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[NbConvertApp] Converting notebook HCP_downstream_raw_flatmaps.ipynb to python |
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[NbConvertApp] Writing 36673 bytes to HCP_downstream_raw_flatmaps.py |
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wandb: Using wandb-core as the SDK backend. Please refer to https://wandb.me/wandb-core for more information. |
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wandb: Currently logged in as: ckadirt. Use `wandb login --relogin` to force relogin |
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wandb: Tracking run with wandb version 0.18.3 |
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wandb: Run data is saved locally in /weka/proj-fmri/ckadirt/fMRI-foundation-model/src/wandb/run-20241127_020911-HCPflat_raw_beta_trial_type_81853367-3038-4b91-805f-5066c048cef4 |
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wandb: Run `wandb offline` to turn off syncing. |
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wandb: Syncing run HCPflat_raw_beta_trial_type |
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wandb: βοΈ View project at https://stability.wandb.io/ckadirt/fMRI-foundation-model |
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wandb: π View run at https://stability.wandb.io/ckadirt/fMRI-foundation-model/runs/HCPflat_raw_beta_trial_type_81853367-3038-4b91-805f-5066c048cef4 |
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Epoch 1/50 - Training: 82%|βββββββββ | 357/435 [05:27<01:04, 1.22it/s]
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Epoch 1/50 - Training: 84%|βββββββββ | 364/435 [05:33<01:04, 1.10it/s]
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Epoch 1/50 - Training: 86%|βββββββββ | 372/435 [05:40<01:05, 1.04s/it]
Epoch 1/50 - Training: 86%|βββββββββ | 374/435 [05:40<00:41, 1.46it/s]
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Epoch 1/50 - Training: 87%|βββββββββ | 377/435 [05:45<00:55, 1.05it/s]
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Epoch 1/50 - Training: 93%|ββββββββββ| 404/435 [06:03<00:07, 4.10it/s]
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Epoch 1/50 - Training: 100%|ββββββββββ| 435/435 [06:30<00:00, 1.11it/s] |
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Epoch 1/50 - Validation: 2%|β | 1/48 [00:03<03:00, 3.83s/it]
Epoch 1/50 - Validation: 4%|β | 2/48 [00:07<02:43, 3.56s/it]
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Epoch 1/50 - Validation: 8%|β | 4/48 [00:14<02:34, 3.52s/it]
Epoch 1/50 - Validation: 10%|β | 5/48 [00:17<02:27, 3.44s/it]
Epoch 1/50 - Validation: 12%|ββ | 6/48 [00:20<02:23, 3.41s/it]
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Epoch 1/50 - Validation: 21%|ββ | 10/48 [00:33<02:02, 3.24s/it]
Epoch 1/50 - Validation: 23%|βββ | 11/48 [00:37<02:01, 3.27s/it]
Epoch 1/50 - Validation: 25%|βββ | 12/48 [00:40<01:54, 3.17s/it]
Epoch 1/50 - Validation: 27%|βββ | 13/48 [00:43<01:49, 3.13s/it]
Epoch 1/50 - Validation: 29%|βββ | 14/48 [00:45<01:44, 3.07s/it]
Epoch 1/50 - Validation: 31%|ββββ | 15/48 [00:48<01:38, 2.99s/it]
Epoch 1/50 - Validation: 33%|ββββ | 16/48 [00:51<01:35, 2.98s/it]
Epoch 1/50 - Validation: 35%|ββββ | 17/48 [00:54<01:30, 2.91s/it]
