| [NbConvertApp] Converting notebook HCP_downstream_raw_flatmaps.ipynb to python |
| [NbConvertApp] Writing 36445 bytes to HCP_downstream_raw_flatmaps.py |
| wandb: Using wandb-core as the SDK backend. Please refer to https://wandb.me/wandb-core for more information. |
| wandb: Currently logged in as: ckadirt. Use `wandb login --relogin` to force relogin |
| wandb: Tracking run with wandb version 0.18.3 |
| wandb: Run data is saved locally in /weka/proj-fmri/ckadirt/fMRI-foundation-model/src/wandb/run-20241127_013141-HCPflat_raw_beta_age_18a4fb68-2904-438d-a472-1c5e5f991d72 |
| wandb: Run `wandb offline` to turn off syncing. |
| wandb: Syncing run HCPflat_raw_beta_age |
| wandb: βοΈ View project at https://stability.wandb.io/ckadirt/fMRI-foundation-model |
| wandb: π View run at https://stability.wandb.io/ckadirt/fMRI-foundation-model/runs/HCPflat_raw_beta_age_18a4fb68-2904-438d-a472-1c5e5f991d72 |
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| return F.mse_loss(input, target, reduction=self.reduction) |
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Epoch 1/50 - Training: 66%|βββββββ | 286/435 [03:19<01:21, 1.84it/s]
Epoch 1/50 - Training: 66%|βββββββ | 287/435 [03:20<01:50, 1.34it/s]
Epoch 1/50 - Training: 66%|βββββββ | 288/435 [03:20<01:29, 1.64it/s]
Epoch 1/50 - Training: 66%|βββββββ | 289/435 [03:21<01:18, 1.86it/s]
Epoch 1/50 - Training: 67%|βββββββ | 290/435 [03:21<01:11, 2.03it/s]
Epoch 1/50 - Training: 67%|βββββββ | 291/435 [03:21<01:05, 2.19it/s]
Epoch 1/50 - Training: 67%|βββββββ | 292/435 [03:23<02:04, 1.15it/s]
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Epoch 1/50 - Training: 68%|βββββββ | 294/435 [03:24<01:27, 1.60it/s]
Epoch 1/50 - Training: 68%|βββββββ | 295/435 [03:24<01:17, 1.81it/s]
Epoch 1/50 - Training: 68%|βββββββ | 296/435 [03:25<01:09, 2.00it/s]
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Epoch 1/50 - Training: 69%|βββββββ | 298/435 [03:27<01:29, 1.53it/s]
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Epoch 1/50 - Training: 69%|βββββββ | 300/435 [03:27<01:07, 1.99it/s]
Epoch 1/50 - Training: 69%|βββββββ | 301/435 [03:28<01:02, 2.14it/s]
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Epoch 1/50 - Training: 70%|βββββββ | 304/435 [03:30<01:26, 1.51it/s]
Epoch 1/50 - Training: 70%|βββββββ | 305/435 [03:31<01:15, 1.72it/s]
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Epoch 1/50 - Training: 71%|βββββββ | 307/435 [03:32<01:33, 1.37it/s]
Epoch 1/50 - Training: 71%|βββββββ | 308/435 [03:33<01:19, 1.59it/s]
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Epoch 1/50 - Training: 72%|ββββββββ | 312/435 [03:35<01:31, 1.35it/s]
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Epoch 1/50 - Training: 72%|ββββββββ | 314/435 [03:36<01:06, 1.81it/s]
Epoch 1/50 - Training: 72%|ββββββββ | 315/435 [03:36<01:00, 1.98it/s]
Epoch 1/50 - Training: 73%|ββββββββ | 316/435 [03:37<00:55, 2.15it/s]
Epoch 1/50 - Training: 73%|ββββββββ | 317/435 [03:38<01:35, 1.24it/s]
Epoch 1/50 - Training: 73%|ββββββββ | 318/435 [03:39<01:19, 1.47it/s]
Epoch 1/50 - Training: 73%|ββββββββ | 319/435 [03:39<01:08, 1.69it/s]
Epoch 1/50 - Training: 74%|ββββββββ | 320/435 [03:40<01:00, 1.89it/s]
Epoch 1/50 - Training: 74%|ββββββββ | 321/435 [03:40<00:53, 2.11it/s]
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Epoch 1/50 - Training: 75%|ββββββββ | 325/435 [03:42<00:55, 1.98it/s]
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Epoch 1/50 - Training: 87%|βββββββββ | 377/435 [04:13<00:56, 1.02it/s]
