Add files using upload-large-folder tool
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
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- a2fseg18_seed67/wandb/debug.log +25 -0
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- imfuse18_fold1/huggingface/imfuse18_fold1/config.json +9 -0
a2fseg18_seed67/wandb/debug-internal.log
ADDED
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+
{"time":"2026-07-12T12:07:01.454459455Z","level":"INFO","msg":"wandb-core"}
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| 2 |
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{"time":"2026-07-12T12:07:01.454958079Z","level":"INFO","msg":"stream: starting","core version":"0.26.1"}
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{"time":"2026-07-12T12:07:01.91356729Z","level":"INFO","msg":"stream: created new stream","id":"5knamm0a"}
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{"time":"2026-07-12T12:07:01.913626303Z","level":"INFO","msg":"handler: started"}
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{"time":"2026-07-12T12:07:01.9155288Z","level":"INFO","msg":"stream: started"}
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{"time":"2026-07-12T12:07:01.915613112Z","level":"INFO","msg":"sender: started"}
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{"time":"2026-07-12T12:07:01.915702719Z","level":"INFO","msg":"writer: started","stream_id":"5knamm0a"}
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{"time":"2026-07-12T12:07:02.589918501Z","level":"INFO","msg":"filestream: sending request","total_files":1,"console_offset":0,"console_lines":1}
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{"time":"2026-07-12T12:07:02.823632358Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
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{"time":"2026-07-12T12:07:17.590123611Z","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":0,"events_lines":2,"console_offset":0,"console_lines":1,"uploaded_len":2}
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| 11 |
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{"time":"2026-07-12T12:07:17.828978855Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
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| 12 |
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{"time":"2026-07-12T12:07:32.591026486Z","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":2,"events_lines":2,"console_offset":0,"console_lines":1}
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{"time":"2026-07-12T12:07:32.852736237Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
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| 14 |
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{"time":"2026-07-12T12:07:47.590086209Z","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":4,"events_lines":2,"console_offset":0,"console_lines":1}
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{"time":"2026-07-12T12:07:47.814816186Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
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{"time":"2026-07-12T12:07:50.712261972Z","level":"ERROR","msg":"runfiles: CreateRunFiles returned error: POST https://api.wandb.ai/graphql giving up after 1 attempt(s): context canceled"}
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{"time":"2026-07-12T12:07:50.712735268Z","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
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| 18 |
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{"time":"2026-07-12T12:07:50.712841298Z","level":"INFO","msg":"filestream: sending request","total_files":2,"console_offset":0,"console_lines":2}
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| 19 |
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{"time":"2026-07-12T12:07:50.712939576Z","level":"ERROR+4","msg":"filestream: fatal error: filestream: error making HTTP request: POST https://api.wandb.ai/files/homarone-unimore/MiMoSe/5knamm0a/file_stream giving up after 1 attempt(s): context canceled. got response: <nil>"}
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| 20 |
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{"time":"2026-07-12T12:07:50.725615175Z","level":"ERROR","msg":"sender: sendSummary called after exit"}
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{"time":"2026-07-12T12:07:50.725962968Z","level":"ERROR","msg":"sender: received exit more than once, ignoring"}
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{"time":"2026-07-12T12:07:50.726176236Z","level":"INFO","msg":"stream: finishing up"}
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{"time":"2026-07-12T12:07:50.726195952Z","level":"INFO","msg":"handler: closed"}
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{"time":"2026-07-12T12:07:50.727441773Z","level":"INFO","msg":"sender: closed"}
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| 25 |
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{"time":"2026-07-12T12:07:50.727454627Z","level":"INFO","msg":"stream: all finished"}
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a2fseg18_seed67/wandb/debug.log
ADDED
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2026-07-12 12:07:01,109 INFO MainThread:3087239 [wandb_setup.py:_flush():81] Current SDK version is 0.26.1
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2026-07-12 12:07:01,109 INFO MainThread:3087239 [wandb_setup.py:_flush():81] Configure stats pid to 3087239
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| 3 |
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2026-07-12 12:07:01,109 INFO MainThread:3087239 [wandb_setup.py:_flush():81] Loading settings from environment variables
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| 4 |
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2026-07-12 12:07:01,110 INFO MainThread:3087239 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /work/phd_mimose/runs/a2fseg18_seed67/wandb/run-20260712_120700-5knamm0a/logs/debug.log
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| 5 |
+
2026-07-12 12:07:01,110 INFO MainThread:3087239 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /work/phd_mimose/runs/a2fseg18_seed67/wandb/run-20260712_120700-5knamm0a/logs/debug-internal.log
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| 6 |
+
2026-07-12 12:07:01,110 INFO MainThread:3087239 [wandb_init.py:init():850] calling init triggers
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| 7 |
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2026-07-12 12:07:01,110 INFO MainThread:3087239 [wandb_init.py:init():855] wandb.init called with sweep_config: {}
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| 8 |
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config: {'input_dir': '/work/phd_mimose/a2fseg-preprocessed', 'output_dir': '/work/phd_mimose/runs/a2fseg18_seed67', 'num_epochs': 300, 'validation_every': 10, 'batch_size': 8, 'num_workers': 8, 'fp16': True, 'compile': False, 'seed': 67, 'custom_trainer_kwargs': {'iter_per_epoch': None, 'patch_size': 80, 'debug': False, 'transform_kind': 'imfuse', 'train_masking_mode': 'random', 'val_masking_mode': 'validation', 'split_file': '/homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json', 'fold': 1}, 'model_class': 'A2FSeg', 'model_kwargs': {'num_cls': 4}, 'optimizer_class': 'SGD', 'optimizer': {'lr': 0.01, 'weight_decay': 3e-05, 'betas': None, 'momentum': 0.99, 'eps': None}, 'loss_class': 'IMFuseLoss', 'loss_kwargs': {'num_classes': None, 'fuse_weight': 1.0, 'sep_weight': 1.0, 'prm_weight': 1.0, 'eps': 0.001, 'log_clamp_min': 0.005}, 'scheduler_class': 'PolynomialLR', 'scheduler_kwargs': {'total_iters': 300, 'power': 0.9}, 'push_to_hf': True, 'hf_repo': 'AImageLab-Zip/MiMoSe', 'dataset_type': <DatasetType.BRATS18: 'brats18'>, 'iter_per_epoch': None, 'region_fusion_start_epoch': 0, 'patch_size': 80, 'debug': False, 'train_masking_mode': <MaskingMode.RANDOM: 'random'>, 'val_masking_mode': <MaskingMode.VALIDATION: 'validation'>, 'split_file': '/homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json', '_wandb': {}}
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| 9 |
+
2026-07-12 12:07:01,111 INFO MainThread:3087239 [wandb_init.py:init():898] starting backend
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| 10 |
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2026-07-12 12:07:01,435 INFO MainThread:3087239 [wandb_init.py:init():913] sending inform_init request
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| 11 |
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2026-07-12 12:07:01,916 INFO MainThread:3087239 [wandb_init.py:init():918] backend started and connected
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| 12 |
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2026-07-12 12:07:01,920 INFO MainThread:3087239 [wandb_init.py:init():988] updated telemetry
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| 13 |
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2026-07-12 12:07:01,943 INFO MainThread:3087239 [wandb_init.py:init():1011] communicating run to backend with 90.0 second timeout
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| 14 |
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2026-07-12 12:07:02,284 INFO MainThread:3087239 [wandb_init.py:init():1056] starting run threads in backend
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| 15 |
+
2026-07-12 12:07:02,547 INFO MainThread:3087239 [wandb_run.py:_console_start():2554] atexit reg
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| 16 |
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2026-07-12 12:07:02,547 INFO MainThread:3087239 [wandb_run.py:_redirect():2403] redirect: wrap_raw
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| 17 |
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2026-07-12 12:07:02,547 INFO MainThread:3087239 [wandb_run.py:_redirect():2472] Wrapping output streams.
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| 18 |
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2026-07-12 12:07:02,547 INFO MainThread:3087239 [wandb_run.py:_redirect():2495] Redirects installed.
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| 19 |
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2026-07-12 12:07:02,552 INFO MainThread:3087239 [wandb_init.py:init():1094] run started, returning control to user process
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| 20 |
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2026-07-12 12:07:50,278 INFO MainThread:3087239 [wandb_run.py:_finish():2321] finishing run homarone-unimore/MiMoSe/5knamm0a
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| 21 |
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2026-07-12 12:07:50,279 INFO MainThread:3087239 [wandb_run.py:_atexit_cleanup():2520] got exitcode: 0
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| 22 |
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2026-07-12 12:07:50,281 INFO MainThread:3087239 [wandb_run.py:_restore():2502] restore
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| 23 |
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2026-07-12 12:07:50,281 INFO MainThread:3087239 [wandb_run.py:_restore():2508] restore done
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| 24 |
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2026-07-12 12:07:50,725 INFO wandb-AsyncioManager-main:3087239 [service_client.py:_forward_responses():134] Reached EOF.
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| 25 |
+
2026-07-12 12:07:50,725 INFO wandb-AsyncioManager-main:3087239 [mailbox.py:close():155] Closing mailbox, abandoning 1 handles.
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a2fseg18_seed67/wandb/run-20260712_120413-lbjcow4g/files/config.yaml
ADDED
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| 1 |
+
_wandb:
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| 2 |
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value:
|
| 3 |
+
cli_version: 0.26.1
|
| 4 |
+
e:
|
| 5 |
+
hapnoigvc26mg8zzd0dokvqch4v62zdy:
|
| 6 |
+
args:
|
| 7 |
+
- train
|
| 8 |
+
- --config
|
| 9 |
+
- a2fseg_18.yaml
|
| 10 |
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- --run-suffix
|
| 11 |
+
- seed67
|
| 12 |
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- --seed
|
| 13 |
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- "67"
|
| 14 |
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- --try-resume
|
| 15 |
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codePath: .venv/bin/mimose
|
| 16 |
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codePathLocal: .venv/bin/mimose
|
| 17 |
+
cpu_count: 40
|
| 18 |
+
cpu_count_logical: 80
|
| 19 |
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cudaVersion: "13.2"
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| 20 |
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disk:
|
| 21 |
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/:
|
| 22 |
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total: "105089261568"
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| 23 |
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used: "20591259648"
|
| 24 |
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|
| 25 |
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| 26 |
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|
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|
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|
| 42 |
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|
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|
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|
| 45 |
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|
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|
| 84 |
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umask: "0022"
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| 90 |
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| 116 |
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| 118 |
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| 120 |
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| 121 |
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|
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| 123 |
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|
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|
| 127 |
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|
| 128 |
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|
| 129 |
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|
| 130 |
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| 132 |
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|
| 134 |
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|
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|
| 138 |
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|
| 139 |
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|
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|
| 141 |
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loss_class:
|
| 142 |
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value: IMFuseLoss
|
| 143 |
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loss_kwargs:
|
| 144 |
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| 145 |
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|
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|
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|
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|
| 150 |
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|
| 151 |
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model_class:
|
| 152 |
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value: A2FSeg
|
| 153 |
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model_kwargs:
|
| 154 |
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|
| 155 |
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|
| 156 |
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|
| 160 |
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| 161 |
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| 162 |