Epoch 1/50 - Validation: 38%|ββββ | 18/48 [00:57<01:25, 2.86s/it]
Epoch 1/50 - Validation: 40%|ββββ | 19/48 [01:00<01:26, 2.98s/it]
Epoch 1/50 - Validation: 42%|βββββ | 20/48 [01:03<01:23, 2.99s/it]
Epoch 1/50 - Validation: 44%|βββββ | 21/48 [01:06<01:19, 2.96s/it]
Epoch 1/50 - Validation: 46%|βββββ | 22/48 [01:09<01:14, 2.87s/it]
Epoch 1/50 - Validation: 48%|βββββ | 23/48 [01:11<01:09, 2.76s/it]
Epoch 1/50 - Validation: 50%|βββββ | 24/48 [01:14<01:07, 2.80s/it]
Epoch 1/50 - Validation: 52%|ββββββ | 25/48 [01:17<01:03, 2.74s/it]
Epoch 1/50 - Validation: 54%|ββββββ | 26/48 [01:19<00:59, 2.70s/it]
Epoch 1/50 - Validation: 56%|ββββββ | 27/48 [01:22<00:55, 2.66s/it]
Epoch 1/50 - Validation: 58%|ββββββ | 28/48 [01:24<00:52, 2.61s/it]
Epoch 1/50 - Validation: 60%|ββββββ | 29/48 [01:27<00:49, 2.59s/it]
Epoch 1/50 - Validation: 62%|βββββββ | 30/48 [01:29<00:45, 2.54s/it]
Epoch 1/50 - Validation: 65%|βββββββ | 31/48 [01:32<00:43, 2.58s/it]
Epoch 1/50 - Validation: 67%|βββββββ | 32/48 [01:34<00:41, 2.57s/it]
Epoch 1/50 - Validation: 69%|βββββββ | 33/48 [01:37<00:38, 2.54s/it]
Epoch 1/50 - Validation: 71%|βββββββ | 34/48 [01:39<00:35, 2.53s/it]
Epoch 1/50 - Validation: 73%|ββββββββ | 35/48 [01:42<00:33, 2.57s/it]
Epoch 1/50 - Validation: 75%|ββββββββ | 36/48 [01:45<00:30, 2.54s/it]
Epoch 1/50 - Validation: 77%|ββββββββ | 37/48 [01:47<00:27, 2.51s/it]
Epoch 1/50 - Validation: 79%|ββββββββ | 38/48 [01:50<00:26, 2.66s/it]
Epoch 1/50 - Validation: 81%|βββββββββ | 39/48 [01:52<00:23, 2.61s/it]
Epoch 1/50 - Validation: 83%|βββββββββ | 40/48 [01:55<00:20, 2.56s/it]
Epoch 1/50 - Validation: 85%|βββββββββ | 41/48 [01:57<00:17, 2.57s/it]
Epoch 1/50 - Validation: 88%|βββββββββ | 42/48 [02:00<00:15, 2.54s/it]
Epoch 1/50 - Validation: 90%|βββββββββ | 43/48 [02:02<00:12, 2.51s/it]
Epoch 1/50 - Validation: 92%|ββββββββββ| 44/48 [02:05<00:10, 2.52s/it]
Epoch 1/50 - Validation: 94%|ββββββββββ| 45/48 [02:07<00:07, 2.51s/it]
Epoch 1/50 - Validation: 96%|ββββββββββ| 46/48 [02:10<00:04, 2.50s/it]
Epoch 1/50 - Validation: 98%|ββββββββββ| 47/48 [02:12<00:02, 2.46s/it]
Epoch 1/50 - Validation: 100%|ββββββββββ| 48/48 [02:13<00:00, 1.87s/it]
Epoch 1/50 - Validation: 100%|ββββββββββ| 48/48 [02:13<00:00, 2.78s/it] |
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Epoch 2/50 - Training: 1%| | 5/435 [00:12<08:23, 1.17s/it]
Epoch 2/50 - Training: 1%|β | 6/435 [00:12<05:47, 1.23it/s]
Epoch 2/50 - Training: 2%|β | 7/435 [00:13<04:08, 1.72it/s]
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Epoch 2/50 - Training: 2%|β | 9/435 [00:13<02:20, 3.03it/s]
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Epoch 2/50 - Training: 3%|β | 11/435 [00:25<26:29, 3.75s/it]
Epoch 2/50 - Training: 3%|β | 13/435 [00:25<14:22, 2.04s/it]
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Epoch 2/50 - Training: 64%|βββββββ | 278/435 [04:28<00:50, 3.10it/s]
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Epoch 2/50 - Training: 82%|βββββββββ | 356/435 [05:31<00:38, 2.08it/s]
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Epoch 2/50 - Training: 84%|βββββββββ | 366/435 [05:39<00:34, 1.98it/s]
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Epoch 2/50 - Training: 91%|βββββββββ | 394/435 [06:07<00:36, 1.11it/s]