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Epoch 1/50 - Training: 91%|ββββββββββ| 397/435 [04:24<00:39, 1.03s/it]
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Epoch 1/50 - Training: 93%|ββββββββββ| 404/435 [04:26<00:10, 2.93it/s]
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Epoch 1/50 - Training: 94%|ββββββββββ| 407/435 [04:29<00:29, 1.06s/it]
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| return F.mse_loss(input, target, reduction=self.reduction) |
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Epoch 1/50 - Training: 100%|ββββββββββ| 435/435 [04:39<00:00, 1.55it/s] |
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| return F.mse_loss(input, target, reduction=self.reduction) |
|
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Epoch 1/50 - Validation: 100%|ββββββββββ| 48/48 [02:09<00:00, 2.69s/it] |
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Epoch 2/50 - Training: 51%|βββββ | 220/435 [02:56<00:52, 4.13it/s]
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Epoch 2/50 - Training: 55%|ββββββ | 240/435 [03:12<00:47, 4.07it/s]
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Epoch 2/50 - Training: 56%|ββββββ | 242/435 [03:18<06:36, 2.05s/it]
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Epoch 2/50 - Training: 57%|ββββββ | 246/435 [03:19<01:51, 1.69it/s]
Epoch 2/50 - Training: 57%|ββββββ | 247/435 [03:19<01:25, 2.20it/s]
Epoch 2/50 - Training: 57%|ββββββ | 248/435 [03:19<01:06, 2.82it/s]
Epoch 2/50 - Training: 57%|ββββββ | 249/435 [03:19<00:53, 3.47it/s]
Epoch 2/50 - Training: 57%|ββββββ | 250/435 [03:19<00:44, 4.14it/s]
Epoch 2/50 - Training: 58%|ββββββ | 251/435 [03:19<00:38, 4.75it/s]
Epoch 2/50 - Training: 58%|ββββββ | 252/435 [03:26<06:26, 2.11s/it]
Epoch 2/50 - Training: 58%|ββββββ | 253/435 [03:26<04:35, 1.52s/it]
Epoch 2/50 - Training: 58%|ββββββ | 254/435 [03:26<03:18, 1.10s/it]
Epoch 2/50 - Training: 59%|ββββββ | 255/435 [03:26<02:25, 1.24it/s]
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Epoch 2/50 - Training: 59%|ββββββ | 257/435 [03:27<01:23, 2.13it/s]
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Epoch 2/50 - Training: 60%|ββββββ | 262/435 [03:33<05:49, 2.02s/it]
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Epoch 2/50 - Training: 61%|βββββββ | 267/435 [03:34<01:15, 2.22it/s]
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Epoch 2/50 - Training: 62%|βββββββ | 270/435 [03:34<00:39, 4.14it/s]
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Epoch 2/50 - Training: 63%|βββββββ | 272/435 [03:41<05:57, 2.19s/it]
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Epoch 2/50 - Training: 63%|βββββββ | 275/435 [03:42<02:14, 1.19it/s]
Epoch 2/50 - Training: 63%|βββββββ | 276/435 [03:42<01:40, 1.58it/s]
Epoch 2/50 - Training: 64%|βββββββ | 277/435 [03:42<01:17, 2.04it/s]
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Epoch 2/50 - Training: 64%|βββββββ | 279/435 [03:42<00:47, 3.27it/s]
Epoch 2/50 - Training: 64%|βββββββ | 280/435 [03:42<00:39, 3.93it/s]
Epoch 2/50 - Training: 65%|βββββββ | 281/435 [03:42<00:33, 4.55it/s]
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Epoch 2/50 - Training: 66%|βββββββ | 287/435 [03:50<01:12, 2.05it/s]
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Epoch 2/50 - Training: 68%|βββββββ | 294/435 [03:58<02:43, 1.16s/it]
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Epoch 2/50 - Training: 72%|ββββββββ | 312/435 [04:13<04:25, 2.16s/it]
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Epoch 2/50 - Training: 76%|ββββββββ | 330/435 [04:23<00:27, 3.86it/s]