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|
| 163 |
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|
| 164 |
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|
| 165 |
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|
| 166 |
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weight_decay: 3e-05
|
| 167 |
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|
| 168 |
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value: SGD
|
| 169 |
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|
| 170 |
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|
| 171 |
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|
| 172 |
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|
| 173 |
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|
| 174 |
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value: true
|
| 175 |
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region_fusion_start_epoch:
|
| 176 |
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value: 0
|
| 177 |
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scheduler_class:
|
| 178 |
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value: PolynomialLR
|
| 179 |
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scheduler_kwargs:
|
| 180 |
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value:
|
| 181 |
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|
| 182 |
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|
| 183 |
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|
| 184 |
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| 185 |
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|
| 186 |
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value: /homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json
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| 187 |
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|
| 188 |
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| 189 |
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|
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|
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|
| 192 |
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|
a2fseg18_seed67/wandb/run-20260712_120413-lbjcow4g/files/output.log
ADDED
|
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|
| 1 |
+
[2K[1;36mTrain 1/300[0m [38;2;249;38;114m━━━━━━━━━━━━━━━━━━━━━━━━[0m[38;5;237m╺[0m[38;5;237m━━[0m [35m 90%[0m [32m89/99[0m [33m0:00:59[0m [36m0:00:07[0m [33mVRAM 8.3GiB/44.4GiB[0m [35mloss 3.8919 avg 4.3749[0m857[0m
|
| 2 |
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[1A[2K
|
a2fseg18_seed67/wandb/run-20260712_120413-lbjcow4g/files/requirements.txt
ADDED
|
@@ -0,0 +1,124 @@
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|
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|
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|
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|
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|
|
|
|
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|
|
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|
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|
| 1 |
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six==1.17.0
|
| 2 |
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nvidia-cutlass-dsl==4.6.0
|
| 3 |
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et_xmlfile==2.0.0
|
| 4 |
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certifi==2026.4.22
|
| 5 |
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nvidia-nccl-cu12==2.27.5
|
| 6 |
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regex==2026.6.28
|
| 7 |
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ml_dtypes==0.5.4
|
| 8 |
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simpleitk==2.5.4
|
| 9 |
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kiwisolver==1.5.0
|
| 10 |
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idna==3.13
|
| 11 |
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annotated-types==0.7.0
|
| 12 |
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nvidia-cutlass-dsl-libs-cu12==4.6.0
|
| 13 |
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cycler==0.12.1
|
| 14 |
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ptflops==0.7.5
|
| 15 |
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typing-inspection==0.4.2
|
| 16 |
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ninja==1.13.0
|
| 17 |
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nvidia-cufile-cu12==1.13.1.3
|
| 18 |
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nvidia-cuda-nvrtc-cu12==12.8.93
|
| 19 |
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cloudpickle==3.1.2
|
| 20 |
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python-dateutil==2.9.0.post0
|
| 21 |
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tokenizers==0.22.2
|
| 22 |
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packaging==26.2
|
| 23 |
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wcwidth==0.6.0
|
| 24 |
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safetensors==0.7.0
|
| 25 |
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torch_c_dlpack_ext==0.1.5
|
| 26 |
+
mdurl==0.1.2
|
| 27 |
+
click==8.3.3
|
| 28 |
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Jinja2==3.1.6
|
| 29 |
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dynamic_network_architectures==0.4.3
|
| 30 |
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contourpy==1.3.3
|
| 31 |
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pydantic_core==2.46.3
|
| 32 |
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nvidia-curand-cu12==10.3.9.90
|
| 33 |
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PyYAML==6.0.3
|
| 34 |
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GitPython==3.1.49
|
| 35 |
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gitdb==4.0.12
|
| 36 |
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nvidia-cusparselt-cu12==0.7.1
|
| 37 |
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nvidia-cusparse-cu12==12.5.8.93
|
| 38 |
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z3-solver==4.15.4.0
|
| 39 |
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nvidia-nvtx-cu12==12.8.90
|
| 40 |
+
nvidia-nvjitlink-cu12==12.8.93
|
| 41 |
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nvidia-cufft-cu12==11.3.3.83
|
| 42 |
+
httpcore==1.0.9
|
| 43 |
+
cuda-python==13.3.1
|
| 44 |
+
MiMoSe==0.0.2
|
| 45 |
+
nvidia-cublas-cu12==12.8.4.1
|
| 46 |
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nodeocc==1.0.26
|
| 47 |
+
MarkupSafe==3.0.3
|
| 48 |
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timm==1.0.22
|
| 49 |
+
charset-normalizer==3.4.7
|
| 50 |
+
thop==0.1.1-2209072238
|
| 51 |
+
shellingham==1.5.4
|
| 52 |
+
threadpoolctl==3.6.0
|
| 53 |
+
anyio==4.13.0
|
| 54 |
+
nvidia-cudnn-cu12==9.10.2.21
|
| 55 |
+
smmap==5.0.3
|
| 56 |
+
nvidia-cuda-cupti-cu12==12.8.90
|
| 57 |
+
nvidia-cuda-nvdisasm==13.3.73
|
| 58 |
+
typer==0.25.0
|
| 59 |
+
typing_extensions==4.15.0
|
| 60 |
+
causal-conv1d==1.6.2.post1
|
| 61 |
+
requests==2.33.1
|
| 62 |
+
mamba-ssm==2.3.2.post1
|
| 63 |
+
psutil==7.2.2
|
| 64 |
+
filelock==3.29.0
|
| 65 |
+
httpx==0.28.1
|
| 66 |
+
nvidia-cusolver-cu12==11.7.3.90
|
| 67 |
+
markdown-it-py==4.0.0
|
| 68 |
+
urllib3==2.6.3
|
| 69 |
+
h11==0.16.0
|
| 70 |
+
nvidia-nvshmem-cu12==3.3.20
|
| 71 |
+
pyparsing==3.3.2
|
| 72 |
+
annotated-doc==0.0.4
|
| 73 |
+
hf-xet==1.4.3
|
| 74 |
+
cuda-pathfinder==1.5.6
|
| 75 |
+
platformdirs==4.9.6
|
| 76 |
+
MedPy==0.5.2
|
| 77 |
+
einops==0.8.2
|
| 78 |
+
wheel==0.47.0
|
| 79 |
+
tqdm==4.67.3
|
| 80 |
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h5py==3.16.0
|
| 81 |
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protobuf==6.33.6
|
| 82 |
+
nvidia-cuda-runtime-cu12==12.8.90
|
| 83 |
+
fsspec==2026.4.0
|
| 84 |
+
ttkbootstrap==1.20.2
|
| 85 |
+
nvidia-cutlass-dsl-libs-base==4.6.0
|
| 86 |
+
mpmath==1.3.0
|
| 87 |
+
rich==15.0.0
|
| 88 |
+
pillow==12.2.0
|
| 89 |
+
cuda-bindings==13.3.1
|
| 90 |
+
quack-kernels==0.6.0
|
| 91 |
+
prompt_toolkit==3.0.52
|
| 92 |
+
joblib==1.5.3
|
| 93 |
+
pydantic==2.13.3
|
| 94 |
+
nvidia-cutlass-dsl-libs-core==4.6.0
|
| 95 |
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openpyxl==3.1.5
|
| 96 |
+
huggingface_hub==1.13.0
|
| 97 |
+
torchvision==0.24.1
|
| 98 |
+
sentry-sdk==2.58.0
|
| 99 |
+
cuda-core==1.0.1
|
| 100 |
+
apache-tvm-ffi==0.1.9
|
| 101 |
+
wandb==0.26.1
|
| 102 |
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fonttools==4.62.1
|
| 103 |
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Pygments==2.20.0
|
| 104 |
+
triton==3.5.1
|
| 105 |
+
setuptools==82.0.1
|
| 106 |
+
networkx==3.6.1
|
| 107 |
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matplotlib==3.10.9
|
| 108 |
+
numpy==2.4.4
|
| 109 |
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scikit-learn==1.8.0
|
| 110 |
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scipy==1.17.1
|
| 111 |
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pandas==3.0.2
|
| 112 |
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sympy==1.14.0
|
| 113 |
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transformers==5.12.1
|
| 114 |
+
tilelang==0.1.8
|
| 115 |
+
torch==2.9.1
|
| 116 |
+
mypy_extensions==1.1.0
|
| 117 |
+
iniconfig==2.3.0
|
| 118 |
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pluggy==1.6.0
|
| 119 |
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ruff==0.15.12
|
| 120 |
+
librt==0.9.0
|
| 121 |
+
pathspec==1.1.1
|
| 122 |
+
pytest==9.0.3
|
| 123 |
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mypy==1.20.2
|
| 124 |
+
MiMoSe==0.0.2
|
a2fseg18_seed67/wandb/run-20260712_120413-lbjcow4g/files/wandb-metadata.json
ADDED
|
@@ -0,0 +1,96 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
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|
| 1 |
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| 6 |
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| 8 |
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|
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"--run-suffix",
|
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"seed67",
|
| 11 |
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| 71 |
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a2fseg18_seed67/wandb/run-20260712_120413-lbjcow4g/files/wandb-summary.json
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a2fseg18_seed67/wandb/run-20260712_120413-lbjcow4g/logs/debug-core.log
ADDED
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{"time":"2026-07-12T12:05:14.443211371Z","level":"INFO","msg":"connection: ManageConnectionData: connection closed","id":"1(@)"}
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{"time":"2026-07-12T12:05:14.443225179Z","level":"INFO","msg":"server is closed"}
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a2fseg18_seed67/wandb/run-20260712_120413-lbjcow4g/logs/debug-internal.log
ADDED
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| 1 |
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{"time":"2026-07-12T12:04:13.543234939Z","level":"INFO","msg":"wandb-core"}
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{"time":"2026-07-12T12:04:13.929882356Z","level":"INFO","msg":"handler: started"}
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{"time":"2026-07-12T12:04:13.931374174Z","level":"INFO","msg":"stream: started"}
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{"time":"2026-07-12T12:04:13.931406463Z","level":"INFO","msg":"writer: started","stream_id":"lbjcow4g"}
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{"time":"2026-07-12T12:04:14.650706254Z","level":"INFO","msg":"filestream: sending request","total_files":1,"console_offset":0,"console_lines":1}
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{"time":"2026-07-12T12:04:14.884506048Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
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{"time":"2026-07-12T12:04:29.650744131Z","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":0,"events_lines":2,"console_offset":0,"console_lines":1,"uploaded_len":2}
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| 11 |
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{"time":"2026-07-12T12:04:29.874261937Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
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| 12 |
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{"time":"2026-07-12T12:04:44.650912781Z","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":2,"events_lines":2,"console_offset":0,"console_lines":1}
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{"time":"2026-07-12T12:04:44.8719183Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
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{"time":"2026-07-12T12:04:59.651651029Z","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":4,"events_lines":2,"console_offset":0,"console_lines":1}
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{"time":"2026-07-12T12:04:59.861062562Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
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{"time":"2026-07-12T12:05:14.428580258Z","level":"ERROR","msg":"runupserter: failed to upload changes","error":"POST https://api.wandb.ai/graphql giving up after 1 attempt(s): context canceled"}
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{"time":"2026-07-12T12:05:14.433153325Z","level":"ERROR","msg":"runfiles: CreateRunFiles returned error: POST https://api.wandb.ai/graphql giving up after 1 attempt(s): context canceled"}
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{"time":"2026-07-12T12:05:14.433688723Z","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
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{"time":"2026-07-12T12:05:14.433796773Z","level":"INFO","msg":"filestream: sending request","total_files":3,"events_offset":6,"events_lines":2,"console_offset":0,"console_lines":2,"complete":true,"exit_code":0}
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{"time":"2026-07-12T12:05:14.433848Z","level":"ERROR+4","msg":"filestream: fatal error: filestream: error making HTTP request: POST https://api.wandb.ai/files/homarone-unimore/MiMoSe/lbjcow4g/file_stream giving up after 1 attempt(s): context canceled. got response: <nil>"}
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{"time":"2026-07-12T12:05:14.440873099Z","level":"ERROR","msg":"sender: sendSummary called after exit"}
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{"time":"2026-07-12T12:05:14.442374832Z","level":"INFO","msg":"sender: closed"}
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{"time":"2026-07-12T12:05:14.442385397Z","level":"INFO","msg":"stream: all finished"}
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a2fseg18_seed67/wandb/run-20260712_120413-lbjcow4g/logs/debug.log
ADDED
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@@ -0,0 +1,25 @@
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2026-07-12 12:04:13,212 INFO MainThread:3086823 [wandb_setup.py:_flush():81] Current SDK version is 0.26.1
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2026-07-12 12:04:13,213 INFO MainThread:3086823 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /work/phd_mimose/runs/a2fseg18_seed67/wandb/run-20260712_120413-lbjcow4g/logs/debug.log
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2026-07-12 12:04:13,214 INFO MainThread:3086823 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /work/phd_mimose/runs/a2fseg18_seed67/wandb/run-20260712_120413-lbjcow4g/logs/debug-internal.log
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| 6 |
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2026-07-12 12:04:13,214 INFO MainThread:3086823 [wandb_init.py:init():850] calling init triggers
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| 7 |
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2026-07-12 12:04:13,214 INFO MainThread:3086823 [wandb_init.py:init():855] wandb.init called with sweep_config: {}
|
| 8 |