Epoch 2/50 - Training: 91%|βββββββββ | 396/435 [06:07<00:23, 1.64it/s]
Epoch 2/50 - Training: 91%|ββββββββββ| 397/435 [06:07<00:19, 1.97it/s]
Epoch 2/50 - Training: 92%|ββββββββββ| 399/435 [06:07<00:12, 2.79it/s]
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Epoch 2/50 - Training: 93%|ββββββββββ| 404/435 [06:15<00:25, 1.23it/s]
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Epoch 2/50 - Training: 94%|ββββββββββ| 407/435 [06:16<00:12, 2.24it/s]
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Epoch 2/50 - Training: 97%|ββββββββββ| 422/435 [06:29<00:11, 1.17it/s]
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Epoch 2/50 - Training: 100%|ββββββββββ| 435/435 [06:34<00:00, 1.10it/s] |
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Epoch 2/50 - Validation: 2%|β | 1/48 [00:04<03:43, 4.75s/it]
Epoch 2/50 - Validation: 4%|β | 2/48 [00:09<03:29, 4.55s/it]
Epoch 2/50 - Validation: 6%|β | 3/48 [00:13<03:28, 4.64s/it]
Epoch 2/50 - Validation: 8%|β | 4/48 [00:18<03:17, 4.48s/it]
Epoch 2/50 - Validation: 10%|β | 5/48 [00:22<03:04, 4.29s/it]
Epoch 2/50 - Validation: 12%|ββ | 6/48 [00:26<02:59, 4.27s/it]
Epoch 2/50 - Validation: 15%|ββ | 7/48 [00:30<02:50, 4.15s/it]
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Epoch 2/50 - Validation: 19%|ββ | 9/48 [00:38<02:36, 4.01s/it]
Epoch 2/50 - Validation: 21%|ββ | 10/48 [00:41<02:30, 3.96s/it]
Epoch 2/50 - Validation: 23%|βββ | 11/48 [00:45<02:27, 3.98s/it]
Epoch 2/50 - Validation: 25%|βββ | 12/48 [00:49<02:18, 3.83s/it]
Epoch 2/50 - Validation: 27%|βββ | 13/48 [00:53<02:13, 3.82s/it]
Epoch 2/50 - Validation: 29%|βββ | 14/48 [00:56<02:08, 3.79s/it]
Epoch 2/50 - Validation: 31%|ββββ | 15/48 [01:00<02:01, 3.70s/it]
Epoch 2/50 - Validation: 33%|ββββ | 16/48 [01:04<01:58, 3.70s/it]
Epoch 2/50 - Validation: 35%|ββββ | 17/48 [01:07<01:53, 3.66s/it]
Epoch 2/50 - Validation: 38%|ββββ | 18/48 [01:10<01:45, 3.52s/it]
Epoch 2/50 - Validation: 40%|ββββ | 19/48 [01:14<01:40, 3.46s/it]
Epoch 2/50 - Validation: 42%|βββββ | 20/48 [01:17<01:35, 3.39s/it]
Epoch 2/50 - Validation: 44%|βββββ | 21/48 [01:20<01:31, 3.39s/it]
Epoch 2/50 - Validation: 46%|βββββ | 22/48 [01:24<01:26, 3.34s/it]
Epoch 2/50 - Validation: 48%|βββββ | 23/48 [01:27<01:22, 3.29s/it]
Epoch 2/50 - Validation: 50%|βββββ | 24/48 [01:30<01:19, 3.32s/it]
Epoch 2/50 - Validation: 52%|ββββββ | 25/48 [01:33<01:15, 3.27s/it]
Epoch 2/50 - Validation: 54%|ββββββ | 26/48 [01:36<01:11, 3.23s/it]
Epoch 2/50 - Validation: 56%|ββββββ | 27/48 [01:40<01:07, 3.22s/it]
Epoch 2/50 - Validation: 58%|ββββββ | 28/48 [01:43<01:04, 3.23s/it]
Epoch 2/50 - Validation: 60%|ββββββ | 29/48 [01:46<01:01, 3.24s/it]
Epoch 2/50 - Validation: 62%|βββββββ | 30/48 [01:49<00:57, 3.20s/it]
Epoch 2/50 - Validation: 65%|βββββββ | 31/48 [01:53<00:55, 3.24s/it]
Epoch 2/50 - Validation: 67%|βββββββ | 32/48 [01:56<00:51, 3.23s/it]
Epoch 2/50 - Validation: 69%|βββββββ | 33/48 [01:59<00:48, 3.21s/it]
Epoch 2/50 - Validation: 71%|βββββββ | 34/48 [02:02<00:44, 3.21s/it]
Epoch 2/50 - Validation: 73%|ββββββββ | 35/48 [02:06<00:43, 3.33s/it]
Epoch 2/50 - Validation: 75%|ββββββββ | 36/48 [02:09<00:39, 3.27s/it]
Epoch 2/50 - Validation: 77%|ββββββββ | 37/48 [02:12<00:35, 3.23s/it]