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Epoch 2/50 - Training: 100%|ββββββββββ| 435/435 [05:39<00:00, 1.28it/s] |
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Epoch 2/50 - Validation: 4%|β | 2/48 [00:06<02:30, 3.27s/it]
Epoch 2/50 - Validation: 6%|β | 3/48 [00:09<02:26, 3.26s/it]
Epoch 2/50 - Validation: 8%|β | 4/48 [00:13<02:27, 3.35s/it]
Epoch 2/50 - Validation: 10%|β | 5/48 [00:16<02:25, 3.37s/it]
Epoch 2/50 - Validation: 12%|ββ | 6/48 [00:20<02:23, 3.42s/it]
Epoch 2/50 - Validation: 15%|ββ | 7/48 [00:23<02:19, 3.40s/it]
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Epoch 2/50 - Validation: 19%|ββ | 9/48 [00:30<02:13, 3.43s/it]
Epoch 2/50 - Validation: 21%|ββ | 10/48 [00:34<02:12, 3.48s/it]
Epoch 2/50 - Validation: 23%|βββ | 11/48 [00:37<02:09, 3.50s/it]
Epoch 2/50 - Validation: 25%|βββ | 12/48 [00:41<02:07, 3.53s/it]
Epoch 2/50 - Validation: 27%|βββ | 13/48 [00:44<02:02, 3.51s/it]
Epoch 2/50 - Validation: 29%|βββ | 14/48 [00:47<01:54, 3.35s/it]
Epoch 2/50 - Validation: 31%|ββββ | 15/48 [00:50<01:45, 3.19s/it]
Epoch 2/50 - Validation: 33%|ββββ | 16/48 [00:53<01:37, 3.05s/it]
Epoch 2/50 - Validation: 35%|ββββ | 17/48 [00:55<01:29, 2.89s/it]
Epoch 2/50 - Validation: 38%|ββββ | 18/48 [00:58<01:23, 2.78s/it]
Epoch 2/50 - Validation: 40%|ββββ | 19/48 [01:00<01:17, 2.67s/it]
Epoch 2/50 - Validation: 42%|βββββ | 20/48 [01:02<01:11, 2.57s/it]
Epoch 2/50 - Validation: 44%|βββββ | 21/48 [01:05<01:07, 2.50s/it]
Epoch 2/50 - Validation: 46%|βββββ | 22/48 [01:07<01:04, 2.49s/it]
Epoch 2/50 - Validation: 48%|βββββ | 23/48 [01:10<01:01, 2.45s/it]
Epoch 2/50 - Validation: 50%|βββββ | 24/48 [01:12<00:59, 2.48s/it]
Epoch 2/50 - Validation: 52%|ββββββ | 25/48 [01:15<00:56, 2.47s/it]
Epoch 2/50 - Validation: 54%|ββββββ | 26/48 [01:17<00:53, 2.42s/it]
Epoch 2/50 - Validation: 56%|ββββββ | 27/48 [01:19<00:50, 2.39s/it]
Epoch 2/50 - Validation: 58%|ββββββ | 28/48 [01:22<00:48, 2.44s/it]
Epoch 2/50 - Validation: 60%|ββββββ | 29/48 [01:24<00:47, 2.50s/it]
Epoch 2/50 - Validation: 62%|βββββββ | 30/48 [01:27<00:45, 2.54s/it]
Epoch 2/50 - Validation: 65%|βββββββ | 31/48 [01:30<00:44, 2.60s/it]
Epoch 2/50 - Validation: 67%|βββββββ | 32/48 [01:32<00:41, 2.59s/it]
Epoch 2/50 - Validation: 69%|βββββββ | 33/48 [01:35<00:38, 2.58s/it]
Epoch 2/50 - Validation: 71%|βββββββ | 34/48 [01:38<00:36, 2.61s/it]
Epoch 2/50 - Validation: 73%|ββββββββ | 35/48 [01:40<00:34, 2.65s/it]
Epoch 2/50 - Validation: 75%|ββββββββ | 36/48 [01:43<00:32, 2.67s/it]
Epoch 2/50 - Validation: 77%|ββββββββ | 37/48 [01:46<00:29, 2.66s/it]
Epoch 2/50 - Validation: 79%|ββββββββ | 38/48 [01:48<00:26, 2.63s/it]
Epoch 2/50 - Validation: 81%|βββββββββ | 39/48 [01:51<00:23, 2.67s/it]
Epoch 2/50 - Validation: 83%|βββββββββ | 40/48 [01:54<00:21, 2.69s/it]
Epoch 2/50 - Validation: 85%|βββββββββ | 41/48 [01:56<00:18, 2.70s/it]
Epoch 2/50 - Validation: 88%|βββββββββ | 42/48 [01:59<00:16, 2.70s/it]
Epoch 2/50 - Validation: 90%|βββββββββ | 43/48 [02:02<00:13, 2.69s/it]
Epoch 2/50 - Validation: 92%|ββββββββββ| 44/48 [02:04<00:10, 2.67s/it]
Epoch 2/50 - Validation: 94%|ββββββββββ| 45/48 [02:07<00:08, 2.68s/it]
Epoch 2/50 - Validation: 96%|ββββββββββ| 46/48 [02:10<00:05, 2.64s/it]
Epoch 2/50 - Validation: 98%|ββββββββββ| 47/48 [02:12<00:02, 2.63s/it]
Epoch 2/50 - Validation: 100%|ββββββββββ| 48/48 [02:13<00:00, 1.99s/it]
Epoch 2/50 - Validation: 100%|ββββββββββ| 48/48 [02:13<00:00, 2.78s/it] |
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Epoch 3/50 - Training: 1%|β | 6/435 [00:13<06:31, 1.10it/s]