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config: {'input_dir': '/work/phd_mimose/a2fseg-preprocessed', 'output_dir': '/work/phd_mimose/runs/a2fseg18_seed67', 'num_epochs': 300, 'validation_every': 10, 'batch_size': 2, 'num_workers': 8, 'fp16': True, 'compile': False, 'seed': 67, 'custom_trainer_kwargs': {'iter_per_epoch': None, 'patch_size': 80, 'debug': False, 'transform_kind': 'imfuse', 'train_masking_mode': 'random', 'val_masking_mode': 'validation', 'split_file': '/homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json', 'fold': 1}, 'model_class': 'A2FSeg', 'model_kwargs': {'num_cls': 4}, 'optimizer_class': 'SGD', 'optimizer': {'lr': 0.01, 'weight_decay': 3e-05, 'betas': None, 'momentum': 0.99, 'eps': None}, 'loss_class': 'IMFuseLoss', 'loss_kwargs': {'num_classes': None, 'fuse_weight': 1.0, 'sep_weight': 1.0, 'prm_weight': 1.0, 'eps': 0.001, 'log_clamp_min': 0.005}, 'scheduler_class': 'PolynomialLR', 'scheduler_kwargs': {'total_iters': 300, 'power': 0.9}, 'push_to_hf': True, 'hf_repo': 'AImageLab-Zip/MiMoSe', 'dataset_type': <DatasetType.BRATS18: 'brats18'>, 'iter_per_epoch': None, 'region_fusion_start_epoch': 0, 'patch_size': 80, 'debug': False, 'train_masking_mode': <MaskingMode.RANDOM: 'random'>, 'val_masking_mode': <MaskingMode.VALIDATION: 'validation'>, 'split_file': '/homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json', '_wandb': {}}
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| 9 |
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2026-07-12 12:04:13,214 INFO MainThread:3086823 [wandb_init.py:init():898] starting backend
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2026-07-12 12:05:14,314 INFO MainThread:3086823 [wandb_run.py:_finish():2321] finishing run homarone-unimore/MiMoSe/lbjcow4g
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| 21 |
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2026-07-12 12:05:14,315 INFO MainThread:3086823 [wandb_run.py:_atexit_cleanup():2520] got exitcode: 0
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2026-07-12 12:05:14,316 INFO MainThread:3086823 [wandb_run.py:_restore():2502] restore
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2026-07-12 12:05:14,440 INFO wandb-AsyncioManager-main:3086823 [service_client.py:_forward_responses():134] Reached EOF.
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| 25 |
+
2026-07-12 12:05:14,440 INFO wandb-AsyncioManager-main:3086823 [mailbox.py:close():155] Closing mailbox, abandoning 1 handles.
|
a2fseg18_seed67/wandb/run-20260712_120700-5knamm0a/files/config.yaml
ADDED
|
@@ -0,0 +1,192 @@
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|
| 1 |
+
_wandb:
|
| 2 |
+
value:
|
| 3 |
+
cli_version: 0.26.1
|
| 4 |
+
e:
|
| 5 |
+
vaz6mcg7iblqco1s8w4wxuxkbsimqz8m:
|
| 6 |
+
args:
|
| 7 |
+
- train
|
| 8 |
+
- --config
|
| 9 |
+
- a2fseg_18.yaml
|
| 10 |
+
- --run-suffix
|
| 11 |
+
- seed67
|
| 12 |
+
- --seed
|
| 13 |
+
- "67"
|
| 14 |
+
- --try-resume
|
| 15 |
+
codePath: .venv/bin/mimose
|
| 16 |
+
codePathLocal: .venv/bin/mimose
|
| 17 |
+
cpu_count: 40
|
| 18 |
+
cpu_count_logical: 80
|
| 19 |
+
cudaVersion: "13.2"
|
| 20 |
+
disk:
|
| 21 |
+
/:
|
| 22 |
+
total: "105089261568"
|
| 23 |
+
used: "20591263744"
|
| 24 |
+
executable: /homes/ocarpentiero/MiMoSe/.venv/bin/python3
|
| 25 |
+
git:
|
| 26 |
+
commit: 43ec89a6f363550241088042ebbde671ba2d1210
|
| 27 |
+
remote: https://github.com/AImageLab-zip/IM-Fuse.git
|
| 28 |
+
gpu: NVIDIA L40S
|
| 29 |
+
gpu_count: 1
|
| 30 |
+
gpu_nvidia:
|
| 31 |
+
- architecture: Ada
|
| 32 |
+
cudaCores: 18176
|
| 33 |
+
memoryTotal: "48305799168"
|
| 34 |
+
name: NVIDIA L40S
|
| 35 |
+
uuid: GPU-2712d05b-b5ce-c533-53ea-4bd7d0e31cf7
|
| 36 |
+
host: dracula
|
| 37 |
+
memory:
|
| 38 |
+
total: "540709314560"
|
| 39 |
+
os: Linux-5.15.0-181-generic-x86_64-with-glibc2.35
|
| 40 |
+
program: /homes/ocarpentiero/MiMoSe/.venv/bin/mimose
|
| 41 |
+
python: CPython 3.12.13
|
| 42 |
+
root: /work/phd_mimose/runs/a2fseg18_seed67
|
| 43 |
+
slurm:
|
| 44 |
+
conf: /etc/slurm/slurm.conf
|
| 45 |
+
cpus_on_node: "16"
|
| 46 |
+
distribution: cyclic
|
| 47 |
+
gpus_on_node: "1"
|
| 48 |
+
gtids: "0"
|
| 49 |
+
job_cpus_per_node: "16"
|
| 50 |
+
job_end_time: "1783864790"
|
| 51 |
+
job_gid: "502"
|
| 52 |
+
job_id: "64012"
|
| 53 |
+
job_name: bash
|
| 54 |
+
job_nodelist: dracula
|
| 55 |
+
job_partition: boost_usr_prod
|
| 56 |
+
job_start_time: "1783843190"
|
| 57 |
+
job_uid: "92375"
|
| 58 |
+
job_user: ocarpentiero
|
| 59 |
+
jobid: "64012"
|
| 60 |
+
launch_node_ipaddr: 155.185.48.224
|
| 61 |
+
localid: "0"
|
| 62 |
+
mem_per_node: "153600"
|
| 63 |
+
nnodes: "1"
|
| 64 |
+
nodeid: "0"
|
| 65 |
+
nodelist: dracula
|
| 66 |
+
nprocs: "1"
|
| 67 |
+
ntasks: "1"
|
| 68 |
+
oom_kill_step: "0"
|
| 69 |
+
prio_process: "0"
|
| 70 |
+
procid: "0"
|
| 71 |
+
pty_port: "43461"
|
| 72 |
+
pty_win_col: "114"
|
| 73 |
+
pty_win_row: "22"
|
| 74 |
+
srun_comm_host: 155.185.48.224
|
| 75 |
+
srun_comm_port: "45521"
|
| 76 |
+
step_gpus: "0"
|
| 77 |
+
step_id: "1"
|
| 78 |
+
step_launcher_port: "45521"
|
| 79 |
+
step_nodelist: dracula
|
| 80 |
+
step_num_nodes: "1"
|
| 81 |
+
step_num_tasks: "1"
|
| 82 |
+
step_tasks_per_node: "1"
|
| 83 |
+
stepid: "1"
|
| 84 |
+
task_pid: "3085783"
|
| 85 |
+
tasks_per_node: "1"
|
| 86 |
+
topology_addr: dracula
|
| 87 |
+
topology_addr_pattern: node
|
| 88 |
+
umask: "0022"
|
| 89 |
+
startedAt: "2026-07-12T12:07:00.944722Z"
|
| 90 |
+
writerId: vaz6mcg7iblqco1s8w4wxuxkbsimqz8m
|
| 91 |
+
m: []
|
| 92 |
+
python_version: 3.12.13
|
| 93 |
+
t:
|
| 94 |
+
"1":
|
| 95 |
+
- 1
|
| 96 |
+
- 5
|
| 97 |
+
- 11
|
| 98 |
+
- 49
|
| 99 |
+
- 53
|
| 100 |
+
"2":
|
| 101 |
+
- 1
|
| 102 |
+
- 5
|
| 103 |
+
- 11
|
| 104 |
+
- 49
|
| 105 |
+
- 53
|
| 106 |
+
"3":
|
| 107 |
+
- 2
|
| 108 |
+
- 13
|
| 109 |
+
- 16
|
| 110 |
+
"4": 3.12.13
|
| 111 |
+
"5": 0.26.1
|
| 112 |
+
"6": 5.12.1
|
| 113 |
+
"12": 0.26.1
|
| 114 |
+
"13": linux-x86_64
|
| 115 |
+
batch_size:
|
| 116 |
+
value: 8
|
| 117 |
+
compile:
|
| 118 |
+
value: false
|
| 119 |
+
custom_trainer_kwargs:
|
| 120 |
+
value:
|
| 121 |
+
debug: false
|
| 122 |
+
fold: 1
|
| 123 |
+
iter_per_epoch: null
|
| 124 |
+
patch_size: 80
|
| 125 |
+
split_file: /homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json
|
| 126 |
+
train_masking_mode: random
|
| 127 |
+
transform_kind: imfuse
|
| 128 |
+
val_masking_mode: validation
|
| 129 |
+
dataset_type:
|
| 130 |
+
value: BRATS18
|
| 131 |
+
debug:
|
| 132 |
+
value: false
|
| 133 |
+
fp16:
|
| 134 |
+
value: true
|
| 135 |
+
hf_repo:
|
| 136 |
+
value: AImageLab-Zip/MiMoSe
|
| 137 |
+
input_dir:
|
| 138 |
+
value: /work/phd_mimose/a2fseg-preprocessed
|
| 139 |
+
iter_per_epoch:
|
| 140 |
+
value: null
|
| 141 |
+
loss_class:
|
| 142 |
+
value: IMFuseLoss
|
| 143 |
+
loss_kwargs:
|
| 144 |
+
value:
|
| 145 |
+
eps: 0.001
|
| 146 |
+
fuse_weight: 1
|
| 147 |
+
log_clamp_min: 0.005
|
| 148 |
+
num_classes: null
|
| 149 |
+
prm_weight: 1
|
| 150 |
+
sep_weight: 1
|
| 151 |
+
model_class:
|
| 152 |
+
value: A2FSeg
|
| 153 |
+
model_kwargs:
|
| 154 |
+
value:
|
| 155 |
+
num_cls: 4
|
| 156 |
+
num_epochs:
|
| 157 |
+
value: 300
|
| 158 |
+
num_workers:
|
| 159 |
+
value: 8
|
| 160 |
+
optimizer:
|
| 161 |
+
value:
|
| 162 |
+
betas: null
|
| 163 |
+
eps: null
|
| 164 |
+
lr: 0.01
|
| 165 |
+
momentum: 0.99
|
| 166 |
+
weight_decay: 3e-05
|
| 167 |
+
optimizer_class:
|
| 168 |
+
value: SGD
|
| 169 |
+
output_dir:
|
| 170 |
+
value: /work/phd_mimose/runs/a2fseg18_seed67
|
| 171 |
+
patch_size:
|
| 172 |
+
value: 80
|
| 173 |
+
push_to_hf:
|
| 174 |
+
value: true
|
| 175 |
+
region_fusion_start_epoch:
|
| 176 |
+
value: 0
|
| 177 |
+
scheduler_class:
|
| 178 |
+
value: PolynomialLR
|
| 179 |
+
scheduler_kwargs:
|
| 180 |
+
value:
|
| 181 |
+
power: 0.9
|
| 182 |
+
total_iters: 300
|
| 183 |
+
seed:
|
| 184 |
+
value: 67
|
| 185 |
+
split_file:
|
| 186 |
+
value: /homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json
|
| 187 |
+
train_masking_mode:
|
| 188 |
+
value: RANDOM
|
| 189 |
+
val_masking_mode:
|
| 190 |
+
value: VALIDATION
|
| 191 |
+
validation_every:
|
| 192 |
+
value: 10
|
a2fseg18_seed67/wandb/run-20260712_120700-5knamm0a/files/output.log
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[2K[1;36mTrain 1/300[0m [38;2;249;38;114m━━━━━━━━━━━━━━━━━━[0m[38;5;237m╺[0m[38;5;237m━━━━━━━[0m [35m 71%[0m [32m17/24[0m [33m0:00:47[0m [36m0:00:18[0m [33mVRAM 30.3GiB/44.4GiB[0m [35mloss 4.6077 avg 4.9436[0m876[0m
|
| 2 |
+
[1A[2K
|
a2fseg18_seed67/wandb/run-20260712_120700-5knamm0a/files/requirements.txt
ADDED
|
@@ -0,0 +1,124 @@
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|
| 1 |
+
six==1.17.0
|
| 2 |
+
nvidia-cutlass-dsl==4.6.0
|
| 3 |
+
et_xmlfile==2.0.0
|
| 4 |
+
certifi==2026.4.22
|
| 5 |
+
nvidia-nccl-cu12==2.27.5
|
| 6 |
+
regex==2026.6.28
|
| 7 |
+
ml_dtypes==0.5.4
|
| 8 |
+
simpleitk==2.5.4
|
| 9 |
+
kiwisolver==1.5.0
|
| 10 |
+
idna==3.13
|
| 11 |
+
annotated-types==0.7.0
|
| 12 |
+
nvidia-cutlass-dsl-libs-cu12==4.6.0
|
| 13 |
+
cycler==0.12.1
|
| 14 |
+
ptflops==0.7.5
|
| 15 |
+
typing-inspection==0.4.2
|
| 16 |
+
ninja==1.13.0
|
| 17 |
+
nvidia-cufile-cu12==1.13.1.3
|
| 18 |
+
nvidia-cuda-nvrtc-cu12==12.8.93
|
| 19 |
+
cloudpickle==3.1.2
|
| 20 |
+
python-dateutil==2.9.0.post0
|
| 21 |
+
tokenizers==0.22.2
|
| 22 |
+
packaging==26.2
|
| 23 |
+
wcwidth==0.6.0
|
| 24 |
+
safetensors==0.7.0
|
| 25 |
+
torch_c_dlpack_ext==0.1.5
|
| 26 |
+
mdurl==0.1.2
|
| 27 |
+
click==8.3.3
|
| 28 |
+
Jinja2==3.1.6
|
| 29 |
+
dynamic_network_architectures==0.4.3
|
| 30 |
+
contourpy==1.3.3
|
| 31 |
+
pydantic_core==2.46.3
|
| 32 |
+
nvidia-curand-cu12==10.3.9.90
|
| 33 |
+
PyYAML==6.0.3
|
| 34 |
+
GitPython==3.1.49
|
| 35 |
+
gitdb==4.0.12
|
| 36 |
+
nvidia-cusparselt-cu12==0.7.1
|
| 37 |
+
nvidia-cusparse-cu12==12.5.8.93
|
| 38 |
+
z3-solver==4.15.4.0
|
| 39 |
+
nvidia-nvtx-cu12==12.8.90
|
| 40 |
+
nvidia-nvjitlink-cu12==12.8.93
|
| 41 |
+
nvidia-cufft-cu12==11.3.3.83
|
| 42 |
+
httpcore==1.0.9
|
| 43 |
+
cuda-python==13.3.1
|
| 44 |
+
MiMoSe==0.0.2
|
| 45 |
+
nvidia-cublas-cu12==12.8.4.1
|
| 46 |
+
nodeocc==1.0.26
|
| 47 |
+
MarkupSafe==3.0.3
|
| 48 |
+
timm==1.0.22
|
| 49 |
+
charset-normalizer==3.4.7
|
| 50 |
+
thop==0.1.1-2209072238
|
| 51 |
+
shellingham==1.5.4
|
| 52 |
+
threadpoolctl==3.6.0
|
| 53 |
+
anyio==4.13.0
|
| 54 |
+
nvidia-cudnn-cu12==9.10.2.21
|
| 55 |
+
smmap==5.0.3
|
| 56 |
+
nvidia-cuda-cupti-cu12==12.8.90
|
| 57 |
+
nvidia-cuda-nvdisasm==13.3.73
|
| 58 |
+
typer==0.25.0
|
| 59 |
+
typing_extensions==4.15.0
|
| 60 |
+
causal-conv1d==1.6.2.post1
|
| 61 |
+
requests==2.33.1
|
| 62 |
+
mamba-ssm==2.3.2.post1
|
| 63 |
+
psutil==7.2.2
|
| 64 |
+
filelock==3.29.0
|
| 65 |
+
httpx==0.28.1
|
| 66 |
+
nvidia-cusolver-cu12==11.7.3.90
|
| 67 |
+
markdown-it-py==4.0.0
|
| 68 |
+
urllib3==2.6.3
|
| 69 |
+
h11==0.16.0
|
| 70 |
+
nvidia-nvshmem-cu12==3.3.20
|
| 71 |
+
pyparsing==3.3.2
|
| 72 |
+
annotated-doc==0.0.4
|
| 73 |
+
hf-xet==1.4.3
|
| 74 |
+
cuda-pathfinder==1.5.6
|
| 75 |
+
platformdirs==4.9.6
|
| 76 |
+
MedPy==0.5.2
|
| 77 |
+
einops==0.8.2
|
| 78 |
+
wheel==0.47.0
|
| 79 |
+
tqdm==4.67.3
|
| 80 |
+
h5py==3.16.0
|
| 81 |
+
protobuf==6.33.6
|
| 82 |
+
nvidia-cuda-runtime-cu12==12.8.90
|
| 83 |
+
fsspec==2026.4.0
|
| 84 |
+
ttkbootstrap==1.20.2
|
| 85 |
+
nvidia-cutlass-dsl-libs-base==4.6.0
|
| 86 |
+
mpmath==1.3.0
|
| 87 |
+
rich==15.0.0
|
| 88 |
+
pillow==12.2.0
|
| 89 |
+
cuda-bindings==13.3.1
|
| 90 |
+
quack-kernels==0.6.0
|
| 91 |
+
prompt_toolkit==3.0.52
|
| 92 |
+
joblib==1.5.3
|
| 93 |
+
pydantic==2.13.3
|
| 94 |
+
nvidia-cutlass-dsl-libs-core==4.6.0
|
| 95 |
+
openpyxl==3.1.5
|
| 96 |
+
huggingface_hub==1.13.0
|
| 97 |
+
torchvision==0.24.1
|
| 98 |
+
sentry-sdk==2.58.0
|
| 99 |
+
cuda-core==1.0.1
|
| 100 |
+
apache-tvm-ffi==0.1.9
|
| 101 |
+
wandb==0.26.1
|
| 102 |
+
fonttools==4.62.1
|
| 103 |
+
Pygments==2.20.0
|
| 104 |
+
triton==3.5.1
|
| 105 |
+
setuptools==82.0.1
|
| 106 |
+
networkx==3.6.1
|
| 107 |
+
matplotlib==3.10.9
|
| 108 |
+
numpy==2.4.4
|
| 109 |
+
scikit-learn==1.8.0
|
| 110 |
+
scipy==1.17.1
|
| 111 |
+
pandas==3.0.2
|
| 112 |
+
sympy==1.14.0
|
| 113 |
+
transformers==5.12.1
|
| 114 |
+
tilelang==0.1.8
|
| 115 |
+
torch==2.9.1
|
| 116 |
+
mypy_extensions==1.1.0
|
| 117 |
+
iniconfig==2.3.0
|
| 118 |
+
pluggy==1.6.0
|
| 119 |
+
ruff==0.15.12
|
| 120 |
+
librt==0.9.0
|
| 121 |
+
pathspec==1.1.1
|
| 122 |
+
pytest==9.0.3
|
| 123 |
+
mypy==1.20.2
|
| 124 |
+
MiMoSe==0.0.2
|
a2fseg18_seed67/wandb/run-20260712_120700-5knamm0a/files/wandb-metadata.json
ADDED
|
@@ -0,0 +1,96 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"os": "Linux-5.15.0-181-generic-x86_64-with-glibc2.35",
|
| 3 |
+
"python": "CPython 3.12.13",
|
| 4 |
+
"startedAt": "2026-07-12T12:07:00.944722Z",
|
| 5 |
+
"args": [
|
| 6 |
+
"train",
|
| 7 |
+
"--config",
|
| 8 |
+
"a2fseg_18.yaml",
|
| 9 |
+
"--run-suffix",
|
| 10 |
+
"seed67",
|
| 11 |
+
"--seed",
|
| 12 |
+
"67",
|
| 13 |
+
"--try-resume"
|
| 14 |
+
],
|
| 15 |
+
"program": "/homes/ocarpentiero/MiMoSe/.venv/bin/mimose",
|
| 16 |
+
"codePath": ".venv/bin/mimose",
|
| 17 |
+
"codePathLocal": ".venv/bin/mimose",
|
| 18 |
+
"git": {
|
| 19 |
+
"remote": "https://github.com/AImageLab-zip/IM-Fuse.git",
|
| 20 |
+
"commit": "43ec89a6f363550241088042ebbde671ba2d1210"
|
| 21 |
+
},
|
| 22 |
+
"root": "/work/phd_mimose/runs/a2fseg18_seed67",
|
| 23 |
+
"host": "dracula",
|
| 24 |
+
"executable": "/homes/ocarpentiero/MiMoSe/.venv/bin/python3",
|
| 25 |
+
"cpu_count": 40,
|
| 26 |
+
"cpu_count_logical": 80,
|
| 27 |
+
"gpu": "NVIDIA L40S",
|
| 28 |
+
"gpu_count": 1,
|
| 29 |
+
"disk": {
|
| 30 |
+
"/": {
|
| 31 |
+
"total": "105089261568",
|
| 32 |
+
"used": "20591263744"
|
| 33 |
+
}
|
| 34 |
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},
|
| 35 |
+
"memory": {
|
| 36 |
+
"total": "540709314560"
|
| 37 |
+
},
|
| 38 |
+
"gpu_nvidia": [
|
| 39 |
+
{
|
| 40 |
+
"name": "NVIDIA L40S",
|
| 41 |
+
"memoryTotal": "48305799168",
|
| 42 |
+
"cudaCores": 18176,
|
| 43 |
+
"architecture": "Ada",
|
| 44 |
+
"uuid": "GPU-2712d05b-b5ce-c533-53ea-4bd7d0e31cf7"
|
| 45 |
+
}
|
| 46 |
+
],
|
| 47 |
+
"cudaVersion": "13.2",
|
| 48 |
+
"slurm": {
|
| 49 |
+
"conf": "/etc/slurm/slurm.conf",
|
| 50 |
+
"cpus_on_node": "16",
|
| 51 |
+
"distribution": "cyclic",
|
| 52 |
+
"gpus_on_node": "1",
|
| 53 |
+
"gtids": "0",
|
| 54 |
+
"job_cpus_per_node": "16",
|
| 55 |
+
"job_end_time": "1783864790",
|
| 56 |
+
"job_gid": "502",
|
| 57 |
+
"job_id": "64012",
|
| 58 |
+
"job_name": "bash",
|
| 59 |
+
"job_nodelist": "dracula",
|
| 60 |
+
"job_partition": "boost_usr_prod",
|
| 61 |
+
"job_start_time": "1783843190",
|
| 62 |
+
"job_uid": "92375",
|
| 63 |
+
"job_user": "ocarpentiero",
|
| 64 |
+
"jobid": "64012",
|
| 65 |
+
"launch_node_ipaddr": "155.185.48.224",
|
| 66 |
+
"localid": "0",
|
| 67 |
+
"mem_per_node": "153600",
|
| 68 |
+
"nnodes": "1",
|
| 69 |
+
"nodeid": "0",
|
| 70 |
+
"nodelist": "dracula",
|
| 71 |
+
"nprocs": "1",
|
| 72 |
+
"ntasks": "1",
|
| 73 |
+
"oom_kill_step": "0",
|
| 74 |
+
"prio_process": "0",
|
| 75 |
+
"procid": "0",
|
| 76 |
+
"pty_port": "43461",
|
| 77 |
+
"pty_win_col": "114",
|
| 78 |
+
"pty_win_row": "22",
|
| 79 |
+
"srun_comm_host": "155.185.48.224",
|
| 80 |
+
"srun_comm_port": "45521",
|
| 81 |
+
"step_gpus": "0",
|
| 82 |
+
"step_id": "1",
|
| 83 |
+
"step_launcher_port": "45521",
|
| 84 |
+
"step_nodelist": "dracula",
|
| 85 |
+
"step_num_nodes": "1",
|
| 86 |
+
"step_num_tasks": "1",
|
| 87 |
+
"step_tasks_per_node": "1",
|
| 88 |
+
"stepid": "1",
|
| 89 |
+
"task_pid": "3085783",
|
| 90 |
+
"tasks_per_node": "1",
|
| 91 |
+
"topology_addr": "dracula",
|
| 92 |
+
"topology_addr_pattern": "node",
|
| 93 |
+
"umask": "0022"
|
| 94 |
+
},
|
| 95 |
+
"writerId": "vaz6mcg7iblqco1s8w4wxuxkbsimqz8m"
|
| 96 |
+
}
|
a2fseg18_seed67/wandb/run-20260712_120700-5knamm0a/files/wandb-summary.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"_wandb":{"runtime":47},"_runtime":47}
|
a2fseg18_seed67/wandb/run-20260712_120700-5knamm0a/logs/debug-core.log
ADDED
|
