: True , momentum: 0.1 , eps: 1e-05
=============================================================================
LR: 0.000976 Epoch: 0, Test Loss: 0.17, Train Loss: 1.31, Test Acc: 94.93, Time: 0.00 Mins
LR: 0.000905 Epoch: 1, Test Loss: 0.17, Train Loss: 1.04, Test Acc: 94.95, Time: 0.00 Mins
LR: 0.000794 Epoch: 2, Test Loss: 0.17, Train Loss: 0.99, Test Acc: 94.91, Time: 1.00 Mins
LR: 0.000655 Epoch: 3, Test Loss: 0.17, Train Loss: 0.95, Test Acc: 95.02, Time: 1.00 Mins
LR: 0.000500 Epoch: 4, Test Loss: 0.17, Train Loss: 0.92, Test Acc: 95.05, Time: 2.00 Mins
LR: 0.000345 Epoch: 5, Test Loss: 0.18, Train Loss: 0.89, Test Acc: 95.05, Time: 2.00 Mins
LR: 0.000206 Epoch: 6, Test Loss: 0.18, Train Loss: 0.89, Test Acc: 95.04, Time: 3.00 Mins
LR: 0.000095 Epoch: 7, Test Loss: 0.18, Train Loss: 0.89, Test Acc: 95.08, Time: 3.00 Mins
LR: 0.000024 Epoch: 8, Test Loss: 0.18, Train Loss: 0.89, Test Acc: 95.00, Time: 4.00 Mins
LR: 0.000000 Epoch: 9, Test Loss: 0.18, Train Loss: 0.88, Test Acc: 95.14, Time: 4.00 Mins
wandb: - 0.046 MB of 0.046 MB uploadedwandb: \ 0.046 MB of 0.067 MB uploadedwandb:
wandb: Run history:
wandb: LR █▇▇▆▅▃▂▂▁▁
wandb: Test Acc ▂▂▁▄▅▅▅▆▄█
wandb: Test Loss ▁▂▆▂▂▇▆██▇
wandb: Test Rec Loss ▂█▃▅▃▄▁▃▄▁
wandb: Train Loss █▄▃▂▂▁▁▁▁▁
wandb: Train Rec Loss ▁█▆▅▄▁▂▂▁▂
wandb:
wandb: Run summary:
wandb: LR 0.0
wandb: Test Acc 95.13747
wandb: Test Loss 0.17661
wandb: Test Rec Loss 0.20821
wandb: Train Loss 0.87541
wandb: Train Rec Loss 0.20818
wandb:
wandb: 🚀 View run MODE-mixup-ONLY_LEAK-16_MLP-128 128 at: https://genentech.wandb.io/hanchen/_lung_/runs/3bynd09h
wandb: ⭐️ View project at: https://genentech.wandb.io/hanchen/_lung_
wandb: Synced 7 W&B file(s), 0 media file(s), 0 artifact file(s) and 1 other file(s)
wandb: Find logs at: ./wandb/run-20240923_122103-3bynd09h/logs