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Epoch 3/50 - Training: 2%|β | 8/435 [00:13<03:32, 2.01it/s]
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Epoch 3/50 - Training: 2%|β | 10/435 [00:14<02:14, 3.16it/s]
Epoch 3/50 - Training: 3%|β | 11/435 [00:26<27:11, 3.85s/it]
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Epoch 3/50 - Training: 7%|β | 29/435 [00:37<02:03, 3.28it/s]
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Epoch 3/50 - Training: 11%|β | 46/435 [00:56<03:54, 1.66it/s]
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Epoch 3/50 - Training: 11%|ββ | 49/435 [00:56<02:01, 3.18it/s]
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Epoch 3/50 - Training: 86%|βββββββββ | 372/435 [06:19<02:01, 1.92s/it]
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Epoch 3/50 - Training: 87%|βββββββββ | 377/435 [06:20<00:26, 2.22it/s]
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Epoch 3/50 - Training: 89%|βββββββββ | 389/435 [06:33<00:55, 1.21s/it]
Epoch 3/50 - Training: 90%|βββββββββ | 390/435 [06:33<00:40, 1.10it/s]
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Epoch 3/50 - Training: 90%|βββββββββ | 392/435 [06:39<01:17, 1.80s/it]
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Epoch 3/50 - Training: 100%|ββββββββββ| 435/435 [07:14<00:00, 1.00it/s] |
|
Epoch 3/50 - Validation: 0%| | 0/48 [00:00<?, ?it/s]
Epoch 3/50 - Validation: 2%|β | 1/48 [00:03<02:36, 3.33s/it]
Epoch 3/50 - Validation: 4%|β | 2/48 [00:06<02:36, 3.39s/it]
Epoch 3/50 - Validation: 6%|β | 3/48 [00:10<02:29, 3.33s/it]
Epoch 3/50 - Validation: 8%|β | 4/48 [00:13<02:26, 3.34s/it]
Epoch 3/50 - Validation: 10%|β | 5/48 [00:16<02:24, 3.36s/it]
Epoch 3/50 - Validation: 12%|ββ | 6/48 [00:20<02:20, 3.34s/it]
Epoch 3/50 - Validation: 15%|ββ | 7/48 [00:23<02:17, 3.35s/it]
Epoch 3/50 - Validation: 17%|ββ | 8/48 [00:26<02:13, 3.34s/it]
Epoch 3/50 - Validation: 19%|ββ | 9/48 [00:30<02:13, 3.43s/it]
Epoch 3/50 - Validation: 21%|ββ | 10/48 [00:34<02:12, 3.49s/it]
Epoch 3/50 - Validation: 23%|βββ | 11/48 [00:37<02:09, 3.50s/it]
Epoch 3/50 - Validation: 25%|βββ | 12/48 [00:41<02:07, 3.55s/it]
Epoch 3/50 - Validation: 27%|βββ | 13/48 [00:44<02:04, 3.55s/it]
Epoch 3/50 - Validation: 29%|βββ | 14/48 [00:47<01:54, 3.37s/it]
Epoch 3/50 - Validation: 31%|ββββ | 15/48 [00:50<01:45, 3.20s/it]
Epoch 3/50 - Validation: 33%|ββββ | 16/48 [00:53<01:37, 3.04s/it]
Epoch 3/50 - Validation: 35%|ββββ | 17/48 [00:55<01:29, 2.89s/it]
Epoch 3/50 - Validation: 38%|ββββ | 18/48 [00:58<01:23, 2.78s/it]
Epoch 3/50 - Validation: 40%|ββββ | 19/48 [01:00<01:17, 2.66s/it]
Epoch 3/50 - Validation: 42%|βββββ | 20/48 [01:03<01:13, 2.61s/it]
Epoch 3/50 - Validation: 44%|βββββ | 21/48 [01:05<01:08, 2.53s/it]
Epoch 3/50 - Validation: 46%|βββββ | 22/48 [01:07<01:04, 2.46s/it]
Epoch 3/50 - Validation: 48%|βββββ | 23/48 [01:10<01:00, 2.43s/it]
Epoch 3/50 - Validation: 50%|βββββ | 24/48 [01:12<01:00, 2.52s/it]
Epoch 3/50 - Validation: 52%|ββββββ | 25/48 [01:15<00:59, 2.60s/it]
Epoch 3/50 - Validation: 54%|ββββββ | 26/48 [01:18<00:57, 2.63s/it]
Epoch 3/50 - Validation: 56%|ββββββ | 27/48 [01:21<00:55, 2.66s/it]
Epoch 3/50 - Validation: 58%|ββββββ | 28/48 [01:23<00:53, 2.68s/it]
Epoch 3/50 - Validation: 60%|ββββββ | 29/48 [01:26<00:50, 2.68s/it]
Epoch 3/50 - Validation: 62%|βββββββ | 30/48 [01:29<00:48, 2.69s/it]
Epoch 3/50 - Validation: 65%|βββββββ | 31/48 [01:31<00:46, 2.72s/it]
Epoch 3/50 - Validation: 67%|βββββββ | 32/48 [01:34<00:43, 2.70s/it]