@@ -0,0 +1,17 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"time":"2026-07-12T12:07:01.256289255Z","level":"INFO","msg":"main: starting server","port-filename":"/tmp/tmpslxnw6e7/port-3087239.txt","pid":3087239,"detached":false,"idle-timeout":600000000000,"log-level":0,"disable-analytics":false,"shutdown-on-parent-exit":false,"enable-dcgm-profiling":false}
|
| 2 |
+
{"time":"2026-07-12T12:07:01.256933474Z","level":"INFO","msg":"server: will exit if parent process dies","ppid":3087239}
|
| 3 |
+
{"time":"2026-07-12T12:07:01.256863596Z","level":"INFO","msg":"server: accepting connections","addr":{"Name":"/tmp/wandb-3087239-3087361-1381095524/socket","Net":"unix"}}
|
| 4 |
+
{"time":"2026-07-12T12:07:01.434570368Z","level":"INFO","msg":"connection: ManageConnectionData: new connection created","id":"1(@)"}
|
| 5 |
+
{"time":"2026-07-12T12:07:01.453541343Z","level":"INFO","msg":"handleInformInit: received","streamId":"5knamm0a","id":"1(@)"}
|
| 6 |
+
{"time":"2026-07-12T12:07:01.915571118Z","level":"INFO","msg":"handleInformInit: stream started","streamId":"5knamm0a","id":"1(@)"}
|
| 7 |
+
{"time":"2026-07-12T12:07:07.55108653Z","level":"INFO","msg":"connection: cancelling request","id":"1(@)","requestId":"nhgfjg5donra"}
|
| 8 |
+
{"time":"2026-07-12T12:07:50.281896243Z","level":"INFO","msg":"connection: cancelling request","id":"1(@)","requestId":"nhgfjg5donra"}
|
| 9 |
+
{"time":"2026-07-12T12:07:50.71213192Z","level":"INFO","msg":"connection: cancelling request","id":"1(@)","requestId":"sboa8uii4cm8"}
|
| 10 |
+
{"time":"2026-07-12T12:07:50.725324278Z","level":"INFO","msg":"handleInformTeardown: server teardown initiated","id":"1(@)"}
|
| 11 |
+
{"time":"2026-07-12T12:07:50.725385937Z","level":"INFO","msg":"server is shutting down"}
|
| 12 |
+
{"time":"2026-07-12T12:07:50.72540986Z","level":"INFO","msg":"connection: closing","id":"1(@)"}
|
| 13 |
+
{"time":"2026-07-12T12:07:50.725546562Z","level":"INFO","msg":"connection: closed successfully","id":"1(@)"}
|
| 14 |
+
{"time":"2026-07-12T12:07:50.725515403Z","level":"INFO","msg":"server: listener closed","addr":{"Name":"/tmp/wandb-3087239-3087361-1381095524/socket","Net":"unix"}}
|
| 15 |
+
{"time":"2026-07-12T12:07:50.728150829Z","level":"INFO","msg":"handleInformTeardown: server shutdown complete","id":"1(@)"}
|
| 16 |
+
{"time":"2026-07-12T12:07:50.728173626Z","level":"INFO","msg":"connection: ManageConnectionData: connection closed","id":"1(@)"}
|
| 17 |
+
{"time":"2026-07-12T12:07:50.72818531Z","level":"INFO","msg":"server is closed"}
|
a2fseg18_seed67/wandb/run-20260712_120700-5knamm0a/logs/debug-internal.log
ADDED
|
@@ -0,0 +1,25 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"time":"2026-07-12T12:07:01.454459455Z","level":"INFO","msg":"wandb-core"}
|
| 2 |
+
{"time":"2026-07-12T12:07:01.454958079Z","level":"INFO","msg":"stream: starting","core version":"0.26.1"}
|
| 3 |
+
{"time":"2026-07-12T12:07:01.91356729Z","level":"INFO","msg":"stream: created new stream","id":"5knamm0a"}
|
| 4 |
+
{"time":"2026-07-12T12:07:01.913626303Z","level":"INFO","msg":"handler: started"}
|
| 5 |
+
{"time":"2026-07-12T12:07:01.9155288Z","level":"INFO","msg":"stream: started"}
|
| 6 |
+
{"time":"2026-07-12T12:07:01.915613112Z","level":"INFO","msg":"sender: started"}
|
| 7 |
+
{"time":"2026-07-12T12:07:01.915702719Z","level":"INFO","msg":"writer: started","stream_id":"5knamm0a"}
|
| 8 |
+
{"time":"2026-07-12T12:07:02.589918501Z","level":"INFO","msg":"filestream: sending request","total_files":1,"console_offset":0,"console_lines":1}
|
| 9 |
+
{"time":"2026-07-12T12:07:02.823632358Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 10 |
+
{"time":"2026-07-12T12:07:17.590123611Z","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":0,"events_lines":2,"console_offset":0,"console_lines":1,"uploaded_len":2}
|
| 11 |
+
{"time":"2026-07-12T12:07:17.828978855Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 12 |
+
{"time":"2026-07-12T12:07:32.591026486Z","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":2,"events_lines":2,"console_offset":0,"console_lines":1}
|
| 13 |
+
{"time":"2026-07-12T12:07:32.852736237Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 14 |
+
{"time":"2026-07-12T12:07:47.590086209Z","level":"INFO","msg":"filestream: sending request","total_files":2,"events_offset":4,"events_lines":2,"console_offset":0,"console_lines":1}
|
| 15 |
+
{"time":"2026-07-12T12:07:47.814816186Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 16 |
+
{"time":"2026-07-12T12:07:50.712261972Z","level":"ERROR","msg":"runfiles: CreateRunFiles returned error: POST https://api.wandb.ai/graphql giving up after 1 attempt(s): context canceled"}
|
| 17 |
+
{"time":"2026-07-12T12:07:50.712735268Z","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
|
| 18 |
+
{"time":"2026-07-12T12:07:50.712841298Z","level":"INFO","msg":"filestream: sending request","total_files":2,"console_offset":0,"console_lines":2}
|
| 19 |
+
{"time":"2026-07-12T12:07:50.712939576Z","level":"ERROR+4","msg":"filestream: fatal error: filestream: error making HTTP request: POST https://api.wandb.ai/files/homarone-unimore/MiMoSe/5knamm0a/file_stream giving up after 1 attempt(s): context canceled. got response: <nil>"}
|
| 20 |
+
{"time":"2026-07-12T12:07:50.725615175Z","level":"ERROR","msg":"sender: sendSummary called after exit"}
|
| 21 |
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{"time":"2026-07-12T12:07:50.725962968Z","level":"ERROR","msg":"sender: received exit more than once, ignoring"}
|
| 22 |
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{"time":"2026-07-12T12:07:50.726176236Z","level":"INFO","msg":"stream: finishing up"}
|
| 23 |
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{"time":"2026-07-12T12:07:50.726195952Z","level":"INFO","msg":"handler: closed"}
|
| 24 |
+
{"time":"2026-07-12T12:07:50.727441773Z","level":"INFO","msg":"sender: closed"}
|
| 25 |
+
{"time":"2026-07-12T12:07:50.727454627Z","level":"INFO","msg":"stream: all finished"}
|
a2fseg18_seed67/wandb/run-20260712_120700-5knamm0a/logs/debug.log
ADDED
|
@@ -0,0 +1,25 @@
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| 1 |
+
2026-07-12 12:07:01,109 INFO MainThread:3087239 [wandb_setup.py:_flush():81] Current SDK version is 0.26.1
|
| 2 |
+
2026-07-12 12:07:01,109 INFO MainThread:3087239 [wandb_setup.py:_flush():81] Configure stats pid to 3087239
|
| 3 |
+
2026-07-12 12:07:01,109 INFO MainThread:3087239 [wandb_setup.py:_flush():81] Loading settings from environment variables
|
| 4 |
+
2026-07-12 12:07:01,110 INFO MainThread:3087239 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /work/phd_mimose/runs/a2fseg18_seed67/wandb/run-20260712_120700-5knamm0a/logs/debug.log
|
| 5 |
+
2026-07-12 12:07:01,110 INFO MainThread:3087239 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /work/phd_mimose/runs/a2fseg18_seed67/wandb/run-20260712_120700-5knamm0a/logs/debug-internal.log
|
| 6 |
+
2026-07-12 12:07:01,110 INFO MainThread:3087239 [wandb_init.py:init():850] calling init triggers
|
| 7 |
+
2026-07-12 12:07:01,110 INFO MainThread:3087239 [wandb_init.py:init():855] wandb.init called with sweep_config: {}
|
| 8 |
+
config: {'input_dir': '/work/phd_mimose/a2fseg-preprocessed', 'output_dir': '/work/phd_mimose/runs/a2fseg18_seed67', 'num_epochs': 300, 'validation_every': 10, 'batch_size': 8, 'num_workers': 8, 'fp16': True, 'compile': False, 'seed': 67, 'custom_trainer_kwargs': {'iter_per_epoch': None, 'patch_size': 80, 'debug': False, 'transform_kind': 'imfuse', 'train_masking_mode': 'random', 'val_masking_mode': 'validation', 'split_file': '/homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json', 'fold': 1}, 'model_class': 'A2FSeg', 'model_kwargs': {'num_cls': 4}, 'optimizer_class': 'SGD', 'optimizer': {'lr': 0.01, 'weight_decay': 3e-05, 'betas': None, 'momentum': 0.99, 'eps': None}, 'loss_class': 'IMFuseLoss', 'loss_kwargs': {'num_classes': None, 'fuse_weight': 1.0, 'sep_weight': 1.0, 'prm_weight': 1.0, 'eps': 0.001, 'log_clamp_min': 0.005}, 'scheduler_class': 'PolynomialLR', 'scheduler_kwargs': {'total_iters': 300, 'power': 0.9}, 'push_to_hf': True, 'hf_repo': 'AImageLab-Zip/MiMoSe', 'dataset_type': <DatasetType.BRATS18: 'brats18'>, 'iter_per_epoch': None, 'region_fusion_start_epoch': 0, 'patch_size': 80, 'debug': False, 'train_masking_mode': <MaskingMode.RANDOM: 'random'>, 'val_masking_mode': <MaskingMode.VALIDATION: 'validation'>, 'split_file': '/homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json', '_wandb': {}}
|
| 9 |
+
2026-07-12 12:07:01,111 INFO MainThread:3087239 [wandb_init.py:init():898] starting backend
|
| 10 |
+
2026-07-12 12:07:01,435 INFO MainThread:3087239 [wandb_init.py:init():913] sending inform_init request
|
| 11 |
+
2026-07-12 12:07:01,916 INFO MainThread:3087239 [wandb_init.py:init():918] backend started and connected
|
| 12 |
+
2026-07-12 12:07:01,920 INFO MainThread:3087239 [wandb_init.py:init():988] updated telemetry
|
| 13 |
+
2026-07-12 12:07:01,943 INFO MainThread:3087239 [wandb_init.py:init():1011] communicating run to backend with 90.0 second timeout
|
| 14 |
+
2026-07-12 12:07:02,284 INFO MainThread:3087239 [wandb_init.py:init():1056] starting run threads in backend
|
| 15 |
+
2026-07-12 12:07:02,547 INFO MainThread:3087239 [wandb_run.py:_console_start():2554] atexit reg
|
| 16 |
+
2026-07-12 12:07:02,547 INFO MainThread:3087239 [wandb_run.py:_redirect():2403] redirect: wrap_raw
|
| 17 |
+
2026-07-12 12:07:02,547 INFO MainThread:3087239 [wandb_run.py:_redirect():2472] Wrapping output streams.
|
| 18 |
+
2026-07-12 12:07:02,547 INFO MainThread:3087239 [wandb_run.py:_redirect():2495] Redirects installed.
|
| 19 |
+
2026-07-12 12:07:02,552 INFO MainThread:3087239 [wandb_init.py:init():1094] run started, returning control to user process
|
| 20 |
+
2026-07-12 12:07:50,278 INFO MainThread:3087239 [wandb_run.py:_finish():2321] finishing run homarone-unimore/MiMoSe/5knamm0a
|
| 21 |
+
2026-07-12 12:07:50,279 INFO MainThread:3087239 [wandb_run.py:_atexit_cleanup():2520] got exitcode: 0
|
| 22 |
+
2026-07-12 12:07:50,281 INFO MainThread:3087239 [wandb_run.py:_restore():2502] restore
|
| 23 |
+
2026-07-12 12:07:50,281 INFO MainThread:3087239 [wandb_run.py:_restore():2508] restore done
|
| 24 |
+
2026-07-12 12:07:50,725 INFO wandb-AsyncioManager-main:3087239 [service_client.py:_forward_responses():134] Reached EOF.
|
| 25 |
+
2026-07-12 12:07:50,725 INFO wandb-AsyncioManager-main:3087239 [mailbox.py:close():155] Closing mailbox, abandoning 1 handles.
|
a2fseg23_fold5/huggingface/a2fseg23_fold5/config.json
ADDED
|
@@ -0,0 +1,7 @@
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| 1 |
+
{
|
| 2 |
+
"mimose_model_name": "A2FSeg",
|
| 3 |
+
"model_class": "A2FSeg",
|
| 4 |
+
"model_kwargs": {
|
| 5 |
+
"num_cls": 4
|
| 6 |
+
}
|
| 7 |
+
}
|
a2fseg23_fold5/wandb/debug-internal.log
ADDED
|
@@ -0,0 +1,17 @@
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| 1 |
+
{"time":"2026-07-19T02:40:54.169634116Z","level":"INFO","msg":"wandb-core"}
|
| 2 |
+
{"time":"2026-07-19T02:40:54.169983437Z","level":"INFO","msg":"stream: starting","core version":"0.26.1"}
|
| 3 |
+
{"time":"2026-07-19T02:40:54.549146627Z","level":"INFO","msg":"stream: created new stream","id":"04vf3h3t"}
|
| 4 |
+
{"time":"2026-07-19T02:40:54.549217445Z","level":"INFO","msg":"handler: started"}
|
| 5 |
+
{"time":"2026-07-19T02:40:54.550907208Z","level":"INFO","msg":"stream: started"}
|
| 6 |
+
{"time":"2026-07-19T02:40:54.550961126Z","level":"INFO","msg":"sender: started"}
|
| 7 |
+
{"time":"2026-07-19T02:40:54.550963766Z","level":"INFO","msg":"writer: started","stream_id":"04vf3h3t"}
|
| 8 |
+
{"time":"2026-07-19T02:40:55.113424379Z","level":"INFO","msg":"filestream: sending request","total_files":1}
|
| 9 |
+
{"time":"2026-07-19T02:40:55.494630231Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 10 |
+
{"time":"2026-07-19T02:40:59.874261173Z","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
|
| 11 |
+
{"time":"2026-07-19T02:40:59.874555247Z","level":"INFO","msg":"filestream: sending request","total_files":2,"console_offset":0,"console_lines":4,"uploaded_len":5,"complete":true,"exit_code":0}
|
| 12 |
+
{"time":"2026-07-19T02:41:00.17201142Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
|
| 13 |
+
{"time":"2026-07-19T02:41:00.17398449Z","level":"INFO","msg":"handler: operation stats","stats":{}}
|
| 14 |
+
{"time":"2026-07-19T02:41:00.178995935Z","level":"INFO","msg":"stream: finishing up"}
|
| 15 |
+
{"time":"2026-07-19T02:41:00.179013733Z","level":"INFO","msg":"handler: closed"}
|
| 16 |
+
{"time":"2026-07-19T02:41:00.179964994Z","level":"INFO","msg":"sender: closed"}
|
| 17 |
+
{"time":"2026-07-19T02:41:00.179976674Z","level":"INFO","msg":"stream: all finished"}
|
a2fseg23_fold5/wandb/debug.log
ADDED
|
@@ -0,0 +1,24 @@
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| 1 |
+
2026-07-19 02:40:53,838 INFO MainThread:491983 [wandb_setup.py:_flush():81] Current SDK version is 0.26.1
|
| 2 |
+
2026-07-19 02:40:53,838 INFO MainThread:491983 [wandb_setup.py:_flush():81] Configure stats pid to 491983
|
| 3 |
+
2026-07-19 02:40:53,838 INFO MainThread:491983 [wandb_setup.py:_flush():81] Loading settings from environment variables
|
| 4 |
+
2026-07-19 02:40:53,839 INFO MainThread:491983 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /work/phd_mimose/runs/a2fseg23_fold5/wandb/run-20260719_024053-04vf3h3t/logs/debug.log
|
| 5 |
+
2026-07-19 02:40:53,840 INFO MainThread:491983 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /work/phd_mimose/runs/a2fseg23_fold5/wandb/run-20260719_024053-04vf3h3t/logs/debug-internal.log
|
| 6 |
+
2026-07-19 02:40:53,840 INFO MainThread:491983 [wandb_init.py:init():850] calling init triggers
|
| 7 |
+
2026-07-19 02:40:53,840 INFO MainThread:491983 [wandb_init.py:init():855] wandb.init called with sweep_config: {}
|
| 8 |
+
config: {'input_dir': '/work/phd_mimose/a2fseg-preprocessed', 'output_dir': '/work/phd_mimose/runs/a2fseg23_fold5', 'num_epochs': 300, 'validation_every': 10, 'batch_size': 8, 'num_workers': 8, 'fp16': True, 'compile': False, 'seed': 0, 'custom_trainer_kwargs': {'iter_per_epoch': None, 'patch_size': 80, 'debug': False, 'transform_kind': 'imfuse', 'train_masking_mode': 'random', 'val_masking_mode': 'validation', 'split_file': '/homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json', 'fold': 5}, 'model_class': 'A2FSeg', 'model_kwargs': {'num_cls': 4}, 'optimizer_class': 'SGD', 'optimizer': {'lr': 0.01, 'weight_decay': 3e-05, 'betas': None, 'momentum': 0.99, 'eps': None}, 'loss_class': 'IMFuseLoss', 'loss_kwargs': {'num_classes': None, 'fuse_weight': 1.0, 'sep_weight': 1.0, 'prm_weight': 1.0, 'eps': 0.001, 'log_clamp_min': 0.005}, 'scheduler_class': 'PolynomialLR', 'scheduler_kwargs': {'total_iters': 300, 'power': 0.9}, 'push_to_hf': True, 'hf_repo': 'AImageLab-Zip/MiMoSe', 'dataset_type': <DatasetType.BRATS23: 'brats23'>, 'iter_per_epoch': None, 'region_fusion_start_epoch': 0, 'patch_size': 80, 'debug': False, 'train_masking_mode': <MaskingMode.RANDOM: 'random'>, 'val_masking_mode': <MaskingMode.VALIDATION: 'validation'>, 'split_file': '/homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json', '_wandb': {}}
|
| 9 |
+
2026-07-19 02:40:53,841 INFO MainThread:491983 [wandb_init.py:init():898] starting backend
|
| 10 |
+
2026-07-19 02:40:54,147 INFO MainThread:491983 [wandb_init.py:init():913] sending inform_init request
|
| 11 |
+
2026-07-19 02:40:54,552 INFO MainThread:491983 [wandb_init.py:init():918] backend started and connected
|
| 12 |
+
2026-07-19 02:40:54,555 INFO MainThread:491983 [wandb_init.py:init():988] updated telemetry
|
| 13 |
+
2026-07-19 02:40:54,591 INFO MainThread:491983 [wandb_init.py:init():1011] communicating run to backend with 90.0 second timeout
|
| 14 |
+
2026-07-19 02:40:55,106 INFO MainThread:491983 [wandb_init.py:init():1051] run resumed
|
| 15 |
+
2026-07-19 02:40:55,110 INFO MainThread:491983 [wandb_init.py:init():1056] starting run threads in backend
|
| 16 |
+
2026-07-19 02:40:55,506 INFO MainThread:491983 [wandb_run.py:_console_start():2554] atexit reg
|
| 17 |
+
2026-07-19 02:40:55,506 INFO MainThread:491983 [wandb_run.py:_redirect():2403] redirect: wrap_raw
|
| 18 |
+
2026-07-19 02:40:55,506 INFO MainThread:491983 [wandb_run.py:_redirect():2472] Wrapping output streams.