Epoch 2/50 - Validation: 79%|ββββββββ | 38/48 [02:16<00:33, 3.32s/it]
Epoch 2/50 - Validation: 81%|βββββββββ | 39/48 [02:19<00:28, 3.21s/it]
Epoch 2/50 - Validation: 83%|βββββββββ | 40/48 [02:22<00:25, 3.16s/it]
Epoch 2/50 - Validation: 85%|βββββββββ | 41/48 [02:25<00:22, 3.18s/it]
Epoch 2/50 - Validation: 88%|βββββββββ | 42/48 [02:28<00:19, 3.19s/it]
Epoch 2/50 - Validation: 90%|βββββββββ | 43/48 [02:31<00:15, 3.18s/it]
Epoch 2/50 - Validation: 92%|ββββββββββ| 44/48 [02:34<00:12, 3.19s/it]
Epoch 2/50 - Validation: 94%|ββββββββββ| 45/48 [02:38<00:09, 3.23s/it]
Epoch 2/50 - Validation: 96%|ββββββββββ| 46/48 [02:41<00:06, 3.24s/it]
Epoch 2/50 - Validation: 98%|ββββββββββ| 47/48 [02:44<00:03, 3.18s/it]
Epoch 2/50 - Validation: 100%|ββββββββββ| 48/48 [02:45<00:00, 2.42s/it]
Epoch 2/50 - Validation: 100%|ββββββββββ| 48/48 [02:45<00:00, 3.44s/it] |
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Epoch 3/50 - Training: 1%| | 4/435 [00:15<17:07, 2.38s/it]
Epoch 3/50 - Training: 1%|β | 6/435 [00:15<09:19, 1.30s/it]
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Epoch 3/50 - Training: 2%|β | 10/435 [00:15<03:21, 2.11it/s]
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Epoch 3/50 - Training: 4%|β | 16/435 [00:27<04:59, 1.40it/s]
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Epoch 3/50 - Training: 5%|β | 23/435 [00:37<10:37, 1.55s/it]
Epoch 3/50 - Training: 6%|β | 24/435 [00:37<07:40, 1.12s/it]
Epoch 3/50 - Training: 6%|β | 25/435 [00:37<05:38, 1.21it/s]
Epoch 3/50 - Training: 6%|β | 26/435 [00:37<04:12, 1.62it/s]
Epoch 3/50 - Training: 6%|β | 27/435 [00:37<03:12, 2.12it/s]
Epoch 3/50 - Training: 6%|β | 28/435 [00:37<02:32, 2.67it/s]
Epoch 3/50 - Training: 7%|β | 29/435 [00:37<02:03, 3.28it/s]
Epoch 3/50 - Training: 7%|β | 30/435 [00:38<01:43, 3.91it/s]
Epoch 3/50 - Training: 7%|β | 31/435 [00:45<16:30, 2.45s/it]
Epoch 3/50 - Training: 7%|β | 32/435 [00:46<13:26, 2.00s/it]
Epoch 3/50 - Training: 8%|β | 33/435 [00:47<10:16, 1.53s/it]
Epoch 3/50 - Training: 8%|β | 34/435 [00:47<07:25, 1.11s/it]
Epoch 3/50 - Training: 8%|β | 35/435 [00:47<05:28, 1.22it/s]
Epoch 3/50 - Training: 8%|β | 36/435 [00:47<04:07, 1.61it/s]
Epoch 3/50 - Training: 9%|β | 37/435 [00:47<03:11, 2.07it/s]
Epoch 3/50 - Training: 9%|β | 38/435 [00:47<02:32, 2.60it/s]
Epoch 3/50 - Training: 9%|β | 39/435 [00:47<02:05, 3.16it/s]
Epoch 3/50 - Training: 9%|β | 40/435 [00:48<01:44, 3.79it/s]
Epoch 3/50 - Training: 9%|β | 41/435 [00:56<17:38, 2.69s/it]slurmstepd: error: *** REASON: burst_buffer/lua: Stage-out in progress *** |
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slurmstepd: error: *** JOB 541349 ON ip-10-0-135-126 CANCELLED AT 2024-11-27T02:28:13 *** |
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slurmstepd: error: *** REASON: burst_buffer/lua: Stage-out in progress *** |
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Epoch 3/50 - Training: 10%|β | 42/435 [00:57<14:09, 2.16s/it]
Epoch 3/50 - Training: 10%|β | 43/435 [00:57<10:22, 1.59s/it]
Epoch 3/50 - Training: 10%|β | 44/435 [00:57<07:27, 1.15s/it]
Epoch 3/50 - Training: 10%|β | 45/435 [00:57<05:27, 1.19it/s]
Epoch 3/50 - Training: 11%|β | 46/435 [00:57<04:04, 1.59it/s]
Epoch 3/50 - Training: 11%|β | 47/435 [00:58<03:06, 2.08it/s] |