Epoch 3/50 - Validation: 69%|βββββββ | 33/48 [01:37<00:40, 2.71s/it]
Epoch 3/50 - Validation: 71%|βββββββ | 34/48 [01:40<00:38, 2.78s/it]
Epoch 3/50 - Validation: 73%|ββββββββ | 35/48 [01:43<00:36, 2.77s/it]
Epoch 3/50 - Validation: 75%|ββββββββ | 36/48 [01:45<00:33, 2.76s/it]
Epoch 3/50 - Validation: 77%|ββββββββ | 37/48 [01:48<00:30, 2.74s/it]
Epoch 3/50 - Validation: 79%|ββββββββ | 38/48 [01:51<00:26, 2.69s/it]
Epoch 3/50 - Validation: 81%|βββββββββ | 39/48 [01:53<00:24, 2.70s/it]
Epoch 3/50 - Validation: 83%|βββββββββ | 40/48 [01:56<00:21, 2.71s/it]
Epoch 3/50 - Validation: 85%|βββββββββ | 41/48 [01:59<00:18, 2.70s/it]
Epoch 3/50 - Validation: 88%|βββββββββ | 42/48 [02:01<00:16, 2.67s/it]
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Epoch 3/50 - Validation: 94%|ββββββββββ| 45/48 [02:09<00:07, 2.64s/it]
Epoch 3/50 - Validation: 96%|ββββββββββ| 46/48 [02:12<00:05, 2.66s/it]
Epoch 3/50 - Validation: 98%|ββββββββββ| 47/48 [02:14<00:02, 2.67s/it]
Epoch 3/50 - Validation: 100%|ββββββββββ| 48/48 [02:15<00:00, 2.03s/it]
Epoch 3/50 - Validation: 100%|ββββββββββ| 48/48 [02:15<00:00, 2.82s/it] |
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Epoch 4/50 - Training: 67%|βββββββ | 292/435 [04:19<01:44, 1.36it/s]
Epoch 4/50 - Training: 67%|βββββββ | 293/435 [04:23<03:41, 1.56s/it]
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Epoch 4/50 - Training: 69%|βββββββ | 298/435 [04:25<02:12, 1.03it/s]
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Epoch 4/50 - Training: 100%|ββββββββββ| 435/435 [06:15<00:00, 1.16it/s] |
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Epoch 4/50 - Validation: 40%|ββββ | 19/48 [00:57<01:16, 2.62s/it]
Epoch 4/50 - Validation: 42%|βββββ | 20/48 [00:59<01:10, 2.53s/it]
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Epoch 4/50 - Validation: 54%|ββββββ | 26/48 [01:15<00:57, 2.62s/it]
Epoch 4/50 - Validation: 56%|ββββββ | 27/48 [01:17<00:56, 2.68s/it]
Epoch 4/50 - Validation: 58%|ββββββ | 28/48 [01:20<00:53, 2.68s/it]
Epoch 4/50 - Validation: 60%|ββββββ | 29/48 [01:23<00:50, 2.66s/it]
Epoch 4/50 - Validation: 62%|βββββββ | 30/48 [01:25<00:48, 2.68s/it]
Epoch 4/50 - Validation: 65%|βββββββ | 31/48 [01:28<00:45, 2.70s/it]
Epoch 4/50 - Validation: 67%|βββββββ | 32/48 [01:31<00:42, 2.68s/it]
Epoch 4/50 - Validation: 69%|βββββββ | 33/48 [01:34<00:40, 2.68s/it]
Epoch 4/50 - Validation: 71%|βββββββ | 34/48 [01:36<00:38, 2.74s/it]
Epoch 4/50 - Validation: 73%|ββββββββ | 35/48 [01:39<00:35, 2.71s/it]
Epoch 4/50 - Validation: 75%|ββββββββ | 36/48 [01:42<00:32, 2.75s/it]
Epoch 4/50 - Validation: 77%|ββββββββ | 37/48 [01:44<00:29, 2.70s/it]
Epoch 4/50 - Validation: 79%|ββββββββ | 38/48 [01:47<00:26, 2.68s/it]
Epoch 4/50 - Validation: 81%|βββββββββ | 39/48 [01:50<00:23, 2.66s/it]
Epoch 4/50 - Validation: 83%|βββββββββ | 40/48 [01:52<00:21, 2.66s/it]
Epoch 4/50 - Validation: 85%|βββββββββ | 41/48 [01:55<00:18, 2.64s/it]
Epoch 4/50 - Validation: 88%|βββββββββ | 42/48 [01:58<00:15, 2.63s/it]
Epoch 4/50 - Validation: 90%|βββββββββ | 43/48 [02:00<00:13, 2.63s/it]
Epoch 4/50 - Validation: 92%|ββββββββββ| 44/48 [02:03<00:10, 2.63s/it]
Epoch 4/50 - Validation: 94%|ββββββββββ| 45/48 [02:05<00:07, 2.61s/it]
Epoch 4/50 - Validation: 96%|ββββββββββ| 46/48 [02:08<00:05, 2.61s/it]
Epoch 4/50 - Validation: 98%|ββββββββββ| 47/48 [02:11<00:02, 2.59s/it]
Epoch 4/50 - Validation: 100%|ββββββββββ| 48/48 [02:11<00:00, 1.97s/it]
Epoch 4/50 - Validation: 100%|ββββββββββ| 48/48 [02:11<00:00, 2.74s/it] |
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Epoch 5/50 - Training: 60%|ββββββ | 260/435 [04:22<01:52, 1.55it/s]