|
| 19 |
+
2026-07-19 02:40:55,506 INFO MainThread:491983 [wandb_run.py:_redirect():2495] Redirects installed.
|
| 20 |
+
2026-07-19 02:40:55,514 INFO MainThread:491983 [wandb_init.py:init():1094] run started, returning control to user process
|
| 21 |
+
2026-07-19 02:40:58,516 INFO MainThread:491983 [wandb_run.py:_finish():2321] finishing run homarone-unimore/MiMoSe/04vf3h3t
|
| 22 |
+
2026-07-19 02:40:58,517 INFO MainThread:491983 [wandb_run.py:_atexit_cleanup():2520] got exitcode: 0
|
| 23 |
+
2026-07-19 02:40:58,518 INFO MainThread:491983 [wandb_run.py:_restore():2502] restore
|
| 24 |
+
2026-07-19 02:40:58,518 INFO MainThread:491983 [wandb_run.py:_restore():2508] restore done
|
a2fseg23_fold5/wandb/run-20260717_135008-04vf3h3t/files/config.yaml
ADDED
|
@@ -0,0 +1,188 @@
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|
| 1 |
+
_wandb:
|
| 2 |
+
value:
|
| 3 |
+
cli_version: 0.26.1
|
| 4 |
+
e:
|
| 5 |
+
dg0b0alwxaqwp6rnovg901t1h5z7abqw:
|
| 6 |
+
args:
|
| 7 |
+
- train
|
| 8 |
+
- --config
|
| 9 |
+
- a2fseg_23.yaml
|
| 10 |
+
- --fold
|
| 11 |
+
- "5"
|
| 12 |
+
- --run-suffix
|
| 13 |
+
- fold5
|
| 14 |
+
- --seed
|
| 15 |
+
- "0"
|
| 16 |
+
- --try-resume
|
| 17 |
+
codePath: .venv/bin/mimose
|
| 18 |
+
codePathLocal: .venv/bin/mimose
|
| 19 |
+
cpu_count: 72
|
| 20 |
+
cpu_count_logical: 144
|
| 21 |
+
cudaVersion: "13.2"
|
| 22 |
+
disk:
|
| 23 |
+
/:
|
| 24 |
+
total: "105089261568"
|
| 25 |
+
used: "15937265664"
|
| 26 |
+
executable: /homes/ocarpentiero/MiMoSe/.venv/bin/python3
|
| 27 |
+
git:
|
| 28 |
+
commit: 210b4b036fc8ef05a1259b830025b1633fe5fb48
|
| 29 |
+
remote: https://github.com/AImageLab-zip/IM-Fuse.git
|
| 30 |
+
gpu: NVIDIA RTX PRO 6000 Blackwell Server Edition
|
| 31 |
+
gpu_count: 1
|
| 32 |
+
gpu_nvidia:
|
| 33 |
+
- architecture: Blackwell
|
| 34 |
+
cudaCores: 24064
|
| 35 |
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|
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|
| 37 |
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|
| 38 |
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|
| 39 |
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|
| 40 |
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total: "540631519232"
|
| 41 |
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os: Linux-5.15.0-181-generic-x86_64-with-glibc2.35
|
| 42 |
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program: /homes/ocarpentiero/MiMoSe/.venv/bin/mimose
|
| 43 |
+
python: CPython 3.12.13
|
| 44 |
+
root: /work/phd_mimose/runs/a2fseg23_fold5
|
| 45 |
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slurm:
|
| 46 |
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cluster_name: aimagelab
|
| 47 |
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conf: /etc/slurm/slurm.conf
|
| 48 |
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cpus_on_node: "8"
|
| 49 |
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cpus_per_task: "8"
|
| 50 |
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|
| 51 |
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gtids: "0"
|
| 52 |
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job_account: phd_mimose
|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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|
| 57 |
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|
| 58 |
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job_id: "67757"
|
| 59 |
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|
| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
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|
| 64 |
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|
| 65 |
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job_uid: "92375"
|
| 66 |
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|
| 67 |
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jobid: "67757"
|
| 68 |
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|
| 69 |
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|
| 70 |
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|
| 71 |
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|
| 72 |
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nodelist: aldo
|
| 73 |
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|
| 74 |
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ntasks: "1"
|
| 75 |
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oom_kill_step: "0"
|
| 76 |
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prio_process: "0"
|
| 77 |
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procid: "0"
|
| 78 |
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submit_dir: /homes/ocarpentiero/MiMoSe
|
| 79 |
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submit_host: ailb-login-03
|
| 80 |
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task_pid: "2216831"
|
| 81 |
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tasks_per_node: "1"
|
| 82 |
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topology_addr: aldo
|
| 83 |
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topology_addr_pattern: node
|
| 84 |
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tres_per_task: cpu=8
|
| 85 |
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startedAt: "2026-07-17T11:50:08.388511Z"
|
| 86 |
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writerId: dg0b0alwxaqwp6rnovg901t1h5z7abqw
|
| 87 |
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m: []
|
| 88 |
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python_version: 3.12.13
|
| 89 |
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|
| 90 |
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|
| 91 |
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| 92 |
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| 94 |
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| 95 |
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| 96 |
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| 97 |
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| 98 |
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| 100 |
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| 101 |
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| 102 |
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| 103 |
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|
| 104 |
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|
| 105 |
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|
| 106 |
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|
| 107 |
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|
| 108 |
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|
| 109 |
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|
| 110 |
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|
| 111 |
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batch_size:
|
| 112 |
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|
| 113 |
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compile:
|
| 114 |
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|
| 115 |
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custom_trainer_kwargs:
|
| 116 |
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value:
|
| 117 |
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|
| 118 |
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|
| 119 |
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|
| 120 |
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|
| 121 |
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split_file: /homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json
|
| 122 |
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train_masking_mode: random
|
| 123 |
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transform_kind: imfuse
|
| 124 |
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val_masking_mode: validation
|
| 125 |
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dataset_type:
|
| 126 |
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value: BRATS23
|
| 127 |
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|
| 128 |
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|
| 129 |
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fp16:
|
| 130 |
+
value: true
|
| 131 |
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hf_repo:
|
| 132 |
+
value: AImageLab-Zip/MiMoSe
|
| 133 |
+
input_dir:
|
| 134 |
+
value: /work/phd_mimose/a2fseg-preprocessed
|
| 135 |
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iter_per_epoch:
|
| 136 |
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value: null
|
| 137 |
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loss_class:
|
| 138 |
+
value: IMFuseLoss
|
| 139 |
+
loss_kwargs:
|
| 140 |
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value:
|
| 141 |
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eps: 0.001
|
| 142 |
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|
| 143 |
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log_clamp_min: 0.005
|
| 144 |
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num_classes: null
|
| 145 |
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prm_weight: 1
|
| 146 |
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sep_weight: 1
|
| 147 |
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model_class:
|
| 148 |
+
value: A2FSeg
|
| 149 |
+
model_kwargs:
|
| 150 |
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value:
|
| 151 |
+
num_cls: 4
|
| 152 |
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num_epochs:
|
| 153 |
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value: 300
|
| 154 |
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num_workers:
|
| 155 |
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value: 8
|
| 156 |
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optimizer:
|
| 157 |
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value:
|
| 158 |
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betas: null
|
| 159 |
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eps: null
|
| 160 |
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lr: 0.01
|
| 161 |
+
momentum: 0.99
|
| 162 |
+
weight_decay: 3e-05
|
| 163 |
+
optimizer_class:
|
| 164 |
+
value: SGD
|
| 165 |
+
output_dir:
|
| 166 |
+
value: /work/phd_mimose/runs/a2fseg23_fold5
|
| 167 |
+
patch_size:
|
| 168 |
+
value: 80
|
| 169 |
+
push_to_hf:
|
| 170 |
+
value: true
|
| 171 |
+
region_fusion_start_epoch:
|
| 172 |
+
value: 0
|
| 173 |
+
scheduler_class:
|
| 174 |
+
value: PolynomialLR
|
| 175 |
+
scheduler_kwargs:
|
| 176 |
+
value:
|
| 177 |
+
power: 0.9
|
| 178 |
+
total_iters: 300
|
| 179 |
+
seed:
|
| 180 |
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value: 0
|
| 181 |
+
split_file:
|
| 182 |
+
value: /homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json
|
| 183 |
+
train_masking_mode:
|
| 184 |
+
value: RANDOM
|
| 185 |
+
val_masking_mode:
|
| 186 |
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value: VALIDATION
|
| 187 |
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validation_every:
|
| 188 |
+
value: 10
|
a2fseg23_fold5/wandb/run-20260717_135008-04vf3h3t/files/output.log
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
Processing Files (1 / 1) : 100%|██████████| 28.6MB / 28.6MB, 7.52MB/s
|
| 2 |
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New Data Upload : 100%|██████████| 28.6MB / 28.6MB, 7.52MB/s
|
| 3 |
+
..._weights_only.safetensors: 100%|██████████| 28.6MB / 28.6MB
|
a2fseg23_fold5/wandb/run-20260717_135008-04vf3h3t/files/requirements.txt
ADDED
|
@@ -0,0 +1,124 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
six==1.17.0
|
| 2 |
+
nvidia-cutlass-dsl==4.6.0
|
| 3 |
+
et_xmlfile==2.0.0
|
| 4 |
+
certifi==2026.4.22
|
| 5 |
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nvidia-nccl-cu12==2.27.5
|
| 6 |
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regex==2026.6.28
|
| 7 |
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ml_dtypes==0.5.4
|
| 8 |
+
simpleitk==2.5.4
|
| 9 |
+
kiwisolver==1.5.0
|
| 10 |
+
idna==3.13
|
| 11 |
+
annotated-types==0.7.0
|
| 12 |
+
nvidia-cutlass-dsl-libs-cu12==4.6.0
|
| 13 |
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cycler==0.12.1
|
| 14 |
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ptflops==0.7.5
|
| 15 |
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typing-inspection==0.4.2
|
| 16 |
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ninja==1.13.0
|
| 17 |
+
nvidia-cufile-cu12==1.13.1.3
|
| 18 |
+
nvidia-cuda-nvrtc-cu12==12.8.93
|
| 19 |
+
cloudpickle==3.1.2
|
| 20 |
+
python-dateutil==2.9.0.post0
|
| 21 |
+
tokenizers==0.22.2
|
| 22 |
+
packaging==26.2
|
| 23 |
+
wcwidth==0.6.0
|
| 24 |
+
safetensors==0.7.0
|
| 25 |
+
torch_c_dlpack_ext==0.1.5
|
| 26 |
+
mdurl==0.1.2
|
| 27 |
+
click==8.3.3
|
| 28 |
+
Jinja2==3.1.6
|
| 29 |
+
dynamic_network_architectures==0.4.3
|
| 30 |
+
contourpy==1.3.3
|
| 31 |
+
pydantic_core==2.46.3
|
| 32 |
+
nvidia-curand-cu12==10.3.9.90
|
| 33 |
+
PyYAML==6.0.3
|
| 34 |
+
GitPython==3.1.49
|
| 35 |
+
gitdb==4.0.12
|
| 36 |
+
nvidia-cusparselt-cu12==0.7.1
|
| 37 |
+
nvidia-cusparse-cu12==12.5.8.93
|
| 38 |
+
z3-solver==4.15.4.0
|
| 39 |
+
nvidia-nvtx-cu12==12.8.90
|
| 40 |
+
nvidia-nvjitlink-cu12==12.8.93
|
| 41 |
+
nvidia-cufft-cu12==11.3.3.83
|
| 42 |
+
httpcore==1.0.9
|
| 43 |
+
cuda-python==13.3.1
|
| 44 |
+
MiMoSe==0.0.2
|
| 45 |
+
nvidia-cublas-cu12==12.8.4.1
|
| 46 |
+
nodeocc==1.0.26
|
| 47 |
+
MarkupSafe==3.0.3
|
| 48 |
+
timm==1.0.22
|
| 49 |
+
charset-normalizer==3.4.7
|
| 50 |
+
thop==0.1.1-2209072238
|
| 51 |
+
shellingham==1.5.4
|
| 52 |
+
threadpoolctl==3.6.0
|
| 53 |
+
anyio==4.13.0
|
| 54 |
+
nvidia-cudnn-cu12==9.10.2.21
|
| 55 |
+
smmap==5.0.3
|
| 56 |
+
nvidia-cuda-cupti-cu12==12.8.90
|
| 57 |
+
nvidia-cuda-nvdisasm==13.3.73
|
| 58 |
+
typer==0.25.0
|
| 59 |
+
typing_extensions==4.15.0
|
| 60 |
+
causal-conv1d==1.6.2.post1
|
| 61 |
+
requests==2.33.1
|
| 62 |
+
mamba-ssm==2.3.2.post1
|
| 63 |
+
psutil==7.2.2
|
| 64 |
+
filelock==3.29.0
|
| 65 |
+
httpx==0.28.1
|
| 66 |
+
nvidia-cusolver-cu12==11.7.3.90
|
| 67 |
+
markdown-it-py==4.0.0
|
| 68 |
+
urllib3==2.6.3
|
| 69 |
+
h11==0.16.0
|
| 70 |
+
nvidia-nvshmem-cu12==3.3.20
|
| 71 |
+
pyparsing==3.3.2
|
| 72 |
+
annotated-doc==0.0.4
|
| 73 |
+
hf-xet==1.4.3
|
| 74 |
+
cuda-pathfinder==1.5.6
|
| 75 |
+
platformdirs==4.9.6
|
| 76 |
+
MedPy==0.5.2
|
| 77 |
+
einops==0.8.2
|
| 78 |
+
wheel==0.47.0
|
| 79 |
+
tqdm==4.67.3
|
| 80 |
+
h5py==3.16.0
|
| 81 |
+
protobuf==6.33.6
|
| 82 |
+
nvidia-cuda-runtime-cu12==12.8.90
|
| 83 |
+
fsspec==2026.4.0
|
| 84 |
+
ttkbootstrap==1.20.2
|
| 85 |
+
nvidia-cutlass-dsl-libs-base==4.6.0
|
| 86 |
+
mpmath==1.3.0
|
| 87 |
+
rich==15.0.0
|
| 88 |
+
pillow==12.2.0
|
| 89 |
+
cuda-bindings==13.3.1
|
| 90 |
+
quack-kernels==0.6.0
|
| 91 |
+
prompt_toolkit==3.0.52
|
| 92 |
+
joblib==1.5.3
|
| 93 |
+
pydantic==2.13.3
|
| 94 |
+
nvidia-cutlass-dsl-libs-core==4.6.0
|
| 95 |
+
openpyxl==3.1.5
|
| 96 |
+
huggingface_hub==1.13.0
|
| 97 |
+
torchvision==0.24.1
|
| 98 |
+
sentry-sdk==2.58.0
|
| 99 |
+
cuda-core==1.0.1
|
| 100 |
+
apache-tvm-ffi==0.1.9
|
| 101 |
+
wandb==0.26.1
|
| 102 |
+
fonttools==4.62.1
|
| 103 |
+
Pygments==2.20.0
|
| 104 |
+
triton==3.5.1
|
| 105 |
+
setuptools==82.0.1
|
| 106 |
+
networkx==3.6.1
|
| 107 |
+
matplotlib==3.10.9
|
| 108 |
+
numpy==2.4.4
|
| 109 |
+
scikit-learn==1.8.0
|
| 110 |
+
scipy==1.17.1
|
| 111 |
+
pandas==3.0.2
|
| 112 |
+
sympy==1.14.0
|
| 113 |
+
transformers==5.12.1
|
| 114 |
+
tilelang==0.1.8
|
| 115 |
+
torch==2.9.1
|
| 116 |
+
mypy_extensions==1.1.0
|
| 117 |
+
iniconfig==2.3.0
|
| 118 |
+
pluggy==1.6.0
|
| 119 |
+
ruff==0.15.12
|
| 120 |
+
librt==0.9.0
|
| 121 |
+
pathspec==1.1.1
|
| 122 |
+
pytest==9.0.3
|
| 123 |
+
mypy==1.20.2
|
| 124 |
+
MiMoSe==0.0.2
|
a2fseg23_fold5/wandb/run-20260717_135008-04vf3h3t/files/wandb-metadata.json
ADDED
|
@@ -0,0 +1,92 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
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|
|
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a2fseg23_fold5/wandb/run-20260717_135008-04vf3h3t/logs/debug-core.log
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a2fseg23_fold5/wandb/run-20260717_135008-04vf3h3t/logs/debug.log
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a2fseg23_fold5/wandb/run-20260719_024053-04vf3h3t/files/config.yaml
ADDED
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cli_version: 0.26.1
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| 5 |
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ncw2u6fy9z5vveubh051yfo6geyi78jq:
|
| 6 |
+
args:
|
| 7 |
+
- train
|
| 8 |
+
- --config
|
| 9 |
+
- a2fseg_23.yaml
|
| 10 |
+
- --fold
|
| 11 |
+
- "5"
|
| 12 |
+
- --run-suffix
|
| 13 |
+
- fold5
|
| 14 |
+
- --seed
|
| 15 |
+
- "0"
|
| 16 |
+
- --try-resume
|
| 17 |
+
codePath: .venv/bin/mimose
|
| 18 |
+
codePathLocal: .venv/bin/mimose
|
| 19 |
+
cpu_count: 40
|
| 20 |
+
cpu_count_logical: 80
|
| 21 |
+
cudaVersion: "13.2"
|
| 22 |
+
disk:
|
| 23 |
+
/:
|
| 24 |
+
total: "105089261568"
|
| 25 |
+
used: "20377284608"
|
| 26 |
+
executable: /homes/ocarpentiero/MiMoSe/.venv/bin/python3
|
| 27 |
+
git:
|
| 28 |
+
commit: b4457229edb5d8df157e65944d915dc74901348c
|
| 29 |
+
remote: https://github.com/AImageLab-zip/IM-Fuse.git
|
| 30 |
+
gpu: NVIDIA L40S
|
| 31 |
+
gpu_count: 1
|
| 32 |
+
gpu_nvidia:
|
| 33 |
+
- architecture: Ada
|
| 34 |
+
cudaCores: 18176
|
| 35 |
+
memoryTotal: "48305799168"
|
| 36 |
+
name: NVIDIA L40S
|
| 37 |
+
uuid: GPU-9b60e8f2-a135-853b-3d04-99936fabf224
|
| 38 |
+
host: bimbogigi
|
| 39 |
+
memory:
|
| 40 |
+
total: "540709269504"
|
| 41 |
+
os: Linux-5.15.0-181-generic-x86_64-with-glibc2.35
|
| 42 |
+
program: /homes/ocarpentiero/MiMoSe/.venv/bin/mimose
|
| 43 |
+
python: CPython 3.12.13
|
| 44 |
+
root: /work/phd_mimose/runs/a2fseg23_fold5
|
| 45 |
+
slurm:
|
| 46 |
+
cluster_name: aimagelab
|
| 47 |
+
conf: /etc/slurm/slurm.conf
|
| 48 |
+
cpus_on_node: "8"
|
| 49 |
+
cpus_per_task: "8"
|
| 50 |
+
gpus_on_node: "1"
|
| 51 |
+
gtids: "0"
|
| 52 |
+
job_account: phd_mimose
|
| 53 |
+
job_cpus_per_node: "8"
|
| 54 |
+
job_dependency: singleton
|
| 55 |
+
job_end_time: "1784515232"
|
| 56 |
+
job_gid: "502"
|
| 57 |
+
job_gpus: "0"
|
| 58 |
+
job_id: "67758"
|
| 59 |
+
job_name: A2FSEG23_FOLD_5
|
| 60 |
+
job_nodelist: bimbogigi
|
| 61 |
+
job_num_nodes: "1"
|
| 62 |
+
job_partition: boost_usr_prod
|
| 63 |
+
job_qos: normal
|
| 64 |
+
job_start_time: "1784428832"
|
| 65 |
+
job_uid: "92375"
|
| 66 |
+
job_user: ocarpentiero
|
| 67 |
+
jobid: "67758"
|
| 68 |
+
localid: "0"
|
| 69 |
+
mem_per_node: "102400"
|
| 70 |
+
nnodes: "1"
|
| 71 |
+
nodeid: "0"
|
| 72 |
+
nodelist: bimbogigi
|
| 73 |
+
nprocs: "1"
|
| 74 |
+
ntasks: "1"
|
| 75 |
+
oom_kill_step: "0"
|
| 76 |
+
prio_process: "0"
|
| 77 |
+
procid: "0"
|
| 78 |
+
submit_dir: /homes/ocarpentiero/MiMoSe
|
| 79 |
+
submit_host: ailb-login-03
|
| 80 |
+
task_pid: "491978"
|
| 81 |
+
tasks_per_node: "1"
|
| 82 |
+
topology_addr: bimbogigi
|
| 83 |
+
topology_addr_pattern: node
|
| 84 |
+
tres_per_task: cpu=8
|
| 85 |
+
startedAt: "2026-07-19T02:40:53.674541Z"
|
| 86 |
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writerId: ncw2u6fy9z5vveubh051yfo6geyi78jq
|
| 87 |
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m: []
|
| 88 |
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python_version: 3.12.13
|
| 89 |
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t:
|
| 90 |
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"1":
|
| 91 |
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- 1
|
| 92 |
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- 5
|
| 93 |
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- 11
|
| 94 |
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- 49
|
| 95 |
+
- 53
|
| 96 |
+
"2":
|
| 97 |
+
- 1
|
| 98 |
+
- 5
|
| 99 |
+
- 11
|
| 100 |
+
- 49
|
| 101 |
+
- 53
|
| 102 |
+
"3":
|
| 103 |
+
- 2
|
| 104 |
+
- 5
|
| 105 |
+
- 13
|
| 106 |
+
- 14
|
| 107 |
+
- 16
|
| 108 |
+
- 62
|
| 109 |
+
"4": 3.12.13
|
| 110 |
+
"5": 0.26.1
|
| 111 |
+
"6": 5.12.1
|
| 112 |
+
"12": 0.26.1
|
| 113 |
+
"13": linux-x86_64
|
| 114 |
+
batch_size:
|
| 115 |
+
value: 8
|
| 116 |
+
compile:
|
| 117 |
+
value: false
|
| 118 |
+
custom_trainer_kwargs:
|
| 119 |
+
value:
|
| 120 |
+
debug: false
|
| 121 |
+
fold: 5
|
| 122 |
+
iter_per_epoch: null
|
| 123 |
+
patch_size: 80
|
| 124 |
+
split_file: /homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json
|
| 125 |
+
train_masking_mode: random
|
| 126 |
+
transform_kind: imfuse
|
| 127 |
+
val_masking_mode: validation
|
| 128 |
+
dataset_type:
|
| 129 |
+
value: BRATS23
|
| 130 |
+
debug:
|
| 131 |
+
value: false
|
| 132 |
+
fp16:
|
| 133 |
+
value: true
|
| 134 |
+
hf_repo:
|
| 135 |
+
value: AImageLab-Zip/MiMoSe
|
| 136 |
+
input_dir:
|
| 137 |
+
value: /work/phd_mimose/a2fseg-preprocessed
|
| 138 |
+
iter_per_epoch:
|
| 139 |
+
value: null
|
| 140 |
+
loss_class:
|
| 141 |
+
value: IMFuseLoss
|
| 142 |
+
loss_kwargs:
|
| 143 |
+
value:
|
| 144 |
+
eps: 0.001
|
| 145 |
+
fuse_weight: 1
|
| 146 |
+
log_clamp_min: 0.005
|
| 147 |
+
num_classes: null
|
| 148 |
+
prm_weight: 1
|
| 149 |
+
sep_weight: 1
|
| 150 |
+
model_class:
|
| 151 |
+
value: A2FSeg
|
| 152 |
+
model_kwargs:
|
| 153 |
+
value:
|
| 154 |
+
num_cls: 4
|
| 155 |
+
num_epochs:
|
| 156 |
+
value: 300
|
| 157 |
+
num_workers:
|
| 158 |
+
value: 8
|
| 159 |
+
optimizer:
|
| 160 |
+
value:
|
| 161 |
+
betas: null
|
| 162 |
+
eps: null
|
| 163 |
+
lr: 0.01
|
| 164 |
+
momentum: 0.99
|
| 165 |
+
weight_decay: 3e-05
|
| 166 |
+
optimizer_class:
|
| 167 |
+
value: SGD
|
| 168 |
+
output_dir:
|
| 169 |
+
value: /work/phd_mimose/runs/a2fseg23_fold5
|
| 170 |
+
patch_size:
|
| 171 |
+
value: 80
|
| 172 |
+
push_to_hf:
|
| 173 |
+
value: true
|
| 174 |
+
region_fusion_start_epoch:
|
| 175 |
+
value: 0
|
| 176 |
+
scheduler_class:
|
| 177 |
+
value: PolynomialLR
|
| 178 |
+
scheduler_kwargs:
|
| 179 |
+
value:
|
| 180 |
+
power: 0.9
|
| 181 |
+
total_iters: 300
|
| 182 |
+
seed:
|
| 183 |
+
value: 0
|
| 184 |
+
split_file:
|
| 185 |
+
value: /homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json
|
| 186 |
+
train_masking_mode:
|
| 187 |
+
value: RANDOM
|
| 188 |
+
val_masking_mode:
|
| 189 |
+
value: VALIDATION
|
| 190 |
+
validation_every:
|
| 191 |
+
value: 10
|
a2fseg23_fold5/wandb/run-20260719_024053-04vf3h3t/files/output.log
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
Processing Files (1 / 1) : 100%|██████████| 28.6MB / 28.6MB, 0.00B/s
|
| 2 |
+
New Data Upload : | | 0.00B / 0.00B, 0.00B/s
|
| 3 |
+
..._weights_only.safetensors: 100%|██████████| 28.6MB / 28.6MB
|
| 4 |
+
No files have been modified since last commit. Skipping to prevent empty commit.
|
a2fseg23_fold5/wandb/run-20260719_024053-04vf3h3t/files/requirements.txt
ADDED
|
@@ -0,0 +1,124 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
six==1.17.0
|
| 2 |
+
nvidia-cutlass-dsl==4.6.0
|
| 3 |
+
et_xmlfile==2.0.0
|
| 4 |
+
certifi==2026.4.22
|
| 5 |
+
nvidia-nccl-cu12==2.27.5
|
| 6 |
+
regex==2026.6.28
|
| 7 |
+
ml_dtypes==0.5.4
|
| 8 |
+
simpleitk==2.5.4
|
| 9 |
+
kiwisolver==1.5.0
|
| 10 |
+
idna==3.13
|
| 11 |
+
annotated-types==0.7.0
|
| 12 |
+
nvidia-cutlass-dsl-libs-cu12==4.6.0
|
| 13 |
+
cycler==0.12.1
|
| 14 |
+
ptflops==0.7.5
|
| 15 |
+
typing-inspection==0.4.2
|
| 16 |
+
ninja==1.13.0
|
| 17 |
+
nvidia-cufile-cu12==1.13.1.3
|
| 18 |
+
nvidia-cuda-nvrtc-cu12==12.8.93
|
| 19 |
+
cloudpickle==3.1.2
|
| 20 |
+
python-dateutil==2.9.0.post0
|
| 21 |
+
tokenizers==0.22.2
|
| 22 |
+
packaging==26.2
|
| 23 |
+
wcwidth==0.6.0
|
| 24 |
+
safetensors==0.7.0
|
| 25 |
+
torch_c_dlpack_ext==0.1.5
|
| 26 |
+
mdurl==0.1.2
|
| 27 |
+
click==8.3.3
|
| 28 |
+
Jinja2==3.1.6
|
| 29 |
+
dynamic_network_architectures==0.4.3
|
| 30 |
+
contourpy==1.3.3
|
| 31 |
+
pydantic_core==2.46.3
|
| 32 |
+
nvidia-curand-cu12==10.3.9.90
|
| 33 |
+
PyYAML==6.0.3
|
| 34 |
+
GitPython==3.1.49
|
| 35 |
+
gitdb==4.0.12
|
| 36 |
+
nvidia-cusparselt-cu12==0.7.1
|
| 37 |
+
nvidia-cusparse-cu12==12.5.8.93
|
| 38 |
+
z3-solver==4.15.4.0
|
| 39 |
+
nvidia-nvtx-cu12==12.8.90
|
| 40 |
+
nvidia-nvjitlink-cu12==12.8.93
|
| 41 |
+
nvidia-cufft-cu12==11.3.3.83
|
| 42 |
+
httpcore==1.0.9
|
| 43 |
+
cuda-python==13.3.1
|
| 44 |
+
MiMoSe==0.0.2
|
| 45 |
+
nvidia-cublas-cu12==12.8.4.1
|
| 46 |
+
nodeocc==1.0.26
|
| 47 |
+
MarkupSafe==3.0.3
|
| 48 |
+
timm==1.0.22
|
| 49 |
+
charset-normalizer==3.4.7
|
| 50 |
+
thop==0.1.1-2209072238
|
| 51 |
+
shellingham==1.5.4
|
| 52 |
+
threadpoolctl==3.6.0
|
| 53 |
+
anyio==4.13.0
|
| 54 |
+
nvidia-cudnn-cu12==9.10.2.21
|
| 55 |
+
smmap==5.0.3
|
| 56 |
+
nvidia-cuda-cupti-cu12==12.8.90
|
| 57 |
+
nvidia-cuda-nvdisasm==13.3.73
|
| 58 |
+
typer==0.25.0
|
| 59 |
+
typing_extensions==4.15.0
|
| 60 |
+
causal-conv1d==1.6.2.post1
|
| 61 |
+
requests==2.33.1
|
| 62 |
+
mamba-ssm==2.3.2.post1
|
| 63 |
+
psutil==7.2.2
|
| 64 |
+
filelock==3.29.0
|
| 65 |
+
httpx==0.28.1
|
| 66 |
+
nvidia-cusolver-cu12==11.7.3.90
|
| 67 |
+
markdown-it-py==4.0.0
|
| 68 |
+
urllib3==2.6.3
|
| 69 |
+
h11==0.16.0
|
| 70 |
+
nvidia-nvshmem-cu12==3.3.20
|
| 71 |
+
pyparsing==3.3.2
|
| 72 |
+
annotated-doc==0.0.4
|
| 73 |
+
hf-xet==1.4.3
|
| 74 |
+
cuda-pathfinder==1.5.6
|
| 75 |
+
platformdirs==4.9.6
|
| 76 |
+
MedPy==0.5.2
|
| 77 |
+
einops==0.8.2
|
| 78 |
+
wheel==0.47.0
|
| 79 |
+
tqdm==4.67.3
|
| 80 |
+
h5py==3.16.0
|
| 81 |
+
protobuf==6.33.6
|
| 82 |
+
nvidia-cuda-runtime-cu12==12.8.90
|
| 83 |
+
fsspec==2026.4.0
|
| 84 |
+
ttkbootstrap==1.20.2
|
| 85 |
+
nvidia-cutlass-dsl-libs-base==4.6.0
|
| 86 |
+
mpmath==1.3.0
|
| 87 |
+
rich==15.0.0
|
| 88 |
+
pillow==12.2.0
|
| 89 |
+
cuda-bindings==13.3.1
|
| 90 |
+
quack-kernels==0.6.0
|
| 91 |
+
prompt_toolkit==3.0.52
|
| 92 |
+
joblib==1.5.3
|
| 93 |
+
pydantic==2.13.3
|
| 94 |
+
nvidia-cutlass-dsl-libs-core==4.6.0
|
| 95 |
+
openpyxl==3.1.5
|
| 96 |
+
huggingface_hub==1.13.0
|
| 97 |
+
torchvision==0.24.1
|
| 98 |
+
sentry-sdk==2.58.0
|
| 99 |
+
cuda-core==1.0.1
|
| 100 |
+
apache-tvm-ffi==0.1.9
|
| 101 |
+
wandb==0.26.1
|
| 102 |
+
fonttools==4.62.1
|
| 103 |
+
Pygments==2.20.0
|
| 104 |
+
triton==3.5.1
|
| 105 |
+
setuptools==82.0.1
|
| 106 |
+
networkx==3.6.1
|
| 107 |
+
matplotlib==3.10.9
|
| 108 |
+
numpy==2.4.4
|
| 109 |
+
scikit-learn==1.8.0
|
| 110 |
+
scipy==1.17.1
|
| 111 |
+
pandas==3.0.2
|
| 112 |
+
sympy==1.14.0
|
| 113 |
+
transformers==5.12.1
|
| 114 |
+
tilelang==0.1.8
|
| 115 |
+
torch==2.9.1
|
| 116 |
+
mypy_extensions==1.1.0
|
| 117 |
+
iniconfig==2.3.0
|
| 118 |
+
pluggy==1.6.0
|
| 119 |
+
ruff==0.15.12
|
| 120 |
+
librt==0.9.0
|
| 121 |
+
pathspec==1.1.1
|
| 122 |
+
pytest==9.0.3
|
| 123 |
+
mypy==1.20.2
|
| 124 |
+
MiMoSe==0.0.2
|
a2fseg23_fold5/wandb/run-20260719_024053-04vf3h3t/files/wandb-metadata.json
ADDED
|
@@ -0,0 +1,92 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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ADDED
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a2fseg23_fold5/wandb/run-20260719_024053-04vf3h3t/logs/debug.log
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|
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dcseg18_fold5/huggingface/dcseg18_fold5/config.json
ADDED
|
@@ -0,0 +1,8 @@
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| 6 |
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"num_cls": 4
|
| 7 |
+
}
|
| 8 |
+
}
|
dcseg18_fold5/wandb/debug-internal.log
ADDED
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dcseg18_fold5/wandb/debug.log
ADDED
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2026-07-13 12:07:08,915 INFO MainThread:1426313 [wandb_setup.py:_flush():81] Current SDK version is 0.26.1
|
| 2 |
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2026-07-13 12:07:08,915 INFO MainThread:1426313 [wandb_setup.py:_flush():81] Configure stats pid to 1426313
|
| 3 |
+
2026-07-13 12:07:08,915 INFO MainThread:1426313 [wandb_setup.py:_flush():81] Loading settings from environment variables
|
| 4 |
+
2026-07-13 12:07:08,918 INFO MainThread:1426313 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /work/phd_mimose/runs/dcseg18_fold5/wandb/run-20260713_120706-v283n8wa/logs/debug.log
|
| 5 |
+
2026-07-13 12:07:08,919 INFO MainThread:1426313 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /work/phd_mimose/runs/dcseg18_fold5/wandb/run-20260713_120706-v283n8wa/logs/debug-internal.log
|
| 6 |
+
2026-07-13 12:07:08,919 INFO MainThread:1426313 [wandb_init.py:init():850] calling init triggers
|
| 7 |
+
2026-07-13 12:07:08,919 INFO MainThread:1426313 [wandb_init.py:init():855] wandb.init called with sweep_config: {}
|
| 8 |
+
config: {'input_dir': '/work/phd_mimose/dcseg-preprocessed', 'output_dir': '/work/phd_mimose/runs/dcseg18_fold5', 'num_epochs': 500, 'validation_every': 10, 'batch_size': 3, 'num_workers': 8, 'fp16': True, 'compile': False, 'seed': 0, 'custom_trainer_kwargs': {'iter_per_epoch': None, 'region_fusion_start_epoch': 20, 'patch_size': 80, 'debug': False, 'transform_kind': 'imfuse', 'train_masking_mode': 'random', 'val_masking_mode': 'validation', 'use_recon_loss': True, 'use_reg_loss': True, 'use_ana_contrastive': True, 'use_mod_contrastive': True, 'regularization_alpha': 0.1, 'anatomy_contrastive_method': 'ssim', 'split_file': '/homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json', 'fold': 5}, 'model_class': 'DCSeg', 'model_kwargs': {'num_cls': 4, 'fusion_type': 'RFM'}, 'optimizer_class': 'Adam', 'optimizer': {'lr': 0.0003, 'weight_decay': 0.0001, 'betas': (0.9, 0.999), 'momentum': None, 'eps': 1e-08}, 'loss_class': 'IMFuseLoss', 'loss_kwargs': {'num_classes': None, 'fuse_weight': 1.0, 'sep_weight': 1.0, 'prm_weight': 1.0, 'eps': 0.001, 'log_clamp_min': 0.005}, 'scheduler_class': 'PolynomialLR', 'scheduler_kwargs': {'total_iters': 500, 'power': 0.9}, 'push_to_hf': True, 'hf_repo': 'AImageLab-Zip/MiMoSe', 'dataset_type': <DatasetType.BRATS18: 'brats18'>, 'iter_per_epoch': None, 'region_fusion_start_epoch': 20, 'patch_size': 80, 'debug': False, 'train_masking_mode': <MaskingMode.RANDOM: 'random'>, 'val_masking_mode': <MaskingMode.VALIDATION: 'validation'>, 'split_file': '/homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json', 'use_recon_loss': True, 'use_reg_loss': True, 'use_ana_contrastive': True, 'use_mod_contrastive': True, 'regularization_alpha': 0.1, 'anatomy_contrastive_method': 'ssim', '_wandb': {}}
|
| 9 |
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2026-07-13 12:07:08,919 INFO MainThread:1426313 [wandb_init.py:init():898] starting backend
|
| 10 |
+
2026-07-13 12:07:09,331 INFO MainThread:1426313 [wandb_init.py:init():913] sending inform_init request
|
| 11 |
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2026-07-13 12:07:09,761 INFO MainThread:1426313 [wandb_init.py:init():918] backend started and connected
|
| 12 |
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2026-07-13 12:07:09,765 INFO MainThread:1426313 [wandb_init.py:init():988] updated telemetry
|
| 13 |
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2026-07-13 12:07:09,855 INFO MainThread:1426313 [wandb_init.py:init():1011] communicating run to backend with 90.0 second timeout
|
| 14 |
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2026-07-13 12:07:10,242 INFO MainThread:1426313 [wandb_init.py:init():1056] starting run threads in backend
|
| 15 |
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2026-07-13 12:07:10,880 INFO MainThread:1426313 [wandb_run.py:_console_start():2554] atexit reg
|
| 16 |
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2026-07-13 12:07:10,880 INFO MainThread:1426313 [wandb_run.py:_redirect():2403] redirect: wrap_raw
|
| 17 |
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2026-07-13 12:07:10,880 INFO MainThread:1426313 [wandb_run.py:_redirect():2472] Wrapping output streams.