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Epoch 5/50 - Training: 61%|ββββββ | 264/435 [04:26<02:12, 1.29it/s]
Epoch 5/50 - Training: 61%|ββββββ | 265/435 [04:27<01:45, 1.62it/s]
Epoch 5/50 - Training: 61%|ββββββ | 266/435 [04:27<01:24, 2.01it/s]
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Epoch 5/50 - Training: 100%|ββββββββββ| 435/435 [06:56<00:00, 1.04it/s] |
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Epoch 5/50 - Validation: 4%|β | 2/48 [00:07<02:48, 3.66s/it]
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Epoch 5/50 - Validation: 8%|β | 4/48 [00:14<02:41, 3.67s/it]
Epoch 5/50 - Validation: 10%|β | 5/48 [00:18<02:37, 3.67s/it]
Epoch 5/50 - Validation: 12%|ββ | 6/48 [00:22<02:38, 3.78s/it]
Epoch 5/50 - Validation: 15%|ββ | 7/48 [00:26<02:36, 3.82s/it]
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Epoch 5/50 - Validation: 21%|ββ | 10/48 [00:36<02:17, 3.62s/it]
Epoch 5/50 - Validation: 23%|βββ | 11/48 [00:40<02:12, 3.59s/it]
Epoch 5/50 - Validation: 25%|βββ | 12/48 [00:43<02:09, 3.60s/it]
Epoch 5/50 - Validation: 27%|βββ | 13/48 [00:47<02:05, 3.58s/it]
Epoch 5/50 - Validation: 29%|βββ | 14/48 [00:50<01:55, 3.40s/it]
Epoch 5/50 - Validation: 31%|ββββ | 15/48 [00:53<01:46, 3.23s/it]
Epoch 5/50 - Validation: 33%|ββββ | 16/48 [00:56<01:40, 3.13s/it]
Epoch 5/50 - Validation: 35%|ββββ | 17/48 [00:58<01:31, 2.96s/it]
Epoch 5/50 - Validation: 38%|ββββ | 18/48 [01:01<01:26, 2.87s/it]
Epoch 5/50 - Validation: 40%|ββββ | 19/48 [01:03<01:19, 2.76s/it]
Epoch 5/50 - Validation: 42%|βββββ | 20/48 [01:06<01:14, 2.67s/it]
Epoch 5/50 - Validation: 44%|βββββ | 21/48 [01:08<01:10, 2.61s/it]
Epoch 5/50 - Validation: 46%|βββββ | 22/48 [01:11<01:07, 2.59s/it]
Epoch 5/50 - Validation: 48%|βββββ | 23/48 [01:13<01:04, 2.57s/it]
Epoch 5/50 - Validation: 50%|βββββ | 24/48 [01:16<01:05, 2.72s/it]
Epoch 5/50 - Validation: 52%|ββββββ | 25/48 [01:19<01:03, 2.76s/it]
Epoch 5/50 - Validation: 54%|ββββββ | 26/48 [01:22<01:01, 2.81s/it]
Epoch 5/50 - Validation: 56%|ββββββ | 27/48 [01:25<01:00, 2.86s/it]
Epoch 5/50 - Validation: 58%|ββββββ | 28/48 [01:28<00:57, 2.87s/it]
Epoch 5/50 - Validation: 60%|ββββββ | 29/48 [01:31<00:54, 2.87s/it]
Epoch 5/50 - Validation: 62%|βββββββ | 30/48 [01:34<00:51, 2.88s/it]
Epoch 5/50 - Validation: 65%|βββββββ | 31/48 [01:37<00:49, 2.88s/it]
Epoch 5/50 - Validation: 67%|βββββββ | 32/48 [01:39<00:45, 2.83s/it]
Epoch 5/50 - Validation: 69%|βββββββ | 33/48 [01:42<00:42, 2.83s/it]
Epoch 5/50 - Validation: 71%|βββββββ | 34/48 [01:45<00:39, 2.82s/it]
Epoch 5/50 - Validation: 73%|ββββββββ | 35/48 [01:48<00:36, 2.84s/it]
Epoch 5/50 - Validation: 75%|ββββββββ | 36/48 [01:51<00:34, 2.85s/it]
Epoch 5/50 - Validation: 77%|ββββββββ | 37/48 [01:53<00:30, 2.80s/it]
Epoch 5/50 - Validation: 79%|ββββββββ | 38/48 [01:56<00:27, 2.78s/it]
Epoch 5/50 - Validation: 81%|βββββββββ | 39/48 [01:59<00:24, 2.77s/it]
Epoch 5/50 - Validation: 83%|βββββββββ | 40/48 [02:02<00:22, 2.80s/it]
Epoch 5/50 - Validation: 85%|βββββββββ | 41/48 [02:05<00:19, 2.77s/it]
Epoch 5/50 - Validation: 88%|βββββββββ | 42/48 [02:07<00:16, 2.79s/it]
Epoch 5/50 - Validation: 90%|βββββββββ | 43/48 [02:10<00:14, 2.85s/it]
Epoch 5/50 - Validation: 92%|ββββββββββ| 44/48 [02:13<00:11, 2.83s/it]
Epoch 5/50 - Validation: 94%|ββββββββββ| 45/48 [02:16<00:08, 2.82s/it]
Epoch 5/50 - Validation: 96%|ββββββββββ| 46/48 [02:19<00:05, 2.75s/it]
Epoch 5/50 - Validation: 98%|ββββββββββ| 47/48 [02:21<00:02, 2.75s/it]
Epoch 5/50 - Validation: 100%|ββββββββββ| 48/48 [02:22<00:00, 2.10s/it]