|
| 18 |
+
2026-07-13 12:07:10,881 INFO MainThread:1426313 [wandb_run.py:_redirect():2495] Redirects installed.
|
| 19 |
+
2026-07-13 12:07:10,894 INFO MainThread:1426313 [wandb_init.py:init():1094] run started, returning control to user process
|
| 20 |
+
2026-07-14 04:09:55,732 INFO MainThread:1426313 [wandb_run.py:_finish():2321] finishing run homarone-unimore/MiMoSe/v283n8wa
|
| 21 |
+
2026-07-14 04:09:55,733 INFO MainThread:1426313 [wandb_run.py:_atexit_cleanup():2520] got exitcode: 0
|
| 22 |
+
2026-07-14 04:09:55,738 INFO MainThread:1426313 [wandb_run.py:_restore():2502] restore
|
| 23 |
+
2026-07-14 04:09:55,738 INFO MainThread:1426313 [wandb_run.py:_restore():2508] restore done
|
dcseg18_fold5/wandb/run-20260713_120706-v283n8wa/files/config.yaml
ADDED
|
@@ -0,0 +1,225 @@
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|
| 1 |
+
_wandb:
|
| 2 |
+
value:
|
| 3 |
+
cli_version: 0.26.1
|
| 4 |
+
e:
|
| 5 |
+
ajb09ohxnbznmihvapoepremao5t24b5:
|
| 6 |
+
args:
|
| 7 |
+
- train
|
| 8 |
+
- --config
|
| 9 |
+
- dcseg_18.yaml
|
| 10 |
+
- --fold
|
| 11 |
+
- "5"
|
| 12 |
+
- --run-suffix
|
| 13 |
+
- fold5
|
| 14 |
+
- --seed
|
| 15 |
+
- "0"
|
| 16 |
+
- --try-resume
|
| 17 |
+
codePath: .venv/bin/mimose
|
| 18 |
+
codePathLocal: .venv/bin/mimose
|
| 19 |
+
cpu_count: 72
|
| 20 |
+
cpu_count_logical: 144
|
| 21 |
+
cudaVersion: "13.2"
|
| 22 |
+
disk:
|
| 23 |
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/:
|
| 24 |
+
total: "105089261568"
|
| 25 |
+
used: "15890661376"
|
| 26 |
+
executable: /homes/ocarpentiero/MiMoSe/.venv/bin/python3
|
| 27 |
+
git:
|
| 28 |
+
commit: 43ec89a6f363550241088042ebbde671ba2d1210
|
| 29 |
+
remote: https://github.com/AImageLab-zip/IM-Fuse.git
|
| 30 |
+
gpu: NVIDIA RTX PRO 6000 Blackwell Server Edition
|
| 31 |
+
gpu_count: 1
|
| 32 |
+
gpu_nvidia:
|
| 33 |
+
- architecture: Blackwell
|
| 34 |
+
cudaCores: 24064
|
| 35 |
+
memoryTotal: "102641958912"
|
| 36 |
+
name: NVIDIA RTX PRO 6000 Blackwell Server Edition
|
| 37 |
+
uuid: GPU-4ee19544-00d2-993c-0d2d-7015d58639f6
|
| 38 |
+
host: giacomo
|
| 39 |
+
memory:
|
| 40 |
+
total: "540631396352"
|
| 41 |
+
os: Linux-5.15.0-181-generic-x86_64-with-glibc2.35
|
| 42 |
+
program: /homes/ocarpentiero/MiMoSe/.venv/bin/mimose
|
| 43 |
+
python: CPython 3.12.13
|
| 44 |
+
root: /work/phd_mimose/runs/dcseg18_fold5
|
| 45 |
+
slurm:
|
| 46 |
+
cluster_name: aimagelab
|
| 47 |
+
conf: /etc/slurm/slurm.conf
|
| 48 |
+
cpus_on_node: "8"
|
| 49 |
+
cpus_per_task: "8"
|
| 50 |
+
distribution: cyclic
|
| 51 |
+
gpus_on_node: "1"
|
| 52 |
+
gtids: "0"
|
| 53 |
+
job_account: phd_mimose
|
| 54 |
+
job_cpus_per_node: "8"
|
| 55 |
+
job_dependency: singleton
|
| 56 |
+
job_end_time: "1784023592"
|
| 57 |
+
job_gid: "502"
|
| 58 |
+
job_gpus: "1"
|
| 59 |
+
job_id: "64171"
|
| 60 |
+
job_name: DCSEG18_FOLD_5
|
| 61 |
+
job_nodelist: giacomo
|
| 62 |
+
job_num_nodes: "1"
|
| 63 |
+
job_partition: boost_usr_prod
|
| 64 |
+
job_qos: normal
|
| 65 |
+
job_start_time: "1783937192"
|
| 66 |
+
job_uid: "92375"
|
| 67 |
+
job_user: ocarpentiero
|
| 68 |
+
jobid: "64171"
|
| 69 |
+
launch_node_ipaddr: 155.185.48.224
|
| 70 |
+
localid: "0"
|
| 71 |
+
mem_per_node: "102400"
|
| 72 |
+
nnodes: "1"
|
| 73 |
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nodeid: "0"
|
| 74 |
+
nodelist: giacomo
|
| 75 |
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nprocs: "1"
|
| 76 |
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ntasks: "1"
|
| 77 |
+
oom_kill_step: "0"
|
| 78 |
+
prio_process: "0"
|
| 79 |
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procid: "0"
|
| 80 |
+
pty_port: "40787"
|
| 81 |
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pty_win_col: "102"
|
| 82 |
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pty_win_row: "15"
|
| 83 |
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srun_comm_host: 155.185.48.224
|
| 84 |
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srun_comm_port: "34401"
|
| 85 |
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step_gpus: "0"
|
| 86 |
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step_id: "0"
|
| 87 |
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step_launcher_port: "34401"
|
| 88 |
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step_nodelist: dracula
|
| 89 |
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step_num_nodes: "1"
|
| 90 |
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step_num_tasks: "1"
|
| 91 |
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step_tasks_per_node: "1"
|
| 92 |
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stepid: "0"
|
| 93 |
+
submit_dir: /homes/ocarpentiero/MiMoSe
|
| 94 |
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submit_host: dracula
|
| 95 |
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task_pid: "1426308"
|
| 96 |
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tasks_per_node: "1"
|
| 97 |
+
topology_addr: giacomo
|
| 98 |
+
topology_addr_pattern: node
|
| 99 |
+
tres_per_task: cpu=8
|
| 100 |
+
startedAt: "2026-07-13T10:07:06.702029Z"
|
| 101 |
+
writerId: ajb09ohxnbznmihvapoepremao5t24b5
|
| 102 |
+
m: []
|
| 103 |
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python_version: 3.12.13
|
| 104 |
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t:
|
| 105 |
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"1":
|
| 106 |
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- 1
|
| 107 |
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- 5
|
| 108 |
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- 11
|
| 109 |
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- 49
|
| 110 |
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- 53
|
| 111 |
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"2":
|
| 112 |
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- 1
|
| 113 |
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- 5
|
| 114 |
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- 11
|
| 115 |
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- 49
|
| 116 |
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- 53
|
| 117 |
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"3":
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| 118 |
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- 2
|
| 119 |
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- 13
|
| 120 |
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- 16
|
| 121 |
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"4": 3.12.13
|
| 122 |
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"5": 0.26.1
|
| 123 |
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"6": 5.12.1
|
| 124 |
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"12": 0.26.1
|
| 125 |
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"13": linux-x86_64
|
| 126 |
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anatomy_contrastive_method:
|
| 127 |
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value: ssim
|
| 128 |
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batch_size:
|
| 129 |
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value: 3
|
| 130 |
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compile:
|
| 131 |
+
value: false
|
| 132 |
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custom_trainer_kwargs:
|
| 133 |
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value:
|
| 134 |
+
anatomy_contrastive_method: ssim
|
| 135 |
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debug: false
|
| 136 |
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fold: 5
|
| 137 |
+
iter_per_epoch: null
|
| 138 |
+
patch_size: 80
|
| 139 |
+
region_fusion_start_epoch: 20
|
| 140 |
+
regularization_alpha: 0.1
|
| 141 |
+
split_file: /homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json
|
| 142 |
+
train_masking_mode: random
|
| 143 |
+
transform_kind: imfuse
|
| 144 |
+
use_ana_contrastive: true
|
| 145 |
+
use_mod_contrastive: true
|
| 146 |
+
use_recon_loss: true
|
| 147 |
+
use_reg_loss: true
|
| 148 |
+
val_masking_mode: validation
|
| 149 |
+
dataset_type:
|
| 150 |
+
value: BRATS18
|
| 151 |
+
debug:
|
| 152 |
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value: false
|
| 153 |
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fp16:
|
| 154 |
+
value: true
|
| 155 |
+
hf_repo:
|
| 156 |
+
value: AImageLab-Zip/MiMoSe
|
| 157 |
+
input_dir:
|
| 158 |
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value: /work/phd_mimose/dcseg-preprocessed
|
| 159 |
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iter_per_epoch:
|
| 160 |
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value: null
|
| 161 |
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loss_class:
|
| 162 |
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value: IMFuseLoss
|
| 163 |
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loss_kwargs:
|
| 164 |
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value:
|
| 165 |
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eps: 0.001
|
| 166 |
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fuse_weight: 1
|
| 167 |
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log_clamp_min: 0.005
|
| 168 |
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num_classes: null
|
| 169 |
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prm_weight: 1
|
| 170 |
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sep_weight: 1
|
| 171 |
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model_class:
|
| 172 |
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value: DCSeg
|
| 173 |
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model_kwargs:
|
| 174 |
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value:
|
| 175 |
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fusion_type: RFM
|
| 176 |
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num_cls: 4
|
| 177 |
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num_epochs:
|
| 178 |
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value: 500
|
| 179 |
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num_workers:
|
| 180 |
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value: 8
|
| 181 |
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optimizer:
|
| 182 |
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value:
|
| 183 |
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betas:
|
| 184 |
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- 0.9
|
| 185 |
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- 0.999
|
| 186 |
+
eps: 1e-08
|
| 187 |
+
lr: 0.0003
|
| 188 |
+
momentum: null
|
| 189 |
+
weight_decay: 0.0001
|
| 190 |
+
optimizer_class:
|
| 191 |
+
value: Adam
|
| 192 |
+
output_dir:
|
| 193 |
+
value: /work/phd_mimose/runs/dcseg18_fold5
|
| 194 |
+
patch_size:
|
| 195 |
+
value: 80
|
| 196 |
+
push_to_hf:
|
| 197 |
+
value: true
|
| 198 |
+
region_fusion_start_epoch:
|
| 199 |
+
value: 20
|
| 200 |
+
regularization_alpha:
|
| 201 |
+
value: 0.1
|
| 202 |
+
scheduler_class:
|
| 203 |
+
value: PolynomialLR
|
| 204 |
+
scheduler_kwargs:
|
| 205 |
+
value:
|
| 206 |
+
power: 0.9
|
| 207 |
+
total_iters: 500
|
| 208 |
+
seed:
|
| 209 |
+
value: 0
|
| 210 |
+
split_file:
|
| 211 |
+
value: /homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json
|
| 212 |
+
train_masking_mode:
|
| 213 |
+
value: RANDOM
|
| 214 |
+
use_ana_contrastive:
|
| 215 |
+
value: true
|
| 216 |
+
use_mod_contrastive:
|
| 217 |
+
value: true
|
| 218 |
+
use_recon_loss:
|
| 219 |
+
value: true
|
| 220 |
+
use_reg_loss:
|
| 221 |
+
value: true
|
| 222 |
+
val_masking_mode:
|
| 223 |
+
value: VALIDATION
|
| 224 |
+
validation_every:
|
| 225 |
+
value: 10
|
dcseg18_fold5/wandb/run-20260713_120706-v283n8wa/files/output.log
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
Processing Files (1 / 1) : 100%|██████████| 160MB / 160MB, 19.1MB/s
|
| 2 |
+
New Data Upload : 100%|██████████| 160MB / 160MB, 19.1MB/s
|
| 3 |
+
..._weights_only.safetensors: 100%|██████████| 160MB / 160MB
|
dcseg18_fold5/wandb/run-20260713_120706-v283n8wa/files/requirements.txt
ADDED
|
@@ -0,0 +1,124 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
six==1.17.0
|
| 2 |
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nvidia-cutlass-dsl==4.6.0
|
| 3 |
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et_xmlfile==2.0.0
|
| 4 |
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certifi==2026.4.22
|
| 5 |
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nvidia-nccl-cu12==2.27.5
|
| 6 |
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regex==2026.6.28
|
| 7 |
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ml_dtypes==0.5.4
|
| 8 |
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simpleitk==2.5.4
|
| 9 |
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kiwisolver==1.5.0
|
| 10 |
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idna==3.13
|
| 11 |
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annotated-types==0.7.0
|
| 12 |
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nvidia-cutlass-dsl-libs-cu12==4.6.0
|
| 13 |
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cycler==0.12.1
|
| 14 |
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ptflops==0.7.5
|
| 15 |
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typing-inspection==0.4.2
|
| 16 |
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ninja==1.13.0
|
| 17 |
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nvidia-cufile-cu12==1.13.1.3
|
| 18 |
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nvidia-cuda-nvrtc-cu12==12.8.93
|
| 19 |
+
cloudpickle==3.1.2
|
| 20 |
+
python-dateutil==2.9.0.post0
|
| 21 |
+
tokenizers==0.22.2
|
| 22 |
+
packaging==26.2
|
| 23 |
+
wcwidth==0.6.0
|
| 24 |
+
safetensors==0.7.0
|
| 25 |
+
torch_c_dlpack_ext==0.1.5
|
| 26 |
+
mdurl==0.1.2
|
| 27 |
+
click==8.3.3
|
| 28 |
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Jinja2==3.1.6
|
| 29 |
+
dynamic_network_architectures==0.4.3
|
| 30 |
+
contourpy==1.3.3
|
| 31 |
+
pydantic_core==2.46.3
|
| 32 |
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nvidia-curand-cu12==10.3.9.90
|
| 33 |
+
PyYAML==6.0.3
|
| 34 |
+
GitPython==3.1.49
|
| 35 |
+
gitdb==4.0.12
|
| 36 |
+
nvidia-cusparselt-cu12==0.7.1
|
| 37 |
+
nvidia-cusparse-cu12==12.5.8.93
|
| 38 |
+
z3-solver==4.15.4.0
|
| 39 |
+
nvidia-nvtx-cu12==12.8.90
|
| 40 |
+
nvidia-nvjitlink-cu12==12.8.93
|
| 41 |
+
nvidia-cufft-cu12==11.3.3.83
|
| 42 |
+
httpcore==1.0.9
|
| 43 |
+
cuda-python==13.3.1
|
| 44 |
+
MiMoSe==0.0.2
|
| 45 |
+
nvidia-cublas-cu12==12.8.4.1
|
| 46 |
+
nodeocc==1.0.26
|
| 47 |
+
MarkupSafe==3.0.3
|
| 48 |
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timm==1.0.22
|
| 49 |
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charset-normalizer==3.4.7
|
| 50 |
+
thop==0.1.1-2209072238
|
| 51 |
+
shellingham==1.5.4
|
| 52 |
+
threadpoolctl==3.6.0
|
| 53 |
+
anyio==4.13.0
|
| 54 |
+
nvidia-cudnn-cu12==9.10.2.21
|
| 55 |
+
smmap==5.0.3
|
| 56 |
+
nvidia-cuda-cupti-cu12==12.8.90
|
| 57 |
+
nvidia-cuda-nvdisasm==13.3.73
|
| 58 |
+
typer==0.25.0
|
| 59 |
+
typing_extensions==4.15.0
|
| 60 |
+
causal-conv1d==1.6.2.post1
|
| 61 |
+
requests==2.33.1
|
| 62 |
+
mamba-ssm==2.3.2.post1
|
| 63 |
+
psutil==7.2.2
|
| 64 |
+
filelock==3.29.0
|
| 65 |
+
httpx==0.28.1
|
| 66 |
+
nvidia-cusolver-cu12==11.7.3.90
|
| 67 |
+
markdown-it-py==4.0.0
|
| 68 |
+
urllib3==2.6.3
|
| 69 |
+
h11==0.16.0
|
| 70 |
+
nvidia-nvshmem-cu12==3.3.20
|
| 71 |
+
pyparsing==3.3.2
|
| 72 |
+
annotated-doc==0.0.4
|
| 73 |
+
hf-xet==1.4.3
|
| 74 |
+
cuda-pathfinder==1.5.6
|
| 75 |
+
platformdirs==4.9.6
|
| 76 |
+
MedPy==0.5.2
|
| 77 |
+
einops==0.8.2
|
| 78 |
+
wheel==0.47.0
|
| 79 |
+
tqdm==4.67.3
|
| 80 |
+
h5py==3.16.0
|
| 81 |
+
protobuf==6.33.6
|
| 82 |
+
nvidia-cuda-runtime-cu12==12.8.90
|
| 83 |
+
fsspec==2026.4.0
|
| 84 |
+
ttkbootstrap==1.20.2
|
| 85 |
+
nvidia-cutlass-dsl-libs-base==4.6.0
|
| 86 |
+
mpmath==1.3.0
|
| 87 |
+
rich==15.0.0
|
| 88 |
+
pillow==12.2.0
|
| 89 |
+
cuda-bindings==13.3.1
|
| 90 |
+
quack-kernels==0.6.0
|
| 91 |
+
prompt_toolkit==3.0.52
|
| 92 |
+
joblib==1.5.3
|
| 93 |
+
pydantic==2.13.3
|
| 94 |
+
nvidia-cutlass-dsl-libs-core==4.6.0
|
| 95 |
+
openpyxl==3.1.5
|
| 96 |
+
huggingface_hub==1.13.0
|
| 97 |
+
torchvision==0.24.1
|
| 98 |
+
sentry-sdk==2.58.0
|
| 99 |
+
cuda-core==1.0.1
|
| 100 |
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apache-tvm-ffi==0.1.9
|
| 101 |
+
wandb==0.26.1
|
| 102 |
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fonttools==4.62.1
|
| 103 |
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Pygments==2.20.0
|
| 104 |
+
triton==3.5.1
|
| 105 |
+
setuptools==82.0.1
|
| 106 |
+
networkx==3.6.1
|
| 107 |
+
matplotlib==3.10.9
|
| 108 |
+
numpy==2.4.4
|
| 109 |
+
scikit-learn==1.8.0
|
| 110 |
+
scipy==1.17.1
|
| 111 |
+
pandas==3.0.2
|
| 112 |
+
sympy==1.14.0
|
| 113 |
+
transformers==5.12.1
|
| 114 |
+
tilelang==0.1.8
|
| 115 |
+
torch==2.9.1
|
| 116 |
+
mypy_extensions==1.1.0
|
| 117 |
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iniconfig==2.3.0
|
| 118 |
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pluggy==1.6.0
|
| 119 |
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ruff==0.15.12
|
| 120 |
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librt==0.9.0
|
| 121 |
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pathspec==1.1.1
|
| 122 |
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pytest==9.0.3
|
| 123 |
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mypy==1.20.2
|
| 124 |
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MiMoSe==0.0.2
|
dcseg18_fold5/wandb/run-20260713_120706-v283n8wa/files/wandb-metadata.json
ADDED
|
@@ -0,0 +1,107 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
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|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"os": "Linux-5.15.0-181-generic-x86_64-with-glibc2.35",
|
| 3 |
+
"python": "CPython 3.12.13",
|
| 4 |
+
"startedAt": "2026-07-13T10:07:06.702029Z",
|
| 5 |
+
"args": [
|
| 6 |
+
"train",
|
| 7 |
+
"--config",
|
| 8 |
+
"dcseg_18.yaml",
|
| 9 |
+
"--fold",
|
| 10 |
+
"5",
|
| 11 |
+
"--run-suffix",
|
| 12 |
+
"fold5",
|
| 13 |
+
"--seed",
|
| 14 |
+
"0",
|
| 15 |
+
"--try-resume"
|
| 16 |
+
],
|
| 17 |
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"program": "/homes/ocarpentiero/MiMoSe/.venv/bin/mimose",
|
| 18 |
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"codePath": ".venv/bin/mimose",
|
| 19 |
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"codePathLocal": ".venv/bin/mimose",
|
| 20 |
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"git": {
|
| 21 |
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"remote": "https://github.com/AImageLab-zip/IM-Fuse.git",
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| 22 |
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"commit": "43ec89a6f363550241088042ebbde671ba2d1210"
|
| 23 |
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},
|
| 24 |
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"root": "/work/phd_mimose/runs/dcseg18_fold5",
|
| 25 |
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"host": "giacomo",
|
| 26 |
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"executable": "/homes/ocarpentiero/MiMoSe/.venv/bin/python3",
|
| 27 |
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"cpu_count": 72,
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| 28 |
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| 29 |
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| 31 |
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"/": {
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| 33 |
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| 35 |
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| 37 |
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| 38 |
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| 41 |
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| 42 |
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| 47 |
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|
| 49 |
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"cudaVersion": "13.2",
|
| 50 |
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"slurm": {
|
| 51 |
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"cluster_name": "aimagelab",
|
| 52 |
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"conf": "/etc/slurm/slurm.conf",
|
| 53 |
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"cpus_on_node": "8",
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| 54 |
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"cpus_per_task": "8",
|
| 55 |
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| 56 |
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"gpus_on_node": "1",
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| 57 |
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| 58 |
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| 59 |
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| 60 |
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| 61 |
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| 65 |
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"job_name": "DCSEG18_FOLD_5",
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| 66 |
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| 67 |
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"job_num_nodes": "1",
|
| 68 |
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"job_partition": "boost_usr_prod",
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| 69 |
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"job_qos": "normal",
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| 70 |
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"job_start_time": "1783937192",
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| 71 |
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| 72 |
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"job_user": "ocarpentiero",
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| 73 |
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"jobid": "64171",
|
| 74 |
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| 75 |
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| 77 |
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| 78 |
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| 80 |
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| 81 |
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|
| 82 |
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|
| 83 |
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| 84 |
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"procid": "0",
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| 85 |
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| 86 |
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"pty_win_col": "102",
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"pty_win_row": "15",
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| 88 |
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| 90 |
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|
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| 93 |
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"step_nodelist": "dracula",
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| 94 |
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"step_num_nodes": "1",
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"step_tasks_per_node": "1",
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"stepid": "0",
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"submit_dir": "/homes/ocarpentiero/MiMoSe",
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"submit_host": "dracula",
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"task_pid": "1426308",
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"tasks_per_node": "1",
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"topology_addr": "giacomo",
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"topology_addr_pattern": "node",
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"tres_per_task": "cpu=8"
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},
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"writerId": "ajb09ohxnbznmihvapoepremao5t24b5"
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}
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dcseg18_fold5/wandb/run-20260713_120706-v283n8wa/files/wandb-summary.json
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{"train/fusedice":0.30831717361103406,"_runtime":57765,"train/fusecross":0.05504145437258889,"epoch":500,"val/tc_hd95":16.001368226125283,"val/wt":0.8184910801656801,"_wandb":{"runtime":57765},"train/sepdice":1.5715100972941427,"train/sepcross":0.28306651798387367,"lr":0,"train/loss":5.628204800865867,"val/wt_hd95":19.85661764091589,"val/etpp_hd95":44.028905063404046,"val/etpp":0.5657557783463256,"train/anatomical_contrastive_loss":3.8098956274263784,"train/prmdice":1.4854750994480017,"_timestamp":1.7839949806692417e+09,"val/dice":0.7033182462980566,"val/et_hd95":44.028905063404046,"train/prmcross":0.22475540135620217,"train/recon_loss":0.431693691647414,"val/tc":0.7257078803821645,"_step":499,"val/loss":0.37721531863870295,"train/kl_loss":0.007431000640446489,"val/et":0.5657557783463256,"train/modality_contrastive_loss":0.006650448233510057}
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dcseg18_fold5/wandb/run-20260713_120706-v283n8wa/logs/debug-core.log
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dcseg18_fold5/wandb/run-20260713_120706-v283n8wa/logs/debug.log
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2026-07-13 12:07:08,915 INFO MainThread:1426313 [wandb_setup.py:_flush():81] Current SDK version is 0.26.1
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2026-07-13 12:07:08,915 INFO MainThread:1426313 [wandb_setup.py:_flush():81] Configure stats pid to 1426313
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2026-07-13 12:07:08,915 INFO MainThread:1426313 [wandb_setup.py:_flush():81] Loading settings from environment variables
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2026-07-13 12:07:08,918 INFO MainThread:1426313 [wandb_init.py:setup_run_log_directory():723] Logging user logs to /work/phd_mimose/runs/dcseg18_fold5/wandb/run-20260713_120706-v283n8wa/logs/debug.log
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2026-07-13 12:07:08,919 INFO MainThread:1426313 [wandb_init.py:setup_run_log_directory():724] Logging internal logs to /work/phd_mimose/runs/dcseg18_fold5/wandb/run-20260713_120706-v283n8wa/logs/debug-internal.log
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2026-07-13 12:07:08,919 INFO MainThread:1426313 [wandb_init.py:init():850] calling init triggers
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2026-07-13 12:07:08,919 INFO MainThread:1426313 [wandb_init.py:init():855] wandb.init called with sweep_config: {}
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config: {'input_dir': '/work/phd_mimose/dcseg-preprocessed', 'output_dir': '/work/phd_mimose/runs/dcseg18_fold5', 'num_epochs': 500, 'validation_every': 10, 'batch_size': 3, 'num_workers': 8, 'fp16': True, 'compile': False, 'seed': 0, 'custom_trainer_kwargs': {'iter_per_epoch': None, 'region_fusion_start_epoch': 20, 'patch_size': 80, 'debug': False, 'transform_kind': 'imfuse', 'train_masking_mode': 'random', 'val_masking_mode': 'validation', 'use_recon_loss': True, 'use_reg_loss': True, 'use_ana_contrastive': True, 'use_mod_contrastive': True, 'regularization_alpha': 0.1, 'anatomy_contrastive_method': 'ssim', 'split_file': '/homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json', 'fold': 5}, 'model_class': 'DCSeg', 'model_kwargs': {'num_cls': 4, 'fusion_type': 'RFM'}, 'optimizer_class': 'Adam', 'optimizer': {'lr': 0.0003, 'weight_decay': 0.0001, 'betas': (0.9, 0.999), 'momentum': None, 'eps': 1e-08}, 'loss_class': 'IMFuseLoss', 'loss_kwargs': {'num_classes': None, 'fuse_weight': 1.0, 'sep_weight': 1.0, 'prm_weight': 1.0, 'eps': 0.001, 'log_clamp_min': 0.005}, 'scheduler_class': 'PolynomialLR', 'scheduler_kwargs': {'total_iters': 500, 'power': 0.9}, 'push_to_hf': True, 'hf_repo': 'AImageLab-Zip/MiMoSe', 'dataset_type': <DatasetType.BRATS18: 'brats18'>, 'iter_per_epoch': None, 'region_fusion_start_epoch': 20, 'patch_size': 80, 'debug': False, 'train_masking_mode': <MaskingMode.RANDOM: 'random'>, 'val_masking_mode': <MaskingMode.VALIDATION: 'validation'>, 'split_file': '/homes/ocarpentiero/MiMoSe/src/mimose/data/splits/splits_5fold.json', 'use_recon_loss': True, 'use_reg_loss': True, 'use_ana_contrastive': True, 'use_mod_contrastive': True, 'regularization_alpha': 0.1, 'anatomy_contrastive_method': 'ssim', '_wandb': {}}
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2026-07-13 12:07:08,919 INFO MainThread:1426313 [wandb_init.py:init():898] starting backend
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2026-07-13 12:07:09,331 INFO MainThread:1426313 [wandb_init.py:init():913] sending inform_init request
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2026-07-13 12:07:09,761 INFO MainThread:1426313 [wandb_init.py:init():918] backend started and connected
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2026-07-13 12:07:09,765 INFO MainThread:1426313 [wandb_init.py:init():988] updated telemetry
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2026-07-13 12:07:09,855 INFO MainThread:1426313 [wandb_init.py:init():1011] communicating run to backend with 90.0 second timeout
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2026-07-13 12:07:10,242 INFO MainThread:1426313 [wandb_init.py:init():1056] starting run threads in backend
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2026-07-13 12:07:10,880 INFO MainThread:1426313 [wandb_run.py:_console_start():2554] atexit reg
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2026-07-13 12:07:10,880 INFO MainThread:1426313 [wandb_run.py:_redirect():2403] redirect: wrap_raw
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2026-07-13 12:07:10,880 INFO MainThread:1426313 [wandb_run.py:_redirect():2472] Wrapping output streams.
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2026-07-13 12:07:10,881 INFO MainThread:1426313 [wandb_run.py:_redirect():2495] Redirects installed.
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2026-07-13 12:07:10,894 INFO MainThread:1426313 [wandb_init.py:init():1094] run started, returning control to user process
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2026-07-14 04:09:55,732 INFO MainThread:1426313 [wandb_run.py:_finish():2321] finishing run homarone-unimore/MiMoSe/v283n8wa
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2026-07-14 04:09:55,733 INFO MainThread:1426313 [wandb_run.py:_atexit_cleanup():2520] got exitcode: 0
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2026-07-14 04:09:55,738 INFO MainThread:1426313 [wandb_run.py:_restore():2502] restore
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2026-07-14 04:09:55,738 INFO MainThread:1426313 [wandb_run.py:_restore():2508] restore done
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imfuse18_fold1/huggingface/imfuse18_fold1/config.json
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{
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"mimose_model_name": "IMFuse",
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"model_class": "IMFuse",
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"model_kwargs": {
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"interleaved_tokenization": true,
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"mamba_skip": true,
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"num_cls": 4
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}
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}
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