Epoch 5/50 - Validation: 100%|ββββββββββ| 48/48 [02:22<00:00, 2.97s/it] |
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Epoch 6/50 - Training: 11%|β | 46/435 [00:33<02:35, 2.50it/s]
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Epoch 6/50 - Training: 84%|βββββββββ | 365/435 [03:54<00:23, 2.93it/s]
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Epoch 6/50 - Training: 87%|βββββββββ | 377/435 [04:00<00:13, 4.28it/s]
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Epoch 6/50 - Training: 92%|ββββββββββ| 401/435 [04:19<00:30, 1.11it/s]
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Epoch 6/50 - Training: 93%|ββββββββββ| 404/435 [04:19<00:12, 2.41it/s]
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Epoch 6/50 - Training: 98%|ββββββββββ| 428/435 [04:31<00:01, 5.26it/s]
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Epoch 6/50 - Training: 100%|ββββββββββ| 435/435 [04:35<00:00, 1.58it/s] |
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Epoch 6/50 - Validation: 2%|β | 1/48 [00:03<02:37, 3.36s/it]
Epoch 6/50 - Validation: 4%|β | 2/48 [00:06<02:30, 3.28s/it]
Epoch 6/50 - Validation: 6%|β | 3/48 [00:09<02:22, 3.17s/it]
Epoch 6/50 - Validation: 8%|β | 4/48 [00:12<02:21, 3.22s/it]
Epoch 6/50 - Validation: 10%|β | 5/48 [00:16<02:19, 3.25s/it]
Epoch 6/50 - Validation: 12%|ββ | 6/48 [00:19<02:17, 3.28s/it]
Epoch 6/50 - Validation: 15%|ββ | 7/48 [00:22<02:15, 3.29s/it]
Epoch 6/50 - Validation: 17%|ββ | 8/48 [00:25<02:08, 3.21s/it]
Epoch 6/50 - Validation: 19%|ββ | 9/48 [00:29<02:06, 3.25s/it]
Epoch 6/50 - Validation: 21%|ββ | 10/48 [00:32<02:04, 3.28s/it]
Epoch 6/50 - Validation: 23%|βββ | 11/48 [00:35<02:01, 3.28s/it]
Epoch 6/50 - Validation: 25%|βββ | 12/48 [00:39<02:00, 3.36s/it]
Epoch 6/50 - Validation: 27%|βββ | 13/48 [00:42<01:57, 3.36s/it]
Epoch 6/50 - Validation: 29%|βββ | 14/48 [00:45<01:48, 3.20s/it]
Epoch 6/50 - Validation: 31%|ββββ | 15/48 [00:48<01:42, 3.09s/it]
Epoch 6/50 - Validation: 33%|ββββ | 16/48 [00:51<01:35, 2.98s/it]
Epoch 6/50 - Validation: 35%|ββββ | 17/48 [00:53<01:28, 2.84s/it]
Epoch 6/50 - Validation: 38%|ββββ | 18/48 [00:56<01:20, 2.69s/it]
Epoch 6/50 - Validation: 40%|ββββ | 19/48 [00:58<01:15, 2.59s/it]
Epoch 6/50 - Validation: 42%|βββββ | 20/48 [01:00<01:09, 2.50s/it]
Epoch 6/50 - Validation: 44%|βββββ | 21/48 [01:02<01:05, 2.43s/it]
Epoch 6/50 - Validation: 46%|βββββ | 22/48 [01:05<01:02, 2.39s/it]
Epoch 6/50 - Validation: 48%|βββββ | 23/48 [01:07<00:58, 2.35s/it]
Epoch 6/50 - Validation: 50%|βββββ | 24/48 [01:10<00:58, 2.42s/it]
Epoch 6/50 - Validation: 52%|ββββββ | 25/48 [01:12<00:57, 2.48s/it]
Epoch 6/50 - Validation: 54%|ββββββ | 26/48 [01:15<00:55, 2.54s/it]
Epoch 6/50 - Validation: 56%|ββββββ | 27/48 [01:18<00:54, 2.60s/it]
Epoch 6/50 - Validation: 58%|ββββββ | 28/48 [01:20<00:53, 2.66s/it]
Epoch 6/50 - Validation: 60%|ββββββ | 29/48 [01:23<00:51, 2.72s/it]
Epoch 6/50 - Validation: 62%|βββββββ | 30/48 [01:26<00:48, 2.71s/it]
Epoch 6/50 - Validation: 65%|βββββββ | 31/48 [01:29<00:45, 2.69s/it]
Epoch 6/50 - Validation: 67%|βββββββ | 32/48 [01:31<00:42, 2.66s/it]
Epoch 6/50 - Validation: 69%|βββββββ | 33/48 [01:34<00:39, 2.64s/it]
Epoch 6/50 - Validation: 71%|βββββββ | 34/48 [01:36<00:36, 2.61s/it]
Epoch 6/50 - Validation: 73%|ββββββββ | 35/48 [01:39<00:34, 2.65s/it]
Epoch 6/50 - Validation: 75%|ββββββββ | 36/48 [01:42<00:31, 2.63s/it]
Epoch 6/50 - Validation: 77%|ββββββββ | 37/48 [01:44<00:28, 2.60s/it]
Epoch 6/50 - Validation: 79%|ββββββββ | 38/48 [01:47<00:25, 2.56s/it]
Epoch 6/50 - Validation: 81%|βββββββββ | 39/48 [01:49<00:23, 2.56s/it]
Epoch 6/50 - Validation: 83%|βββββββββ | 40/48 [01:52<00:20, 2.57s/it]
Epoch 6/50 - Validation: 85%|βββββββββ | 41/48 [01:54<00:17, 2.55s/it]
Epoch 6/50 - Validation: 88%|βββββββββ | 42/48 [01:57<00:15, 2.55s/it]
Epoch 6/50 - Validation: 90%|βββββββββ | 43/48 [01:59<00:12, 2.54s/it]
Epoch 6/50 - Validation: 92%|ββββββββββ| 44/48 [02:02<00:10, 2.55s/it]
Epoch 6/50 - Validation: 94%|ββββββββββ| 45/48 [02:04<00:07, 2.54s/it]
Epoch 6/50 - Validation: 96%|ββββββββββ| 46/48 [02:07<00:05, 2.52s/it]
Epoch 6/50 - Validation: 98%|ββββββββββ| 47/48 [02:09<00:02, 2.53s/it]
Epoch 6/50 - Validation: 100%|ββββββββββ| 48/48 [02:10<00:00, 1.93s/it]
Epoch 6/50 - Validation: 100%|ββββββββββ| 48/48 [02:10<00:00, 2.72s/it] |
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Epoch 7/50 - Training: 1%| | 5/435 [00:13<09:31, 1.33s/it]
Epoch 7/50 - Training: 1%|β | 6/435 [00:14<06:44, 1.06it/s]
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Epoch 7/50 - Training: 2%|β | 8/435 [00:14<03:43, 1.91it/s]
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Epoch 7/50 - Training: 99%|ββββββββββ| 430/435 [06:57<00:02, 2.11it/s]
Epoch 7/50 - Training: 99%|ββββββββββ| 431/435 [06:57<00:01, 2.71it/s]
Epoch 7/50 - Training: 99%|ββββββββββ| 432/435 [06:57<00:00, 3.37it/s]
Epoch 7/50 - Training: 100%|ββββββββββ| 433/435 [06:59<00:01, 1.39it/s]
Epoch 7/50 - Training: 100%|ββββββββββ| 434/435 [06:59<00:00, 1.80it/s]
Epoch 7/50 - Training: 100%|ββββββββββ| 435/435 [06:59<00:00, 2.30it/s]
Epoch 7/50 - Training: 100%|ββββββββββ| 435/435 [06:59<00:00, 1.04it/s] |
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Epoch 7/50 - Validation: 0%| | 0/48 [00:00<?, ?it/s]
Epoch 7/50 - Validation: 2%|β | 1/48 [00:03<02:30, 3.20s/it]
Epoch 7/50 - Validation: 4%|β | 2/48 [00:06<02:33, 3.34s/it]
Epoch 7/50 - Validation: 6%|β | 3/48 [00:09<02:29, 3.33s/it]
Epoch 7/50 - Validation: 8%|β | 4/48 [00:13<02:26, 3.34s/it]
Epoch 7/50 - Validation: 10%|β | 5/48 [00:16<02:23, 3.35s/it]
Epoch 7/50 - Validation: 12%|ββ | 6/48 [00:20<02:21, 3.38s/it]
Epoch 7/50 - Validation: 15%|ββ | 7/48 [00:23<02:17, 3.36s/it]
Epoch 7/50 - Validation: 17%|ββ | 8/48 [00:26<02:15, 3.39s/it]
Epoch 7/50 - Validation: 19%|ββ | 9/48 [00:31<02:22, 3.65s/it]
Epoch 7/50 - Validation: 21%|ββ | 10/48 [00:34<02:19, 3.66s/it]
Epoch 7/50 - Validation: 23%|βββ | 11/48 [00:38<02:10, 3.52s/it]
Epoch 7/50 - Validation: 25%|βββ | 12/48 [00:41<02:06, 3.51s/it]
Epoch 7/50 - Validation: 27%|βββ | 13/48 [00:44<02:02, 3.49s/it]
Epoch 7/50 - Validation: 29%|βββ | 14/48 [00:47<01:52, 3.30s/it]
Epoch 7/50 - Validation: 31%|ββββ | 15/48 [00:50<01:43, 3.13s/it]
Epoch 7/50 - Validation: 33%|ββββ | 16/48 [00:53<01:36, 3.03s/it]
Epoch 7/50 - Validation: 35%|ββββ | 17/48 [00:55<01:29, 2.88s/it]
Epoch 7/50 - Validation: 38%|ββββ | 18/48 [00:58<01:22, 2.76s/it]
Epoch 7/50 - Validation: 40%|ββββ | 19/48 [01:00<01:17, 2.66s/it]
Epoch 7/50 - Validation: 42%|βββββ | 20/48 [01:03<01:11, 2.56s/it]
Epoch 7/50 - Validation: 44%|βββββ | 21/48 [01:05<01:08, 2.53s/it]
Epoch 7/50 - Validation: 46%|βββββ | 22/48 [01:07<01:04, 2.47s/it]
Epoch 7/50 - Validation: 48%|βββββ | 23/48 [01:10<01:00, 2.44s/it]slurmstepd: error: *** REASON: burst_buffer/lua: Stage-out in progress *** |
| slurmstepd: error: *** JOB 541339 ON ip-10-0-131-135 CANCELLED AT 2024-11-27T02:28:38 *** |
| slurmstepd: error: *** REASON: burst_buffer/lua: Stage-out in progress *** |
|
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